{
 "id": "r6f897a94552",
 "found": true,
 "parent_id": "r9790c3cfbb7",
 "created_at": "2026-08-31 21:12:16.452906+00:00",
 "rows": [
  {
   "url": "https://byteiota.com/python-ai-agent-frameworks-august-2026-release-rundown",
   "project": "Pydantic AI",
   "repository": "https://github.com/pydantic/pydantic-ai/releases",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Four major Python AI agent frameworks shipped notable releases in August 2026, and at least one of them requires action on your part today.",
    "## Pydantic AI v2.33.0: The anthropic 1.0.0 Compatibility Fix"
   ],
   "repository_evidence": [
    "Four major Python AI agent frameworks shipped notable releases in August 2026, and at least one of them requires action on your part today.",
    "## Pydantic AI v2.33.0: The anthropic 1.0.0 Compatibility Fix",
    "[Full release notes on GitHub](https://github.com/pydantic/pydantic-ai/releases)."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://byteiota.com/python-ai-agent-frameworks-august-2026-release-rundown",
   "project": "Google ADK",
   "repository": "https://github.com/google/adk-python/blob/main/CHANGELOG.md",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Four major Python AI agent frameworks shipped notable releases in August 2026, and at least one of them requires action on your part today.",
    "## Google ADK 2.7: Correctness and Go Workflows"
   ],
   "repository_evidence": [
    "Four major Python AI agent frameworks shipped notable releases in August 2026, and at least one of them requires action on your part today.",
    "## Google ADK 2.7: Correctness and Go Workflows",
    "[Full ADK changelog on GitHub](https://github.com/google/adk-python/blob/main/CHANGELOG.md)."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/scienceaix/deepresearch",
   "project": "XAgent",
   "repository": "https://github.com/OpenBMB/XAgent",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome Deep Research Projects",
    "## Projects",
    "| Category | Subcategory | Name | URL |",
    "| Open-source | Agent Framework | XAgent | [https://github.com/OpenBMB/XAgent](https://github.com/OpenBMB/XAgent) |"
   ],
   "repository_evidence": [
    "# Awesome Deep Research Projects",
    "## Projects",
    "| Category | Subcategory | Name | URL |",
    "| Open-source | Agent Framework | XAgent | [https://github.com/OpenBMB/XAgent](https://github.com/OpenBMB/XAgent) |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/scienceaix/deepresearch",
   "project": "AutoGen",
   "repository": "https://github.com/microsoft/autogen",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome Deep Research Projects",
    "## Projects",
    "| Category | Subcategory | Name | URL |",
    "| Open-source | Agent Framework | AutoGen | [https://github.com/microsoft/autogen](https://github.com/microsoft/autogen) |"
   ],
   "repository_evidence": [
    "# Awesome Deep Research Projects",
    "## Projects",
    "| Category | Subcategory | Name | URL |",
    "| Open-source | Agent Framework | AutoGen | [https://github.com/microsoft/autogen](https://github.com/microsoft/autogen) |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/scienceaix/deepresearch",
   "project": "Qwen-Agent",
   "repository": "https://github.com/QwenLM/Qwen-Agent",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome Deep Research Projects",
    "## Projects",
    "| Category | Subcategory | Name | URL |",
    "| Open-source | Agent Framework | Qwen-Agent | [https://github.com/QwenLM/Qwen-Agent](https://github.com/QwenLM/Qwen-Agent) |"
   ],
   "repository_evidence": [
    "# Awesome Deep Research Projects",
    "## Projects",
    "| Category | Subcategory | Name | URL |",
    "| Open-source | Agent Framework | Qwen-Agent | [https://github.com/QwenLM/Qwen-Agent](https://github.com/QwenLM/Qwen-Agent) |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/scienceaix/deepresearch",
   "project": "OpenAI Agents SDK",
   "repository": "https://github.com/openai/openai-agents-python",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome Deep Research Projects",
    "## Projects",
    "| Category | Subcategory | Name | URL |",
    "| Open-source | Agent Framework | OpenAI Agents SDK | [https://github.com/openai/openai-agents-python](https://github.com/openai/openai-agents-python) |"
   ],
   "repository_evidence": [
    "# Awesome Deep Research Projects",
    "## Projects",
    "| Category | Subcategory | Name | URL |",
    "| Open-source | Agent Framework | OpenAI Agents SDK | [https://github.com/openai/openai-agents-python](https://github.com/openai/openai-agents-python) |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/scienceaix/deepresearch",
   "project": "N8n",
   "repository": "https://github.com/n8n-io/n8n",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome Deep Research Projects",
    "## Projects",
    "| Category | Subcategory | Name | URL |",
    "| Open-source | Agent Framework | N8n | [https://github.com/n8n-io/n8n](https://github.com/n8n-io/n8n) |"
   ],
   "repository_evidence": [
    "# Awesome Deep Research Projects",
    "## Projects",
    "| Category | Subcategory | Name | URL |",
    "| Open-source | Agent Framework | N8n | [https://github.com/n8n-io/n8n](https://github.com/n8n-io/n8n) |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/scienceaix/deepresearch",
   "project": "AutoChain",
   "repository": "https://github.com/Forethought-Technologies/AutoChain",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome Deep Research Projects",
    "## Projects",
    "| Category | Subcategory | Name | URL |",
    "| Open-source | Agent Framework | AutoChain | [https://github.com/Forethought-Technologies/AutoChain](https://github.com/Forethought-Technologies/AutoChain) |"
   ],
   "repository_evidence": [
    "# Awesome Deep Research Projects",
    "## Projects",
    "| Category | Subcategory | Name | URL |",
    "| Open-source | Agent Framework | AutoChain | [https://github.com/Forethought-Technologies/AutoChain](https://github.com/Forethought-Technologies/AutoChain) |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/scienceaix/deepresearch",
   "project": "AgentGPT",
   "repository": "https://github.com/reworkd/AgentGPT",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome Deep Research Projects",
    "## Projects",
    "| Category | Subcategory | Name | URL |",
    "| Open-source | Agent Framework | AgentGPT | [https://github.com/reworkd/AgentGPT](https://github.com/reworkd/AgentGPT) |"
   ],
   "repository_evidence": [
    "# Awesome Deep Research Projects",
    "## Projects",
    "| Category | Subcategory | Name | URL |",
    "| Open-source | Agent Framework | AgentGPT | [https://github.com/reworkd/AgentGPT](https://github.com/reworkd/AgentGPT) |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/scienceaix/deepresearch",
   "project": "Open-operator",
   "repository": "https://github.com/browserbase/open-operator",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome Deep Research Projects",
    "## Projects",
    "| Category | Subcategory | Name | URL |",
    "| Open-source | Agent Framework | Open-operator | [https://github.com/browserbase/open-operator](https://github.com/browserbase/open-operator) |"
   ],
   "repository_evidence": [
    "# Awesome Deep Research Projects",
    "## Projects",
    "| Category | Subcategory | Name | URL |",
    "| Open-source | Agent Framework | Open-operator | [https://github.com/browserbase/open-operator](https://github.com/browserbase/open-operator) |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/scienceaix/deepresearch",
   "project": "BabyAGI",
   "repository": "https://github.com/yoheinakajima/babyagi",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome Deep Research Projects",
    "## Projects",
    "| Category | Subcategory | Name | URL |",
    "| Open-source | Agent Framework | BabyAGI | [https://github.com/yoheinakajima/babyagi](https://github.com/yoheinakajima/babyagi) |"
   ],
   "repository_evidence": [
    "# Awesome Deep Research Projects",
    "## Projects",
    "| Category | Subcategory | Name | URL |",
    "| Open-source | Agent Framework | BabyAGI | [https://github.com/yoheinakajima/babyagi](https://github.com/yoheinakajima/babyagi) |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/scienceaix/deepresearch",
   "project": "AutoGPT",
   "repository": "https://github.com/Significant-Gravitas/AutoGPT",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome Deep Research Projects",
    "## Projects",
    "| Category | Subcategory | Name | URL |",
    "| Open-source | Agent Framework | AutoGPT | [https://github.com/Significant-Gravitas/AutoGPT](https://github.com/Significant-Gravitas/AutoGPT) |"
   ],
   "repository_evidence": [
    "# Awesome Deep Research Projects",
    "## Projects",
    "| Category | Subcategory | Name | URL |",
    "| Open-source | Agent Framework | AutoGPT | [https://github.com/Significant-Gravitas/AutoGPT](https://github.com/Significant-Gravitas/AutoGPT) |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/scienceaix/deepresearch",
   "project": "MetaGPT",
   "repository": "https://github.com/geekan/MetaGPT",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome Deep Research Projects",
    "## Projects",
    "| Category | Subcategory | Name | URL |",
    "| Open-source | Agent Framework | MetaGPT | [https://github.com/geekan/MetaGPT](https://github.com/geekan/MetaGPT) |"
   ],
   "repository_evidence": [
    "# Awesome Deep Research Projects",
    "## Projects",
    "| Category | Subcategory | Name | URL |",
    "| Open-source | Agent Framework | MetaGPT | [https://github.com/geekan/MetaGPT](https://github.com/geekan/MetaGPT) |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/scienceaix/deepresearch",
   "project": "Llama_index",
   "repository": "https://github.com/run-llama/llama_index",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome Deep Research Projects",
    "## Projects",
    "| Category | Subcategory | Name | URL |",
    "| Open-source | Agent Framework | Llama_index | [https://github.com/run-llama/llama_index](https://github.com/run-llama/llama_index) |"
   ],
   "repository_evidence": [
    "# Awesome Deep Research Projects",
    "## Projects",
    "| Category | Subcategory | Name | URL |",
    "| Open-source | Agent Framework | Llama_index | [https://github.com/run-llama/llama_index](https://github.com/run-llama/llama_index) |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/scienceaix/deepresearch",
   "project": "LangGraph",
   "repository": "https://github.com/langchain-ai/langgraph",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome Deep Research Projects",
    "## Projects",
    "| Category | Subcategory | Name | URL |",
    "| Open-source | Agent Framework | LangGraph | [https://github.com/langchain-ai/langgraph](https://github.com/langchain-ai/langgraph) |"
   ],
   "repository_evidence": [
    "# Awesome Deep Research Projects",
    "## Projects",
    "| Category | Subcategory | Name | URL |",
    "| Open-source | Agent Framework | LangGraph | [https://github.com/langchain-ai/langgraph](https://github.com/langchain-ai/langgraph) |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/scienceaix/deepresearch",
   "project": "CrewAI",
   "repository": "https://github.com/crewAIInc/crewAI",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome Deep Research Projects",
    "## Projects",
    "| Category | Subcategory | Name | URL |",
    "| Open-source | Agent Framework | CrewAI | [https://github.com/crewAIInc/crewAI](https://github.com/crewAIInc/crewAI) |"
   ],
   "repository_evidence": [
    "# Awesome Deep Research Projects",
    "## Projects",
    "| Category | Subcategory | Name | URL |",
    "| Open-source | Agent Framework | CrewAI | [https://github.com/crewAIInc/crewAI](https://github.com/crewAIInc/crewAI) |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/scienceaix/deepresearch",
   "project": "Agno",
   "repository": "https://github.com/agno-agi/agno",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome Deep Research Projects",
    "## Projects",
    "| Category | Subcategory | Name | URL |",
    "| Open-source | Agent Framework | Agno | [https://github.com/agno-agi/agno](https://github.com/agno-agi/agno) |"
   ],
   "repository_evidence": [
    "# Awesome Deep Research Projects",
    "## Projects",
    "| Category | Subcategory | Name | URL |",
    "| Open-source | Agent Framework | Agno | [https://github.com/agno-agi/agno](https://github.com/agno-agi/agno) |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/scienceaix/deepresearch",
   "project": "Temporal",
   "repository": "https://github.com/temporalio/temporal",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome Deep Research Projects",
    "## Projects",
    "| Category | Subcategory | Name | URL |",
    "| Open-source | Agent Framework | Temporal | [https://github.com/temporalio/temporal](https://github.com/temporalio/temporal) |"
   ],
   "repository_evidence": [
    "# Awesome Deep Research Projects",
    "## Projects",
    "| Category | Subcategory | Name | URL |",
    "| Open-source | Agent Framework | Temporal | [https://github.com/temporalio/temporal](https://github.com/temporalio/temporal) |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/scienceaix/deepresearch",
   "project": "Pydantic-AI",
   "repository": "https://github.com/pydantic/pydantic-ai",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome Deep Research Projects",
    "## Projects",
    "| Category | Subcategory | Name | URL |",
    "| Open-source | Agent Framework | Pydantic-AI | [https://github.com/pydantic/pydantic-ai](https://github.com/pydantic/pydantic-ai) |"
   ],
   "repository_evidence": [
    "# Awesome Deep Research Projects",
    "## Projects",
    "| Category | Subcategory | Name | URL |",
    "| Open-source | Agent Framework | Pydantic-AI | [https://github.com/pydantic/pydantic-ai](https://github.com/pydantic/pydantic-ai) |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/scienceaix/deepresearch",
   "project": "Letta",
   "repository": "https://github.com/letta-ai/letta",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome Deep Research Projects",
    "## Projects",
    "| Category | Subcategory | Name | URL |",
    "| Open-source | Agent Framework | Letta | [https://github.com/letta-ai/letta](https://github.com/letta-ai/letta) |"
   ],
   "repository_evidence": [
    "# Awesome Deep Research Projects",
    "## Projects",
    "| Category | Subcategory | Name | URL |",
    "| Open-source | Agent Framework | Letta | [https://github.com/letta-ai/letta](https://github.com/letta-ai/letta) |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/scienceaix/deepresearch",
   "project": "Mastra",
   "repository": "https://github.com/mastra-ai/mastra",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome Deep Research Projects",
    "## Projects",
    "| Category | Subcategory | Name | URL |",
    "| Open-source | Agent Framework | Mastra | [https://github.com/mastra-ai/mastra](https://github.com/mastra-ai/mastra) |"
   ],
   "repository_evidence": [
    "# Awesome Deep Research Projects",
    "## Projects",
    "| Category | Subcategory | Name | URL |",
    "| Open-source | Agent Framework | Mastra | [https://github.com/mastra-ai/mastra](https://github.com/mastra-ai/mastra) |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/scienceaix/deepresearch",
   "project": "Semantic Kernel",
   "repository": "https://github.com/microsoft/semantic-kernel",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome Deep Research Projects",
    "## Projects",
    "| Category | Subcategory | Name | URL |",
    "| Open-source | Agent Framework | Semantic Kernel | [https://github.com/microsoft/semantic-kernel](https://github.com/microsoft/semantic-kernel) |"
   ],
   "repository_evidence": [
    "# Awesome Deep Research Projects",
    "## Projects",
    "| Category | Subcategory | Name | URL |",
    "| Open-source | Agent Framework | Semantic Kernel | [https://github.com/microsoft/semantic-kernel](https://github.com/microsoft/semantic-kernel) |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/scienceaix/deepresearch",
   "project": "Dify",
   "repository": "https://github.com/langgenius/dify",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome Deep Research Projects",
    "## Projects",
    "| Category | Subcategory | Name | URL |",
    "| Open-source | Agent Orchestration Platform | Dify | [https://github.com/langgenius/dify](https://github.com/langgenius/dify) |"
   ],
   "repository_evidence": [
    "# Awesome Deep Research Projects",
    "## Projects",
    "| Category | Subcategory | Name | URL |",
    "| Open-source | Agent Orchestration Platform | Dify | [https://github.com/langgenius/dify](https://github.com/langgenius/dify) |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/scienceaix/deepresearch",
   "project": "Google-gemini/gemini-fullstack-langgraph-quickstart",
   "repository": "https://github.com/google-gemini/gemini-fullstack-langgraph-quickstart",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome Deep Research Projects",
    "## Projects",
    "| Category | Subcategory | Name | URL |"
   ],
   "repository_evidence": [
    "# Awesome Deep Research Projects",
    "## Projects",
    "| Category | Subcategory | Name | URL |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/scienceaix/deepresearch",
   "project": "Dzhng/deep-research",
   "repository": "https://github.com/dzhng/deep-research",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome Deep Research Projects",
    "## Projects",
    "| Category | Subcategory | Name | URL |"
   ],
   "repository_evidence": [
    "# Awesome Deep Research Projects",
    "## Projects",
    "| Category | Subcategory | Name | URL |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/scienceaix/deepresearch",
   "project": "Jina-AI/node-DeepResearch",
   "repository": "https://github.com/jina-ai/node-DeepResearch",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome Deep Research Projects",
    "## Projects",
    "| Category | Subcategory | Name | URL |"
   ],
   "repository_evidence": [
    "# Awesome Deep Research Projects",
    "## Projects",
    "| Category | Subcategory | Name | URL |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/scienceaix/deepresearch",
   "project": "LangChain-AI/open_deep_research",
   "repository": "https://github.com/langchain-ai/open_deep_research",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome Deep Research Projects",
    "## Projects",
    "| Category | Subcategory | Name | URL |"
   ],
   "repository_evidence": [
    "# Awesome Deep Research Projects",
    "## Projects",
    "| Category | Subcategory | Name | URL |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/scienceaix/deepresearch",
   "project": "TheBlewish/Automated-AI-Web-Researcher-Ollama",
   "repository": "https://github.com/TheBlewish/Automated-AI-Web-Researcher-Ollama",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome Deep Research Projects",
    "## Projects",
    "| Category | Subcategory | Name | URL |"
   ],
   "repository_evidence": [
    "# Awesome Deep Research Projects",
    "## Projects",
    "| Category | Subcategory | Name | URL |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/scienceaix/deepresearch",
   "project": "Btahir/open_deep_research",
   "repository": "https://github.com/btahir/open-deep-research",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome Deep Research Projects",
    "## Projects",
    "| Category | Subcategory | Name | URL |"
   ],
   "repository_evidence": [
    "# Awesome Deep Research Projects",
    "## Projects",
    "| Category | Subcategory | Name | URL |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/scienceaix/deepresearch",
   "project": "Nickscamara/open-deep-research",
   "repository": "https://github.com/nickscamara/open-deep-research",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome Deep Research Projects",
    "## Projects",
    "| Category | Subcategory | Name | URL |"
   ],
   "repository_evidence": [
    "# Awesome Deep Research Projects",
    "## Projects",
    "| Category | Subcategory | Name | URL |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/scienceaix/deepresearch",
   "project": "Mshumer/OpenDeepResearcher",
   "repository": "https://github.com/mshumer/OpenDeepResearcher",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome Deep Research Projects",
    "## Projects",
    "| Category | Subcategory | Name | URL |"
   ],
   "repository_evidence": [
    "# Awesome Deep Research Projects",
    "## Projects",
    "| Category | Subcategory | Name | URL |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/scienceaix/deepresearch",
   "project": "Grapeot/deep_research_agent",
   "repository": "https://github.com/grapeot/deep_research_agent",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome Deep Research Projects",
    "## Projects",
    "| Category | Subcategory | Name | URL |"
   ],
   "repository_evidence": [
    "# Awesome Deep Research Projects",
    "## Projects",
    "| Category | Subcategory | Name | URL |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/scienceaix/deepresearch",
   "project": "Smolagents/open_deep_research",
   "repository": "https://github.com/huggingface/smolagents/tree/main/examples/open_deep_research",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome Deep Research Projects",
    "## Projects",
    "| Category | Subcategory | Name | URL |"
   ],
   "repository_evidence": [
    "# Awesome Deep Research Projects",
    "## Projects",
    "| Category | Subcategory | Name | URL |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/scienceaix/deepresearch",
   "project": "Assafelovic/GPT-Researcher",
   "repository": "https://github.com/assafelovic/gpt-researcher/",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome Deep Research Projects",
    "## Projects",
    "| Category | Subcategory | Name | URL |"
   ],
   "repository_evidence": [
    "# Awesome Deep Research Projects",
    "## Projects",
    "| Category | Subcategory | Name | URL |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/scienceaix/deepresearch",
   "project": "HKUDS/Auto-Deep-Research",
   "repository": "https://github.com/HKUDS/Auto-Deep-Research",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome Deep Research Projects",
    "## Projects",
    "| Category | Subcategory | Name | URL |"
   ],
   "repository_evidence": [
    "# Awesome Deep Research Projects",
    "## Projects",
    "| Category | Subcategory | Name | URL |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/scienceaix/deepresearch",
   "project": "AgentLaboratory",
   "repository": "https://github.com/SamuelSchmidgall/AgentLaboratory",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome Deep Research Projects",
    "## Projects",
    "| Category | Subcategory | Name | URL |"
   ],
   "repository_evidence": [
    "# Awesome Deep Research Projects",
    "## Projects",
    "| Category | Subcategory | Name | URL |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/scienceaix/deepresearch",
   "project": "OpenManus",
   "repository": "https://github.com/FoundationAgents/OpenManus",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome Deep Research Projects",
    "## Projects",
    "| Category | Subcategory | Name | URL |",
    "| Open-source | Multi-modal Agent UI\u200b | OpenManus | [https://github.com/FoundationAgents/OpenManus](https://github.com/FoundationAgents/OpenManus) |"
   ],
   "repository_evidence": [
    "# Awesome Deep Research Projects",
    "## Projects",
    "| Category | Subcategory | Name | URL |",
    "| Open-source | Multi-modal Agent UI\u200b | OpenManus | [https://github.com/FoundationAgents/OpenManus](https://github.com/FoundationAgents/OpenManus) |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/scienceaix/deepresearch",
   "project": "Camel-AI/OWL",
   "repository": "https://github.com/camel-ai/owl",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome Deep Research Projects",
    "## Projects",
    "| Category | Subcategory | Name | URL |",
    "| Open-source | Multi-modal Agent UI\u200b | OpenManus | [https://github.com/FoundationAgents/OpenManus](https://github.com/FoundationAgents/OpenManus) |\n| Open-source | Multi-modal Agent UI\u200b | Camel-AI/OWL | [https://github.com/camel-ai/owl](https://github.com/camel-ai/owl) |"
   ],
   "repository_evidence": [
    "# Awesome Deep Research Projects",
    "## Projects",
    "| Category | Subcategory | Name | URL |",
    "| Open-source | Multi-modal Agent UI\u200b | OpenManus | [https://github.com/FoundationAgents/OpenManus](https://github.com/FoundationAgents/OpenManus) |\n| Open-source | Multi-modal Agent UI\u200b | Camel-AI/OWL | [https://github.com/camel-ai/owl](https://github.com/camel-ai/owl) |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/scienceaix/deepresearch",
   "project": "TARS",
   "repository": "https://github.com/bytedance/UI-TARS-desktop",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome Deep Research Projects",
    "## Projects",
    "| Category | Subcategory | Name | URL |"
   ],
   "repository_evidence": [
    "# Awesome Deep Research Projects",
    "## Projects",
    "| Category | Subcategory | Name | URL |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/scienceaix/deepresearch",
   "project": "Computer Use",
   "repository": "https://github.com/volcengine/ai-app-lab/tree/main/demohouse/computer_use",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome Deep Research Projects",
    "## Projects",
    "| Category | Subcategory | Name | URL |"
   ],
   "repository_evidence": [
    "# Awesome Deep Research Projects",
    "## Projects",
    "| Category | Subcategory | Name | URL |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/scienceaix/deepresearch",
   "project": "Nanobrowser",
   "repository": "https://github.com/nanobrowser/nanobrowser",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome Deep Research Projects",
    "## Projects",
    "| Category | Subcategory | Name | URL |"
   ],
   "repository_evidence": [
    "# Awesome Deep Research Projects",
    "## Projects",
    "| Category | Subcategory | Name | URL |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/scienceaix/deepresearch",
   "project": "JARVIS",
   "repository": "https://github.com/microsoft/JARVIS",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome Deep Research Projects",
    "## Projects",
    "| Category | Subcategory | Name | URL |"
   ],
   "repository_evidence": [
    "# Awesome Deep Research Projects",
    "## Projects",
    "| Category | Subcategory | Name | URL |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/scienceaix/deepresearch",
   "project": "Cline",
   "repository": "https://github.com/cline/cline",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome Deep Research Projects",
    "## Projects",
    "| Category | Subcategory | Name | URL |",
    "| Open-source | Developer Tools\u200b | Cline | [https://github.com/cline/cline](https://github.com/cline/cline) |"
   ],
   "repository_evidence": [
    "# Awesome Deep Research Projects",
    "## Projects",
    "| Category | Subcategory | Name | URL |",
    "| Open-source | Developer Tools\u200b | Cline | [https://github.com/cline/cline](https://github.com/cline/cline) |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/scienceaix/deepresearch",
   "project": "GPT-pilot",
   "repository": "https://github.com/Pythagora-io/gpt-pilot",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome Deep Research Projects",
    "## Projects",
    "| Category | Subcategory | Name | URL |",
    "| Open-source | Developer Tools\u200b | Cline | [https://github.com/cline/cline](https://github.com/cline/cline) |\n| Open-source | Developer Tools\u200b | GPT-pilot | [https://github.com/Pythagora-io/gpt-pilot](https://github.com/Pythagora-io/gpt-pilot) |"
   ],
   "repository_evidence": [
    "# Awesome Deep Research Projects",
    "## Projects",
    "| Category | Subcategory | Name | URL |",
    "| Open-source | Developer Tools\u200b | Cline | [https://github.com/cline/cline](https://github.com/cline/cline) |\n| Open-source | Developer Tools\u200b | GPT-pilot | [https://github.com/Pythagora-io/gpt-pilot](https://github.com/Pythagora-io/gpt-pilot) |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/scienceaix/deepresearch",
   "project": "Restate",
   "repository": "https://github.com/restatedev/restate",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome Deep Research Projects",
    "## Projects",
    "| Category | Subcategory | Name | URL |",
    "| | | | [https://github.com/restatedev/restate](https://github.com/restatedev/restate) |"
   ],
   "repository_evidence": [
    "# Awesome Deep Research Projects",
    "## Projects",
    "| Category | Subcategory | Name | URL |",
    "| | | | [https://github.com/restatedev/restate](https://github.com/restatedev/restate) |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/scienceaix/deepresearch",
   "project": "OpenAI Codex",
   "repository": "https://github.com/openai/codex",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome Deep Research Projects",
    "## Projects",
    "| Category | Subcategory | Name | URL |"
   ],
   "repository_evidence": [
    "# Awesome Deep Research Projects",
    "## Projects",
    "| Category | Subcategory | Name | URL |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/scienceaix/deepresearch",
   "project": "OpenEvolve",
   "repository": "https://github.com/codelion/openevolve",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome Deep Research Projects",
    "## Projects",
    "| Category | Subcategory | Name | URL |"
   ],
   "repository_evidence": [
    "# Awesome Deep Research Projects",
    "## Projects",
    "| Category | Subcategory | Name | URL |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/scienceaix/deepresearch",
   "project": "PaperQA",
   "repository": "https://github.com/Future-House/paper-qa",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome Deep Research Projects",
    "## Projects",
    "| Category | Subcategory | Name | URL |"
   ],
   "repository_evidence": [
    "# Awesome Deep Research Projects",
    "## Projects",
    "| Category | Subcategory | Name | URL |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/scienceaix/deepresearch",
   "project": "HKUDS/AI-Researcher",
   "repository": "https://github.com/HKUDS/AI-Researcher",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome Deep Research Projects",
    "## Projects",
    "| Category | Subcategory | Name | URL |"
   ],
   "repository_evidence": [
    "# Awesome Deep Research Projects",
    "## Projects",
    "| Category | Subcategory | Name | URL |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/scienceaix/deepresearch",
   "project": "Agent-RL/ReSearch",
   "repository": "https://github.com/Agent-RL/ReSearch",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome Deep Research Projects",
    "## Projects",
    "| Category | Subcategory | Name | URL |",
    "| Open-source | Model Training Frameworks\u200b | Agent-RL/ReSearch | [https://github.com/Agent-RL/ReSearch](https://github.com/Agent-RL/ReSearch) |"
   ],
   "repository_evidence": [
    "# Awesome Deep Research Projects",
    "## Projects",
    "| Category | Subcategory | Name | URL |",
    "| Open-source | Model Training Frameworks\u200b | Agent-RL/ReSearch | [https://github.com/Agent-RL/ReSearch](https://github.com/Agent-RL/ReSearch) |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/scienceaix/deepresearch",
   "project": "DSPy",
   "repository": "https://github.com/stanfordnlp/dspy",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome Deep Research Projects",
    "## Projects",
    "| Category | Subcategory | Name | URL |",
    "| Open-source | Model Training Frameworks\u200b | Agent-RL/ReSearch | [https://github.com/Agent-RL/ReSearch](https://github.com/Agent-RL/ReSearch) |\n| Open-source | Model Training Frameworks\u200b | DSPy | [https://github.com/stanfordnlp/dspy](https://github.com/stanfordnlp/dspy) |"
   ],
   "repository_evidence": [
    "# Awesome Deep Research Projects",
    "## Projects",
    "| Category | Subcategory | Name | URL |",
    "| Open-source | Model Training Frameworks\u200b | Agent-RL/ReSearch | [https://github.com/Agent-RL/ReSearch](https://github.com/Agent-RL/ReSearch) |\n| Open-source | Model Training Frameworks\u200b | DSPy | [https://github.com/stanfordnlp/dspy](https://github.com/stanfordnlp/dspy) |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/scienceaix/deepresearch",
   "project": "Gair-NLP/DeepResearcher",
   "repository": "https://github.com/GAIR-NLP/DeepResearcher",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome Deep Research Projects",
    "## Projects",
    "| Category | Subcategory | Name | URL |"
   ],
   "repository_evidence": [
    "# Awesome Deep Research Projects",
    "## Projects",
    "| Category | Subcategory | Name | URL |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/scienceaix/deepresearch",
   "project": "ModelTC/lightllm",
   "repository": "https://github.com/ModelTC/lightllm",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome Deep Research Projects",
    "## Projects",
    "| Category | Subcategory | Name | URL |"
   ],
   "repository_evidence": [
    "# Awesome Deep Research Projects",
    "## Projects",
    "| Category | Subcategory | Name | URL |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/scienceaix/deepresearch",
   "project": "Ollama",
   "repository": "https://github.com/ollama/ollama",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome Deep Research Projects",
    "## Projects",
    "| Category | Subcategory | Name | URL |",
    "| Open-source | Other LLM Tools\u200b | Ollama | [https://github.com/ollama/ollama](https://github.com/ollama/ollama) |"
   ],
   "repository_evidence": [
    "# Awesome Deep Research Projects",
    "## Projects",
    "| Category | Subcategory | Name | URL |",
    "| Open-source | Other LLM Tools\u200b | Ollama | [https://github.com/ollama/ollama](https://github.com/ollama/ollama) |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/scienceaix/deepresearch",
   "project": "Vllm",
   "repository": "https://github.com/vllm-project/vllm",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome Deep Research Projects",
    "## Projects",
    "| Category | Subcategory | Name | URL |",
    "| Open-source | Other LLM Tools\u200b | Ollama | [https://github.com/ollama/ollama](https://github.com/ollama/ollama) |\n| Open-source | Other LLM Tools\u200b | Vllm | [https://github.com/vllm-project/vllm](https://github.com/vllm-project/vllm) |"
   ],
   "repository_evidence": [
    "# Awesome Deep Research Projects",
    "## Projects",
    "| Category | Subcategory | Name | URL |",
    "| Open-source | Other LLM Tools\u200b | Ollama | [https://github.com/ollama/ollama](https://github.com/ollama/ollama) |\n| Open-source | Other LLM Tools\u200b | Vllm | [https://github.com/vllm-project/vllm](https://github.com/vllm-project/vllm) |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/scienceaix/deepresearch",
   "project": "Web-LLM",
   "repository": "https://github.com/mlc-ai/web-llm",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome Deep Research Projects",
    "## Projects",
    "| Category | Subcategory | Name | URL |"
   ],
   "repository_evidence": [
    "# Awesome Deep Research Projects",
    "## Projects",
    "| Category | Subcategory | Name | URL |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/scienceaix/deepresearch",
   "project": "WebArena",
   "repository": "https://github.com/web-arena-x/webarena",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome Deep Research Projects",
    "## Projects",
    "| Category | Paper Title | URL |"
   ],
   "repository_evidence": [
    "# Awesome Deep Research Projects",
    "## Projects",
    "| Category | Paper Title | URL |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/PurpleHaze2320/ai-agent-pulse",
   "project": "CrewAI",
   "repository": "https://github.com/crewAIInc/crewAI",
   "stars": "55200",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# \ud83d\udd2c AI Agent Framework Pulse Tracker",
    "## \ud83c\udfc6 Pulse Leaderboard",
    "| Rank | Framework | Pulse | Stars | \u2b50 7d | Commits (4w) | Last Release | Category |",
    "| 1 | [CrewAI](https://github.com/crewAIInc/crewAI) | \ud83d\udfe2 **89.6** | 55.2k | \ud83d\ude80 +455 | 103 | 1 day ago | `multi-agent` |"
   ],
   "repository_evidence": [
    "# \ud83d\udd2c AI Agent Framework Pulse Tracker",
    "## \ud83c\udfc6 Pulse Leaderboard",
    "| Rank | Framework | Pulse | Stars | \u2b50 7d | Commits (4w) | Last Release | Category |",
    "| 1 | [CrewAI](https://github.com/crewAIInc/crewAI) | \ud83d\udfe2 **89.6** | 55.2k | \ud83d\ude80 +455 | 103 | 1 day ago | `multi-agent` |"
   ],
   "stars_evidence": [
    "# \ud83d\udd2c AI Agent Framework Pulse Tracker",
    "## \ud83c\udfc6 Pulse Leaderboard",
    "| Rank | Framework | Pulse | Stars | \u2b50 7d | Commits (4w) | Last Release | Category |",
    "| 1 | [CrewAI](https://github.com/crewAIInc/crewAI) | \ud83d\udfe2 **89.6** | 55.2k | \ud83d\ude80 +455 | 103 | 1 day ago | `multi-agent` |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/PurpleHaze2320/ai-agent-pulse",
   "project": "BrowserUse",
   "repository": "https://github.com/browser-use/browser-use",
   "stars": "103900",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# \ud83d\udd2c AI Agent Framework Pulse Tracker",
    "## \ud83c\udfc6 Pulse Leaderboard",
    "| Rank | Framework | Pulse | Stars | \u2b50 7d | Commits (4w) | Last Release | Category |",
    "| 2 | [BrowserUse](https://github.com/browser-use/browser-use) | \ud83d\udfe2 **82.7** | 103.9k | \ud83d\ude80 +1754 | 66 | 7 days ago | `web-agent` |"
   ],
   "repository_evidence": [
    "# \ud83d\udd2c AI Agent Framework Pulse Tracker",
    "## \ud83c\udfc6 Pulse Leaderboard",
    "| Rank | Framework | Pulse | Stars | \u2b50 7d | Commits (4w) | Last Release | Category |",
    "| 2 | [BrowserUse](https://github.com/browser-use/browser-use) | \ud83d\udfe2 **82.7** | 103.9k | \ud83d\ude80 +1754 | 66 | 7 days ago | `web-agent` |"
   ],
   "stars_evidence": [
    "# \ud83d\udd2c AI Agent Framework Pulse Tracker",
    "## \ud83c\udfc6 Pulse Leaderboard",
    "| Rank | Framework | Pulse | Stars | \u2b50 7d | Commits (4w) | Last Release | Category |",
    "| 2 | [BrowserUse](https://github.com/browser-use/browser-use) | \ud83d\udfe2 **82.7** | 103.9k | \ud83d\ude80 +1754 | 66 | 7 days ago | `web-agent` |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/PurpleHaze2320/ai-agent-pulse",
   "project": "Mastra",
   "repository": "https://github.com/mastra-ai/mastra",
   "stars": "26000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# \ud83d\udd2c AI Agent Framework Pulse Tracker",
    "## \ud83c\udfc6 Pulse Leaderboard",
    "| Rank | Framework | Pulse | Stars | \u2b50 7d | Commits (4w) | Last Release | Category |",
    "| 3 | [Mastra](https://github.com/mastra-ai/mastra) | \ud83d\udfe2 **80.8** | 26.0k | \ud83d\ude80 +272 | 995 | today | `typescript` |"
   ],
   "repository_evidence": [
    "# \ud83d\udd2c AI Agent Framework Pulse Tracker",
    "## \ud83c\udfc6 Pulse Leaderboard",
    "| Rank | Framework | Pulse | Stars | \u2b50 7d | Commits (4w) | Last Release | Category |",
    "| 3 | [Mastra](https://github.com/mastra-ai/mastra) | \ud83d\udfe2 **80.8** | 26.0k | \ud83d\ude80 +272 | 995 | today | `typescript` |"
   ],
   "stars_evidence": [
    "# \ud83d\udd2c AI Agent Framework Pulse Tracker",
    "## \ud83c\udfc6 Pulse Leaderboard",
    "| Rank | Framework | Pulse | Stars | \u2b50 7d | Commits (4w) | Last Release | Category |",
    "| 3 | [Mastra](https://github.com/mastra-ai/mastra) | \ud83d\udfe2 **80.8** | 26.0k | \ud83d\ude80 +272 | 995 | today | `typescript` |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/PurpleHaze2320/ai-agent-pulse",
   "project": "LangGraph",
   "repository": "https://github.com/langchain-ai/langgraph",
   "stars": "36900",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# \ud83d\udd2c AI Agent Framework Pulse Tracker",
    "## \ud83c\udfc6 Pulse Leaderboard",
    "| Rank | Framework | Pulse | Stars | \u2b50 7d | Commits (4w) | Last Release | Category |",
    "| 4 | [LangGraph](https://github.com/langchain-ai/langgraph) | \ud83d\udfe2 **77.6** | 36.9k | \ud83d\ude80 +586 | 48 | 2 days ago | `orchestration` |"
   ],
   "repository_evidence": [
    "# \ud83d\udd2c AI Agent Framework Pulse Tracker",
    "## \ud83c\udfc6 Pulse Leaderboard",
    "| Rank | Framework | Pulse | Stars | \u2b50 7d | Commits (4w) | Last Release | Category |",
    "| 4 | [LangGraph](https://github.com/langchain-ai/langgraph) | \ud83d\udfe2 **77.6** | 36.9k | \ud83d\ude80 +586 | 48 | 2 days ago | `orchestration` |"
   ],
   "stars_evidence": [
    "# \ud83d\udd2c AI Agent Framework Pulse Tracker",
    "## \ud83c\udfc6 Pulse Leaderboard",
    "| Rank | Framework | Pulse | Stars | \u2b50 7d | Commits (4w) | Last Release | Category |",
    "| 4 | [LangGraph](https://github.com/langchain-ai/langgraph) | \ud83d\udfe2 **77.6** | 36.9k | \ud83d\ude80 +586 | 48 | 2 days ago | `orchestration` |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/PurpleHaze2320/ai-agent-pulse",
   "project": "Agno",
   "repository": "https://github.com/agno-agi/agno",
   "stars": "41100",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# \ud83d\udd2c AI Agent Framework Pulse Tracker",
    "## \ud83c\udfc6 Pulse Leaderboard",
    "| Rank | Framework | Pulse | Stars | \u2b50 7d | Commits (4w) | Last Release | Category |",
    "| 5 | [Agno](https://github.com/agno-agi/agno) | \ud83d\udfe2 **71.8** | 41.1k | \ud83d\ude80 +106 | 106 | today | `multi-agent` |"
   ],
   "repository_evidence": [
    "# \ud83d\udd2c AI Agent Framework Pulse Tracker",
    "## \ud83c\udfc6 Pulse Leaderboard",
    "| Rank | Framework | Pulse | Stars | \u2b50 7d | Commits (4w) | Last Release | Category |",
    "| 5 | [Agno](https://github.com/agno-agi/agno) | \ud83d\udfe2 **71.8** | 41.1k | \ud83d\ude80 +106 | 106 | today | `multi-agent` |"
   ],
   "stars_evidence": [
    "# \ud83d\udd2c AI Agent Framework Pulse Tracker",
    "## \ud83c\udfc6 Pulse Leaderboard",
    "| Rank | Framework | Pulse | Stars | \u2b50 7d | Commits (4w) | Last Release | Category |",
    "| 5 | [Agno](https://github.com/agno-agi/agno) | \ud83d\udfe2 **71.8** | 41.1k | \ud83d\ude80 +106 | 106 | today | `multi-agent` |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/PurpleHaze2320/ai-agent-pulse",
   "project": "Claude Agent SDK",
   "repository": "https://github.com/anthropics/claude-code",
   "stars": "137000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# \ud83d\udd2c AI Agent Framework Pulse Tracker",
    "## \ud83c\udfc6 Pulse Leaderboard",
    "| Rank | Framework | Pulse | Stars | \u2b50 7d | Commits (4w) | Last Release | Category |",
    "| 6 | [Claude Agent SDK](https://github.com/anthropics/claude-code) | \ud83d\udfe2 **71.0** | 137.0k | \ud83d\ude80 +1570 | 28 | today | `orchestration` |"
   ],
   "repository_evidence": [
    "# \ud83d\udd2c AI Agent Framework Pulse Tracker",
    "## \ud83c\udfc6 Pulse Leaderboard",
    "| Rank | Framework | Pulse | Stars | \u2b50 7d | Commits (4w) | Last Release | Category |",
    "| 6 | [Claude Agent SDK](https://github.com/anthropics/claude-code) | \ud83d\udfe2 **71.0** | 137.0k | \ud83d\ude80 +1570 | 28 | today | `orchestration` |"
   ],
   "stars_evidence": [
    "# \ud83d\udd2c AI Agent Framework Pulse Tracker",
    "## \ud83c\udfc6 Pulse Leaderboard",
    "| Rank | Framework | Pulse | Stars | \u2b50 7d | Commits (4w) | Last Release | Category |",
    "| 6 | [Claude Agent SDK](https://github.com/anthropics/claude-code) | \ud83d\udfe2 **71.0** | 137.0k | \ud83d\ude80 +1570 | 28 | today | `orchestration` |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/PurpleHaze2320/ai-agent-pulse",
   "project": "OpenAI Agents SDK",
   "repository": "https://github.com/openai/openai-agents-python",
   "stars": "27800",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# \ud83d\udd2c AI Agent Framework Pulse Tracker",
    "## \ud83c\udfc6 Pulse Leaderboard",
    "| Rank | Framework | Pulse | Stars | \u2b50 7d | Commits (4w) | Last Release | Category |",
    "| 7 | [OpenAI Agents SDK](https://github.com/openai/openai-agents-python) | \ud83d\udfe2 **70.4** | 27.8k | \ud83d\ude80 +170 | 75 | 2 days ago | `orchestration` |"
   ],
   "repository_evidence": [
    "# \ud83d\udd2c AI Agent Framework Pulse Tracker",
    "## \ud83c\udfc6 Pulse Leaderboard",
    "| Rank | Framework | Pulse | Stars | \u2b50 7d | Commits (4w) | Last Release | Category |",
    "| 7 | [OpenAI Agents SDK](https://github.com/openai/openai-agents-python) | \ud83d\udfe2 **70.4** | 27.8k | \ud83d\ude80 +170 | 75 | 2 days ago | `orchestration` |"
   ],
   "stars_evidence": [
    "# \ud83d\udd2c AI Agent Framework Pulse Tracker",
    "## \ud83c\udfc6 Pulse Leaderboard",
    "| Rank | Framework | Pulse | Stars | \u2b50 7d | Commits (4w) | Last Release | Category |",
    "| 7 | [OpenAI Agents SDK](https://github.com/openai/openai-agents-python) | \ud83d\udfe2 **70.4** | 27.8k | \ud83d\ude80 +170 | 75 | 2 days ago | `orchestration` |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/PurpleHaze2320/ai-agent-pulse",
   "project": "LlamaIndex",
   "repository": "https://github.com/run-llama/llama_index",
   "stars": "50700",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# \ud83d\udd2c AI Agent Framework Pulse Tracker",
    "## \ud83c\udfc6 Pulse Leaderboard",
    "| Rank | Framework | Pulse | Stars | \u2b50 7d | Commits (4w) | Last Release | Category |",
    "| 8 | [LlamaIndex](https://github.com/run-llama/llama_index) | \ud83d\udfe1 **62.8** | 50.7k | \ud83d\ude80 +161 | 26 | 14 days ago | `data-agent` |"
   ],
   "repository_evidence": [
    "# \ud83d\udd2c AI Agent Framework Pulse Tracker",
    "## \ud83c\udfc6 Pulse Leaderboard",
    "| Rank | Framework | Pulse | Stars | \u2b50 7d | Commits (4w) | Last Release | Category |",
    "| 8 | [LlamaIndex](https://github.com/run-llama/llama_index) | \ud83d\udfe1 **62.8** | 50.7k | \ud83d\ude80 +161 | 26 | 14 days ago | `data-agent` |"
   ],
   "stars_evidence": [
    "# \ud83d\udd2c AI Agent Framework Pulse Tracker",
    "## \ud83c\udfc6 Pulse Leaderboard",
    "| Rank | Framework | Pulse | Stars | \u2b50 7d | Commits (4w) | Last Release | Category |",
    "| 8 | [LlamaIndex](https://github.com/run-llama/llama_index) | \ud83d\udfe1 **62.8** | 50.7k | \ud83d\ude80 +161 | 26 | 14 days ago | `data-agent` |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/PurpleHaze2320/ai-agent-pulse",
   "project": "Semantic Kernel",
   "repository": "https://github.com/microsoft/semantic-kernel",
   "stars": "28300",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# \ud83d\udd2c AI Agent Framework Pulse Tracker",
    "## \ud83c\udfc6 Pulse Leaderboard",
    "| Rank | Framework | Pulse | Stars | \u2b50 7d | Commits (4w) | Last Release | Category |",
    "| 9 | [Semantic Kernel](https://github.com/microsoft/semantic-kernel) | \ud83d\udfe1 **59.2** | 28.3k | \ud83d\udcc8 +50 | 38 | 2 days ago | `enterprise` |"
   ],
   "repository_evidence": [
    "# \ud83d\udd2c AI Agent Framework Pulse Tracker",
    "## \ud83c\udfc6 Pulse Leaderboard",
    "| Rank | Framework | Pulse | Stars | \u2b50 7d | Commits (4w) | Last Release | Category |",
    "| 9 | [Semantic Kernel](https://github.com/microsoft/semantic-kernel) | \ud83d\udfe1 **59.2** | 28.3k | \ud83d\udcc8 +50 | 38 | 2 days ago | `enterprise` |"
   ],
   "stars_evidence": [
    "# \ud83d\udd2c AI Agent Framework Pulse Tracker",
    "## \ud83c\udfc6 Pulse Leaderboard",
    "| Rank | Framework | Pulse | Stars | \u2b50 7d | Commits (4w) | Last Release | Category |",
    "| 9 | [Semantic Kernel](https://github.com/microsoft/semantic-kernel) | \ud83d\udfe1 **59.2** | 28.3k | \ud83d\udcc8 +50 | 38 | 2 days ago | `enterprise` |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/PurpleHaze2320/ai-agent-pulse",
   "project": "PydanticAI",
   "repository": "https://github.com/pydantic/pydantic-ai",
   "stars": "18300",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# \ud83d\udd2c AI Agent Framework Pulse Tracker",
    "## \ud83c\udfc6 Pulse Leaderboard",
    "| Rank | Framework | Pulse | Stars | \u2b50 7d | Commits (4w) | Last Release | Category |",
    "| 10 | [PydanticAI](https://github.com/pydantic/pydantic-ai) | \ud83d\udfe1 **54.9** | 18.3k | \ud83d\ude80 +146 | 0 | today | `structured` |"
   ],
   "repository_evidence": [
    "# \ud83d\udd2c AI Agent Framework Pulse Tracker",
    "## \ud83c\udfc6 Pulse Leaderboard",
    "| Rank | Framework | Pulse | Stars | \u2b50 7d | Commits (4w) | Last Release | Category |",
    "| 10 | [PydanticAI](https://github.com/pydantic/pydantic-ai) | \ud83d\udfe1 **54.9** | 18.3k | \ud83d\ude80 +146 | 0 | today | `structured` |"
   ],
   "stars_evidence": [
    "# \ud83d\udd2c AI Agent Framework Pulse Tracker",
    "## \ud83c\udfc6 Pulse Leaderboard",
    "| Rank | Framework | Pulse | Stars | \u2b50 7d | Commits (4w) | Last Release | Category |",
    "| 10 | [PydanticAI](https://github.com/pydantic/pydantic-ai) | \ud83d\udfe1 **54.9** | 18.3k | \ud83d\ude80 +146 | 0 | today | `structured` |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/PurpleHaze2320/ai-agent-pulse",
   "project": "Google ADK",
   "repository": "https://github.com/google/adk-python",
   "stars": "20500",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# \ud83d\udd2c AI Agent Framework Pulse Tracker",
    "## \ud83c\udfc6 Pulse Leaderboard",
    "| Rank | Framework | Pulse | Stars | \u2b50 7d | Commits (4w) | Last Release | Category |",
    "| 11 | [Google ADK](https://github.com/google/adk-python) | \ud83d\udfe1 **53.7** | 20.5k | \ud83d\ude80 +134 | 0 | 1 day ago | `orchestration` |"
   ],
   "repository_evidence": [
    "# \ud83d\udd2c AI Agent Framework Pulse Tracker",
    "## \ud83c\udfc6 Pulse Leaderboard",
    "| Rank | Framework | Pulse | Stars | \u2b50 7d | Commits (4w) | Last Release | Category |",
    "| 11 | [Google ADK](https://github.com/google/adk-python) | \ud83d\udfe1 **53.7** | 20.5k | \ud83d\ude80 +134 | 0 | 1 day ago | `orchestration` |"
   ],
   "stars_evidence": [
    "# \ud83d\udd2c AI Agent Framework Pulse Tracker",
    "## \ud83c\udfc6 Pulse Leaderboard",
    "| Rank | Framework | Pulse | Stars | \u2b50 7d | Commits (4w) | Last Release | Category |",
    "| 11 | [Google ADK](https://github.com/google/adk-python) | \ud83d\udfe1 **53.7** | 20.5k | \ud83d\ude80 +134 | 0 | 1 day ago | `orchestration` |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/PurpleHaze2320/ai-agent-pulse",
   "project": "DSPy",
   "repository": "https://github.com/stanfordnlp/dspy",
   "stars": "36000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# \ud83d\udd2c AI Agent Framework Pulse Tracker",
    "## \ud83c\udfc6 Pulse Leaderboard",
    "| Rank | Framework | Pulse | Stars | \u2b50 7d | Commits (4w) | Last Release | Category |",
    "| 12 | [DSPy](https://github.com/stanfordnlp/dspy) | \ud83d\udfe1 **53.1** | 36.0k | \ud83d\ude80 +240 | 0 | 1 mo ago | `optimization` |"
   ],
   "repository_evidence": [
    "# \ud83d\udd2c AI Agent Framework Pulse Tracker",
    "## \ud83c\udfc6 Pulse Leaderboard",
    "| Rank | Framework | Pulse | Stars | \u2b50 7d | Commits (4w) | Last Release | Category |",
    "| 12 | [DSPy](https://github.com/stanfordnlp/dspy) | \ud83d\udfe1 **53.1** | 36.0k | \ud83d\ude80 +240 | 0 | 1 mo ago | `optimization` |"
   ],
   "stars_evidence": [
    "# \ud83d\udd2c AI Agent Framework Pulse Tracker",
    "## \ud83c\udfc6 Pulse Leaderboard",
    "| Rank | Framework | Pulse | Stars | \u2b50 7d | Commits (4w) | Last Release | Category |",
    "| 12 | [DSPy](https://github.com/stanfordnlp/dspy) | \ud83d\udfe1 **53.1** | 36.0k | \ud83d\ude80 +240 | 0 | 1 mo ago | `optimization` |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/PurpleHaze2320/ai-agent-pulse",
   "project": "AG2",
   "repository": "https://github.com/ag2ai/ag2",
   "stars": "4800",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# \ud83d\udd2c AI Agent Framework Pulse Tracker",
    "## \ud83c\udfc6 Pulse Leaderboard",
    "| Rank | Framework | Pulse | Stars | \u2b50 7d | Commits (4w) | Last Release | Category |",
    "| 13 | [AG2](https://github.com/ag2ai/ag2) | \ud83d\udfe1 **50.0** | 4.8k | \ud83d\udcc8 +24 | 0 | 5 days ago | `multi-agent` |"
   ],
   "repository_evidence": [
    "# \ud83d\udd2c AI Agent Framework Pulse Tracker",
    "## \ud83c\udfc6 Pulse Leaderboard",
    "| Rank | Framework | Pulse | Stars | \u2b50 7d | Commits (4w) | Last Release | Category |",
    "| 13 | [AG2](https://github.com/ag2ai/ag2) | \ud83d\udfe1 **50.0** | 4.8k | \ud83d\udcc8 +24 | 0 | 5 days ago | `multi-agent` |"
   ],
   "stars_evidence": [
    "# \ud83d\udd2c AI Agent Framework Pulse Tracker",
    "## \ud83c\udfc6 Pulse Leaderboard",
    "| Rank | Framework | Pulse | Stars | \u2b50 7d | Commits (4w) | Last Release | Category |",
    "| 13 | [AG2](https://github.com/ag2ai/ag2) | \ud83d\udfe1 **50.0** | 4.8k | \ud83d\udcc8 +24 | 0 | 5 days ago | `multi-agent` |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/PurpleHaze2320/ai-agent-pulse",
   "project": "Haystack",
   "repository": "https://github.com/deepset-ai/haystack",
   "stars": "25900",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# \ud83d\udd2c AI Agent Framework Pulse Tracker",
    "## \ud83c\udfc6 Pulse Leaderboard",
    "| Rank | Framework | Pulse | Stars | \u2b50 7d | Commits (4w) | Last Release | Category |",
    "| 14 | [Haystack](https://github.com/deepset-ai/haystack) | \ud83d\udfe1 **49.8** | 25.9k | \ud83d\udcc8 +47 | 0 | today | `pipeline` |"
   ],
   "repository_evidence": [
    "# \ud83d\udd2c AI Agent Framework Pulse Tracker",
    "## \ud83c\udfc6 Pulse Leaderboard",
    "| Rank | Framework | Pulse | Stars | \u2b50 7d | Commits (4w) | Last Release | Category |",
    "| 14 | [Haystack](https://github.com/deepset-ai/haystack) | \ud83d\udfe1 **49.8** | 25.9k | \ud83d\udcc8 +47 | 0 | today | `pipeline` |"
   ],
   "stars_evidence": [
    "# \ud83d\udd2c AI Agent Framework Pulse Tracker",
    "## \ud83c\udfc6 Pulse Leaderboard",
    "| Rank | Framework | Pulse | Stars | \u2b50 7d | Commits (4w) | Last Release | Category |",
    "| 14 | [Haystack](https://github.com/deepset-ai/haystack) | \ud83d\udfe1 **49.8** | 25.9k | \ud83d\udcc8 +47 | 0 | today | `pipeline` |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/PurpleHaze2320/ai-agent-pulse",
   "project": "Composio",
   "repository": "https://github.com/ComposioHQ/composio",
   "stars": "29100",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# \ud83d\udd2c AI Agent Framework Pulse Tracker",
    "## \ud83c\udfc6 Pulse Leaderboard",
    "| Rank | Framework | Pulse | Stars | \u2b50 7d | Commits (4w) | Last Release | Category |",
    "| 15 | [Composio](https://github.com/ComposioHQ/composio) | \ud83d\udfe1 **46.5** | 29.1k | \ud83d\udcc8 +80 | 0 | 1 day ago | `tooling` |"
   ],
   "repository_evidence": [
    "# \ud83d\udd2c AI Agent Framework Pulse Tracker",
    "## \ud83c\udfc6 Pulse Leaderboard",
    "| Rank | Framework | Pulse | Stars | \u2b50 7d | Commits (4w) | Last Release | Category |",
    "| 15 | [Composio](https://github.com/ComposioHQ/composio) | \ud83d\udfe1 **46.5** | 29.1k | \ud83d\udcc8 +80 | 0 | 1 day ago | `tooling` |"
   ],
   "stars_evidence": [
    "# \ud83d\udd2c AI Agent Framework Pulse Tracker",
    "## \ud83c\udfc6 Pulse Leaderboard",
    "| Rank | Framework | Pulse | Stars | \u2b50 7d | Commits (4w) | Last Release | Category |",
    "| 15 | [Composio](https://github.com/ComposioHQ/composio) | \ud83d\udfe1 **46.5** | 29.1k | \ud83d\udcc8 +80 | 0 | 1 day ago | `tooling` |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/PurpleHaze2320/ai-agent-pulse",
   "project": "Letta",
   "repository": "https://github.com/letta-ai/letta",
   "stars": "23700",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# \ud83d\udd2c AI Agent Framework Pulse Tracker",
    "## \ud83c\udfc6 Pulse Leaderboard",
    "| Rank | Framework | Pulse | Stars | \u2b50 7d | Commits (4w) | Last Release | Category |",
    "| 16 | [Letta](https://github.com/letta-ai/letta) | \ud83d\udfe1 **43.5** | 23.7k | \ud83d\udcc8 +93 | 2 | 1 mo ago | `memory` |"
   ],
   "repository_evidence": [
    "# \ud83d\udd2c AI Agent Framework Pulse Tracker",
    "## \ud83c\udfc6 Pulse Leaderboard",
    "| Rank | Framework | Pulse | Stars | \u2b50 7d | Commits (4w) | Last Release | Category |",
    "| 16 | [Letta](https://github.com/letta-ai/letta) | \ud83d\udfe1 **43.5** | 23.7k | \ud83d\udcc8 +93 | 2 | 1 mo ago | `memory` |"
   ],
   "stars_evidence": [
    "# \ud83d\udd2c AI Agent Framework Pulse Tracker",
    "## \ud83c\udfc6 Pulse Leaderboard",
    "| Rank | Framework | Pulse | Stars | \u2b50 7d | Commits (4w) | Last Release | Category |",
    "| 16 | [Letta](https://github.com/letta-ai/letta) | \ud83d\udfe1 **43.5** | 23.7k | \ud83d\udcc8 +93 | 2 | 1 mo ago | `memory` |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/PurpleHaze2320/ai-agent-pulse",
   "project": "Smolagents",
   "repository": "https://github.com/huggingface/smolagents",
   "stars": "28300",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# \ud83d\udd2c AI Agent Framework Pulse Tracker",
    "## \ud83c\udfc6 Pulse Leaderboard",
    "| Rank | Framework | Pulse | Stars | \u2b50 7d | Commits (4w) | Last Release | Category |",
    "| 17 | [Smolagents](https://github.com/huggingface/smolagents) | \ud83d\udfe1 **41.1** | 28.3k | \ud83d\ude80 +112 | 1 | 1 mo ago | `lightweight` |"
   ],
   "repository_evidence": [
    "# \ud83d\udd2c AI Agent Framework Pulse Tracker",
    "## \ud83c\udfc6 Pulse Leaderboard",
    "| Rank | Framework | Pulse | Stars | \u2b50 7d | Commits (4w) | Last Release | Category |",
    "| 17 | [Smolagents](https://github.com/huggingface/smolagents) | \ud83d\udfe1 **41.1** | 28.3k | \ud83d\ude80 +112 | 1 | 1 mo ago | `lightweight` |"
   ],
   "stars_evidence": [
    "# \ud83d\udd2c AI Agent Framework Pulse Tracker",
    "## \ud83c\udfc6 Pulse Leaderboard",
    "| Rank | Framework | Pulse | Stars | \u2b50 7d | Commits (4w) | Last Release | Category |",
    "| 17 | [Smolagents](https://github.com/huggingface/smolagents) | \ud83d\udfe1 **41.1** | 28.3k | \ud83d\ude80 +112 | 1 | 1 mo ago | `lightweight` |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/PurpleHaze2320/ai-agent-pulse",
   "project": "AutoGen",
   "repository": "https://github.com/microsoft/autogen",
   "stars": "59600",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# \ud83d\udd2c AI Agent Framework Pulse Tracker",
    "## \ud83c\udfc6 Pulse Leaderboard",
    "| Rank | Framework | Pulse | Stars | \u2b50 7d | Commits (4w) | Last Release | Category |",
    "| 18 | [AutoGen](https://github.com/microsoft/autogen) | \ud83d\udfe0 **37.7** | 59.6k | \ud83d\ude80 +179 | 0 | 9 mo ago | `multi-agent` |"
   ],
   "repository_evidence": [
    "# \ud83d\udd2c AI Agent Framework Pulse Tracker",
    "## \ud83c\udfc6 Pulse Leaderboard",
    "| Rank | Framework | Pulse | Stars | \u2b50 7d | Commits (4w) | Last Release | Category |",
    "| 18 | [AutoGen](https://github.com/microsoft/autogen) | \ud83d\udfe0 **37.7** | 59.6k | \ud83d\ude80 +179 | 0 | 9 mo ago | `multi-agent` |"
   ],
   "stars_evidence": [
    "# \ud83d\udd2c AI Agent Framework Pulse Tracker",
    "## \ud83c\udfc6 Pulse Leaderboard",
    "| Rank | Framework | Pulse | Stars | \u2b50 7d | Commits (4w) | Last Release | Category |",
    "| 18 | [AutoGen](https://github.com/microsoft/autogen) | \ud83d\udfe0 **37.7** | 59.6k | \ud83d\ude80 +179 | 0 | 9 mo ago | `multi-agent` |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/PurpleHaze2320/ai-agent-pulse",
   "project": "Swarm",
   "repository": "https://github.com/openai/swarm",
   "stars": "21800",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# \ud83d\udd2c AI Agent Framework Pulse Tracker",
    "## \ud83c\udfc6 Pulse Leaderboard",
    "| Rank | Framework | Pulse | Stars | \u2b50 7d | Commits (4w) | Last Release | Category |",
    "| 19 | [Swarm](https://github.com/openai/swarm) | \ud83d\udd34 **9.1** | 21.8k | \u2197\ufe0f +20 | 0 | \u2014 | `experimental` |"
   ],
   "repository_evidence": [
    "# \ud83d\udd2c AI Agent Framework Pulse Tracker",
    "## \ud83c\udfc6 Pulse Leaderboard",
    "| Rank | Framework | Pulse | Stars | \u2b50 7d | Commits (4w) | Last Release | Category |",
    "| 19 | [Swarm](https://github.com/openai/swarm) | \ud83d\udd34 **9.1** | 21.8k | \u2197\ufe0f +20 | 0 | \u2014 | `experimental` |"
   ],
   "stars_evidence": [
    "# \ud83d\udd2c AI Agent Framework Pulse Tracker",
    "## \ud83c\udfc6 Pulse Leaderboard",
    "| Rank | Framework | Pulse | Stars | \u2b50 7d | Commits (4w) | Last Release | Category |",
    "| 19 | [Swarm](https://github.com/openai/swarm) | \ud83d\udd34 **9.1** | 21.8k | \u2197\ufe0f +20 | 0 | \u2014 | `experimental` |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://presenc.ai/research/ai-agent-framework-github-rankings-2026",
   "project": "n8n",
   "repository": "n8n-io/n8n",
   "stars": "187791",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Top 25 AI Agent Frameworks by GitHub Stars (May 14, 2026)",
    "| Rank | Repository | Stars | Forks | Created | Language | Category |",
    "| 1 | n8n-io/n8n | 187,791 | 57,618 | 2019-06 | TypeScript | Workflow |"
   ],
   "repository_evidence": [
    "Top 25 AI Agent Frameworks by GitHub Stars (May 14, 2026)",
    "| Rank | Repository | Stars | Forks | Created | Language | Category |",
    "| 1 | n8n-io/n8n | 187,791 | 57,618 | 2019-06 | TypeScript | Workflow |"
   ],
   "stars_evidence": [
    "Top 25 AI Agent Frameworks by GitHub Stars (May 14, 2026)",
    "| Rank | Repository | Stars | Forks | Created | Language | Category |",
    "| 1 | n8n-io/n8n | 187,791 | 57,618 | 2019-06 | TypeScript | Workflow |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://presenc.ai/research/ai-agent-framework-github-rankings-2026",
   "project": "AutoGPT",
   "repository": "Significant-Gravitas/AutoGPT",
   "stars": "184295",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Top 25 AI Agent Frameworks by GitHub Stars (May 14, 2026)",
    "| Rank | Repository | Stars | Forks | Created | Language | Category |",
    "| 2 | Significant-Gravitas/AutoGPT | 184,295 | 46,237 | 2023-03 | Python | General |"
   ],
   "repository_evidence": [
    "Top 25 AI Agent Frameworks by GitHub Stars (May 14, 2026)",
    "| Rank | Repository | Stars | Forks | Created | Language | Category |",
    "| 2 | Significant-Gravitas/AutoGPT | 184,295 | 46,237 | 2023-03 | Python | General |"
   ],
   "stars_evidence": [
    "Top 25 AI Agent Frameworks by GitHub Stars (May 14, 2026)",
    "| Rank | Repository | Stars | Forks | Created | Language | Category |",
    "| 2 | Significant-Gravitas/AutoGPT | 184,295 | 46,237 | 2023-03 | Python | General |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://presenc.ai/research/ai-agent-framework-github-rankings-2026",
   "project": "langchain",
   "repository": "langchain-ai/langchain",
   "stars": "136707",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Top 25 AI Agent Frameworks by GitHub Stars (May 14, 2026)",
    "| Rank | Repository | Stars | Forks | Created | Language | Category |",
    "| 3 | langchain-ai/langchain | 136,707 | 22,606 | 2022-10 | Python | General |"
   ],
   "repository_evidence": [
    "Top 25 AI Agent Frameworks by GitHub Stars (May 14, 2026)",
    "| Rank | Repository | Stars | Forks | Created | Language | Category |",
    "| 3 | langchain-ai/langchain | 136,707 | 22,606 | 2022-10 | Python | General |"
   ],
   "stars_evidence": [
    "Top 25 AI Agent Frameworks by GitHub Stars (May 14, 2026)",
    "| Rank | Repository | Stars | Forks | Created | Language | Category |",
    "| 3 | langchain-ai/langchain | 136,707 | 22,606 | 2022-10 | Python | General |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://presenc.ai/research/ai-agent-framework-github-rankings-2026",
   "project": "browser-use",
   "repository": "browser-use/browser-use",
   "stars": "93857",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Top 25 AI Agent Frameworks by GitHub Stars (May 14, 2026)",
    "| Rank | Repository | Stars | Forks | Created | Language | Category |",
    "| 4 | browser-use/browser-use | 93,857 | 10,605 | 2024-10 | Python | Browser |"
   ],
   "repository_evidence": [
    "Top 25 AI Agent Frameworks by GitHub Stars (May 14, 2026)",
    "| Rank | Repository | Stars | Forks | Created | Language | Category |",
    "| 4 | browser-use/browser-use | 93,857 | 10,605 | 2024-10 | Python | Browser |"
   ],
   "stars_evidence": [
    "Top 25 AI Agent Frameworks by GitHub Stars (May 14, 2026)",
    "| Rank | Repository | Stars | Forks | Created | Language | Category |",
    "| 4 | browser-use/browser-use | 93,857 | 10,605 | 2024-10 | Python | Browser |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://presenc.ai/research/ai-agent-framework-github-rankings-2026",
   "project": "cline",
   "repository": "cline/cline",
   "stars": "61755",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Top 25 AI Agent Frameworks by GitHub Stars (May 14, 2026)",
    "| Rank | Repository | Stars | Forks | Created | Language | Category |",
    "| 5 | cline/cline | 61,755 | 6,417 | 2024-07 | TypeScript | Coding |"
   ],
   "repository_evidence": [
    "Top 25 AI Agent Frameworks by GitHub Stars (May 14, 2026)",
    "| Rank | Repository | Stars | Forks | Created | Language | Category |",
    "| 5 | cline/cline | 61,755 | 6,417 | 2024-07 | TypeScript | Coding |"
   ],
   "stars_evidence": [
    "Top 25 AI Agent Frameworks by GitHub Stars (May 14, 2026)",
    "| Rank | Repository | Stars | Forks | Created | Language | Category |",
    "| 5 | cline/cline | 61,755 | 6,417 | 2024-07 | TypeScript | Coding |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://presenc.ai/research/ai-agent-framework-github-rankings-2026",
   "project": "autogen",
   "repository": "microsoft/autogen",
   "stars": "58025",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Top 25 AI Agent Frameworks by GitHub Stars (May 14, 2026)",
    "| Rank | Repository | Stars | Forks | Created | Language | Category |",
    "| 6 | microsoft/autogen | 58,025 | 8,755 | 2023-08 | Python | General |"
   ],
   "repository_evidence": [
    "Top 25 AI Agent Frameworks by GitHub Stars (May 14, 2026)",
    "| Rank | Repository | Stars | Forks | Created | Language | Category |",
    "| 6 | microsoft/autogen | 58,025 | 8,755 | 2023-08 | Python | General |"
   ],
   "stars_evidence": [
    "Top 25 AI Agent Frameworks by GitHub Stars (May 14, 2026)",
    "| Rank | Repository | Stars | Forks | Created | Language | Category |",
    "| 6 | microsoft/autogen | 58,025 | 8,755 | 2023-08 | Python | General |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://presenc.ai/research/ai-agent-framework-github-rankings-2026",
   "project": "Flowise",
   "repository": "FlowiseAI/Flowise",
   "stars": "52810",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Top 25 AI Agent Frameworks by GitHub Stars (May 14, 2026)",
    "| Rank | Repository | Stars | Forks | Created | Language | Category |",
    "| 7 | FlowiseAI/Flowise | 52,810 | 24,328 | 2023-03 | TypeScript | Workflow |"
   ],
   "repository_evidence": [
    "Top 25 AI Agent Frameworks by GitHub Stars (May 14, 2026)",
    "| Rank | Repository | Stars | Forks | Created | Language | Category |",
    "| 7 | FlowiseAI/Flowise | 52,810 | 24,328 | 2023-03 | TypeScript | Workflow |"
   ],
   "stars_evidence": [
    "Top 25 AI Agent Frameworks by GitHub Stars (May 14, 2026)",
    "| Rank | Repository | Stars | Forks | Created | Language | Category |",
    "| 7 | FlowiseAI/Flowise | 52,810 | 24,328 | 2023-03 | TypeScript | Workflow |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://presenc.ai/research/ai-agent-framework-github-rankings-2026",
   "project": "crewAI",
   "repository": "crewAIInc/crewAI",
   "stars": "51380",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Top 25 AI Agent Frameworks by GitHub Stars (May 14, 2026)",
    "| Rank | Repository | Stars | Forks | Created | Language | Category |",
    "| 8 | crewAIInc/crewAI | 51,380 | 7,103 | 2023-10 | Python | General |"
   ],
   "repository_evidence": [
    "Top 25 AI Agent Frameworks by GitHub Stars (May 14, 2026)",
    "| Rank | Repository | Stars | Forks | Created | Language | Category |",
    "| 8 | crewAIInc/crewAI | 51,380 | 7,103 | 2023-10 | Python | General |"
   ],
   "stars_evidence": [
    "Top 25 AI Agent Frameworks by GitHub Stars (May 14, 2026)",
    "| Rank | Repository | Stars | Forks | Created | Language | Category |",
    "| 8 | crewAIInc/crewAI | 51,380 | 7,103 | 2023-10 | Python | General |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://presenc.ai/research/ai-agent-framework-github-rankings-2026",
   "project": "llama_index",
   "repository": "run-llama/llama_index",
   "stars": "49399",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Top 25 AI Agent Frameworks by GitHub Stars (May 14, 2026)",
    "| Rank | Repository | Stars | Forks | Created | Language | Category |",
    "| 9 | run-llama/llama_index | 49,399 | 7,407 | 2022-11 | Python | General / RAG |"
   ],
   "repository_evidence": [
    "Top 25 AI Agent Frameworks by GitHub Stars (May 14, 2026)",
    "| Rank | Repository | Stars | Forks | Created | Language | Category |",
    "| 9 | run-llama/llama_index | 49,399 | 7,407 | 2022-11 | Python | General / RAG |"
   ],
   "stars_evidence": [
    "Top 25 AI Agent Frameworks by GitHub Stars (May 14, 2026)",
    "| Rank | Repository | Stars | Forks | Created | Language | Category |",
    "| 9 | run-llama/llama_index | 49,399 | 7,407 | 2022-11 | Python | General / RAG |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://presenc.ai/research/ai-agent-framework-github-rankings-2026",
   "project": "litellm",
   "repository": "BerriAI/litellm",
   "stars": "46932",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Top 25 AI Agent Frameworks by GitHub Stars (May 14, 2026)",
    "| Rank | Repository | Stars | Forks | Created | Language | Category |",
    "| 10 | BerriAI/litellm | 46,932 | 8,037 | 2023-07 | Python | Routing / Proxy |"
   ],
   "repository_evidence": [
    "Top 25 AI Agent Frameworks by GitHub Stars (May 14, 2026)",
    "| Rank | Repository | Stars | Forks | Created | Language | Category |",
    "| 10 | BerriAI/litellm | 46,932 | 8,037 | 2023-07 | Python | Routing / Proxy |"
   ],
   "stars_evidence": [
    "Top 25 AI Agent Frameworks by GitHub Stars (May 14, 2026)",
    "| Rank | Repository | Stars | Forks | Created | Language | Category |",
    "| 10 | BerriAI/litellm | 46,932 | 8,037 | 2023-07 | Python | Routing / Proxy |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://presenc.ai/research/ai-agent-framework-github-rankings-2026",
   "project": "aider",
   "repository": "paul-gauthier/aider",
   "stars": "44796",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Top 25 AI Agent Frameworks by GitHub Stars (May 14, 2026)",
    "| Rank | Repository | Stars | Forks | Created | Language | Category |",
    "| 11 | paul-gauthier/aider | 44,796 | 4,409 | 2023-05 | Python | Coding |"
   ],
   "repository_evidence": [
    "Top 25 AI Agent Frameworks by GitHub Stars (May 14, 2026)",
    "| Rank | Repository | Stars | Forks | Created | Language | Category |",
    "| 11 | paul-gauthier/aider | 44,796 | 4,409 | 2023-05 | Python | Coding |"
   ],
   "stars_evidence": [
    "Top 25 AI Agent Frameworks by GitHub Stars (May 14, 2026)",
    "| Rank | Repository | Stars | Forks | Created | Language | Category |",
    "| 11 | paul-gauthier/aider | 44,796 | 4,409 | 2023-05 | Python | Coding |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://presenc.ai/research/ai-agent-framework-github-rankings-2026",
   "project": "agno",
   "repository": "agno-agi/agno",
   "stars": "40118",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Top 25 AI Agent Frameworks by GitHub Stars (May 14, 2026)",
    "| Rank | Repository | Stars | Forks | Created | Language | Category |",
    "| 12 | agno-agi/agno | 40,118 | 5,377 | 2022-05 | Python | General |"
   ],
   "repository_evidence": [
    "Top 25 AI Agent Frameworks by GitHub Stars (May 14, 2026)",
    "| Rank | Repository | Stars | Forks | Created | Language | Category |",
    "| 12 | agno-agi/agno | 40,118 | 5,377 | 2022-05 | Python | General |"
   ],
   "stars_evidence": [
    "Top 25 AI Agent Frameworks by GitHub Stars (May 14, 2026)",
    "| Rank | Repository | Stars | Forks | Created | Language | Category |",
    "| 12 | agno-agi/agno | 40,118 | 5,377 | 2022-05 | Python | General |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://presenc.ai/research/ai-agent-framework-github-rankings-2026",
   "project": "dspy",
   "repository": "stanfordnlp/dspy",
   "stars": "34408",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Top 25 AI Agent Frameworks by GitHub Stars (May 14, 2026)",
    "| Rank | Repository | Stars | Forks | Created | Language | Category |",
    "| 13 | stanfordnlp/dspy | 34,408 | 2,889 | 2023-01 | Python | General |"
   ],
   "repository_evidence": [
    "Top 25 AI Agent Frameworks by GitHub Stars (May 14, 2026)",
    "| Rank | Repository | Stars | Forks | Created | Language | Category |",
    "| 13 | stanfordnlp/dspy | 34,408 | 2,889 | 2023-01 | Python | General |"
   ],
   "stars_evidence": [
    "Top 25 AI Agent Frameworks by GitHub Stars (May 14, 2026)",
    "| Rank | Repository | Stars | Forks | Created | Language | Category |",
    "| 13 | stanfordnlp/dspy | 34,408 | 2,889 | 2023-01 | Python | General |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://presenc.ai/research/ai-agent-framework-github-rankings-2026",
   "project": "langgraph",
   "repository": "langchain-ai/langgraph",
   "stars": "32027",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Top 25 AI Agent Frameworks by GitHub Stars (May 14, 2026)",
    "| Rank | Repository | Stars | Forks | Created | Language | Category |",
    "| 14 | langchain-ai/langgraph | 32,027 | 5,432 | 2023-08 | Python | General |"
   ],
   "repository_evidence": [
    "Top 25 AI Agent Frameworks by GitHub Stars (May 14, 2026)",
    "| Rank | Repository | Stars | Forks | Created | Language | Category |",
    "| 14 | langchain-ai/langgraph | 32,027 | 5,432 | 2023-08 | Python | General |"
   ],
   "stars_evidence": [
    "Top 25 AI Agent Frameworks by GitHub Stars (May 14, 2026)",
    "| Rank | Repository | Stars | Forks | Created | Language | Category |",
    "| 14 | langchain-ai/langgraph | 32,027 | 5,432 | 2023-08 | Python | General |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://presenc.ai/research/ai-agent-framework-github-rankings-2026",
   "project": "semantic-kernel",
   "repository": "microsoft/semantic-kernel",
   "stars": "27902",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Top 25 AI Agent Frameworks by GitHub Stars (May 14, 2026)",
    "| Rank | Repository | Stars | Forks | Created | Language | Category |",
    "| 15 | microsoft/semantic-kernel | 27,902 | 4,598 | 2023-02 | C# | General |"
   ],
   "repository_evidence": [
    "Top 25 AI Agent Frameworks by GitHub Stars (May 14, 2026)",
    "| Rank | Repository | Stars | Forks | Created | Language | Category |",
    "| 15 | microsoft/semantic-kernel | 27,902 | 4,598 | 2023-02 | C# | General |"
   ],
   "stars_evidence": [
    "Top 25 AI Agent Frameworks by GitHub Stars (May 14, 2026)",
    "| Rank | Repository | Stars | Forks | Created | Language | Category |",
    "| 15 | microsoft/semantic-kernel | 27,902 | 4,598 | 2023-02 | C# | General |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://presenc.ai/research/ai-agent-framework-github-rankings-2026",
   "project": "smolagents",
   "repository": "huggingface/smolagents",
   "stars": "27302",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Top 25 AI Agent Frameworks by GitHub Stars (May 14, 2026)",
    "| Rank | Repository | Stars | Forks | Created | Language | Category |",
    "| 16 | huggingface/smolagents | 27,302 | 2,583 | 2024-12 | Python | General |"
   ],
   "repository_evidence": [
    "Top 25 AI Agent Frameworks by GitHub Stars (May 14, 2026)",
    "| Rank | Repository | Stars | Forks | Created | Language | Category |",
    "| 16 | huggingface/smolagents | 27,302 | 2,583 | 2024-12 | Python | General |"
   ],
   "stars_evidence": [
    "Top 25 AI Agent Frameworks by GitHub Stars (May 14, 2026)",
    "| Rank | Repository | Stars | Forks | Created | Language | Category |",
    "| 16 | huggingface/smolagents | 27,302 | 2,583 | 2024-12 | Python | General |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://presenc.ai/research/ai-agent-framework-github-rankings-2026",
   "project": "openai-agents-python",
   "repository": "openai/openai-agents-python",
   "stars": "26290",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Top 25 AI Agent Frameworks by GitHub Stars (May 14, 2026)",
    "| Rank | Repository | Stars | Forks | Created | Language | Category |",
    "| 17 | openai/openai-agents-python | 26,290 | 4,027 | 2025-03 | Python | General |"
   ],
   "repository_evidence": [
    "Top 25 AI Agent Frameworks by GitHub Stars (May 14, 2026)",
    "| Rank | Repository | Stars | Forks | Created | Language | Category |",
    "| 17 | openai/openai-agents-python | 26,290 | 4,027 | 2025-03 | Python | General |"
   ],
   "stars_evidence": [
    "Top 25 AI Agent Frameworks by GitHub Stars (May 14, 2026)",
    "| Rank | Repository | Stars | Forks | Created | Language | Category |",
    "| 17 | openai/openai-agents-python | 26,290 | 4,027 | 2025-03 | Python | General |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://presenc.ai/research/ai-agent-framework-github-rankings-2026",
   "project": "haystack",
   "repository": "deepset-ai/haystack",
   "stars": "25223",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Top 25 AI Agent Frameworks by GitHub Stars (May 14, 2026)",
    "| Rank | Repository | Stars | Forks | Created | Language | Category |",
    "| 18 | deepset-ai/haystack | 25,223 | 2,784 | 2019-11 | MDX | General / RAG |"
   ],
   "repository_evidence": [
    "Top 25 AI Agent Frameworks by GitHub Stars (May 14, 2026)",
    "| Rank | Repository | Stars | Forks | Created | Language | Category |",
    "| 18 | deepset-ai/haystack | 25,223 | 2,784 | 2019-11 | MDX | General / RAG |"
   ],
   "stars_evidence": [
    "Top 25 AI Agent Frameworks by GitHub Stars (May 14, 2026)",
    "| Rank | Repository | Stars | Forks | Created | Language | Category |",
    "| 18 | deepset-ai/haystack | 25,223 | 2,784 | 2019-11 | MDX | General / RAG |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://presenc.ai/research/ai-agent-framework-github-rankings-2026",
   "project": "ai",
   "repository": "vercel/ai",
   "stars": "24220",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Top 25 AI Agent Frameworks by GitHub Stars (May 14, 2026)",
    "| Rank | Repository | Stars | Forks | Created | Language | Category |",
    "| 19 | vercel/ai | 24,220 | 4,392 | 2023-05 | TypeScript | General SDK |"
   ],
   "repository_evidence": [
    "Top 25 AI Agent Frameworks by GitHub Stars (May 14, 2026)",
    "| Rank | Repository | Stars | Forks | Created | Language | Category |",
    "| 19 | vercel/ai | 24,220 | 4,392 | 2023-05 | TypeScript | General SDK |"
   ],
   "stars_evidence": [
    "Top 25 AI Agent Frameworks by GitHub Stars (May 14, 2026)",
    "| Rank | Repository | Stars | Forks | Created | Language | Category |",
    "| 19 | vercel/ai | 24,220 | 4,392 | 2023-05 | TypeScript | General SDK |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://presenc.ai/research/ai-agent-framework-github-rankings-2026",
   "project": "mastra",
   "repository": "mastra-ai/mastra",
   "stars": "23871",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Top 25 AI Agent Frameworks by GitHub Stars (May 14, 2026)",
    "| Rank | Repository | Stars | Forks | Created | Language | Category |",
    "| 20 | mastra-ai/mastra | 23,871 | 2,071 | 2024-08 | TypeScript | General |"
   ],
   "repository_evidence": [
    "Top 25 AI Agent Frameworks by GitHub Stars (May 14, 2026)",
    "| Rank | Repository | Stars | Forks | Created | Language | Category |",
    "| 20 | mastra-ai/mastra | 23,871 | 2,071 | 2024-08 | TypeScript | General |"
   ],
   "stars_evidence": [
    "Top 25 AI Agent Frameworks by GitHub Stars (May 14, 2026)",
    "| Rank | Repository | Stars | Forks | Created | Language | Category |",
    "| 20 | mastra-ai/mastra | 23,871 | 2,071 | 2024-08 | TypeScript | General |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://presenc.ai/research/ai-agent-framework-github-rankings-2026",
   "project": "letta",
   "repository": "letta-ai/letta",
   "stars": "22707",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Top 25 AI Agent Frameworks by GitHub Stars (May 14, 2026)",
    "| Rank | Repository | Stars | Forks | Created | Language | Category |",
    "| 21 | letta-ai/letta | 22,707 | 2,413 | 2023-10 | Python | Memory / Stateful |"
   ],
   "repository_evidence": [
    "Top 25 AI Agent Frameworks by GitHub Stars (May 14, 2026)",
    "| Rank | Repository | Stars | Forks | Created | Language | Category |",
    "| 21 | letta-ai/letta | 22,707 | 2,413 | 2023-10 | Python | Memory / Stateful |"
   ],
   "stars_evidence": [
    "Top 25 AI Agent Frameworks by GitHub Stars (May 14, 2026)",
    "| Rank | Repository | Stars | Forks | Created | Language | Category |",
    "| 21 | letta-ai/letta | 22,707 | 2,413 | 2023-10 | Python | Memory / Stateful |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://presenc.ai/research/ai-agent-framework-github-rankings-2026",
   "project": "pydantic-ai",
   "repository": "pydantic/pydantic-ai",
   "stars": "17055",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Top 25 AI Agent Frameworks by GitHub Stars (May 14, 2026)",
    "| Rank | Repository | Stars | Forks | Created | Language | Category |",
    "| 22 | pydantic/pydantic-ai | 17,055 | 2,076 | 2024-06 | Python | General |"
   ],
   "repository_evidence": [
    "Top 25 AI Agent Frameworks by GitHub Stars (May 14, 2026)",
    "| Rank | Repository | Stars | Forks | Created | Language | Category |",
    "| 22 | pydantic/pydantic-ai | 17,055 | 2,076 | 2024-06 | Python | General |"
   ],
   "stars_evidence": [
    "Top 25 AI Agent Frameworks by GitHub Stars (May 14, 2026)",
    "| Rank | Repository | Stars | Forks | Created | Language | Category |",
    "| 22 | pydantic/pydantic-ai | 17,055 | 2,076 | 2024-06 | Python | General |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://presenc.ai/research/ai-agent-framework-github-rankings-2026",
   "project": "agents",
   "repository": "livekit/agents",
   "stars": "10472",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Top 25 AI Agent Frameworks by GitHub Stars (May 14, 2026)",
    "| Rank | Repository | Stars | Forks | Created | Language | Category |",
    "| 23 | livekit/agents | 10,472 | 3,126 | 2023-10 | Python | Voice |"
   ],
   "repository_evidence": [
    "Top 25 AI Agent Frameworks by GitHub Stars (May 14, 2026)",
    "| Rank | Repository | Stars | Forks | Created | Language | Category |",
    "| 23 | livekit/agents | 10,472 | 3,126 | 2023-10 | Python | Voice |"
   ],
   "stars_evidence": [
    "Top 25 AI Agent Frameworks by GitHub Stars (May 14, 2026)",
    "| Rank | Repository | Stars | Forks | Created | Language | Category |",
    "| 23 | livekit/agents | 10,472 | 3,126 | 2023-10 | Python | Voice |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://presenc.ai/research/ai-agent-framework-github-rankings-2026",
   "project": "claude-agent-sdk-python",
   "repository": "anthropics/claude-agent-sdk-python",
   "stars": "6860",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Top 25 AI Agent Frameworks by GitHub Stars (May 14, 2026)",
    "| Rank | Repository | Stars | Forks | Created | Language | Category |",
    "| 24 | anthropics/claude-agent-sdk-python | 6,860 | 987 | 2025-06 | Python | Vendor SDK |"
   ],
   "repository_evidence": [
    "Top 25 AI Agent Frameworks by GitHub Stars (May 14, 2026)",
    "| Rank | Repository | Stars | Forks | Created | Language | Category |",
    "| 24 | anthropics/claude-agent-sdk-python | 6,860 | 987 | 2025-06 | Python | Vendor SDK |"
   ],
   "stars_evidence": [
    "Top 25 AI Agent Frameworks by GitHub Stars (May 14, 2026)",
    "| Rank | Repository | Stars | Forks | Created | Language | Category |",
    "| 24 | anthropics/claude-agent-sdk-python | 6,860 | 987 | 2025-06 | Python | Vendor SDK |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://presenc.ai/research/ai-agent-framework-github-rankings-2026",
   "project": "anthropic-sdk-python",
   "repository": "anthropics/anthropic-sdk-python",
   "stars": "3441",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Top 25 AI Agent Frameworks by GitHub Stars (May 14, 2026)",
    "| Rank | Repository | Stars | Forks | Created | Language | Category |",
    "| 25 | anthropics/anthropic-sdk-python | 3,441 | 674 | 2023-01 | Python | Vendor SDK |"
   ],
   "repository_evidence": [
    "Top 25 AI Agent Frameworks by GitHub Stars (May 14, 2026)",
    "| Rank | Repository | Stars | Forks | Created | Language | Category |",
    "| 25 | anthropics/anthropic-sdk-python | 3,441 | 674 | 2023-01 | Python | Vendor SDK |"
   ],
   "stars_evidence": [
    "Top 25 AI Agent Frameworks by GitHub Stars (May 14, 2026)",
    "| Rank | Repository | Stars | Forks | Created | Language | Category |",
    "| 25 | anthropics/anthropic-sdk-python | 3,441 | 674 | 2023-01 | Python | Vendor SDK |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/ARUNAGIRINATHAN-K/awesome-ai-agents-2026",
   "project": "CrewAI",
   "repository": "https://github.com/crewAIInc/crewAI",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome AI Agents 2026",
    "## Orchestration Frameworks",
    "- [CrewAI](https://github.com/crewAIInc/crewAI) `\ud83d\ude80` `[Python]` `[Multi-Agent]` - Production multi-agent framework with 5K+ GitHub stars, role-based collaboration, async execution, and 1500+ company adoptions."
   ],
   "repository_evidence": [
    "# Awesome AI Agents 2026",
    "## Orchestration Frameworks",
    "- [CrewAI](https://github.com/crewAIInc/crewAI) `\ud83d\ude80` `[Python]` `[Multi-Agent]` - Production multi-agent framework with 5K+ GitHub stars, role-based collaboration, async execution, and 1500+ company adoptions."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/ARUNAGIRINATHAN-K/awesome-ai-agents-2026",
   "project": "Skyvern",
   "repository": "https://github.com/Skyvern-AI/skyvern",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome AI Agents 2026",
    "## Browser and Computer Use Agents",
    "- [Skyvern](https://github.com/Skyvern-AI/skyvern) `\ud83d\ude80` `[Python]` `[GitHub]` - Production browser automation with 21.5K GitHub stars, 10M+ executed workflows, vision-first automation, and sub-300ms response times."
   ],
   "repository_evidence": [
    "# Awesome AI Agents 2026",
    "## Browser and Computer Use Agents",
    "- [Skyvern](https://github.com/Skyvern-AI/skyvern) `\ud83d\ude80` `[Python]` `[GitHub]` - Production browser automation with 21.5K GitHub stars, 10M+ executed workflows, vision-first automation, and sub-300ms response times."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://reddit.com/r/LangChain/comments/1rnc2u9/comprehensive_comparison_of_every_ai_agent",
   "project": "Hindsight",
   "repository": "https://github.com/vectorize-io/hindsight",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "For this community specifically, here's what's covered in the frameworks section:",
    "We built Hindsight to be a fully open-source memory system, and it's worth checking out, especially since it tops memory benchmarks."
   ],
   "repository_evidence": [
    "For this community specifically, here's what's covered in the frameworks section:",
    "https://github.com/vectorize-io/hindsight"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://chatforest.com/guides/best-ai-agent-frameworks-2026",
   "project": "LangGraph",
   "repository": null,
   "stars": "31200",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Best AI Agent Frameworks in 2026 \u2014 14 Frameworks Compared",
    "This guide summarizes all 14 frameworks we have reviewed, with ratings, key facts, and a decision guide to help you pick the right one.",
    "| Framework | Stars | License | Language | Rating | Best For |",
    "| [LangGraph](/reviews/langgraph-python-agent-framework/) | ~31.2K | MIT | Python | 4.5/5 | Complex stateful workflows, production scale |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# Best AI Agent Frameworks in 2026 \u2014 14 Frameworks Compared",
    "This guide summarizes all 14 frameworks we have reviewed, with ratings, key facts, and a decision guide to help you pick the right one.",
    "| Framework | Stars | License | Language | Rating | Best For |",
    "| [LangGraph](/reviews/langgraph-python-agent-framework/) | ~31.2K | MIT | Python | 4.5/5 | Complex stateful workflows, production scale |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://chatforest.com/guides/best-ai-agent-frameworks-2026",
   "project": "CrewAI",
   "repository": null,
   "stars": "50600",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Best AI Agent Frameworks in 2026 \u2014 14 Frameworks Compared",
    "This guide summarizes all 14 frameworks we have reviewed, with ratings, key facts, and a decision guide to help you pick the right one.",
    "| Framework | Stars | License | Language | Rating | Best For |",
    "| [CrewAI](/reviews/crewai-multi-agent-framework/) | ~50.6K | MIT | Python | 4.5/5 | Role-based multi-agent, fastest time to working |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# Best AI Agent Frameworks in 2026 \u2014 14 Frameworks Compared",
    "This guide summarizes all 14 frameworks we have reviewed, with ratings, key facts, and a decision guide to help you pick the right one.",
    "| Framework | Stars | License | Language | Rating | Best For |",
    "| [CrewAI](/reviews/crewai-multi-agent-framework/) | ~50.6K | MIT | Python | 4.5/5 | Role-based multi-agent, fastest time to working |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://chatforest.com/guides/best-ai-agent-frameworks-2026",
   "project": "Agno",
   "repository": null,
   "stars": "39800",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Best AI Agent Frameworks in 2026 \u2014 14 Frameworks Compared",
    "This guide summarizes all 14 frameworks we have reviewed, with ratings, key facts, and a decision guide to help you pick the right one.",
    "| Framework | Stars | License | Language | Rating | Best For |",
    "| [Agno](/reviews/agno-python-agent-framework/) | ~39.8K | MPL-2.0 | Python | 4.5/5 | Full-stack runtime, teams + RAG + memory |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# Best AI Agent Frameworks in 2026 \u2014 14 Frameworks Compared",
    "This guide summarizes all 14 frameworks we have reviewed, with ratings, key facts, and a decision guide to help you pick the right one.",
    "| Framework | Stars | License | Language | Rating | Best For |",
    "| [Agno](/reviews/agno-python-agent-framework/) | ~39.8K | MPL-2.0 | Python | 4.5/5 | Full-stack runtime, teams + RAG + memory |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://chatforest.com/guides/best-ai-agent-frameworks-2026",
   "project": "DSPy",
   "repository": null,
   "stars": "34200",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Best AI Agent Frameworks in 2026 \u2014 14 Frameworks Compared",
    "This guide summarizes all 14 frameworks we have reviewed, with ratings, key facts, and a decision guide to help you pick the right one.",
    "| Framework | Stars | License | Language | Rating | Best For |",
    "| [DSPy](/reviews/dspy-declarative-llm-programming/) | ~34.2K | MIT | Python | 4.5/5 | Prompt optimization, quality-critical pipelines |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# Best AI Agent Frameworks in 2026 \u2014 14 Frameworks Compared",
    "This guide summarizes all 14 frameworks we have reviewed, with ratings, key facts, and a decision guide to help you pick the right one.",
    "| Framework | Stars | License | Language | Rating | Best For |",
    "| [DSPy](/reviews/dspy-declarative-llm-programming/) | ~34.2K | MIT | Python | 4.5/5 | Prompt optimization, quality-critical pipelines |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://chatforest.com/guides/best-ai-agent-frameworks-2026",
   "project": "LlamaIndex",
   "repository": null,
   "stars": "49100",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Best AI Agent Frameworks in 2026 \u2014 14 Frameworks Compared",
    "This guide summarizes all 14 frameworks we have reviewed, with ratings, key facts, and a decision guide to help you pick the right one.",
    "| Framework | Stars | License | Language | Rating | Best For |",
    "| [LlamaIndex](/reviews/llamaindex-rag-agent-framework/) | ~49.1K | MIT | Python | 4.5/5 | Data-heavy RAG, deep integrations |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# Best AI Agent Frameworks in 2026 \u2014 14 Frameworks Compared",
    "This guide summarizes all 14 frameworks we have reviewed, with ratings, key facts, and a decision guide to help you pick the right one.",
    "| Framework | Stars | License | Language | Rating | Best For |",
    "| [LlamaIndex](/reviews/llamaindex-rag-agent-framework/) | ~49.1K | MIT | Python | 4.5/5 | Data-heavy RAG, deep integrations |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://chatforest.com/guides/best-ai-agent-frameworks-2026",
   "project": "OpenAI Agents SDK",
   "repository": null,
   "stars": "25900",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Best AI Agent Frameworks in 2026 \u2014 14 Frameworks Compared",
    "This guide summarizes all 14 frameworks we have reviewed, with ratings, key facts, and a decision guide to help you pick the right one.",
    "| Framework | Stars | License | Language | Rating | Best For |",
    "| [OpenAI Agents SDK](/reviews/openai-agents-sdk-python/) | ~25.9K | MIT | Python | 4.5/5 | OpenAI API users, minimal abstraction |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# Best AI Agent Frameworks in 2026 \u2014 14 Frameworks Compared",
    "This guide summarizes all 14 frameworks we have reviewed, with ratings, key facts, and a decision guide to help you pick the right one.",
    "| Framework | Stars | License | Language | Rating | Best For |",
    "| [OpenAI Agents SDK](/reviews/openai-agents-sdk-python/) | ~25.9K | MIT | Python | 4.5/5 | OpenAI API users, minimal abstraction |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://chatforest.com/guides/best-ai-agent-frameworks-2026",
   "project": "Mastra",
   "repository": null,
   "stars": "23600",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Best AI Agent Frameworks in 2026 \u2014 14 Frameworks Compared",
    "This guide summarizes all 14 frameworks we have reviewed, with ratings, key facts, and a decision guide to help you pick the right one.",
    "| Framework | Stars | License | Language | Rating | Best For |",
    "| [Mastra](/reviews/mastra-typescript-agent-framework/) | ~23.6K | Apache 2.0 | TypeScript | 4.5/5 | TypeScript stacks, bidirectional MCP |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# Best AI Agent Frameworks in 2026 \u2014 14 Frameworks Compared",
    "This guide summarizes all 14 frameworks we have reviewed, with ratings, key facts, and a decision guide to help you pick the right one.",
    "| Framework | Stars | License | Language | Rating | Best For |",
    "| [Mastra](/reviews/mastra-typescript-agent-framework/) | ~23.6K | Apache 2.0 | TypeScript | 4.5/5 | TypeScript stacks, bidirectional MCP |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://chatforest.com/guides/best-ai-agent-frameworks-2026",
   "project": "CAMEL-AI",
   "repository": null,
   "stars": "16900",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Best AI Agent Frameworks in 2026 \u2014 14 Frameworks Compared",
    "This guide summarizes all 14 frameworks we have reviewed, with ratings, key facts, and a decision guide to help you pick the right one.",
    "| Framework | Stars | License | Language | Rating | Best For |",
    "| [CAMEL-AI](/reviews/camel-ai-multi-agent-framework/) | ~16.9K | Apache 2.0 | Python | 4/5 | Research, synthetic data, large-scale simulation |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# Best AI Agent Frameworks in 2026 \u2014 14 Frameworks Compared",
    "This guide summarizes all 14 frameworks we have reviewed, with ratings, key facts, and a decision guide to help you pick the right one.",
    "| Framework | Stars | License | Language | Rating | Best For |",
    "| [CAMEL-AI](/reviews/camel-ai-multi-agent-framework/) | ~16.9K | Apache 2.0 | Python | 4/5 | Research, synthetic data, large-scale simulation |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://chatforest.com/guides/best-ai-agent-frameworks-2026",
   "project": "Haystack",
   "repository": null,
   "stars": "25100",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Best AI Agent Frameworks in 2026 \u2014 14 Frameworks Compared",
    "This guide summarizes all 14 frameworks we have reviewed, with ratings, key facts, and a decision guide to help you pick the right one.",
    "| Framework | Stars | License | Language | Rating | Best For |",
    "| [Haystack](/reviews/haystack-deepset-llm-framework/) | ~25.1K | Apache 2.0 | Python | 4/5 | Production RAG, type-safe pipelines |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# Best AI Agent Frameworks in 2026 \u2014 14 Frameworks Compared",
    "This guide summarizes all 14 frameworks we have reviewed, with ratings, key facts, and a decision guide to help you pick the right one.",
    "| Framework | Stars | License | Language | Rating | Best For |",
    "| [Haystack](/reviews/haystack-deepset-llm-framework/) | ~25.1K | Apache 2.0 | Python | 4/5 | Production RAG, type-safe pipelines |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://chatforest.com/guides/best-ai-agent-frameworks-2026",
   "project": "Semantic Kernel",
   "repository": null,
   "stars": "27800",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Best AI Agent Frameworks in 2026 \u2014 14 Frameworks Compared",
    "This guide summarizes all 14 frameworks we have reviewed, with ratings, key facts, and a decision guide to help you pick the right one.",
    "| Framework | Stars | License | Language | Rating | Best For |",
    "| [Semantic Kernel](/reviews/semantic-kernel-microsoft-agent-framework/) | ~27.8K | MIT | C#/Python/Java | 4/5 | Enterprise, Azure, multi-language shops |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# Best AI Agent Frameworks in 2026 \u2014 14 Frameworks Compared",
    "This guide summarizes all 14 frameworks we have reviewed, with ratings, key facts, and a decision guide to help you pick the right one.",
    "| Framework | Stars | License | Language | Rating | Best For |",
    "| [Semantic Kernel](/reviews/semantic-kernel-microsoft-agent-framework/) | ~27.8K | MIT | C#/Python/Java | 4/5 | Enterprise, Azure, multi-language shops |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://chatforest.com/guides/best-ai-agent-frameworks-2026",
   "project": "Letta/MemGPT",
   "repository": null,
   "stars": "22400",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Best AI Agent Frameworks in 2026 \u2014 14 Frameworks Compared",
    "This guide summarizes all 14 frameworks we have reviewed, with ratings, key facts, and a decision guide to help you pick the right one.",
    "| Framework | Stars | License | Language | Rating | Best For |",
    "| [Letta/MemGPT](/reviews/letta-memgpt-stateful-agent-framework/) | ~22.4K | Apache 2.0 | Python | 4/5 | Long-running stateful agents, persistent memory |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# Best AI Agent Frameworks in 2026 \u2014 14 Frameworks Compared",
    "This guide summarizes all 14 frameworks we have reviewed, with ratings, key facts, and a decision guide to help you pick the right one.",
    "| Framework | Stars | License | Language | Rating | Best For |",
    "| [Letta/MemGPT](/reviews/letta-memgpt-stateful-agent-framework/) | ~22.4K | Apache 2.0 | Python | 4/5 | Long-running stateful agents, persistent memory |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://chatforest.com/guides/best-ai-agent-frameworks-2026",
   "project": "smolagents",
   "repository": null,
   "stars": "27100",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Best AI Agent Frameworks in 2026 \u2014 14 Frameworks Compared",
    "This guide summarizes all 14 frameworks we have reviewed, with ratings, key facts, and a decision guide to help you pick the right one.",
    "| Framework | Stars | License | Language | Rating | Best For |",
    "| [smolagents](/reviews/smolagents-huggingface-agent-framework/) | ~27.1K | Apache 2.0 | Python | 4/5 | Code-first agents, HuggingFace ecosystem |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# Best AI Agent Frameworks in 2026 \u2014 14 Frameworks Compared",
    "This guide summarizes all 14 frameworks we have reviewed, with ratings, key facts, and a decision guide to help you pick the right one.",
    "| Framework | Stars | License | Language | Rating | Best For |",
    "| [smolagents](/reviews/smolagents-huggingface-agent-framework/) | ~27.1K | Apache 2.0 | Python | 4/5 | Code-first agents, HuggingFace ecosystem |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://chatforest.com/guides/best-ai-agent-frameworks-2026",
   "project": "AG2/AutoGen",
   "repository": null,
   "stars": "4500",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Best AI Agent Frameworks in 2026 \u2014 14 Frameworks Compared",
    "This guide summarizes all 14 frameworks we have reviewed, with ratings, key facts, and a decision guide to help you pick the right one.",
    "| Framework | Stars | License | Language | Rating | Best For |",
    "| [AG2/AutoGen](/reviews/ag2-autogen-multi-agent-framework/) | ~4.5K | Apache 2.0 | Python | 4/5 | Conversational multi-agent, research teams |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# Best AI Agent Frameworks in 2026 \u2014 14 Frameworks Compared",
    "This guide summarizes all 14 frameworks we have reviewed, with ratings, key facts, and a decision guide to help you pick the right one.",
    "| Framework | Stars | License | Language | Rating | Best For |",
    "| [AG2/AutoGen](/reviews/ag2-autogen-multi-agent-framework/) | ~4.5K | Apache 2.0 | Python | 4/5 | Conversational multi-agent, research teams |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://chatforest.com/guides/best-ai-agent-frameworks-2026",
   "project": "AutoGPT",
   "repository": null,
   "stars": "184000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Best AI Agent Frameworks in 2026 \u2014 14 Frameworks Compared",
    "This guide summarizes all 14 frameworks we have reviewed, with ratings, key facts, and a decision guide to help you pick the right one.",
    "| Framework | Stars | License | Language | Rating | Best For |",
    "| [AutoGPT](/reviews/autogpt-autonomous-agent-platform/) | ~184K | MIT/Polyform | Python | 3.5/5 | Visual no-code/low-code agent building |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# Best AI Agent Frameworks in 2026 \u2014 14 Frameworks Compared",
    "This guide summarizes all 14 frameworks we have reviewed, with ratings, key facts, and a decision guide to help you pick the right one.",
    "| Framework | Stars | License | Language | Rating | Best For |",
    "| [AutoGPT](/reviews/autogpt-autonomous-agent-platform/) | ~184K | MIT/Polyform | Python | 3.5/5 | Visual no-code/low-code agent building |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/scienceaix/deepresearch?tab=readme-ov-file",
   "project": "XAgent",
   "repository": "https://github.com/OpenBMB/XAgent",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome Deep Research Projects",
    "## Projects",
    "| Category | Subcategory | Name | URL |",
    "| Open-source | Agent Framework | XAgent | [https://github.com/OpenBMB/XAgent](https://github.com/OpenBMB/XAgent) |"
   ],
   "repository_evidence": [
    "# Awesome Deep Research Projects",
    "## Projects",
    "| Category | Subcategory | Name | URL |",
    "| Open-source | Agent Framework | XAgent | [https://github.com/OpenBMB/XAgent](https://github.com/OpenBMB/XAgent) |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/scienceaix/deepresearch?tab=readme-ov-file",
   "project": "AutoGen",
   "repository": "https://github.com/microsoft/autogen",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome Deep Research Projects",
    "## Projects",
    "| Category | Subcategory | Name | URL |",
    "| Open-source | Agent Framework | AutoGen | [https://github.com/microsoft/autogen](https://github.com/microsoft/autogen) |"
   ],
   "repository_evidence": [
    "# Awesome Deep Research Projects",
    "## Projects",
    "| Category | Subcategory | Name | URL |",
    "| Open-source | Agent Framework | AutoGen | [https://github.com/microsoft/autogen](https://github.com/microsoft/autogen) |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/scienceaix/deepresearch?tab=readme-ov-file",
   "project": "Qwen-Agent",
   "repository": "https://github.com/QwenLM/Qwen-Agent",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome Deep Research Projects",
    "## Projects",
    "| Category | Subcategory | Name | URL |",
    "| Open-source | Agent Framework | Qwen-Agent | [https://github.com/QwenLM/Qwen-Agent](https://github.com/QwenLM/Qwen-Agent) |"
   ],
   "repository_evidence": [
    "# Awesome Deep Research Projects",
    "## Projects",
    "| Category | Subcategory | Name | URL |",
    "| Open-source | Agent Framework | Qwen-Agent | [https://github.com/QwenLM/Qwen-Agent](https://github.com/QwenLM/Qwen-Agent) |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/scienceaix/deepresearch?tab=readme-ov-file",
   "project": "OpenAI Agents SDK",
   "repository": "https://github.com/openai/openai-agents-python",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome Deep Research Projects",
    "## Projects",
    "| Category | Subcategory | Name | URL |",
    "| Open-source | Agent Framework | OpenAI Agents SDK | [https://github.com/openai/openai-agents-python](https://github.com/openai/openai-agents-python) |"
   ],
   "repository_evidence": [
    "# Awesome Deep Research Projects",
    "## Projects",
    "| Category | Subcategory | Name | URL |",
    "| Open-source | Agent Framework | OpenAI Agents SDK | [https://github.com/openai/openai-agents-python](https://github.com/openai/openai-agents-python) |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/scienceaix/deepresearch?tab=readme-ov-file",
   "project": "N8n",
   "repository": "https://github.com/n8n-io/n8n",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome Deep Research Projects",
    "## Projects",
    "| Category | Subcategory | Name | URL |",
    "| Open-source | Agent Framework | N8n | [https://github.com/n8n-io/n8n](https://github.com/n8n-io/n8n) |"
   ],
   "repository_evidence": [
    "# Awesome Deep Research Projects",
    "## Projects",
    "| Category | Subcategory | Name | URL |",
    "| Open-source | Agent Framework | N8n | [https://github.com/n8n-io/n8n](https://github.com/n8n-io/n8n) |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/scienceaix/deepresearch?tab=readme-ov-file",
   "project": "AutoChain",
   "repository": "https://github.com/Forethought-Technologies/AutoChain",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome Deep Research Projects",
    "## Projects",
    "| Category | Subcategory | Name | URL |",
    "| Open-source | Agent Framework | AutoChain | [https://github.com/Forethought-Technologies/AutoChain](https://github.com/Forethought-Technologies/AutoChain) |"
   ],
   "repository_evidence": [
    "# Awesome Deep Research Projects",
    "## Projects",
    "| Category | Subcategory | Name | URL |",
    "| Open-source | Agent Framework | AutoChain | [https://github.com/Forethought-Technologies/AutoChain](https://github.com/Forethought-Technologies/AutoChain) |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/scienceaix/deepresearch?tab=readme-ov-file",
   "project": "AgentGPT",
   "repository": "https://github.com/reworkd/AgentGPT",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome Deep Research Projects",
    "## Projects",
    "| Category | Subcategory | Name | URL |",
    "| Open-source | Agent Framework | AgentGPT | [https://github.com/reworkd/AgentGPT](https://github.com/reworkd/AgentGPT) |"
   ],
   "repository_evidence": [
    "# Awesome Deep Research Projects",
    "## Projects",
    "| Category | Subcategory | Name | URL |",
    "| Open-source | Agent Framework | AgentGPT | [https://github.com/reworkd/AgentGPT](https://github.com/reworkd/AgentGPT) |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/scienceaix/deepresearch?tab=readme-ov-file",
   "project": "Open-operator",
   "repository": "https://github.com/browserbase/open-operator",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome Deep Research Projects",
    "## Projects",
    "| Category | Subcategory | Name | URL |",
    "| Open-source | Agent Framework | Open-operator | [https://github.com/browserbase/open-operator](https://github.com/browserbase/open-operator) |"
   ],
   "repository_evidence": [
    "# Awesome Deep Research Projects",
    "## Projects",
    "| Category | Subcategory | Name | URL |",
    "| Open-source | Agent Framework | Open-operator | [https://github.com/browserbase/open-operator](https://github.com/browserbase/open-operator) |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/scienceaix/deepresearch?tab=readme-ov-file",
   "project": "BabyAGI",
   "repository": "https://github.com/yoheinakajima/babyagi",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome Deep Research Projects",
    "## Projects",
    "| Category | Subcategory | Name | URL |",
    "| Open-source | Agent Framework | BabyAGI | [https://github.com/yoheinakajima/babyagi](https://github.com/yoheinakajima/babyagi) |"
   ],
   "repository_evidence": [
    "# Awesome Deep Research Projects",
    "## Projects",
    "| Category | Subcategory | Name | URL |",
    "| Open-source | Agent Framework | BabyAGI | [https://github.com/yoheinakajima/babyagi](https://github.com/yoheinakajima/babyagi) |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/scienceaix/deepresearch?tab=readme-ov-file",
   "project": "AutoGPT",
   "repository": "https://github.com/Significant-Gravitas/AutoGPT",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome Deep Research Projects",
    "## Projects",
    "| Category | Subcategory | Name | URL |",
    "| Open-source | Agent Framework | AutoGPT | [https://github.com/Significant-Gravitas/AutoGPT](https://github.com/Significant-Gravitas/AutoGPT) |"
   ],
   "repository_evidence": [
    "# Awesome Deep Research Projects",
    "## Projects",
    "| Category | Subcategory | Name | URL |",
    "| Open-source | Agent Framework | AutoGPT | [https://github.com/Significant-Gravitas/AutoGPT](https://github.com/Significant-Gravitas/AutoGPT) |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/scienceaix/deepresearch?tab=readme-ov-file",
   "project": "MetaGPT",
   "repository": "https://github.com/geekan/MetaGPT",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome Deep Research Projects",
    "## Projects",
    "| Category | Subcategory | Name | URL |",
    "| Open-source | Agent Framework | MetaGPT | [https://github.com/geekan/MetaGPT](https://github.com/geekan/MetaGPT) |"
   ],
   "repository_evidence": [
    "# Awesome Deep Research Projects",
    "## Projects",
    "| Category | Subcategory | Name | URL |",
    "| Open-source | Agent Framework | MetaGPT | [https://github.com/geekan/MetaGPT](https://github.com/geekan/MetaGPT) |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/scienceaix/deepresearch?tab=readme-ov-file",
   "project": "Llama_index",
   "repository": "https://github.com/run-llama/llama_index",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome Deep Research Projects",
    "## Projects",
    "| Category | Subcategory | Name | URL |",
    "| Open-source | Agent Framework | Llama_index | [https://github.com/run-llama/llama_index](https://github.com/run-llama/llama_index) |"
   ],
   "repository_evidence": [
    "# Awesome Deep Research Projects",
    "## Projects",
    "| Category | Subcategory | Name | URL |",
    "| Open-source | Agent Framework | Llama_index | [https://github.com/run-llama/llama_index](https://github.com/run-llama/llama_index) |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/scienceaix/deepresearch?tab=readme-ov-file",
   "project": "LangGraph",
   "repository": "https://github.com/langchain-ai/langgraph",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome Deep Research Projects",
    "## Projects",
    "| Category | Subcategory | Name | URL |",
    "| Open-source | Agent Framework | LangGraph | [https://github.com/langchain-ai/langgraph](https://github.com/langchain-ai/langgraph) |"
   ],
   "repository_evidence": [
    "# Awesome Deep Research Projects",
    "## Projects",
    "| Category | Subcategory | Name | URL |",
    "| Open-source | Agent Framework | LangGraph | [https://github.com/langchain-ai/langgraph](https://github.com/langchain-ai/langgraph) |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/scienceaix/deepresearch?tab=readme-ov-file",
   "project": "CrewAI",
   "repository": "https://github.com/crewAIInc/crewAI",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome Deep Research Projects",
    "## Projects",
    "| Category | Subcategory | Name | URL |",
    "| Open-source | Agent Framework | CrewAI | [https://github.com/crewAIInc/crewAI](https://github.com/crewAIInc/crewAI) |"
   ],
   "repository_evidence": [
    "# Awesome Deep Research Projects",
    "## Projects",
    "| Category | Subcategory | Name | URL |",
    "| Open-source | Agent Framework | CrewAI | [https://github.com/crewAIInc/crewAI](https://github.com/crewAIInc/crewAI) |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/scienceaix/deepresearch?tab=readme-ov-file",
   "project": "Agno",
   "repository": "https://github.com/agno-agi/agno",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome Deep Research Projects",
    "## Projects",
    "| Category | Subcategory | Name | URL |",
    "| Open-source | Agent Framework | Agno | [https://github.com/agno-agi/agno](https://github.com/agno-agi/agno) |"
   ],
   "repository_evidence": [
    "# Awesome Deep Research Projects",
    "## Projects",
    "| Category | Subcategory | Name | URL |",
    "| Open-source | Agent Framework | Agno | [https://github.com/agno-agi/agno](https://github.com/agno-agi/agno) |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/scienceaix/deepresearch?tab=readme-ov-file",
   "project": "Temporal",
   "repository": "https://github.com/temporalio/temporal",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome Deep Research Projects",
    "## Projects",
    "| Category | Subcategory | Name | URL |",
    "| Open-source | Agent Framework | Temporal | [https://github.com/temporalio/temporal](https://github.com/temporalio/temporal) |"
   ],
   "repository_evidence": [
    "# Awesome Deep Research Projects",
    "## Projects",
    "| Category | Subcategory | Name | URL |",
    "| Open-source | Agent Framework | Temporal | [https://github.com/temporalio/temporal](https://github.com/temporalio/temporal) |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/scienceaix/deepresearch?tab=readme-ov-file",
   "project": "Pydantic-AI",
   "repository": "https://github.com/pydantic/pydantic-ai",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome Deep Research Projects",
    "## Projects",
    "| Category | Subcategory | Name | URL |",
    "| Open-source | Agent Framework | Pydantic-AI | [https://github.com/pydantic/pydantic-ai](https://github.com/pydantic/pydantic-ai) |"
   ],
   "repository_evidence": [
    "# Awesome Deep Research Projects",
    "## Projects",
    "| Category | Subcategory | Name | URL |",
    "| Open-source | Agent Framework | Pydantic-AI | [https://github.com/pydantic/pydantic-ai](https://github.com/pydantic/pydantic-ai) |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/scienceaix/deepresearch?tab=readme-ov-file",
   "project": "Letta",
   "repository": "https://github.com/letta-ai/letta",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome Deep Research Projects",
    "## Projects",
    "| Category | Subcategory | Name | URL |",
    "| Open-source | Agent Framework | Letta | [https://github.com/letta-ai/letta](https://github.com/letta-ai/letta) |"
   ],
   "repository_evidence": [
    "# Awesome Deep Research Projects",
    "## Projects",
    "| Category | Subcategory | Name | URL |",
    "| Open-source | Agent Framework | Letta | [https://github.com/letta-ai/letta](https://github.com/letta-ai/letta) |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/scienceaix/deepresearch?tab=readme-ov-file",
   "project": "Mastra",
   "repository": "https://github.com/mastra-ai/mastra",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome Deep Research Projects",
    "## Projects",
    "| Category | Subcategory | Name | URL |",
    "| Open-source | Agent Framework | Mastra | [https://github.com/mastra-ai/mastra](https://github.com/mastra-ai/mastra) |"
   ],
   "repository_evidence": [
    "# Awesome Deep Research Projects",
    "## Projects",
    "| Category | Subcategory | Name | URL |",
    "| Open-source | Agent Framework | Mastra | [https://github.com/mastra-ai/mastra](https://github.com/mastra-ai/mastra) |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/scienceaix/deepresearch?tab=readme-ov-file",
   "project": "Semantic Kernel",
   "repository": "https://github.com/microsoft/semantic-kernel",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome Deep Research Projects",
    "## Projects",
    "| Category | Subcategory | Name | URL |",
    "| Open-source | Agent Framework | Semantic Kernel | [https://github.com/microsoft/semantic-kernel](https://github.com/microsoft/semantic-kernel) |"
   ],
   "repository_evidence": [
    "# Awesome Deep Research Projects",
    "## Projects",
    "| Category | Subcategory | Name | URL |",
    "| Open-source | Agent Framework | Semantic Kernel | [https://github.com/microsoft/semantic-kernel](https://github.com/microsoft/semantic-kernel) |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/scienceaix/deepresearch?tab=readme-ov-file",
   "project": "Dify",
   "repository": "https://github.com/langgenius/dify",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome Deep Research Projects",
    "## Projects",
    "| Category | Subcategory | Name | URL |",
    "| Open-source | Agent Orchestration Platform | Dify | [https://github.com/langgenius/dify](https://github.com/langgenius/dify) |"
   ],
   "repository_evidence": [
    "# Awesome Deep Research Projects",
    "## Projects",
    "| Category | Subcategory | Name | URL |",
    "| Open-source | Agent Orchestration Platform | Dify | [https://github.com/langgenius/dify](https://github.com/langgenius/dify) |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/scienceaix/deepresearch?tab=readme-ov-file",
   "project": "Google-gemini/gemini-fullstack-langgraph-quickstart",
   "repository": "https://github.com/google-gemini/gemini-fullstack-langgraph-quickstart",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome Deep Research Projects",
    "## Projects",
    "| Category | Subcategory | Name | URL |",
    "| Open-source | Workflow\u200b | Google-gemini/gemini-fullstack-langgraph-quickstart | [https://github.com/google-gemini/gemini-fullstack-langgraph-quickstart](https://github.com/google-gemini/gemini-fullstack-langgraph-quickstart) |"
   ],
   "repository_evidence": [
    "# Awesome Deep Research Projects",
    "## Projects",
    "| Category | Subcategory | Name | URL |",
    "| Open-source | Workflow\u200b | Google-gemini/gemini-fullstack-langgraph-quickstart | [https://github.com/google-gemini/gemini-fullstack-langgraph-quickstart](https://github.com/google-gemini/gemini-fullstack-langgraph-quickstart) |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/scienceaix/deepresearch?tab=readme-ov-file",
   "project": "Dzhng/deep-research",
   "repository": "https://github.com/dzhng/deep-research",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome Deep Research Projects",
    "## Projects",
    "| Category | Subcategory | Name | URL |",
    "| Open-source | Workflow\u200b | Dzhng/deep-research | [https://github.com/dzhng/deep-research](https://github.com/dzhng/deep-research) |"
   ],
   "repository_evidence": [
    "# Awesome Deep Research Projects",
    "## Projects",
    "| Category | Subcategory | Name | URL |",
    "| Open-source | Workflow\u200b | Dzhng/deep-research | [https://github.com/dzhng/deep-research](https://github.com/dzhng/deep-research) |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/scienceaix/deepresearch?tab=readme-ov-file",
   "project": "Jina-AI/node-DeepResearch",
   "repository": "https://github.com/jina-ai/node-DeepResearch",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome Deep Research Projects",
    "## Projects",
    "| Category | Subcategory | Name | URL |",
    "| Open-source | Workflow\u200b | Jina-AI/node-DeepResearch | [https://github.com/jina-ai/node-DeepResearch](https://github.com/jina-ai/node-DeepResearch) |"
   ],
   "repository_evidence": [
    "# Awesome Deep Research Projects",
    "## Projects",
    "| Category | Subcategory | Name | URL |",
    "| Open-source | Workflow\u200b | Jina-AI/node-DeepResearch | [https://github.com/jina-ai/node-DeepResearch](https://github.com/jina-ai/node-DeepResearch) |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/scienceaix/deepresearch?tab=readme-ov-file",
   "project": "LangChain-AI/open_deep_research",
   "repository": "https://github.com/langchain-ai/open_deep_research",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome Deep Research Projects",
    "## Projects",
    "| Category | Subcategory | Name | URL |",
    "| Open-source | Workflow\u200b | LangChain-AI/open_deep_research | [https://github.com/langchain-ai/open_deep_research](https://github.com/langchain-ai/open_deep_research) |"
   ],
   "repository_evidence": [
    "# Awesome Deep Research Projects",
    "## Projects",
    "| Category | Subcategory | Name | URL |",
    "| Open-source | Workflow\u200b | LangChain-AI/open_deep_research | [https://github.com/langchain-ai/open_deep_research](https://github.com/langchain-ai/open_deep_research) |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/scienceaix/deepresearch?tab=readme-ov-file",
   "project": "TheBlewish/Automated-AI-Web-Researcher-Ollama",
   "repository": "https://github.com/TheBlewish/Automated-AI-Web-Researcher-Ollama",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome Deep Research Projects",
    "## Projects",
    "| Category | Subcategory | Name | URL |",
    "| Open-source | Workflow\u200b | TheBlewish/Automated-AI-Web-Researcher-Ollama | [https://github.com/TheBlewish/Automated-AI-Web-Researcher-Ollama](https://github.com/TheBlewish/Automated-AI-Web-Researcher-Ollama) |"
   ],
   "repository_evidence": [
    "# Awesome Deep Research Projects",
    "## Projects",
    "| Category | Subcategory | Name | URL |",
    "| Open-source | Workflow\u200b | TheBlewish/Automated-AI-Web-Researcher-Ollama | [https://github.com/TheBlewish/Automated-AI-Web-Researcher-Ollama](https://github.com/TheBlewish/Automated-AI-Web-Researcher-Ollama) |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/scienceaix/deepresearch?tab=readme-ov-file",
   "project": "Btahir/open_deep_research",
   "repository": "https://github.com/btahir/open-deep-research",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome Deep Research Projects",
    "## Projects",
    "| Category | Subcategory | Name | URL |",
    "| Open-source | Workflow\u200b | Btahir/open_deep_research | [https://github.com/btahir/open-deep-research](https://github.com/btahir/open-deep-research) |"
   ],
   "repository_evidence": [
    "# Awesome Deep Research Projects",
    "## Projects",
    "| Category | Subcategory | Name | URL |",
    "| Open-source | Workflow\u200b | Btahir/open_deep_research | [https://github.com/btahir/open-deep-research](https://github.com/btahir/open-deep-research) |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/scienceaix/deepresearch?tab=readme-ov-file",
   "project": "Nickscamara/open-deep-research",
   "repository": "https://github.com/nickscamara/open-deep-research",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome Deep Research Projects",
    "## Projects",
    "| Category | Subcategory | Name | URL |",
    "| Open-source | Workflow\u200b | Nickscamara/open-deep-research | [https://github.com/nickscamara/open-deep-research](https://github.com/nickscamara/open-deep-research) |"
   ],
   "repository_evidence": [
    "# Awesome Deep Research Projects",
    "## Projects",
    "| Category | Subcategory | Name | URL |",
    "| Open-source | Workflow\u200b | Nickscamara/open-deep-research | [https://github.com/nickscamara/open-deep-research](https://github.com/nickscamara/open-deep-research) |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/scienceaix/deepresearch?tab=readme-ov-file",
   "project": "Mshumer/OpenDeepResearcher",
   "repository": "https://github.com/mshumer/OpenDeepResearcher",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome Deep Research Projects",
    "## Projects",
    "| Category | Subcategory | Name | URL |",
    "| Open-source | Workflow\u200b | Mshumer/OpenDeepResearcher | [https://github.com/mshumer/OpenDeepResearcher](https://github.com/mshumer/OpenDeepResearcher) |"
   ],
   "repository_evidence": [
    "# Awesome Deep Research Projects",
    "## Projects",
    "| Category | Subcategory | Name | URL |",
    "| Open-source | Workflow\u200b | Mshumer/OpenDeepResearcher | [https://github.com/mshumer/OpenDeepResearcher](https://github.com/mshumer/OpenDeepResearcher) |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/scienceaix/deepresearch?tab=readme-ov-file",
   "project": "Grapeot/deep_research_agent",
   "repository": "https://github.com/grapeot/deep_research_agent",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome Deep Research Projects",
    "## Projects",
    "| Category | Subcategory | Name | URL |",
    "| Open-source | Workflow\u200b | Grapeot/deep_research_agent | [https://github.com/grapeot/deep_research_agent](https://github.com/grapeot/deep_research_agent) |"
   ],
   "repository_evidence": [
    "# Awesome Deep Research Projects",
    "## Projects",
    "| Category | Subcategory | Name | URL |",
    "| Open-source | Workflow\u200b | Grapeot/deep_research_agent | [https://github.com/grapeot/deep_research_agent](https://github.com/grapeot/deep_research_agent) |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/scienceaix/deepresearch?tab=readme-ov-file",
   "project": "Smolagents/open_deep_research",
   "repository": "https://github.com/huggingface/smolagents/tree/main/examples/open_deep_research",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome Deep Research Projects",
    "## Projects",
    "| Category | Subcategory | Name | URL |",
    "| Open-source | Workflow\u200b | Smolagents/open_deep_research | [https://github.com/huggingface/smolagents/tree/main/examples/open_deep_research](https://github.com/huggingface/smolagents/tree/main/examples/open_deep_research) |"
   ],
   "repository_evidence": [
    "# Awesome Deep Research Projects",
    "## Projects",
    "| Category | Subcategory | Name | URL |",
    "| Open-source | Workflow\u200b | Smolagents/open_deep_research | [https://github.com/huggingface/smolagents/tree/main/examples/open_deep_research](https://github.com/huggingface/smolagents/tree/main/examples/open_deep_research) |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/scienceaix/deepresearch?tab=readme-ov-file",
   "project": "Assafelovic/GPT-Researcher",
   "repository": "https://github.com/assafelovic/gpt-researcher/",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome Deep Research Projects",
    "## Projects",
    "| Category | Subcategory | Name | URL |",
    "| Open-source | Workflow\u200b | Assafelovic/GPT-Researcher | [https://github.com/assafelovic/gpt-researcher/](https://github.com/assafelovic/gpt-researcher/) |"
   ],
   "repository_evidence": [
    "# Awesome Deep Research Projects",
    "## Projects",
    "| Category | Subcategory | Name | URL |",
    "| Open-source | Workflow\u200b | Assafelovic/GPT-Researcher | [https://github.com/assafelovic/gpt-researcher/](https://github.com/assafelovic/gpt-researcher/) |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/scienceaix/deepresearch?tab=readme-ov-file",
   "project": "HKUDS/Auto-Deep-Research",
   "repository": "https://github.com/HKUDS/Auto-Deep-Research",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome Deep Research Projects",
    "## Projects",
    "| Category | Subcategory | Name | URL |",
    "| Open-source | Workflow\u200b | HKUDS/Auto-Deep-Research | [https://github.com/HKUDS/Auto-Deep-Research](https://github.com/HKUDS/Auto-Deep-Research) |"
   ],
   "repository_evidence": [
    "# Awesome Deep Research Projects",
    "## Projects",
    "| Category | Subcategory | Name | URL |",
    "| Open-source | Workflow\u200b | HKUDS/Auto-Deep-Research | [https://github.com/HKUDS/Auto-Deep-Research](https://github.com/HKUDS/Auto-Deep-Research) |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/scienceaix/deepresearch?tab=readme-ov-file",
   "project": "AgentLaboratory",
   "repository": "https://github.com/SamuelSchmidgall/AgentLaboratory",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome Deep Research Projects",
    "## Projects",
    "| Category | Subcategory | Name | URL |",
    "| Open-source | Workflow\u200b | AgentLaboratory | [https://github.com/SamuelSchmidgall/AgentLaboratory](https://github.com/SamuelSchmidgall/AgentLaboratory) |"
   ],
   "repository_evidence": [
    "# Awesome Deep Research Projects",
    "## Projects",
    "| Category | Subcategory | Name | URL |",
    "| Open-source | Workflow\u200b | AgentLaboratory | [https://github.com/SamuelSchmidgall/AgentLaboratory](https://github.com/SamuelSchmidgall/AgentLaboratory) |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/scienceaix/deepresearch?tab=readme-ov-file",
   "project": "OpenManus",
   "repository": "https://github.com/FoundationAgents/OpenManus",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome Deep Research Projects",
    "## Projects",
    "| Category | Subcategory | Name | URL |",
    "| Open-source | Multi-modal Agent UI\u200b | OpenManus | [https://github.com/FoundationAgents/OpenManus](https://github.com/FoundationAgents/OpenManus) |"
   ],
   "repository_evidence": [
    "# Awesome Deep Research Projects",
    "## Projects",
    "| Category | Subcategory | Name | URL |",
    "| Open-source | Multi-modal Agent UI\u200b | OpenManus | [https://github.com/FoundationAgents/OpenManus](https://github.com/FoundationAgents/OpenManus) |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/scienceaix/deepresearch?tab=readme-ov-file",
   "project": "Camel-AI/OWL",
   "repository": "https://github.com/camel-ai/owl",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome Deep Research Projects",
    "## Projects",
    "| Category | Subcategory | Name | URL |",
    "| Open-source | Multi-modal Agent UI\u200b | Camel-AI/OWL | [https://github.com/camel-ai/owl](https://github.com/camel-ai/owl) |"
   ],
   "repository_evidence": [
    "# Awesome Deep Research Projects",
    "## Projects",
    "| Category | Subcategory | Name | URL |",
    "| Open-source | Multi-modal Agent UI\u200b | Camel-AI/OWL | [https://github.com/camel-ai/owl](https://github.com/camel-ai/owl) |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/scienceaix/deepresearch?tab=readme-ov-file",
   "project": "TARS",
   "repository": "https://github.com/bytedance/UI-TARS-desktop",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome Deep Research Projects",
    "## Projects",
    "| Category | Subcategory | Name | URL |",
    "| Open-source | Multi-modal Agent UI\u200b | TARS | [https://github.com/bytedance/UI-TARS-desktop](https://github.com/bytedance/UI-TARS-desktop) |"
   ],
   "repository_evidence": [
    "# Awesome Deep Research Projects",
    "## Projects",
    "| Category | Subcategory | Name | URL |",
    "| Open-source | Multi-modal Agent UI\u200b | TARS | [https://github.com/bytedance/UI-TARS-desktop](https://github.com/bytedance/UI-TARS-desktop) |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/scienceaix/deepresearch?tab=readme-ov-file",
   "project": "Computer Use",
   "repository": "https://github.com/volcengine/ai-app-lab/tree/main/demohouse/computer_use",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome Deep Research Projects",
    "## Projects",
    "| Category | Subcategory | Name | URL |",
    "| Open-source | Multi-modal Agent UI\u200b | Computer Use | [https://github.com/volcengine/ai-app-lab/tree/main/demohouse/computer_use](https://github.com/volcengine/ai-app-lab/tree/main/demohouse/computer_use) |"
   ],
   "repository_evidence": [
    "# Awesome Deep Research Projects",
    "## Projects",
    "| Category | Subcategory | Name | URL |",
    "| Open-source | Multi-modal Agent UI\u200b | Computer Use | [https://github.com/volcengine/ai-app-lab/tree/main/demohouse/computer_use](https://github.com/volcengine/ai-app-lab/tree/main/demohouse/computer_use) |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/scienceaix/deepresearch?tab=readme-ov-file",
   "project": "Nanobrowser",
   "repository": "https://github.com/nanobrowser/nanobrowser",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome Deep Research Projects",
    "## Projects",
    "| Category | Subcategory | Name | URL |",
    "| Open-source | Multi-modal Agent UI\u200b | Nanobrowser | [https://github.com/nanobrowser/nanobrowser](https://github.com/nanobrowser/nanobrowser) |"
   ],
   "repository_evidence": [
    "# Awesome Deep Research Projects",
    "## Projects",
    "| Category | Subcategory | Name | URL |",
    "| Open-source | Multi-modal Agent UI\u200b | Nanobrowser | [https://github.com/nanobrowser/nanobrowser](https://github.com/nanobrowser/nanobrowser) |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/scienceaix/deepresearch?tab=readme-ov-file",
   "project": "JARVIS",
   "repository": "https://github.com/microsoft/JARVIS",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome Deep Research Projects",
    "## Projects",
    "| Category | Subcategory | Name | URL |",
    "| Open-source | Multi-modal Agent UI\u200b | JARVIS | [https://github.com/microsoft/JARVIS](https://github.com/microsoft/JARVIS) |"
   ],
   "repository_evidence": [
    "# Awesome Deep Research Projects",
    "## Projects",
    "| Category | Subcategory | Name | URL |",
    "| Open-source | Multi-modal Agent UI\u200b | JARVIS | [https://github.com/microsoft/JARVIS](https://github.com/microsoft/JARVIS) |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/scienceaix/deepresearch?tab=readme-ov-file",
   "project": "Cline",
   "repository": "https://github.com/cline/cline",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome Deep Research Projects",
    "## Projects",
    "| Category | Subcategory | Name | URL |",
    "| Open-source | Developer Tools\u200b | Cline | [https://github.com/cline/cline](https://github.com/cline/cline) |"
   ],
   "repository_evidence": [
    "# Awesome Deep Research Projects",
    "## Projects",
    "| Category | Subcategory | Name | URL |",
    "| Open-source | Developer Tools\u200b | Cline | [https://github.com/cline/cline](https://github.com/cline/cline) |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/scienceaix/deepresearch?tab=readme-ov-file",
   "project": "GPT-pilot",
   "repository": "https://github.com/Pythagora-io/gpt-pilot",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome Deep Research Projects",
    "## Projects",
    "| Category | Subcategory | Name | URL |",
    "| Open-source | Developer Tools\u200b | GPT-pilot | [https://github.com/Pythagora-io/gpt-pilot](https://github.com/Pythagora-io/gpt-pilot) |"
   ],
   "repository_evidence": [
    "# Awesome Deep Research Projects",
    "## Projects",
    "| Category | Subcategory | Name | URL |",
    "| Open-source | Developer Tools\u200b | GPT-pilot | [https://github.com/Pythagora-io/gpt-pilot](https://github.com/Pythagora-io/gpt-pilot) |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/scienceaix/deepresearch?tab=readme-ov-file",
   "project": "Restate",
   "repository": "https://github.com/restatedev/restate",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome Deep Research Projects",
    "## Projects",
    "| Category | Subcategory | Name | URL |",
    "| Open-source | Developer Tools\u200b | Restate | [https://restate.dev/](https://restate.dev/) |"
   ],
   "repository_evidence": [
    "# Awesome Deep Research Projects",
    "## Projects",
    "| Category | Subcategory | Name | URL |",
    "| Open-source | Developer Tools\u200b | Restate | [https://restate.dev/](https://restate.dev/) |",
    "| | | | [https://github.com/restatedev/restate](https://github.com/restatedev/restate) |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/scienceaix/deepresearch?tab=readme-ov-file",
   "project": "OpenAI Codex",
   "repository": "https://github.com/openai/codex",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome Deep Research Projects",
    "## Projects",
    "| Category | Subcategory | Name | URL |",
    "| Open-source | Developer Tools\u200b | OpenAI Codex | [https://github.com/openai/codex](https://github.com/openai/codex) |"
   ],
   "repository_evidence": [
    "# Awesome Deep Research Projects",
    "## Projects",
    "| Category | Subcategory | Name | URL |",
    "| Open-source | Developer Tools\u200b | OpenAI Codex | [https://github.com/openai/codex](https://github.com/openai/codex) |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/scienceaix/deepresearch?tab=readme-ov-file",
   "project": "OpenEvolve",
   "repository": "https://github.com/codelion/openevolve",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome Deep Research Projects",
    "## Projects",
    "| Category | Subcategory | Name | URL |",
    "| Open-source | Developer Tools\u200b | OpenEvolve | [https://github.com/codelion/openevolve](https://github.com/codelion/openevolve) |"
   ],
   "repository_evidence": [
    "# Awesome Deep Research Projects",
    "## Projects",
    "| Category | Subcategory | Name | URL |",
    "| Open-source | Developer Tools\u200b | OpenEvolve | [https://github.com/codelion/openevolve](https://github.com/codelion/openevolve) |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/scienceaix/deepresearch?tab=readme-ov-file",
   "project": "PaperQA",
   "repository": "https://github.com/Future-House/paper-qa",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome Deep Research Projects",
    "## Projects",
    "| Category | Subcategory | Name | URL |",
    "| Open-source | \u200bResearch/Academic Search | PaperQA | [https://github.com/Future-House/paper-qa](https://github.com/Future-House/paper-qa) |"
   ],
   "repository_evidence": [
    "# Awesome Deep Research Projects",
    "## Projects",
    "| Category | Subcategory | Name | URL |",
    "| Open-source | \u200bResearch/Academic Search | PaperQA | [https://github.com/Future-House/paper-qa](https://github.com/Future-House/paper-qa) |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/scienceaix/deepresearch?tab=readme-ov-file",
   "project": "HKUDS/AI-Researcher",
   "repository": "https://github.com/HKUDS/AI-Researcher",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome Deep Research Projects",
    "## Projects",
    "| Category | Subcategory | Name | URL |",
    "| Open-source | \u200bResearch/Academic Search | HKUDS/AI-Researcher | [https://github.com/HKUDS/AI-Researcher](https://github.com/HKUDS/AI-Researcher) |"
   ],
   "repository_evidence": [
    "# Awesome Deep Research Projects",
    "## Projects",
    "| Category | Subcategory | Name | URL |",
    "| Open-source | \u200bResearch/Academic Search | HKUDS/AI-Researcher | [https://github.com/HKUDS/AI-Researcher](https://github.com/HKUDS/AI-Researcher) |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/scienceaix/deepresearch?tab=readme-ov-file",
   "project": "Agent-RL/ReSearch",
   "repository": "https://github.com/Agent-RL/ReSearch",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome Deep Research Projects",
    "## Projects",
    "| Category | Subcategory | Name | URL |",
    "| Open-source | Model Training Frameworks\u200b | Agent-RL/ReSearch | [https://github.com/Agent-RL/ReSearch](https://github.com/Agent-RL/ReSearch) |"
   ],
   "repository_evidence": [
    "# Awesome Deep Research Projects",
    "## Projects",
    "| Category | Subcategory | Name | URL |",
    "| Open-source | Model Training Frameworks\u200b | Agent-RL/ReSearch | [https://github.com/Agent-RL/ReSearch](https://github.com/Agent-RL/ReSearch) |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/scienceaix/deepresearch?tab=readme-ov-file",
   "project": "DSPy",
   "repository": "https://github.com/stanfordnlp/dspy",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome Deep Research Projects",
    "## Projects",
    "| Category | Subcategory | Name | URL |",
    "| Open-source | Model Training Frameworks\u200b | DSPy | [https://github.com/stanfordnlp/dspy](https://github.com/stanfordnlp/dspy) |"
   ],
   "repository_evidence": [
    "# Awesome Deep Research Projects",
    "## Projects",
    "| Category | Subcategory | Name | URL |",
    "| Open-source | Model Training Frameworks\u200b | DSPy | [https://github.com/stanfordnlp/dspy](https://github.com/stanfordnlp/dspy) |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/scienceaix/deepresearch?tab=readme-ov-file",
   "project": "Gair-NLP/DeepResearcher",
   "repository": "https://github.com/GAIR-NLP/DeepResearcher",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome Deep Research Projects",
    "## Projects",
    "| Category | Subcategory | Name | URL |",
    "| Open-source | Model Training Frameworks\u200b | Gair-NLP/DeepResearcher | [https://github.com/GAIR-NLP/DeepResearcher](https://github.com/GAIR-NLP/DeepResearcher) |"
   ],
   "repository_evidence": [
    "# Awesome Deep Research Projects",
    "## Projects",
    "| Category | Subcategory | Name | URL |",
    "| Open-source | Model Training Frameworks\u200b | Gair-NLP/DeepResearcher | [https://github.com/GAIR-NLP/DeepResearcher](https://github.com/GAIR-NLP/DeepResearcher) |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/scienceaix/deepresearch?tab=readme-ov-file",
   "project": "ModelTC/lightllm",
   "repository": "https://github.com/ModelTC/lightllm",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome Deep Research Projects",
    "## Projects",
    "| Category | Subcategory | Name | URL |",
    "| Open-source | Model Training Frameworks\u200b | ModelTC/lightllm | [https://github.com/ModelTC/lightllm](https://github.com/ModelTC/lightllm) |"
   ],
   "repository_evidence": [
    "# Awesome Deep Research Projects",
    "## Projects",
    "| Category | Subcategory | Name | URL |",
    "| Open-source | Model Training Frameworks\u200b | ModelTC/lightllm | [https://github.com/ModelTC/lightllm](https://github.com/ModelTC/lightllm) |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/scienceaix/deepresearch?tab=readme-ov-file",
   "project": "Ollama",
   "repository": "https://github.com/ollama/ollama",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome Deep Research Projects",
    "## Projects",
    "| Category | Subcategory | Name | URL |",
    "| Open-source | Other LLM Tools\u200b | Ollama | [https://github.com/ollama/ollama](https://github.com/ollama/ollama) |"
   ],
   "repository_evidence": [
    "# Awesome Deep Research Projects",
    "## Projects",
    "| Category | Subcategory | Name | URL |",
    "| Open-source | Other LLM Tools\u200b | Ollama | [https://github.com/ollama/ollama](https://github.com/ollama/ollama) |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/scienceaix/deepresearch?tab=readme-ov-file",
   "project": "Vllm",
   "repository": "https://github.com/vllm-project/vllm",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome Deep Research Projects",
    "## Projects",
    "| Category | Subcategory | Name | URL |",
    "| Open-source | Other LLM Tools\u200b | Vllm | [https://github.com/vllm-project/vllm](https://github.com/vllm-project/vllm) |"
   ],
   "repository_evidence": [
    "# Awesome Deep Research Projects",
    "## Projects",
    "| Category | Subcategory | Name | URL |",
    "| Open-source | Other LLM Tools\u200b | Vllm | [https://github.com/vllm-project/vllm](https://github.com/vllm-project/vllm) |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/scienceaix/deepresearch?tab=readme-ov-file",
   "project": "Web-LLM",
   "repository": "https://github.com/mlc-ai/web-llm",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome Deep Research Projects",
    "## Projects",
    "| Category | Subcategory | Name | URL |",
    "| Open-source | Other LLM Tools\u200b | Web-LLM | [https://github.com/mlc-ai/web-llm](https://github.com/mlc-ai/web-llm) |"
   ],
   "repository_evidence": [
    "# Awesome Deep Research Projects",
    "## Projects",
    "| Category | Subcategory | Name | URL |",
    "| Open-source | Other LLM Tools\u200b | Web-LLM | [https://github.com/mlc-ai/web-llm](https://github.com/mlc-ai/web-llm) |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/scienceaix/deepresearch?tab=readme-ov-file",
   "project": "WebArena",
   "repository": "https://github.com/web-arena-x/webarena",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome Deep Research Projects",
    "## Projects",
    "| Category | Paper Title | URL |",
    "| \u200bAI Evaluation & Benchmarking\u200b | WebArena: Web Agent Benchmark | [https://github.com/web-arena-x/webarena](https://github.com/web-arena-x/webarena) |"
   ],
   "repository_evidence": [
    "# Awesome Deep Research Projects",
    "## Projects",
    "| Category | Paper Title | URL |",
    "| \u200bAI Evaluation & Benchmarking\u200b | WebArena: Web Agent Benchmark | [https://github.com/web-arena-x/webarena](https://github.com/web-arena-x/webarena) |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/ARUNAGIRINATHAN-K/awesome-ai-agents-2026/blob/main",
   "project": "CrewAI",
   "repository": "https://github.com/crewAIInc/crewAI",
   "stars": "5000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome AI Agents 2026",
    "## Orchestration Frameworks",
    "- [CrewAI](https://github.com/crewAIInc/crewAI) - Production multi-agent framework with 5K+ GitHub stars, role-based collaboration, async execution, and 1500+ company adoptions (\ud83c\udff7\ufe0f `Python``LangChain``SDK``[Enterprise]`)."
   ],
   "repository_evidence": [
    "# Awesome AI Agents 2026",
    "## Orchestration Frameworks",
    "- [CrewAI](https://github.com/crewAIInc/crewAI) - Production multi-agent framework with 5K+ GitHub stars, role-based collaboration, async execution, and 1500+ company adoptions (\ud83c\udff7\ufe0f `Python``LangChain``SDK``[Enterprise]`)."
   ],
   "stars_evidence": [
    "# Awesome AI Agents 2026",
    "## Orchestration Frameworks",
    "- [CrewAI](https://github.com/crewAIInc/crewAI) - Production multi-agent framework with 5K+ GitHub stars, role-based collaboration, async execution, and 1500+ company adoptions (\ud83c\udff7\ufe0f `Python``LangChain``SDK``[Enterprise]`)."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/scienceaix/deepresearch/blob/main/README.md",
   "project": "XAgent",
   "repository": "https://github.com/OpenBMB/XAgent",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome Deep Research Projects",
    "## Projects",
    "| Category | Subcategory | Name | URL |",
    "| Open-source | Agent Framework | XAgent | [https://github.com/OpenBMB/XAgent](https://github.com/OpenBMB/XAgent) |"
   ],
   "repository_evidence": [
    "# Awesome Deep Research Projects",
    "## Projects",
    "| Category | Subcategory | Name | URL |",
    "| Open-source | Agent Framework | XAgent | [https://github.com/OpenBMB/XAgent](https://github.com/OpenBMB/XAgent) |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/scienceaix/deepresearch/blob/main/README.md",
   "project": "AutoGen",
   "repository": "https://github.com/microsoft/autogen",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome Deep Research Projects",
    "## Projects",
    "| Category | Subcategory | Name | URL |",
    "| Open-source | Agent Framework | AutoGen | [https://github.com/microsoft/autogen](https://github.com/microsoft/autogen) |"
   ],
   "repository_evidence": [
    "# Awesome Deep Research Projects",
    "## Projects",
    "| Category | Subcategory | Name | URL |",
    "| Open-source | Agent Framework | AutoGen | [https://github.com/microsoft/autogen](https://github.com/microsoft/autogen) |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/scienceaix/deepresearch/blob/main/README.md",
   "project": "Qwen-Agent",
   "repository": "https://github.com/QwenLM/Qwen-Agent",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome Deep Research Projects",
    "## Projects",
    "| Category | Subcategory | Name | URL |",
    "| Open-source | Agent Framework | Qwen-Agent | [https://github.com/QwenLM/Qwen-Agent](https://github.com/QwenLM/Qwen-Agent) |"
   ],
   "repository_evidence": [
    "# Awesome Deep Research Projects",
    "## Projects",
    "| Category | Subcategory | Name | URL |",
    "| Open-source | Agent Framework | Qwen-Agent | [https://github.com/QwenLM/Qwen-Agent](https://github.com/QwenLM/Qwen-Agent) |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/scienceaix/deepresearch/blob/main/README.md",
   "project": "OpenAI Agents SDK",
   "repository": "https://github.com/openai/openai-agents-python",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome Deep Research Projects",
    "## Projects",
    "| Category | Subcategory | Name | URL |",
    "| Open-source | Agent Framework | OpenAI Agents SDK | [https://github.com/openai/openai-agents-python](https://github.com/openai/openai-agents-python) |"
   ],
   "repository_evidence": [
    "# Awesome Deep Research Projects",
    "## Projects",
    "| Category | Subcategory | Name | URL |",
    "| Open-source | Agent Framework | OpenAI Agents SDK | [https://github.com/openai/openai-agents-python](https://github.com/openai/openai-agents-python) |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/scienceaix/deepresearch/blob/main/README.md",
   "project": "N8n",
   "repository": "https://github.com/n8n-io/n8n",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome Deep Research Projects",
    "## Projects",
    "| Category | Subcategory | Name | URL |",
    "| Open-source | Agent Framework | N8n | [https://github.com/n8n-io/n8n](https://github.com/n8n-io/n8n) |"
   ],
   "repository_evidence": [
    "# Awesome Deep Research Projects",
    "## Projects",
    "| Category | Subcategory | Name | URL |",
    "| Open-source | Agent Framework | N8n | [https://github.com/n8n-io/n8n](https://github.com/n8n-io/n8n) |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/scienceaix/deepresearch/blob/main/README.md",
   "project": "AutoChain",
   "repository": "https://github.com/Forethought-Technologies/AutoChain",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome Deep Research Projects",
    "## Projects",
    "| Category | Subcategory | Name | URL |",
    "| Open-source | Agent Framework | AutoChain | [https://github.com/Forethought-Technologies/AutoChain](https://github.com/Forethought-Technologies/AutoChain) |"
   ],
   "repository_evidence": [
    "# Awesome Deep Research Projects",
    "## Projects",
    "| Category | Subcategory | Name | URL |",
    "| Open-source | Agent Framework | AutoChain | [https://github.com/Forethought-Technologies/AutoChain](https://github.com/Forethought-Technologies/AutoChain) |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/scienceaix/deepresearch/blob/main/README.md",
   "project": "AgentGPT",
   "repository": "https://github.com/reworkd/AgentGPT",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome Deep Research Projects",
    "## Projects",
    "| Category | Subcategory | Name | URL |",
    "| Open-source | Agent Framework | AgentGPT | [https://github.com/reworkd/AgentGPT](https://github.com/reworkd/AgentGPT) |"
   ],
   "repository_evidence": [
    "# Awesome Deep Research Projects",
    "## Projects",
    "| Category | Subcategory | Name | URL |",
    "| Open-source | Agent Framework | AgentGPT | [https://github.com/reworkd/AgentGPT](https://github.com/reworkd/AgentGPT) |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/scienceaix/deepresearch/blob/main/README.md",
   "project": "Open-operator",
   "repository": "https://github.com/browserbase/open-operator",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome Deep Research Projects",
    "## Projects",
    "| Category | Subcategory | Name | URL |",
    "| Open-source | Agent Framework | Open-operator | [https://github.com/browserbase/open-operator](https://github.com/browserbase/open-operator) |"
   ],
   "repository_evidence": [
    "# Awesome Deep Research Projects",
    "## Projects",
    "| Category | Subcategory | Name | URL |",
    "| Open-source | Agent Framework | Open-operator | [https://github.com/browserbase/open-operator](https://github.com/browserbase/open-operator) |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/scienceaix/deepresearch/blob/main/README.md",
   "project": "BabyAGI",
   "repository": "https://github.com/yoheinakajima/babyagi",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome Deep Research Projects",
    "## Projects",
    "| Category | Subcategory | Name | URL |",
    "| Open-source | Agent Framework | BabyAGI | [https://github.com/yoheinakajima/babyagi](https://github.com/yoheinakajima/babyagi) |"
   ],
   "repository_evidence": [
    "# Awesome Deep Research Projects",
    "## Projects",
    "| Category | Subcategory | Name | URL |",
    "| Open-source | Agent Framework | BabyAGI | [https://github.com/yoheinakajima/babyagi](https://github.com/yoheinakajima/babyagi) |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/scienceaix/deepresearch/blob/main/README.md",
   "project": "AutoGPT",
   "repository": "https://github.com/Significant-Gravitas/AutoGPT",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome Deep Research Projects",
    "## Projects",
    "| Category | Subcategory | Name | URL |",
    "| Open-source | Agent Framework | AutoGPT | [https://github.com/Significant-Gravitas/AutoGPT](https://github.com/Significant-Gravitas/AutoGPT) |"
   ],
   "repository_evidence": [
    "# Awesome Deep Research Projects",
    "## Projects",
    "| Category | Subcategory | Name | URL |",
    "| Open-source | Agent Framework | AutoGPT | [https://github.com/Significant-Gravitas/AutoGPT](https://github.com/Significant-Gravitas/AutoGPT) |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/scienceaix/deepresearch/blob/main/README.md",
   "project": "MetaGPT",
   "repository": "https://github.com/geekan/MetaGPT",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome Deep Research Projects",
    "## Projects",
    "| Category | Subcategory | Name | URL |",
    "| Open-source | Agent Framework | MetaGPT | [https://github.com/geekan/MetaGPT](https://github.com/geekan/MetaGPT) |"
   ],
   "repository_evidence": [
    "# Awesome Deep Research Projects",
    "## Projects",
    "| Category | Subcategory | Name | URL |",
    "| Open-source | Agent Framework | MetaGPT | [https://github.com/geekan/MetaGPT](https://github.com/geekan/MetaGPT) |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/scienceaix/deepresearch/blob/main/README.md",
   "project": "Llama_index",
   "repository": "https://github.com/run-llama/llama_index",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome Deep Research Projects",
    "## Projects",
    "| Category | Subcategory | Name | URL |",
    "| Open-source | Agent Framework | Llama_index | [https://github.com/run-llama/llama_index](https://github.com/run-llama/llama_index) |"
   ],
   "repository_evidence": [
    "# Awesome Deep Research Projects",
    "## Projects",
    "| Category | Subcategory | Name | URL |",
    "| Open-source | Agent Framework | Llama_index | [https://github.com/run-llama/llama_index](https://github.com/run-llama/llama_index) |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/scienceaix/deepresearch/blob/main/README.md",
   "project": "LangGraph",
   "repository": "https://github.com/langchain-ai/langgraph",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome Deep Research Projects",
    "## Projects",
    "| Category | Subcategory | Name | URL |",
    "| Open-source | Agent Framework | LangGraph | [https://github.com/langchain-ai/langgraph](https://github.com/langchain-ai/langgraph) |"
   ],
   "repository_evidence": [
    "# Awesome Deep Research Projects",
    "## Projects",
    "| Category | Subcategory | Name | URL |",
    "| Open-source | Agent Framework | LangGraph | [https://github.com/langchain-ai/langgraph](https://github.com/langchain-ai/langgraph) |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/scienceaix/deepresearch/blob/main/README.md",
   "project": "GoogleADK",
   "repository": "https://google.github.io/adk-docs/",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome Deep Research Projects",
    "## Projects",
    "| Category | Subcategory | Name | URL |",
    "| Open-source | Agent Framework | GoogleADK | [https://google.github.io/adk-docs/](https://google.github.io/adk-docs/) |"
   ],
   "repository_evidence": [
    "# Awesome Deep Research Projects",
    "## Projects",
    "| Category | Subcategory | Name | URL |",
    "| Open-source | Agent Framework | GoogleADK | [https://google.github.io/adk-docs/](https://google.github.io/adk-docs/) |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/scienceaix/deepresearch/blob/main/README.md",
   "project": "CrewAI",
   "repository": "https://github.com/crewAIInc/crewAI",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome Deep Research Projects",
    "## Projects",
    "| Category | Subcategory | Name | URL |",
    "| Open-source | Agent Framework | CrewAI | [https://github.com/crewAIInc/crewAI](https://github.com/crewAIInc/crewAI) |"
   ],
   "repository_evidence": [
    "# Awesome Deep Research Projects",
    "## Projects",
    "| Category | Subcategory | Name | URL |",
    "| Open-source | Agent Framework | CrewAI | [https://github.com/crewAIInc/crewAI](https://github.com/crewAIInc/crewAI) |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/scienceaix/deepresearch/blob/main/README.md",
   "project": "Agno",
   "repository": "https://github.com/agno-agi/agno",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome Deep Research Projects",
    "## Projects",
    "| Category | Subcategory | Name | URL |",
    "| Open-source | Agent Framework | Agno | [https://github.com/agno-agi/agno](https://github.com/agno-agi/agno) |"
   ],
   "repository_evidence": [
    "# Awesome Deep Research Projects",
    "## Projects",
    "| Category | Subcategory | Name | URL |",
    "| Open-source | Agent Framework | Agno | [https://github.com/agno-agi/agno](https://github.com/agno-agi/agno) |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/scienceaix/deepresearch/blob/main/README.md",
   "project": "Temporal",
   "repository": "https://github.com/temporalio/temporal",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome Deep Research Projects",
    "## Projects",
    "| Category | Subcategory | Name | URL |",
    "| Open-source | Agent Framework | Temporal | [https://github.com/temporalio/temporal](https://github.com/temporalio/temporal) |"
   ],
   "repository_evidence": [
    "# Awesome Deep Research Projects",
    "## Projects",
    "| Category | Subcategory | Name | URL |",
    "| Open-source | Agent Framework | Temporal | [https://github.com/temporalio/temporal](https://github.com/temporalio/temporal) |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/scienceaix/deepresearch/blob/main/README.md",
   "project": "Orkes",
   "repository": "https://orkes.io/use-cases/agentic-workflows",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome Deep Research Projects",
    "## Projects",
    "| Category | Subcategory | Name | URL |",
    "| Open-source | Agent Framework | Orkes | [https://orkes.io/use-cases/agentic-workflows](https://orkes.io/use-cases/agentic-workflows) |"
   ],
   "repository_evidence": [
    "# Awesome Deep Research Projects",
    "## Projects",
    "| Category | Subcategory | Name | URL |",
    "| Open-source | Agent Framework | Orkes | [https://orkes.io/use-cases/agentic-workflows](https://orkes.io/use-cases/agentic-workflows) |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/scienceaix/deepresearch/blob/main/README.md",
   "project": "Pydantic-AI",
   "repository": "https://github.com/pydantic/pydantic-ai",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome Deep Research Projects",
    "## Projects",
    "| Category | Subcategory | Name | URL |",
    "| Open-source | Agent Framework | Pydantic-AI | [https://github.com/pydantic/pydantic-ai](https://github.com/pydantic/pydantic-ai) |"
   ],
   "repository_evidence": [
    "# Awesome Deep Research Projects",
    "## Projects",
    "| Category | Subcategory | Name | URL |",
    "| Open-source | Agent Framework | Pydantic-AI | [https://github.com/pydantic/pydantic-ai](https://github.com/pydantic/pydantic-ai) |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/scienceaix/deepresearch/blob/main/README.md",
   "project": "Letta",
   "repository": "https://github.com/letta-ai/letta",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome Deep Research Projects",
    "## Projects",
    "| Category | Subcategory | Name | URL |",
    "| Open-source | Agent Framework | Letta | [https://github.com/letta-ai/letta](https://github.com/letta-ai/letta) |"
   ],
   "repository_evidence": [
    "# Awesome Deep Research Projects",
    "## Projects",
    "| Category | Subcategory | Name | URL |",
    "| Open-source | Agent Framework | Letta | [https://github.com/letta-ai/letta](https://github.com/letta-ai/letta) |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/scienceaix/deepresearch/blob/main/README.md",
   "project": "Mastra",
   "repository": "https://github.com/mastra-ai/mastra",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome Deep Research Projects",
    "## Projects",
    "| Category | Subcategory | Name | URL |",
    "| Open-source | Agent Framework | Mastra | [https://github.com/mastra-ai/mastra](https://github.com/mastra-ai/mastra) |"
   ],
   "repository_evidence": [
    "# Awesome Deep Research Projects",
    "## Projects",
    "| Category | Subcategory | Name | URL |",
    "| Open-source | Agent Framework | Mastra | [https://github.com/mastra-ai/mastra](https://github.com/mastra-ai/mastra) |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/scienceaix/deepresearch/blob/main/README.md",
   "project": "Semantic Kernel",
   "repository": "https://github.com/microsoft/semantic-kernel",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome Deep Research Projects",
    "## Projects",
    "| Category | Subcategory | Name | URL |",
    "| Open-source | Agent Framework | Semantic Kernel | [https://github.com/microsoft/semantic-kernel](https://github.com/microsoft/semantic-kernel) |"
   ],
   "repository_evidence": [
    "# Awesome Deep Research Projects",
    "## Projects",
    "| Category | Subcategory | Name | URL |",
    "| Open-source | Agent Framework | Semantic Kernel | [https://github.com/microsoft/semantic-kernel](https://github.com/microsoft/semantic-kernel) |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/scienceaix/deepresearch/blob/main/README.md",
   "project": "Dify",
   "repository": "https://github.com/langgenius/dify",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome Deep Research Projects",
    "## Projects",
    "| Category | Subcategory | Name | URL |",
    "| Open-source | Agent Orchestration Platform | Dify | [https://github.com/langgenius/dify](https://github.com/langgenius/dify) |"
   ],
   "repository_evidence": [
    "# Awesome Deep Research Projects",
    "## Projects",
    "| Category | Subcategory | Name | URL |",
    "| Open-source | Agent Orchestration Platform | Dify | [https://github.com/langgenius/dify](https://github.com/langgenius/dify) |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/scienceaix/deepresearch/blob/main/README.md",
   "project": "Google-gemini/gemini-fullstack-langgraph-quickstart",
   "repository": "https://github.com/google-gemini/gemini-fullstack-langgraph-quickstart",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome Deep Research Projects",
    "## Projects",
    "| Category | Subcategory | Name | URL |",
    "| Open-source | Workflow\u200b | Google-gemini/gemini-fullstack-langgraph-quickstart | [https://github.com/google-gemini/gemini-fullstack-langgraph-quickstart](https://github.com/google-gemini/gemini-fullstack-langgraph-quickstart) |"
   ],
   "repository_evidence": [
    "# Awesome Deep Research Projects",
    "## Projects",
    "| Category | Subcategory | Name | URL |",
    "| Open-source | Workflow\u200b | Google-gemini/gemini-fullstack-langgraph-quickstart | [https://github.com/google-gemini/gemini-fullstack-langgraph-quickstart](https://github.com/google-gemini/gemini-fullstack-langgraph-quickstart) |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/scienceaix/deepresearch/blob/main/README.md",
   "project": "Dzhng/deep-research",
   "repository": "https://github.com/dzhng/deep-research",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome Deep Research Projects",
    "## Projects",
    "| Category | Subcategory | Name | URL |",
    "| Open-source | Workflow\u200b | Dzhng/deep-research | [https://github.com/dzhng/deep-research](https://github.com/dzhng/deep-research) |"
   ],
   "repository_evidence": [
    "# Awesome Deep Research Projects",
    "## Projects",
    "| Category | Subcategory | Name | URL |",
    "| Open-source | Workflow\u200b | Dzhng/deep-research | [https://github.com/dzhng/deep-research](https://github.com/dzhng/deep-research) |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/scienceaix/deepresearch/blob/main/README.md",
   "project": "Jina-AI/node-DeepResearch",
   "repository": "https://github.com/jina-ai/node-DeepResearch",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome Deep Research Projects",
    "## Projects",
    "| Category | Subcategory | Name | URL |",
    "| Open-source | Workflow\u200b | Jina-AI/node-DeepResearch | [https://github.com/jina-ai/node-DeepResearch](https://github.com/jina-ai/node-DeepResearch) |"
   ],
   "repository_evidence": [
    "# Awesome Deep Research Projects",
    "## Projects",
    "| Category | Subcategory | Name | URL |",
    "| Open-source | Workflow\u200b | Jina-AI/node-DeepResearch | [https://github.com/jina-ai/node-DeepResearch](https://github.com/jina-ai/node-DeepResearch) |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/scienceaix/deepresearch/blob/main/README.md",
   "project": "LangChain-AI/open_deep_research",
   "repository": "https://github.com/langchain-ai/open_deep_research",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome Deep Research Projects",
    "## Projects",
    "| Category | Subcategory | Name | URL |",
    "| Open-source | Workflow\u200b | LangChain-AI/open_deep_research | [https://github.com/langchain-ai/open_deep_research](https://github.com/langchain-ai/open_deep_research) |"
   ],
   "repository_evidence": [
    "# Awesome Deep Research Projects",
    "## Projects",
    "| Category | Subcategory | Name | URL |",
    "| Open-source | Workflow\u200b | LangChain-AI/open_deep_research | [https://github.com/langchain-ai/open_deep_research](https://github.com/langchain-ai/open_deep_research) |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/scienceaix/deepresearch/blob/main/README.md",
   "project": "TheBlewish/Automated-AI-Web-Researcher-Ollama",
   "repository": "https://github.com/TheBlewish/Automated-AI-Web-Researcher-Ollama",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome Deep Research Projects",
    "## Projects",
    "| Category | Subcategory | Name | URL |",
    "| Open-source | Workflow\u200b | TheBlewish/Automated-AI-Web-Researcher-Ollama | [https://github.com/TheBlewish/Automated-AI-Web-Researcher-Ollama](https://github.com/TheBlewish/Automated-AI-Web-Researcher-Ollama) |"
   ],
   "repository_evidence": [
    "# Awesome Deep Research Projects",
    "## Projects",
    "| Category | Subcategory | Name | URL |",
    "| Open-source | Workflow\u200b | TheBlewish/Automated-AI-Web-Researcher-Ollama | [https://github.com/TheBlewish/Automated-AI-Web-Researcher-Ollama](https://github.com/TheBlewish/Automated-AI-Web-Researcher-Ollama) |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/scienceaix/deepresearch/blob/main/README.md",
   "project": "Btahir/open_deep_research",
   "repository": "https://github.com/btahir/open-deep-research",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome Deep Research Projects",
    "## Projects",
    "| Category | Subcategory | Name | URL |",
    "| Open-source | Workflow\u200b | Btahir/open_deep_research | [https://github.com/btahir/open-deep-research](https://github.com/btahir/open-deep-research) |"
   ],
   "repository_evidence": [
    "# Awesome Deep Research Projects",
    "## Projects",
    "| Category | Subcategory | Name | URL |",
    "| Open-source | Workflow\u200b | Btahir/open_deep_research | [https://github.com/btahir/open-deep-research](https://github.com/btahir/open-deep-research) |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/scienceaix/deepresearch/blob/main/README.md",
   "project": "Nickscamara/open-deep-research",
   "repository": "https://github.com/nickscamara/open-deep-research",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome Deep Research Projects",
    "## Projects",
    "| Category | Subcategory | Name | URL |",
    "| Open-source | Workflow\u200b | Nickscamara/open-deep-research | [https://github.com/nickscamara/open-deep-research](https://github.com/nickscamara/open-deep-research) |"
   ],
   "repository_evidence": [
    "# Awesome Deep Research Projects",
    "## Projects",
    "| Category | Subcategory | Name | URL |",
    "| Open-source | Workflow\u200b | Nickscamara/open-deep-research | [https://github.com/nickscamara/open-deep-research](https://github.com/nickscamara/open-deep-research) |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/scienceaix/deepresearch/blob/main/README.md",
   "project": "Mshumer/OpenDeepResearcher",
   "repository": "https://github.com/mshumer/OpenDeepResearcher",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome Deep Research Projects",
    "## Projects",
    "| Category | Subcategory | Name | URL |",
    "| Open-source | Workflow\u200b | Mshumer/OpenDeepResearcher | [https://github.com/mshumer/OpenDeepResearcher](https://github.com/mshumer/OpenDeepResearcher) |"
   ],
   "repository_evidence": [
    "# Awesome Deep Research Projects",
    "## Projects",
    "| Category | Subcategory | Name | URL |",
    "| Open-source | Workflow\u200b | Mshumer/OpenDeepResearcher | [https://github.com/mshumer/OpenDeepResearcher](https://github.com/mshumer/OpenDeepResearcher) |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/scienceaix/deepresearch/blob/main/README.md",
   "project": "Grapeot/deep_research_agent",
   "repository": "https://github.com/grapeot/deep_research_agent",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome Deep Research Projects",
    "## Projects",
    "| Category | Subcategory | Name | URL |",
    "| Open-source | Workflow\u200b | Grapeot/deep_research_agent | [https://github.com/grapeot/deep_research_agent](https://github.com/grapeot/deep_research_agent) |"
   ],
   "repository_evidence": [
    "# Awesome Deep Research Projects",
    "## Projects",
    "| Category | Subcategory | Name | URL |",
    "| Open-source | Workflow\u200b | Grapeot/deep_research_agent | [https://github.com/grapeot/deep_research_agent](https://github.com/grapeot/deep_research_agent) |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/scienceaix/deepresearch/blob/main/README.md",
   "project": "Smolagents/open_deep_research",
   "repository": "https://github.com/huggingface/smolagents/tree/main/examples/open_deep_research",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome Deep Research Projects",
    "## Projects",
    "| Category | Subcategory | Name | URL |",
    "| Open-source | Workflow\u200b | Smolagents/open_deep_research | [https://github.com/huggingface/smolagents/tree/main/examples/open_deep_research](https://github.com/huggingface/smolagents/tree/main/examples/open_deep_research) |"
   ],
   "repository_evidence": [
    "# Awesome Deep Research Projects",
    "## Projects",
    "| Category | Subcategory | Name | URL |",
    "| Open-source | Workflow\u200b | Smolagents/open_deep_research | [https://github.com/huggingface/smolagents/tree/main/examples/open_deep_research](https://github.com/huggingface/smolagents/tree/main/examples/open_deep_research) |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/scienceaix/deepresearch/blob/main/README.md",
   "project": "Assafelovic/GPT-Researcher",
   "repository": "https://github.com/assafelovic/gpt-researcher/",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome Deep Research Projects",
    "## Projects",
    "| Category | Subcategory | Name | URL |",
    "| Open-source | Workflow\u200b | Assafelovic/GPT-Researcher | [https://github.com/assafelovic/gpt-researcher/](https://github.com/assafelovic/gpt-researcher/) |"
   ],
   "repository_evidence": [
    "# Awesome Deep Research Projects",
    "## Projects",
    "| Category | Subcategory | Name | URL |",
    "| Open-source | Workflow\u200b | Assafelovic/GPT-Researcher | [https://github.com/assafelovic/gpt-researcher/](https://github.com/assafelovic/gpt-researcher/) |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/scienceaix/deepresearch/blob/main/README.md",
   "project": "HKUDS/Auto-Deep-Research",
   "repository": "https://github.com/HKUDS/Auto-Deep-Research",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome Deep Research Projects",
    "## Projects",
    "| Category | Subcategory | Name | URL |",
    "| Open-source | Workflow\u200b | HKUDS/Auto-Deep-Research | [https://github.com/HKUDS/Auto-Deep-Research](https://github.com/HKUDS/Auto-Deep-Research) |"
   ],
   "repository_evidence": [
    "# Awesome Deep Research Projects",
    "## Projects",
    "| Category | Subcategory | Name | URL |",
    "| Open-source | Workflow\u200b | HKUDS/Auto-Deep-Research | [https://github.com/HKUDS/Auto-Deep-Research](https://github.com/HKUDS/Auto-Deep-Research) |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/scienceaix/deepresearch/blob/main/README.md",
   "project": "AgentLaboratory",
   "repository": "https://github.com/SamuelSchmidgall/AgentLaboratory",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome Deep Research Projects",
    "## Projects",
    "| Category | Subcategory | Name | URL |",
    "| Open-source | Workflow\u200b | AgentLaboratory | [https://github.com/SamuelSchmidgall/AgentLaboratory](https://github.com/SamuelSchmidgall/AgentLaboratory) |"
   ],
   "repository_evidence": [
    "# Awesome Deep Research Projects",
    "## Projects",
    "| Category | Subcategory | Name | URL |",
    "| Open-source | Workflow\u200b | AgentLaboratory | [https://github.com/SamuelSchmidgall/AgentLaboratory](https://github.com/SamuelSchmidgall/AgentLaboratory) |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/scienceaix/deepresearch/blob/main/README.md",
   "project": "OpenManus",
   "repository": "https://github.com/FoundationAgents/OpenManus",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome Deep Research Projects",
    "## Projects",
    "| Category | Subcategory | Name | URL |",
    "| Open-source | Multi-modal Agent UI\u200b | OpenManus | [https://github.com/FoundationAgents/OpenManus](https://github.com/FoundationAgents/OpenManus) |"
   ],
   "repository_evidence": [
    "# Awesome Deep Research Projects",
    "## Projects",
    "| Category | Subcategory | Name | URL |",
    "| Open-source | Multi-modal Agent UI\u200b | OpenManus | [https://github.com/FoundationAgents/OpenManus](https://github.com/FoundationAgents/OpenManus) |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/scienceaix/deepresearch/blob/main/README.md",
   "project": "Camel-AI/OWL",
   "repository": "https://github.com/camel-ai/owl",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome Deep Research Projects",
    "## Projects",
    "| Category | Subcategory | Name | URL |",
    "| Open-source | Multi-modal Agent UI\u200b | Camel-AI/OWL | [https://github.com/camel-ai/owl](https://github.com/camel-ai/owl) |"
   ],
   "repository_evidence": [
    "# Awesome Deep Research Projects",
    "## Projects",
    "| Category | Subcategory | Name | URL |",
    "| Open-source | Multi-modal Agent UI\u200b | Camel-AI/OWL | [https://github.com/camel-ai/owl](https://github.com/camel-ai/owl) |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/scienceaix/deepresearch/blob/main/README.md",
   "project": "TARS",
   "repository": "https://github.com/bytedance/UI-TARS-desktop",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome Deep Research Projects",
    "## Projects",
    "| Category | Subcategory | Name | URL |",
    "| Open-source | Multi-modal Agent UI\u200b | TARS | [https://github.com/bytedance/UI-TARS-desktop](https://github.com/bytedance/UI-TARS-desktop) |"
   ],
   "repository_evidence": [
    "# Awesome Deep Research Projects",
    "## Projects",
    "| Category | Subcategory | Name | URL |",
    "| Open-source | Multi-modal Agent UI\u200b | TARS | [https://github.com/bytedance/UI-TARS-desktop](https://github.com/bytedance/UI-TARS-desktop) |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/scienceaix/deepresearch/blob/main/README.md",
   "project": "Computer Use",
   "repository": "https://github.com/volcengine/ai-app-lab/tree/main/demohouse/computer_use",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome Deep Research Projects",
    "## Projects",
    "| Category | Subcategory | Name | URL |",
    "| Open-source | Multi-modal Agent UI\u200b | Computer Use | [https://github.com/volcengine/ai-app-lab/tree/main/demohouse/computer_use](https://github.com/volcengine/ai-app-lab/tree/main/demohouse/computer_use) |"
   ],
   "repository_evidence": [
    "# Awesome Deep Research Projects",
    "## Projects",
    "| Category | Subcategory | Name | URL |",
    "| Open-source | Multi-modal Agent UI\u200b | Computer Use | [https://github.com/volcengine/ai-app-lab/tree/main/demohouse/computer_use](https://github.com/volcengine/ai-app-lab/tree/main/demohouse/computer_use) |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/scienceaix/deepresearch/blob/main/README.md",
   "project": "Nanobrowser",
   "repository": "https://github.com/nanobrowser/nanobrowser",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome Deep Research Projects",
    "## Projects",
    "| Category | Subcategory | Name | URL |",
    "| Open-source | Multi-modal Agent UI\u200b | Nanobrowser | [https://github.com/nanobrowser/nanobrowser](https://github.com/nanobrowser/nanobrowser) |"
   ],
   "repository_evidence": [
    "# Awesome Deep Research Projects",
    "## Projects",
    "| Category | Subcategory | Name | URL |",
    "| Open-source | Multi-modal Agent UI\u200b | Nanobrowser | [https://github.com/nanobrowser/nanobrowser](https://github.com/nanobrowser/nanobrowser) |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/scienceaix/deepresearch/blob/main/README.md",
   "project": "JARVIS",
   "repository": "https://github.com/microsoft/JARVIS",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome Deep Research Projects",
    "## Projects",
    "| Category | Subcategory | Name | URL |",
    "| Open-source | Multi-modal Agent UI\u200b | JARVIS | [https://github.com/microsoft/JARVIS](https://github.com/microsoft/JARVIS) |"
   ],
   "repository_evidence": [
    "# Awesome Deep Research Projects",
    "## Projects",
    "| Category | Subcategory | Name | URL |",
    "| Open-source | Multi-modal Agent UI\u200b | JARVIS | [https://github.com/microsoft/JARVIS](https://github.com/microsoft/JARVIS) |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/scienceaix/deepresearch/blob/main/README.md",
   "project": "Cline",
   "repository": "https://github.com/cline/cline",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome Deep Research Projects",
    "## Projects",
    "| Category | Subcategory | Name | URL |",
    "| Open-source | Developer Tools\u200b | Cline | [https://github.com/cline/cline](https://github.com/cline/cline) |"
   ],
   "repository_evidence": [
    "# Awesome Deep Research Projects",
    "## Projects",
    "| Category | Subcategory | Name | URL |",
    "| Open-source | Developer Tools\u200b | Cline | [https://github.com/cline/cline](https://github.com/cline/cline) |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/scienceaix/deepresearch/blob/main/README.md",
   "project": "GPT-pilot",
   "repository": "https://github.com/Pythagora-io/gpt-pilot",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome Deep Research Projects",
    "## Projects",
    "| Category | Subcategory | Name | URL |",
    "| Open-source | Developer Tools\u200b | GPT-pilot | [https://github.com/Pythagora-io/gpt-pilot](https://github.com/Pythagora-io/gpt-pilot) |"
   ],
   "repository_evidence": [
    "# Awesome Deep Research Projects",
    "## Projects",
    "| Category | Subcategory | Name | URL |",
    "| Open-source | Developer Tools\u200b | GPT-pilot | [https://github.com/Pythagora-io/gpt-pilot](https://github.com/Pythagora-io/gpt-pilot) |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/scienceaix/deepresearch/blob/main/README.md",
   "project": "Restate",
   "repository": "https://github.com/restatedev/restate",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome Deep Research Projects",
    "## Projects",
    "| Category | Subcategory | Name | URL |",
    "| Open-source | Developer Tools\u200b | Restate | [https://restate.dev/](https://restate.dev/) |",
    "| | | | [https://github.com/restatedev/restate](https://github.com/restatedev/restate) |"
   ],
   "repository_evidence": [
    "# Awesome Deep Research Projects",
    "## Projects",
    "| Category | Subcategory | Name | URL |",
    "| | | | [https://github.com/restatedev/restate](https://github.com/restatedev/restate) |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/scienceaix/deepresearch/blob/main/README.md",
   "project": "OpenAI Codex",
   "repository": "https://github.com/openai/codex",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome Deep Research Projects",
    "## Projects",
    "| Category | Subcategory | Name | URL |",
    "| Open-source | Developer Tools\u200b | OpenAI Codex | [https://github.com/openai/codex](https://github.com/openai/codex) |"
   ],
   "repository_evidence": [
    "# Awesome Deep Research Projects",
    "## Projects",
    "| Category | Subcategory | Name | URL |",
    "| Open-source | Developer Tools\u200b | OpenAI Codex | [https://github.com/openai/codex](https://github.com/openai/codex) |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/scienceaix/deepresearch/blob/main/README.md",
   "project": "OpenEvolve",
   "repository": "https://github.com/codelion/openevolve",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome Deep Research Projects",
    "## Projects",
    "| Category | Subcategory | Name | URL |",
    "| Open-source | Developer Tools\u200b | OpenEvolve | [https://github.com/codelion/openevolve](https://github.com/codelion/openevolve) |"
   ],
   "repository_evidence": [
    "# Awesome Deep Research Projects",
    "## Projects",
    "| Category | Subcategory | Name | URL |",
    "| Open-source | Developer Tools\u200b | OpenEvolve | [https://github.com/codelion/openevolve](https://github.com/codelion/openevolve) |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/scienceaix/deepresearch/blob/main/README.md",
   "project": "PaperQA",
   "repository": "https://github.com/Future-House/paper-qa",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome Deep Research Projects",
    "## Projects",
    "| Category | Subcategory | Name | URL |",
    "| Open-source | \u200bResearch/Academic Search | PaperQA | [https://github.com/Future-House/paper-qa](https://github.com/Future-House/paper-qa) |"
   ],
   "repository_evidence": [
    "# Awesome Deep Research Projects",
    "## Projects",
    "| Category | Subcategory | Name | URL |",
    "| Open-source | \u200bResearch/Academic Search | PaperQA | [https://github.com/Future-House/paper-qa](https://github.com/Future-House/paper-qa) |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/scienceaix/deepresearch/blob/main/README.md",
   "project": "HKUDS/AI-Researcher",
   "repository": "https://github.com/HKUDS/AI-Researcher",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome Deep Research Projects",
    "## Projects",
    "| Category | Subcategory | Name | URL |",
    "| Open-source | \u200bResearch/Academic Search | HKUDS/AI-Researcher | [https://github.com/HKUDS/AI-Researcher](https://github.com/HKUDS/AI-Researcher) |"
   ],
   "repository_evidence": [
    "# Awesome Deep Research Projects",
    "## Projects",
    "| Category | Subcategory | Name | URL |",
    "| Open-source | \u200bResearch/Academic Search | HKUDS/AI-Researcher | [https://github.com/HKUDS/AI-Researcher](https://github.com/HKUDS/AI-Researcher) |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/scienceaix/deepresearch/blob/main/README.md",
   "project": "Agent-RL/ReSearch",
   "repository": "https://github.com/Agent-RL/ReSearch",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome Deep Research Projects",
    "## Projects",
    "| Category | Subcategory | Name | URL |",
    "| Open-source | Model Training Frameworks\u200b | Agent-RL/ReSearch | [https://github.com/Agent-RL/ReSearch](https://github.com/Agent-RL/ReSearch) |"
   ],
   "repository_evidence": [
    "# Awesome Deep Research Projects",
    "## Projects",
    "| Category | Subcategory | Name | URL |",
    "| Open-source | Model Training Frameworks\u200b | Agent-RL/ReSearch | [https://github.com/Agent-RL/ReSearch](https://github.com/Agent-RL/ReSearch) |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/scienceaix/deepresearch/blob/main/README.md",
   "project": "DSPy",
   "repository": "https://github.com/stanfordnlp/dspy",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome Deep Research Projects",
    "## Projects",
    "| Category | Subcategory | Name | URL |",
    "| Open-source | Model Training Frameworks\u200b | DSPy | [https://github.com/stanfordnlp/dspy](https://github.com/stanfordnlp/dspy) |"
   ],
   "repository_evidence": [
    "# Awesome Deep Research Projects",
    "## Projects",
    "| Category | Subcategory | Name | URL |",
    "| Open-source | Model Training Frameworks\u200b | DSPy | [https://github.com/stanfordnlp/dspy](https://github.com/stanfordnlp/dspy) |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/scienceaix/deepresearch/blob/main/README.md",
   "project": "Gair-NLP/DeepResearcher",
   "repository": "https://github.com/GAIR-NLP/DeepResearcher",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome Deep Research Projects",
    "## Projects",
    "| Category | Subcategory | Name | URL |",
    "| Open-source | Model Training Frameworks\u200b | Gair-NLP/DeepResearcher | [https://github.com/GAIR-NLP/DeepResearcher](https://github.com/GAIR-NLP/DeepResearcher) |"
   ],
   "repository_evidence": [
    "# Awesome Deep Research Projects",
    "## Projects",
    "| Category | Subcategory | Name | URL |",
    "| Open-source | Model Training Frameworks\u200b | Gair-NLP/DeepResearcher | [https://github.com/GAIR-NLP/DeepResearcher](https://github.com/GAIR-NLP/DeepResearcher) |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/scienceaix/deepresearch/blob/main/README.md",
   "project": "ModelTC/lightllm",
   "repository": "https://github.com/ModelTC/lightllm",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome Deep Research Projects",
    "## Projects",
    "| Category | Subcategory | Name | URL |",
    "| Open-source | Model Training Frameworks\u200b | ModelTC/lightllm | [https://github.com/ModelTC/lightllm](https://github.com/ModelTC/lightllm) |"
   ],
   "repository_evidence": [
    "# Awesome Deep Research Projects",
    "## Projects",
    "| Category | Subcategory | Name | URL |",
    "| Open-source | Model Training Frameworks\u200b | ModelTC/lightllm | [https://github.com/ModelTC/lightllm](https://github.com/ModelTC/lightllm) |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/scienceaix/deepresearch/blob/main/README.md",
   "project": "Ollama",
   "repository": "https://github.com/ollama/ollama",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome Deep Research Projects",
    "## Projects",
    "| Category | Subcategory | Name | URL |",
    "| Open-source | Other LLM Tools\u200b | Ollama | [https://github.com/ollama/ollama](https://github.com/ollama/ollama) |"
   ],
   "repository_evidence": [
    "# Awesome Deep Research Projects",
    "## Projects",
    "| Category | Subcategory | Name | URL |",
    "| Open-source | Other LLM Tools\u200b | Ollama | [https://github.com/ollama/ollama](https://github.com/ollama/ollama) |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/scienceaix/deepresearch/blob/main/README.md",
   "project": "Vllm",
   "repository": "https://github.com/vllm-project/vllm",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome Deep Research Projects",
    "## Projects",
    "| Category | Subcategory | Name | URL |",
    "| Open-source | Other LLM Tools\u200b | Vllm | [https://github.com/vllm-project/vllm](https://github.com/vllm-project/vllm) |"
   ],
   "repository_evidence": [
    "# Awesome Deep Research Projects",
    "## Projects",
    "| Category | Subcategory | Name | URL |",
    "| Open-source | Other LLM Tools\u200b | Vllm | [https://github.com/vllm-project/vllm](https://github.com/vllm-project/vllm) |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/scienceaix/deepresearch/blob/main/README.md",
   "project": "Web-LLM",
   "repository": "https://github.com/mlc-ai/web-llm",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome Deep Research Projects",
    "## Projects",
    "| Category | Subcategory | Name | URL |",
    "| Open-source | Other LLM Tools\u200b | Web-LLM | [https://github.com/mlc-ai/web-llm](https://github.com/mlc-ai/web-llm) |"
   ],
   "repository_evidence": [
    "# Awesome Deep Research Projects",
    "## Projects",
    "| Category | Subcategory | Name | URL |",
    "| Open-source | Other LLM Tools\u200b | Web-LLM | [https://github.com/mlc-ai/web-llm](https://github.com/mlc-ai/web-llm) |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://growthexe.substack.com/p/77-best-open-source-ai-agent-repositories",
   "project": "AutoGen",
   "repository": "https://github.com/microsoft/autogen",
   "stars": "57000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# 01 Agent Frameworks",
    "### 01 AutoGen \u2605 57K"
   ],
   "repository_evidence": [
    "# 01 Agent Frameworks",
    "[https://github.com/microsoft/autogen](https://github.com/microsoft/autogen)"
   ],
   "stars_evidence": [
    "# 01 Agent Frameworks",
    "### 01 AutoGen \u2605 57K"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://growthexe.substack.com/p/77-best-open-source-ai-agent-repositories",
   "project": "CrewAI",
   "repository": "https://github.com/crewAIInc/crewAI",
   "stars": "50000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# 01 Agent Frameworks",
    "### 02 CrewAI \u2605 50K"
   ],
   "repository_evidence": [
    "# 01 Agent Frameworks",
    "[https://github.com/crewAIInc/crewAI](https://github.com/crewAIInc/crewAI)"
   ],
   "stars_evidence": [
    "# 01 Agent Frameworks",
    "### 02 CrewAI \u2605 50K"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://growthexe.substack.com/p/77-best-open-source-ai-agent-repositories",
   "project": "LangGraph",
   "repository": "https://github.com/langchain-ai/langgraph",
   "stars": "20000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# 01 Agent Frameworks",
    "### 03 LangGraph \u2605 20K"
   ],
   "repository_evidence": [
    "# 01 Agent Frameworks",
    "[https://github.com/langchain-ai/langgraph](https://github.com/langchain-ai/langgraph)"
   ],
   "stars_evidence": [
    "# 01 Agent Frameworks",
    "### 03 LangGraph \u2605 20K"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://growthexe.substack.com/p/77-best-open-source-ai-agent-repositories",
   "project": "Agno",
   "repository": "https://github.com/agno-agi/agno",
   "stars": "30000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# 01 Agent Frameworks",
    "### 04 Agno \u2605 30K"
   ],
   "repository_evidence": [
    "# 01 Agent Frameworks",
    "[https://github.com/agno-agi/agno](https://github.com/agno-agi/agno)"
   ],
   "stars_evidence": [
    "# 01 Agent Frameworks",
    "### 04 Agno \u2605 30K"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://growthexe.substack.com/p/77-best-open-source-ai-agent-repositories",
   "project": "SmolAgents",
   "repository": "https://github.com/huggingface/smolagents",
   "stars": "18000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# 01 Agent Frameworks",
    "### 05 SmolAgents \u2605 18K"
   ],
   "repository_evidence": [
    "# 01 Agent Frameworks",
    "[https://github.com/huggingface/smolagents](https://github.com/huggingface/smolagents)"
   ],
   "stars_evidence": [
    "# 01 Agent Frameworks",
    "### 05 SmolAgents \u2605 18K"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://growthexe.substack.com/p/77-best-open-source-ai-agent-repositories",
   "project": "PydanticAI",
   "repository": "https://github.com/pydantic/pydantic-ai",
   "stars": "15000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# 01 Agent Frameworks",
    "### 06 PydanticAI \u2605 15K"
   ],
   "repository_evidence": [
    "# 01 Agent Frameworks",
    "[https://github.com/pydantic/pydantic-ai](https://github.com/pydantic/pydantic-ai)"
   ],
   "stars_evidence": [
    "# 01 Agent Frameworks",
    "### 06 PydanticAI \u2605 15K"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://growthexe.substack.com/p/77-best-open-source-ai-agent-repositories",
   "project": "Haystack",
   "repository": "https://github.com/deepset-ai/haystack",
   "stars": "22000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# 01 Agent Frameworks",
    "### 07 Haystack \u2605 22K"
   ],
   "repository_evidence": [
    "# 01 Agent Frameworks",
    "[https://github.com/deepset-ai/haystack](https://github.com/deepset-ai/haystack)"
   ],
   "stars_evidence": [
    "# 01 Agent Frameworks",
    "### 07 Haystack \u2605 22K"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://growthexe.substack.com/p/77-best-open-source-ai-agent-repositories",
   "project": "Semantic Kernel",
   "repository": "https://github.com/microsoft/semantic-kernel",
   "stars": "25000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# 01 Agent Frameworks",
    "### 08 Semantic Kernel \u2605 25K"
   ],
   "repository_evidence": [
    "# 01 Agent Frameworks",
    "[https://github.com/microsoft/semantic-kernel](https://github.com/microsoft/semantic-kernel)"
   ],
   "stars_evidence": [
    "# 01 Agent Frameworks",
    "### 08 Semantic Kernel \u2605 25K"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://growthexe.substack.com/p/77-best-open-source-ai-agent-repositories",
   "project": "OpenHands",
   "repository": "https://github.com/All-Hands-AI/OpenHands",
   "stars": "70000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# 02 Coding Agents",
    "### 09 OpenHands \u2605 70K"
   ],
   "repository_evidence": [
    "# 02 Coding Agents",
    "[https://github.com/All-Hands-AI/OpenHands](https://github.com/All-Hands-AI/OpenHands)"
   ],
   "stars_evidence": [
    "# 02 Coding Agents",
    "### 09 OpenHands \u2605 70K"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://growthexe.substack.com/p/77-best-open-source-ai-agent-repositories",
   "project": "Aider",
   "repository": "https://github.com/Aider-AI/aider",
   "stars": "35000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# 02 Coding Agents",
    "### 10 Aider \u2605 35K"
   ],
   "repository_evidence": [
    "# 02 Coding Agents",
    "[https://github.com/Aider-AI/aider](https://github.com/Aider-AI/aider)"
   ],
   "stars_evidence": [
    "# 02 Coding Agents",
    "### 10 Aider \u2605 35K"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://growthexe.substack.com/p/77-best-open-source-ai-agent-repositories",
   "project": "SWE-Agent",
   "repository": "https://github.com/SWE-agent/SWE-agent",
   "stars": "18000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# 02 Coding Agents",
    "### 11 SWE-Agent \u2605 18K"
   ],
   "repository_evidence": [
    "# 02 Coding Agents",
    "[https://github.com/SWE-agent/SWE-agent](https://github.com/SWE-agent/SWE-agent)"
   ],
   "stars_evidence": [
    "# 02 Coding Agents",
    "### 11 SWE-Agent \u2605 18K"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://growthexe.substack.com/p/77-best-open-source-ai-agent-repositories",
   "project": "Continue",
   "repository": "https://github.com/continuedev/continue",
   "stars": "30000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# 02 Coding Agents",
    "### 12 Continue \u2605 30K"
   ],
   "repository_evidence": [
    "# 02 Coding Agents",
    "[https://github.com/continuedev/continue](https://github.com/continuedev/continue)"
   ],
   "stars_evidence": [
    "# 02 Coding Agents",
    "### 12 Continue \u2605 30K"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://growthexe.substack.com/p/77-best-open-source-ai-agent-repositories",
   "project": "Roo Code",
   "repository": "https://github.com/RooVetGit/Roo-Code",
   "stars": "25000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# 02 Coding Agents",
    "### 13 Roo Code \u2605 25K"
   ],
   "repository_evidence": [
    "# 02 Coding Agents",
    "[https://github.com/RooVetGit/Roo-Code](https://github.com/RooVetGit/Roo-Code)"
   ],
   "stars_evidence": [
    "# 02 Coding Agents",
    "### 13 Roo Code \u2605 25K"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://growthexe.substack.com/p/77-best-open-source-ai-agent-repositories",
   "project": "Cline",
   "repository": "https://github.com/cline/cline",
   "stars": "61000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# 02 Coding Agents",
    "### 14 Cline \u2605 61K"
   ],
   "repository_evidence": [
    "# 02 Coding Agents",
    "[https://github.com/cline/cline](https://github.com/cline/cline)"
   ],
   "stars_evidence": [
    "# 02 Coding Agents",
    "### 14 Cline \u2605 61K"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://growthexe.substack.com/p/77-best-open-source-ai-agent-repositories",
   "project": "GPT Engineer",
   "repository": "https://github.com/AntonOsika/gpt-engineer",
   "stars": "55000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# 02 Coding Agents",
    "### 15 GPT Engineer \u2605 55K"
   ],
   "repository_evidence": [
    "# 02 Coding Agents",
    "[https://github.com/AntonOsika/gpt-engineer](https://github.com/AntonOsika/gpt-engineer)"
   ],
   "stars_evidence": [
    "# 02 Coding Agents",
    "### 15 GPT Engineer \u2605 55K"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://growthexe.substack.com/p/77-best-open-source-ai-agent-repositories",
   "project": "OpenCode",
   "repository": "https://github.com/sst/opencode",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# 02 Coding Agents",
    "### 16 OpenCode"
   ],
   "repository_evidence": [
    "# 02 Coding Agents",
    "[https://github.com/sst/opencode](https://github.com/sst/opencode)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://growthexe.substack.com/p/77-best-open-source-ai-agent-repositories",
   "project": "Browser Use",
   "repository": "https://github.com/browser-use/browser-use",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# 03 Browser Agents",
    "### 17 Browser Use \u2605"
   ],
   "repository_evidence": [
    "# 03 Browser Agents",
    "[https://github.com/browser-use/browser-use](https://github.com/browser-use/browser-use)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://growthexe.substack.com/p/77-best-open-source-ai-agent-repositories",
   "project": "Skyvern",
   "repository": "https://github.com/Skyvern-AI/skyvern",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# 03 Browser Agents",
    "### 18 Skyvern \u2605"
   ],
   "repository_evidence": [
    "# 03 Browser Agents",
    "[https://github.com/Skyvern-AI/skyvern](https://github.com/Skyvern-AI/skyvern)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://growthexe.substack.com/p/77-best-open-source-ai-agent-repositories",
   "project": "Stagehand",
   "repository": "https://github.com/browserbase/stagehand",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# 03 Browser Agents",
    "### 19 Stagehand \u2605"
   ],
   "repository_evidence": [
    "# 03 Browser Agents",
    "[https://github.com/browserbase/stagehand](https://github.com/browserbase/stagehand)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://growthexe.substack.com/p/77-best-open-source-ai-agent-repositories",
   "project": "Playwright MCP",
   "repository": "https://github.com/microsoft/playwright-mcp",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# 03 Browser Agents",
    "### 20 Playwright MCP \u2605"
   ],
   "repository_evidence": [
    "# 03 Browser Agents",
    "[https://github.com/microsoft/playwright-mcp](https://github.com/microsoft/playwright-mcp)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://growthexe.substack.com/p/77-best-open-source-ai-agent-repositories",
   "project": "Steel Browser",
   "repository": "https://github.com/steel-dev/steel-browser",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# 03 Browser Agents",
    "### 21 Steel Browser"
   ],
   "repository_evidence": [
    "# 03 Browser Agents",
    "[https://github.com/steel-dev/steel-browser](https://github.com/steel-dev/steel-browser)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://growthexe.substack.com/p/77-best-open-source-ai-agent-repositories",
   "project": "Firecrawl",
   "repository": "https://github.com/mendableai/firecrawl",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# 03 Browser Agents",
    "### 22 Firecrawl"
   ],
   "repository_evidence": [
    "# 03 Browser Agents",
    "[https://github.com/mendableai/firecrawl](https://github.com/mendableai/firecrawl)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://growthexe.substack.com/p/77-best-open-source-ai-agent-repositories",
   "project": "Crawl4AI",
   "repository": "https://github.com/unclecode/crawl4ai",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# 03 Browser Agents",
    "### 23 Crawl4AI"
   ],
   "repository_evidence": [
    "# 03 Browser Agents",
    "[https://github.com/unclecode/crawl4ai](https://github.com/unclecode/crawl4ai)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://growthexe.substack.com/p/77-best-open-source-ai-agent-repositories",
   "project": "ScrapeGraphAI",
   "repository": "https://github.com/VinciGit00/Scrapegraph-ai",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# 03 Browser Agents",
    "### 24 ScrapeGraphAI"
   ],
   "repository_evidence": [
    "# 03 Browser Agents",
    "[https://github.com/VinciGit00/Scrapegraph-ai](https://github.com/VinciGit00/Scrapegraph-ai)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://growthexe.substack.com/p/77-best-open-source-ai-agent-repositories",
   "project": "Mem0",
   "repository": "https://github.com/mem0ai/mem0",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# 04 Memory Systems",
    "### 25 Mem0"
   ],
   "repository_evidence": [
    "# 04 Memory Systems",
    "[https://github.com/mem0ai/mem0](https://github.com/mem0ai/mem0)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://growthexe.substack.com/p/77-best-open-source-ai-agent-repositories",
   "project": "Letta",
   "repository": "https://github.com/letta-ai/letta",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# 04 Memory Systems",
    "### 26 Letta (MemGPT)"
   ],
   "repository_evidence": [
    "# 04 Memory Systems",
    "[https://github.com/letta-ai/letta](https://github.com/letta-ai/letta)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://growthexe.substack.com/p/77-best-open-source-ai-agent-repositories",
   "project": "Zep",
   "repository": "https://github.com/getzep/zep",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# 04 Memory Systems",
    "### 27 Zep"
   ],
   "repository_evidence": [
    "# 04 Memory Systems",
    "[https://github.com/getzep/zep](https://github.com/getzep/zep)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://growthexe.substack.com/p/77-best-open-source-ai-agent-repositories",
   "project": "Claude-Mem",
   "repository": "https://github.com/thedotmack/claude-mem",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# 04 Memory Systems",
    "### 28 Claude-Mem"
   ],
   "repository_evidence": [
    "# 04 Memory Systems",
    "[https://github.com/thedotmack/claude-mem](https://github.com/thedotmack/claude-mem)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://growthexe.substack.com/p/77-best-open-source-ai-agent-repositories",
   "project": "Supermemory",
   "repository": "https://github.com/supermemoryai/supermemory",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# 04 Memory Systems",
    "### 29 Supermemory"
   ],
   "repository_evidence": [
    "# 04 Memory Systems",
    "[https://github.com/supermemoryai/supermemory](https://github.com/supermemoryai/supermemory)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://growthexe.substack.com/p/77-best-open-source-ai-agent-repositories",
   "project": "Chroma",
   "repository": "https://github.com/chroma-core/chroma",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# 04 Memory Systems",
    "### 30 Chroma"
   ],
   "repository_evidence": [
    "# 04 Memory Systems",
    "[https://github.com/chroma-core/chroma](https://github.com/chroma-core/chroma)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://growthexe.substack.com/p/77-best-open-source-ai-agent-repositories",
   "project": "Weaviate",
   "repository": "https://github.com/weaviate/weaviate",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# 04 Memory Systems",
    "### 31 Weaviate"
   ],
   "repository_evidence": [
    "# 04 Memory Systems",
    "[https://github.com/weaviate/weaviate](https://github.com/weaviate/weaviate)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://growthexe.substack.com/p/77-best-open-source-ai-agent-repositories",
   "project": "Qdrant",
   "repository": "https://github.com/qdrant/qdrant",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# 04 Memory Systems",
    "### 32 Qdrant"
   ],
   "repository_evidence": [
    "# 04 Memory Systems",
    "[https://github.com/qdrant/qdrant](https://github.com/qdrant/qdrant)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://growthexe.substack.com/p/77-best-open-source-ai-agent-repositories",
   "project": "Model Context Protocol",
   "repository": "https://github.com/modelcontextprotocol",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# 05 MCP Ecosystem",
    "### 33 Model Context Protocol"
   ],
   "repository_evidence": [
    "# 05 MCP Ecosystem",
    "[https://github.com/modelcontextprotocol](https://github.com/modelcontextprotocol)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://growthexe.substack.com/p/77-best-open-source-ai-agent-repositories",
   "project": "Awesome MCP Servers",
   "repository": "https://github.com/punkpeye/awesome-mcp-servers",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# 05 MCP Ecosystem",
    "### 34 Awesome MCP Servers"
   ],
   "repository_evidence": [
    "# 05 MCP Ecosystem",
    "[https://github.com/punkpeye/awesome-mcp-servers](https://github.com/punkpeye/awesome-mcp-servers)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://growthexe.substack.com/p/77-best-open-source-ai-agent-repositories",
   "project": "Playwright MCP",
   "repository": "https://github.com/microsoft/playwright-mcp",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# 05 MCP Ecosystem",
    "### 35 Playwright MCP"
   ],
   "repository_evidence": [
    "# 05 MCP Ecosystem",
    "[https://github.com/microsoft/playwright-mcp](https://github.com/microsoft/playwright-mcp)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://growthexe.substack.com/p/77-best-open-source-ai-agent-repositories",
   "project": "Filesystem MCP",
   "repository": "https://github.com/modelcontextprotocol/servers",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# 05 MCP Ecosystem",
    "### 36 Filesystem MCP"
   ],
   "repository_evidence": [
    "# 05 MCP Ecosystem",
    "[https://github.com/modelcontextprotocol/servers](https://github.com/modelcontextprotocol/servers)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://growthexe.substack.com/p/77-best-open-source-ai-agent-repositories",
   "project": "GitHub MCP",
   "repository": "https://github.com/modelcontextprotocol/servers",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# 05 MCP Ecosystem",
    "### 37 GitHub MCP"
   ],
   "repository_evidence": [
    "# 05 MCP Ecosystem",
    "[https://github.com/modelcontextprotocol/servers](https://github.com/modelcontextprotocol/servers)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://growthexe.substack.com/p/77-best-open-source-ai-agent-repositories",
   "project": "Slack MCP",
   "repository": "https://github.com/modelcontextprotocol/servers",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# 05 MCP Ecosystem",
    "### 38 Slack MCP"
   ],
   "repository_evidence": [
    "# 05 MCP Ecosystem",
    "[https://github.com/modelcontextprotocol/servers](https://github.com/modelcontextprotocol/servers)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://growthexe.substack.com/p/77-best-open-source-ai-agent-repositories",
   "project": "PostgreSQL MCP",
   "repository": "https://github.com/modelcontextprotocol/servers",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# 05 MCP Ecosystem",
    "### 39 PostgreSQL MCP"
   ],
   "repository_evidence": [
    "# 05 MCP Ecosystem",
    "[https://github.com/modelcontextprotocol/servers](https://github.com/modelcontextprotocol/servers)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://growthexe.substack.com/p/77-best-open-source-ai-agent-repositories",
   "project": "Google Drive MCP",
   "repository": "https://github.com/modelcontextprotocol/servers",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# 05 MCP Ecosystem",
    "### 40 Google Drive MCP"
   ],
   "repository_evidence": [
    "# 05 MCP Ecosystem",
    "[https://github.com/modelcontextprotocol/servers](https://github.com/modelcontextprotocol/servers)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://growthexe.substack.com/p/77-best-open-source-ai-agent-repositories",
   "project": "Pipecat",
   "repository": "https://github.com/pipecat-ai/pipecat",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# 06 Voice Agents",
    "### 41 Pipecat"
   ],
   "repository_evidence": [
    "# 06 Voice Agents",
    "[https://github.com/pipecat-ai/pipecat](https://github.com/pipecat-ai/pipecat)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://growthexe.substack.com/p/77-best-open-source-ai-agent-repositories",
   "project": "LiveKit Agents",
   "repository": "https://github.com/livekit/agents",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# 06 Voice Agents",
    "### 42 LiveKit Agents"
   ],
   "repository_evidence": [
    "# 06 Voice Agents",
    "[https://github.com/livekit/agents](https://github.com/livekit/agents)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://growthexe.substack.com/p/77-best-open-source-ai-agent-repositories",
   "project": "Vocode",
   "repository": "https://github.com/vocodedev/vocode-core",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# 06 Voice Agents",
    "### 43 Vocode"
   ],
   "repository_evidence": [
    "# 06 Voice Agents",
    "[https://github.com/vocodedev/vocode-core](https://github.com/vocodedev/vocode-core)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://growthexe.substack.com/p/77-best-open-source-ai-agent-repositories",
   "project": "OpenVoice",
   "repository": "https://github.com/myshell-ai/OpenVoice",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# 06 Voice Agents",
    "### 44 OpenVoice"
   ],
   "repository_evidence": [
    "# 06 Voice Agents",
    "[https://github.com/myshell-ai/OpenVoice](https://github.com/myshell-ai/OpenVoice)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://growthexe.substack.com/p/77-best-open-source-ai-agent-repositories",
   "project": "Whisper",
   "repository": "https://github.com/openai/whisper",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# 06 Voice Agents",
    "### 45 Whisper"
   ],
   "repository_evidence": [
    "# 06 Voice Agents",
    "[https://github.com/openai/whisper](https://github.com/openai/whisper)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://growthexe.substack.com/p/77-best-open-source-ai-agent-repositories",
   "project": "Faster-Whisper",
   "repository": "https://github.com/SYSTRAN/faster-whisper",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# 06 Voice Agents",
    "### 46 Faster-Whisper"
   ],
   "repository_evidence": [
    "# 06 Voice Agents",
    "[https://github.com/SYSTRAN/faster-whisper](https://github.com/SYSTRAN/faster-whisper)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://growthexe.substack.com/p/77-best-open-source-ai-agent-repositories",
   "project": "Kokoro",
   "repository": "https://github.com/hexgrad/kokoro",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# 06 Voice Agents",
    "### 47 Kokoro"
   ],
   "repository_evidence": [
    "# 06 Voice Agents",
    "[https://github.com/hexgrad/kokoro](https://github.com/hexgrad/kokoro)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://growthexe.substack.com/p/77-best-open-source-ai-agent-repositories",
   "project": "MeloTTS",
   "repository": "https://github.com/myshell-ai/MeloTTS",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# 06 Voice Agents",
    "### 48 MeloTTS"
   ],
   "repository_evidence": [
    "# 06 Voice Agents",
    "[https://github.com/myshell-ai/MeloTTS](https://github.com/myshell-ai/MeloTTS)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://growthexe.substack.com/p/77-best-open-source-ai-agent-repositories",
   "project": "n8n",
   "repository": "https://github.com/n8n-io/n8n",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# 07 Workflow Automation",
    "### 49 n8n"
   ],
   "repository_evidence": [
    "# 07 Workflow Automation",
    "[https://github.com/n8n-io/n8n](https://github.com/n8n-io/n8n)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://growthexe.substack.com/p/77-best-open-source-ai-agent-repositories",
   "project": "Dify",
   "repository": "https://github.com/langgenius/dify",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# 07 Workflow Automation",
    "### 50 Dify"
   ],
   "repository_evidence": [
    "# 07 Workflow Automation",
    "[https://github.com/langgenius/dify](https://github.com/langgenius/dify)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://growthexe.substack.com/p/77-best-open-source-ai-agent-repositories",
   "project": "Flowise",
   "repository": "https://github.com/FlowiseAI/Flowise",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# 07 Workflow Automation",
    "### 51 Flowise"
   ],
   "repository_evidence": [
    "# 07 Workflow Automation",
    "[https://github.com/FlowiseAI/Flowise](https://github.com/FlowiseAI/Flowise)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://growthexe.substack.com/p/77-best-open-source-ai-agent-repositories",
   "project": "Activepieces",
   "repository": "https://github.com/activepieces/activepieces",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# 07 Workflow Automation",
    "### 52 Activepieces"
   ],
   "repository_evidence": [
    "# 07 Workflow Automation",
    "[https://github.com/activepieces/activepieces](https://github.com/activepieces/activepieces)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://growthexe.substack.com/p/77-best-open-source-ai-agent-repositories",
   "project": "SuperAGI",
   "repository": "https://github.com/TransformerOptimus/SuperAGI",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# 07 Workflow Automation",
    "### 53 SuperAGI"
   ],
   "repository_evidence": [
    "# 07 Workflow Automation",
    "[https://github.com/TransformerOptimus/SuperAGI](https://github.com/TransformerOptimus/SuperAGI)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://growthexe.substack.com/p/77-best-open-source-ai-agent-repositories",
   "project": "Langflow",
   "repository": "https://github.com/langflow-ai/langflow",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# 07 Workflow Automation",
    "### 54 Langflow"
   ],
   "repository_evidence": [
    "# 07 Workflow Automation",
    "[https://github.com/langflow-ai/langflow](https://github.com/langflow-ai/langflow)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://growthexe.substack.com/p/77-best-open-source-ai-agent-repositories",
   "project": "OpenWebUI",
   "repository": "https://github.com/open-webui/open-webui",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# 07 Workflow Automation",
    "### 55 OpenWebUI"
   ],
   "repository_evidence": [
    "# 07 Workflow Automation",
    "[https://github.com/open-webui/open-webui](https://github.com/open-webui/open-webui)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://growthexe.substack.com/p/77-best-open-source-ai-agent-repositories",
   "project": "AnythingLLM",
   "repository": "https://github.com/Mintplex-Labs/anything-llm",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# 07 Workflow Automation",
    "### 56 AnythingLLM"
   ],
   "repository_evidence": [
    "# 07 Workflow Automation",
    "[https://github.com/Mintplex-Labs/anything-llm](https://github.com/Mintplex-Labs/anything-llm)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://growthexe.substack.com/p/77-best-open-source-ai-agent-repositories",
   "project": "Open Interpreter",
   "repository": "https://github.com/OpenInterpreter/open-interpreter",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# 08 Computer Use",
    "### 57 Open Interpreter"
   ],
   "repository_evidence": [
    "# 08 Computer Use",
    "[https://github.com/OpenInterpreter/open-interpreter](https://github.com/OpenInterpreter/open-interpreter)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://growthexe.substack.com/p/77-best-open-source-ai-agent-repositories",
   "project": "OmniParser",
   "repository": "https://github.com/microsoft/OmniParser",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# 08 Computer Use",
    "### 58 OmniParser"
   ],
   "repository_evidence": [
    "# 08 Computer Use",
    "[https://github.com/microsoft/OmniParser](https://github.com/microsoft/OmniParser)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://growthexe.substack.com/p/77-best-open-source-ai-agent-repositories",
   "project": "Agent-S",
   "repository": "https://github.com/simular-ai/Agent-S",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# 08 Computer Use",
    "### 59 Agent-S"
   ],
   "repository_evidence": [
    "# 08 Computer Use",
    "[https://github.com/simular-ai/Agent-S](https://github.com/simular-ai/Agent-S)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://growthexe.substack.com/p/77-best-open-source-ai-agent-repositories",
   "project": "UI-TARS",
   "repository": "https://github.com/bytedance/UI-TARS",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# 08 Computer Use",
    "### 60 UI-TARS"
   ],
   "repository_evidence": [
    "# 08 Computer Use",
    "[https://github.com/bytedance/UI-TARS](https://github.com/bytedance/UI-TARS)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://growthexe.substack.com/p/77-best-open-source-ai-agent-repositories",
   "project": "OS-Copilot",
   "repository": "https://github.com/OS-Copilot/OS-Copilot",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# 08 Computer Use",
    "### 61 OS-Copilot"
   ],
   "repository_evidence": [
    "# 08 Computer Use",
    "[https://github.com/OS-Copilot/OS-Copilot](https://github.com/OS-Copilot/OS-Copilot)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://growthexe.substack.com/p/77-best-open-source-ai-agent-repositories",
   "project": "OpenClaw",
   "repository": "https://github.com/openclaw/openclaw",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# 08 Computer Use",
    "### 62 OpenClaw"
   ],
   "repository_evidence": [
    "# 08 Computer Use",
    "[https://github.com/openclaw/openclaw](https://github.com/openclaw/openclaw)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://growthexe.substack.com/p/77-best-open-source-ai-agent-repositories",
   "project": "Computer-Use Demo",
   "repository": "https://github.com/anthropics/anthropic-quickstarts",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# 08 Computer Use",
    "### 63 Computer-Use Demo"
   ],
   "repository_evidence": [
    "# 08 Computer Use",
    "[https://github.com/anthropics/anthropic-quickstarts](https://github.com/anthropics/anthropic-quickstarts)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://growthexe.substack.com/p/77-best-open-source-ai-agent-repositories",
   "project": "DSPy",
   "repository": "https://github.com/stanfordnlp/dspy",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# 09 Evaluation & Observability",
    "### 64 DSPy"
   ],
   "repository_evidence": [
    "# 09 Evaluation & Observability",
    "[https://github.com/stanfordnlp/dspy](https://github.com/stanfordnlp/dspy)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://growthexe.substack.com/p/77-best-open-source-ai-agent-repositories",
   "project": "Promptfoo",
   "repository": "https://github.com/promptfoo/promptfoo",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# 09 Evaluation & Observability",
    "### 65 Promptfoo"
   ],
   "repository_evidence": [
    "# 09 Evaluation & Observability",
    "[https://github.com/promptfoo/promptfoo](https://github.com/promptfoo/promptfoo)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://growthexe.substack.com/p/77-best-open-source-ai-agent-repositories",
   "project": "Braintrust",
   "repository": "https://github.com/braintrustdata/braintrust-sdk",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# 09 Evaluation & Observability",
    "### 66 Braintrust"
   ],
   "repository_evidence": [
    "# 09 Evaluation & Observability",
    "[https://github.com/braintrustdata/braintrust-sdk](https://github.com/braintrustdata/braintrust-sdk)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://growthexe.substack.com/p/77-best-open-source-ai-agent-repositories",
   "project": "Langfuse",
   "repository": "https://github.com/langfuse/langfuse",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# 09 Evaluation & Observability",
    "### 67 Langfuse"
   ],
   "repository_evidence": [
    "# 09 Evaluation & Observability",
    "[https://github.com/langfuse/langfuse](https://github.com/langfuse/langfuse)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://growthexe.substack.com/p/77-best-open-source-ai-agent-repositories",
   "project": "Phoenix",
   "repository": "https://github.com/Arize-ai/phoenix",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# 09 Evaluation & Observability",
    "### 68 Phoenix"
   ],
   "repository_evidence": [
    "# 09 Evaluation & Observability",
    "[https://github.com/Arize-ai/phoenix](https://github.com/Arize-ai/phoenix)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://growthexe.substack.com/p/77-best-open-source-ai-agent-repositories",
   "project": "TruLens",
   "repository": "https://github.com/truera/trulens",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# 09 Evaluation & Observability",
    "### 69 TruLens"
   ],
   "repository_evidence": [
    "# 09 Evaluation & Observability",
    "[https://github.com/truera/trulens](https://github.com/truera/trulens)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://growthexe.substack.com/p/77-best-open-source-ai-agent-repositories",
   "project": "Ragas",
   "repository": "https://github.com/explodinggradients/ragas",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# 09 Evaluation & Observability",
    "### 70 Ragas"
   ],
   "repository_evidence": [
    "# 09 Evaluation & Observability",
    "[https://github.com/explodinggradients/ragas](https://github.com/explodinggradients/ragas)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://growthexe.substack.com/p/77-best-open-source-ai-agent-repositories",
   "project": "LiteLLM",
   "repository": "https://github.com/BerriAI/litellm",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# 10 Deployment & Infrastructure",
    "### 71 LiteLLM"
   ],
   "repository_evidence": [
    "# 10 Deployment & Infrastructure",
    "[https://github.com/BerriAI/litellm](https://github.com/BerriAI/litellm)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://growthexe.substack.com/p/77-best-open-source-ai-agent-repositories",
   "project": "BentoML",
   "repository": "https://github.com/bentoml/BentoML",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# 10 Deployment & Infrastructure",
    "### 72 BentoML"
   ],
   "repository_evidence": [
    "# 10 Deployment & Infrastructure",
    "[https://github.com/bentoml/BentoML](https://github.com/bentoml/BentoML)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://growthexe.substack.com/p/77-best-open-source-ai-agent-repositories",
   "project": "Ray Serve",
   "repository": "https://github.com/ray-project/ray",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# 10 Deployment & Infrastructure",
    "### 73 Ray Serve"
   ],
   "repository_evidence": [
    "# 10 Deployment & Infrastructure",
    "[https://github.com/ray-project/ray](https://github.com/ray-project/ray)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://growthexe.substack.com/p/77-best-open-source-ai-agent-repositories",
   "project": "Ollama",
   "repository": "https://github.com/ollama/ollama",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# 10 Deployment & Infrastructure",
    "### 74 Ollama"
   ],
   "repository_evidence": [
    "# 10 Deployment & Infrastructure",
    "[https://github.com/ollama/ollama](https://github.com/ollama/ollama)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://growthexe.substack.com/p/77-best-open-source-ai-agent-repositories",
   "project": "vLLM",
   "repository": "https://github.com/vllm-project/vllm",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# 10 Deployment & Infrastructure",
    "### 75 vLLM"
   ],
   "repository_evidence": [
    "# 10 Deployment & Infrastructure",
    "[https://github.com/vllm-project/vllm](https://github.com/vllm-project/vllm)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://growthexe.substack.com/p/77-best-open-source-ai-agent-repositories",
   "project": "LocalAI",
   "repository": "https://github.com/mudler/LocalAI",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# 10 Deployment & Infrastructure",
    "### 76 LocalAI"
   ],
   "repository_evidence": [
    "# 10 Deployment & Infrastructure",
    "[https://github.com/mudler/LocalAI](https://github.com/mudler/LocalAI)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://growthexe.substack.com/p/77-best-open-source-ai-agent-repositories",
   "project": "Supabase",
   "repository": "https://github.com/supabase/supabase",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# 10 Deployment & Infrastructure",
    "### 77 Supabase"
   ],
   "repository_evidence": [
    "# 10 Deployment & Infrastructure",
    "[https://github.com/supabase/supabase](https://github.com/supabase/supabase)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://x.com/DivyanshT91162/status/2091450668141916642",
   "project": "Browser Use",
   "repository": "https://github.com/browser-use/browser-use",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "TOP 13 OPEN-SOURCE REPOS FOR AI AGENTS THAT FEEL ILLEGAL",
    "1. Browser Use Let AI agents control a real browser and complete web tasks autonomously. GitHub: [github.com/browser-use/br\u2026](https://github.com/browser-use/browser-use)"
   ],
   "repository_evidence": [
    "TOP 13 OPEN-SOURCE REPOS FOR AI AGENTS THAT FEEL ILLEGAL",
    "1. Browser Use Let AI agents control a real browser and complete web tasks autonomously. GitHub: [github.com/browser-use/br\u2026](https://github.com/browser-use/browser-use)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://x.com/DivyanshT91162/status/2091450668141916642",
   "project": "OpenHands",
   "repository": "https://github.com/OpenHands/OpenHands",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "TOP 13 OPEN-SOURCE REPOS FOR AI AGENTS THAT FEEL ILLEGAL",
    "2. OpenHands Open-source AI software engineers that can code, browse, use terminals and work on repositories. GitHub: [github.com/OpenHands/Open\u2026](https://github.com/OpenHands/OpenHands)"
   ],
   "repository_evidence": [
    "TOP 13 OPEN-SOURCE REPOS FOR AI AGENTS THAT FEEL ILLEGAL",
    "2. OpenHands Open-source AI software engineers that can code, browse, use terminals and work on repositories. GitHub: [github.com/OpenHands/Open\u2026](https://github.com/OpenHands/OpenHands)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://x.com/DivyanshT91162/status/2091450668141916642",
   "project": "Agno",
   "repository": "https://github.com/agno-agi/agno",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "TOP 13 OPEN-SOURCE REPOS FOR AI AGENTS THAT FEEL ILLEGAL",
    "3. Agno Build fast, production-ready AI agents with memory, tools, knowledge and multi-agent teams. GitHub: [github.com/agno-agi/agno](https://github.com/agno-agi/agno)"
   ],
   "repository_evidence": [
    "TOP 13 OPEN-SOURCE REPOS FOR AI AGENTS THAT FEEL ILLEGAL",
    "3. Agno Build fast, production-ready AI agents with memory, tools, knowledge and multi-agent teams. GitHub: [github.com/agno-agi/agno](https://github.com/agno-agi/agno)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://x.com/DivyanshT91162/status/2091450668141916642",
   "project": "smolagents",
   "repository": "https://github.com/huggingface/smolagents",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "TOP 13 OPEN-SOURCE REPOS FOR AI AGENTS THAT FEEL ILLEGAL",
    "4. smolagents Hugging Face's lightweight framework for building agents that can write and execute code. GitHub: [github.com/huggingface/sm\u2026](https://github.com/huggingface/smolagents)"
   ],
   "repository_evidence": [
    "TOP 13 OPEN-SOURCE REPOS FOR AI AGENTS THAT FEEL ILLEGAL",
    "4. smolagents Hugging Face's lightweight framework for building agents that can write and execute code. GitHub: [github.com/huggingface/sm\u2026](https://github.com/huggingface/smolagents)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://x.com/DivyanshT91162/status/2091450668141916642",
   "project": "Pydantic AI",
   "repository": "https://github.com/pydantic/pydantic-ai",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "TOP 13 OPEN-SOURCE REPOS FOR AI AGENTS THAT FEEL ILLEGAL",
    "5. Pydantic AI Build reliable, type-safe AI agents with structured outputs, tools and model flexibility. GitHub: [github.com/pydantic/pydan\u2026](https://github.com/pydantic/pydantic-ai)"
   ],
   "repository_evidence": [
    "TOP 13 OPEN-SOURCE REPOS FOR AI AGENTS THAT FEEL ILLEGAL",
    "5. Pydantic AI Build reliable, type-safe AI agents with structured outputs, tools and model flexibility. GitHub: [github.com/pydantic/pydan\u2026](https://github.com/pydantic/pydantic-ai)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://x.com/DivyanshT91162/status/2091450668141916642",
   "project": "CrewAI",
   "repository": "https://github.com/crewAIInc/crewAI",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "TOP 13 OPEN-SOURCE REPOS FOR AI AGENTS THAT FEEL ILLEGAL",
    "6. CrewAI Create teams of AI agents that collaborate on complex tasks with different roles. GitHub: [github.com/crewAIInc/crew\u2026](https://github.com/crewAIInc/crewAI)"
   ],
   "repository_evidence": [
    "TOP 13 OPEN-SOURCE REPOS FOR AI AGENTS THAT FEEL ILLEGAL",
    "6. CrewAI Create teams of AI agents that collaborate on complex tasks with different roles. GitHub: [github.com/crewAIInc/crew\u2026](https://github.com/crewAIInc/crewAI)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://x.com/DivyanshT91162/status/2091450668141916642",
   "project": "LangGraph",
   "repository": "https://github.com/langchain-ai/langgraph",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "TOP 13 OPEN-SOURCE REPOS FOR AI AGENTS THAT FEEL ILLEGAL",
    "7. LangGraph Build stateful agents with memory, persistence and controllable multi-step workflows. GitHub: [github.com/langchain-ai/l\u2026](https://github.com/langchain-ai/langgraph)"
   ],
   "repository_evidence": [
    "TOP 13 OPEN-SOURCE REPOS FOR AI AGENTS THAT FEEL ILLEGAL",
    "7. LangGraph Build stateful agents with memory, persistence and controllable multi-step workflows. GitHub: [github.com/langchain-ai/l\u2026](https://github.com/langchain-ai/langgraph)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://x.com/DivyanshT91162/status/2091450668141916642",
   "project": "AutoGen",
   "repository": "https://github.com/microsoft/autogen",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "TOP 13 OPEN-SOURCE REPOS FOR AI AGENTS THAT FEEL ILLEGAL",
    "8. AutoGen A powerful framework for building conversational and multi-agent AI systems. GitHub: [github.com/microsoft/auto\u2026](https://github.com/microsoft/autogen)"
   ],
   "repository_evidence": [
    "TOP 13 OPEN-SOURCE REPOS FOR AI AGENTS THAT FEEL ILLEGAL",
    "8. AutoGen A powerful framework for building conversational and multi-agent AI systems. GitHub: [github.com/microsoft/auto\u2026](https://github.com/microsoft/autogen)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://x.com/DivyanshT91162/status/2091450668141916642",
   "project": "LlamaIndex",
   "repository": "https://github.com/run-llama/llama_index",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "TOP 13 OPEN-SOURCE REPOS FOR AI AGENTS THAT FEEL ILLEGAL",
    "9. LlamaIndex Connect AI agents to your private data, documents and external knowledge sources. GitHub: [github.com/run-llama/llam\u2026](https://github.com/run-llama/llama_index)"
   ],
   "repository_evidence": [
    "TOP 13 OPEN-SOURCE REPOS FOR AI AGENTS THAT FEEL ILLEGAL",
    "9. LlamaIndex Connect AI agents to your private data, documents and external knowledge sources. GitHub: [github.com/run-llama/llam\u2026](https://github.com/run-llama/llama_index)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://x.com/DivyanshT91162/status/2091450668141916642",
   "project": "Mastra",
   "repository": "https://github.com/mastra-ai/mastra",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "TOP 13 OPEN-SOURCE REPOS FOR AI AGENTS THAT FEEL ILLEGAL",
    "10. Mastra A TypeScript framework for building AI agents, workflows, tools and memory. GitHub: [github.com/mastra-ai/mast\u2026](https://github.com/mastra-ai/mastra)"
   ],
   "repository_evidence": [
    "TOP 13 OPEN-SOURCE REPOS FOR AI AGENTS THAT FEEL ILLEGAL",
    "10. Mastra A TypeScript framework for building AI agents, workflows, tools and memory. GitHub: [github.com/mastra-ai/mast\u2026](https://github.com/mastra-ai/mastra)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://x.com/DivyanshT91162/status/2091450668141916642",
   "project": "Letta",
   "repository": "https://github.com/letta-ai/letta",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "TOP 13 OPEN-SOURCE REPOS FOR AI AGENTS THAT FEEL ILLEGAL",
    "11. Letta Build stateful agents with persistent memory that can learn and improve over time. GitHub: [github.com/letta-ai/letta](https://github.com/letta-ai/letta)"
   ],
   "repository_evidence": [
    "TOP 13 OPEN-SOURCE REPOS FOR AI AGENTS THAT FEEL ILLEGAL",
    "11. Letta Build stateful agents with persistent memory that can learn and improve over time. GitHub: [github.com/letta-ai/letta](https://github.com/letta-ai/letta)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://x.com/DivyanshT91162/status/2091450668141916642",
   "project": "Cline",
   "repository": "https://github.com/cline/cline",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "TOP 13 OPEN-SOURCE REPOS FOR AI AGENTS THAT FEEL ILLEGAL",
    "12. Cline An open-source coding agent that can edit files, run commands and work directly inside your IDE. GitHub: [github.com/cline/cline](https://github.com/cline/cline)"
   ],
   "repository_evidence": [
    "TOP 13 OPEN-SOURCE REPOS FOR AI AGENTS THAT FEEL ILLEGAL",
    "12. Cline An open-source coding agent that can edit files, run commands and work directly inside your IDE. GitHub: [github.com/cline/cline](https://github.com/cline/cline)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://x.com/DivyanshT91162/status/2091450668141916642",
   "project": "Aider",
   "repository": "https://github.com/Aider-AI/aider",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "TOP 13 OPEN-SOURCE REPOS FOR AI AGENTS THAT FEEL ILLEGAL",
    "13. Aider AI pair programming directly in your terminal, built to work with real Git repositories. GitHub: [github.com/Aider-AI/aider](https://github.com/Aider-AI/aider)"
   ],
   "repository_evidence": [
    "TOP 13 OPEN-SOURCE REPOS FOR AI AGENTS THAT FEEL ILLEGAL",
    "13. Aider AI pair programming directly in your terminal, built to work with real Git repositories. GitHub: [github.com/Aider-AI/aider](https://github.com/Aider-AI/aider)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://x.com/joerg_peetz/status/2094078763210326230",
   "project": "Hermes Agent",
   "repository": null,
   "stars": "235000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "WEEKLY ROUNDUP \u00b7 Aug 23\u201330, 2026 This week Hermes Agent shipped v0.20.6 with 525 merged PRs \u2014 the August patch cycle is relentless.",
    "[@NousResearch](https://x.com/NousResearch) [@Teknium](https://x.com/Teknium) [#HermesAgent](https://x.com/hashtag/HermesAgent) [#weeklyroundup](https://x.com/hashtag/weeklyroundup) [#opensource](https://x.com/hashtag/opensource)"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "WEEKLY ROUNDUP \u00b7 Aug 23\u201330, 2026 This week Hermes Agent shipped v0.20.6 with 525 merged PRs \u2014 the August patch cycle is relentless.",
    "STATS SNAPSHOT \u2b50 235K+ GitHub stars \u00b7 47.3K forks \u00b7 2,500+ contributors \u00b7 5 releases this month alone"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://kimbodo.com/why-reliability-observability-and-modular-orchestration-should-drive-your-agent-framework-choice",
   "project": "Claude Code",
   "repository": "https://github.com/anthropics/claude-code/releases/tag/v2.1.241",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## Sources",
    "1. [1] [v2.1.241](https://github.com/anthropics/claude-code/releases/tag/v2.1.241)"
   ],
   "repository_evidence": [
    "## Sources",
    "1. [1] [v2.1.241](https://github.com/anthropics/claude-code/releases/tag/v2.1.241)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://aws.amazon.com/blogs/machine-learning/evaluate-any-agent-framework-with-amazon-bedrock-agentcore-evaluations?refid=awsmp_sol_esg_ptnr&trk=adx_hp_ben_wdttb",
   "project": "OpenInference",
   "repository": "https://github.com/Arize-ai/openinference",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Evaluate any agent framework with Amazon Bedrock AgentCore Evaluations",
    "[OpenInference](https://github.com/Arize-ai/openinference) defines span kinds such as `LLM`, `TOOL`, `RETRIEVER`, `RERANKER`, `EMBEDDING`, `AGENT`, `CHAIN`, `GUARDRAIL`, `EVALUATOR`, and `PROMPT`.",
    "https://github.com/Arize-ai/openinference"
   ],
   "repository_evidence": [
    "Evaluate any agent framework with Amazon Bedrock AgentCore Evaluations",
    "[OpenInference](https://github.com/Arize-ai/openinference) defines span kinds such as `LLM`, `TOOL`, `RETRIEVER`, `RERANKER`, `EMBEDDING`, `AGENT`, `CHAIN`, `GUARDRAIL`, `EVALUATOR`, and `PROMPT`.",
    "https://github.com/Arize-ai/openinference"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/ARUNAGIRINATHAN-K/awesome-ai-agents/blob/main/README.md",
   "project": "CrewAI",
   "repository": "https://github.com/crewAIInc/crewAI",
   "stars": "5000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome AI Agents 2026",
    "## Orchestration Frameworks",
    "- [CrewAI](https://github.com/crewAIInc/crewAI) - Production multi-agent framework with 5K+ GitHub stars, role-based collaboration, async execution, and 1500+ company adoptions (\ud83c\udff7\ufe0f `Python``LangChain``SDK``[Enterprise]`)."
   ],
   "repository_evidence": [
    "# Awesome AI Agents 2026",
    "## Orchestration Frameworks",
    "- [CrewAI](https://github.com/crewAIInc/crewAI) - Production multi-agent framework with 5K+ GitHub stars, role-based collaboration, async execution, and 1500+ company adoptions (\ud83c\udff7\ufe0f `Python``LangChain``SDK``[Enterprise]`)."
   ],
   "stars_evidence": [
    "# Awesome AI Agents 2026",
    "## Orchestration Frameworks",
    "- [CrewAI](https://github.com/crewAIInc/crewAI) - Production multi-agent framework with 5K+ GitHub stars, role-based collaboration, async execution, and 1500+ company adoptions (\ud83c\udff7\ufe0f `Python``LangChain``SDK``[Enterprise]`)."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/ARUNAGIRINATHAN-K/awesome-ai-agents/blob/main/README.md",
   "project": "Skyvern",
   "repository": "https://github.com/Skyvern-AI/skyvern",
   "stars": "21500",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome AI Agents 2026",
    "## Browser and Computer Use Agents",
    "- [Skyvern](https://github.com/Skyvern-AI/skyvern) - Production browser automation with 21.5K GitHub stars, 10M+ executed workflows, vision-first automation, and sub-300ms response times (\ud83c\udff7\ufe0f `Python``Playwright``Cloud`)."
   ],
   "repository_evidence": [
    "# Awesome AI Agents 2026",
    "## Browser and Computer Use Agents",
    "- [Skyvern](https://github.com/Skyvern-AI/skyvern) - Production browser automation with 21.5K GitHub stars, 10M+ executed workflows, vision-first automation, and sub-300ms response times (\ud83c\udff7\ufe0f `Python``Playwright``Cloud`)."
   ],
   "stars_evidence": [
    "# Awesome AI Agents 2026",
    "## Browser and Computer Use Agents",
    "- [Skyvern](https://github.com/Skyvern-AI/skyvern) - Production browser automation with 21.5K GitHub stars, 10M+ executed workflows, vision-first automation, and sub-300ms response times (\ud83c\udff7\ufe0f `Python``Playwright``Cloud`)."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://aws.amazon.com/blogs/machine-learning/evaluate-any-agent-framework-with-amazon-bedrock-agentcore-evaluations?refid=ft_sdp&trk=direct",
   "project": "OpenInference",
   "repository": "https://github.com/Arize-ai/openinference",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Evaluate any agent framework with Amazon Bedrock AgentCore Evaluations",
    "[OpenInference](https://github.com/Arize-ai/openinference) defines span kinds such as `LLM`, `TOOL`, `RETRIEVER`, `RERANKER`, `EMBEDDING`, `AGENT`, `CHAIN`, `GUARDRAIL`, `EVALUATOR`, and `PROMPT`.",
    "https://github.com/Arize-ai/openinference"
   ],
   "repository_evidence": [
    "Evaluate any agent framework with Amazon Bedrock AgentCore Evaluations",
    "[OpenInference](https://github.com/Arize-ai/openinference) defines span kinds such as `LLM`, `TOOL`, `RETRIEVER`, `RERANKER`, `EMBEDDING`, `AGENT`, `CHAIN`, `GUARDRAIL`, `EVALUATOR`, and `PROMPT`."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://aws.amazon.com/blogs/machine-learning/evaluate-any-agent-framework-with-amazon-bedrock-agentcore-evaluations?refid=ft_sdp&trk=direct",
   "project": "AgentCore samples repository",
   "repository": "https://github.com/awslabs/agentcore-samples/tree/main/01-features/06-observe-evaluate-optimize-your-agent/02-evaluate/supported-frameworks",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Evaluate any agent framework with Amazon Bedrock AgentCore Evaluations",
    "To make this concrete, the [AgentCore samples repository](https://github.com/awslabs/agentcore-samples/tree/main/01-features/06-observe-evaluate-optimize-your-agent/02-evaluate/supported-frameworks) provides complete working examples, for instance an HR assistant implemented with the OpenAI Agents SDK, Google ADK, LlamaIndex, and the Claude Agent SDK."
   ],
   "repository_evidence": [
    "Evaluate any agent framework with Amazon Bedrock AgentCore Evaluations",
    "To make this concrete, the [AgentCore samples repository](https://github.com/awslabs/agentcore-samples/tree/main/01-features/06-observe-evaluate-optimize-your-agent/02-evaluate/supported-frameworks) provides complete working examples, for instance an HR assistant implemented with the OpenAI Agents SDK, Google ADK, LlamaIndex, and the Claude Agent SDK."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/duanyytop/agents-radar/issues/2869",
   "project": "openai/codex",
   "repository": "https://github.com/openai/codex",
   "stars": "2729",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# AI Open Source Trends 2026-08-24 > Sources: GitHub Trending + GitHub Search API | Generated: 2026-08-23 23:10 UTC --- *Filtering note: Non-AI trending repos (`basecamp/omarchy`, `AprilNEA/OpenLogi`, `block/buzz`, `vaultwarden`, `free-for-dev`) were excluded. Tables below highlight the most relevant AI/ML projects from both sources.*",
    "## 2. Top Projects by Category",
    "### \ud83e\udd16 AI Agents / Workflows",
    "| Project | Lang | Stars (total / today) | Summary |",
    "| [openai/codex](https://github\u200b.com/openai/codex) | Rust | 0 (+2729) | Official lightweight coding agent from OpenAI, designed for terminal use. Today\u2019s fastest-growing repo, signaling that terminal-native agent CLIs are becoming a default developer tool. |"
   ],
   "repository_evidence": [
    "# AI Open Source Trends 2026-08-24 > Sources: GitHub Trending + GitHub Search API | Generated: 2026-08-23 23:10 UTC --- *Filtering note: Non-AI trending repos (`basecamp/omarchy`, `AprilNEA/OpenLogi`, `block/buzz`, `vaultwarden`, `free-for-dev`) were excluded. Tables below highlight the most relevant AI/ML projects from both sources.*",
    "## 2. Top Projects by Category",
    "### \ud83e\udd16 AI Agents / Workflows",
    "| Project | Lang | Stars (total / today) | Summary |",
    "| [openai/codex](https://github\u200b.com/openai/codex) | Rust | 0 (+2729) | Official lightweight coding agent from OpenAI, designed for terminal use. Today\u2019s fastest-growing repo, signaling that terminal-native agent CLIs are becoming a default developer tool. |"
   ],
   "stars_evidence": [
    "# AI Open Source Trends 2026-08-24 > Sources: GitHub Trending + GitHub Search API | Generated: 2026-08-23 23:10 UTC --- *Filtering note: Non-AI trending repos (`basecamp/omarchy`, `AprilNEA/OpenLogi`, `block/buzz`, `vaultwarden`, `free-for-dev`) were excluded. Tables below highlight the most relevant AI/ML projects from both sources.*",
    "## 2. Top Projects by Category",
    "### \ud83e\udd16 AI Agents / Workflows",
    "| Project | Lang | Stars (total / today) | Summary |",
    "| [openai/codex](https://github\u200b.com/openai/codex) | Rust | 0 (+2729) | Official lightweight coding agent from OpenAI, designed for terminal use. Today\u2019s fastest-growing repo, signaling that terminal-native agent CLIs are becoming a default developer tool. |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/duanyytop/agents-radar/issues/2869",
   "project": "mattpocock/skills",
   "repository": "https://github.com/mattpocock/skills",
   "stars": "2448",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# AI Open Source Trends 2026-08-24 > Sources: GitHub Trending + GitHub Search API | Generated: 2026-08-23 23:10 UTC --- *Filtering note: Non-AI trending repos (`basecamp/omarchy`, `AprilNEA/OpenLogi`, `block/buzz`, `vaultwarden`, `free-for-dev`) were excluded. Tables below highlight the most relevant AI/ML projects from both sources.*",
    "## 2. Top Projects by Category",
    "### \ud83e\udd16 AI Agents / Workflows",
    "| Project | Lang | Stars (total / today) | Summary |",
    "| [mattpocock/skills](https://github\u200b.com/mattpocock/skills) | Shell | 0 (+2448) | Real-world agent skills from the author\u2019s `.agents` directory. The +2,448 surge shows strong community appetite for reusable, portable agent skills. |"
   ],
   "repository_evidence": [
    "# AI Open Source Trends 2026-08-24 > Sources: GitHub Trending + GitHub Search API | Generated: 2026-08-23 23:10 UTC --- *Filtering note: Non-AI trending repos (`basecamp/omarchy`, `AprilNEA/OpenLogi`, `block/buzz`, `vaultwarden`, `free-for-dev`) were excluded. Tables below highlight the most relevant AI/ML projects from both sources.*",
    "## 2. Top Projects by Category",
    "### \ud83e\udd16 AI Agents / Workflows",
    "| Project | Lang | Stars (total / today) | Summary |",
    "| [mattpocock/skills](https://github\u200b.com/mattpocock/skills) | Shell | 0 (+2448) | Real-world agent skills from the author\u2019s `.agents` directory. The +2,448 surge shows strong community appetite for reusable, portable agent skills. |"
   ],
   "stars_evidence": [
    "# AI Open Source Trends 2026-08-24 > Sources: GitHub Trending + GitHub Search API | Generated: 2026-08-23 23:10 UTC --- *Filtering note: Non-AI trending repos (`basecamp/omarchy`, `AprilNEA/OpenLogi`, `block/buzz`, `vaultwarden`, `free-for-dev`) were excluded. Tables below highlight the most relevant AI/ML projects from both sources.*",
    "## 2. Top Projects by Category",
    "### \ud83e\udd16 AI Agents / Workflows",
    "| Project | Lang | Stars (total / today) | Summary |",
    "| [mattpocock/skills](https://github\u200b.com/mattpocock/skills) | Shell | 0 (+2448) | Real-world agent skills from the author\u2019s `.agents` directory. The +2,448 surge shows strong community appetite for reusable, portable agent skills. |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/duanyytop/agents-radar/issues/2869",
   "project": "affaan-m/ECC",
   "repository": "https://github.com/affaan-m/ECC",
   "stars": "242532",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# AI Open Source Trends 2026-08-24 > Sources: GitHub Trending + GitHub Search API | Generated: 2026-08-23 23:10 UTC --- *Filtering note: Non-AI trending repos (`basecamp/omarchy`, `AprilNEA/OpenLogi`, `block/buzz`, `vaultwarden`, `free-for-dev`) were excluded. Tables below highlight the most relevant AI/ML projects from both sources.*",
    "## 2. Top Projects by Category",
    "### \ud83e\udd16 AI Agents / Workflows",
    "| Project | Lang | Stars (total / today) | Summary |",
    "| [affaan-m/ECC](https://github\u200b.com/affaan-m/ECC) | JavaScript | 242,532 (+427) | Agent harness performance optimization system \u2014 skills, instincts, memory, security, and research-first development. One of the highest-starred agent-ecosystem projects. |"
   ],
   "repository_evidence": [
    "# AI Open Source Trends 2026-08-24 > Sources: GitHub Trending + GitHub Search API | Generated: 2026-08-23 23:10 UTC --- *Filtering note: Non-AI trending repos (`basecamp/omarchy`, `AprilNEA/OpenLogi`, `block/buzz`, `vaultwarden`, `free-for-dev`) were excluded. Tables below highlight the most relevant AI/ML projects from both sources.*",
    "## 2. Top Projects by Category",
    "### \ud83e\udd16 AI Agents / Workflows",
    "| Project | Lang | Stars (total / today) | Summary |",
    "| [affaan-m/ECC](https://github\u200b.com/affaan-m/ECC) | JavaScript | 242,532 (+427) | Agent harness performance optimization system \u2014 skills, instincts, memory, security, and research-first development. One of the highest-starred agent-ecosystem projects. |"
   ],
   "stars_evidence": [
    "# AI Open Source Trends 2026-08-24 > Sources: GitHub Trending + GitHub Search API | Generated: 2026-08-23 23:10 UTC --- *Filtering note: Non-AI trending repos (`basecamp/omarchy`, `AprilNEA/OpenLogi`, `block/buzz`, `vaultwarden`, `free-for-dev`) were excluded. Tables below highlight the most relevant AI/ML projects from both sources.*",
    "## 2. Top Projects by Category",
    "### \ud83e\udd16 AI Agents / Workflows",
    "| Project | Lang | Stars (total / today) | Summary |",
    "| [affaan-m/ECC](https://github\u200b.com/affaan-m/ECC) | JavaScript | 242,532 (+427) | Agent harness performance optimization system \u2014 skills, instincts, memory, security, and research-first development. One of the highest-starred agent-ecosystem projects. |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/duanyytop/agents-radar/issues/2869",
   "project": "NousResearch/hermes-agent",
   "repository": "https://github.com/NousResearch/hermes-agent",
   "stars": "234949",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# AI Open Source Trends 2026-08-24 > Sources: GitHub Trending + GitHub Search API | Generated: 2026-08-23 23:10 UTC --- *Filtering note: Non-AI trending repos (`basecamp/omarchy`, `AprilNEA/OpenLogi`, `block/buzz`, `vaultwarden`, `free-for-dev`) were excluded. Tables below highlight the most relevant AI/ML projects from both sources.*",
    "## 2. Top Projects by Category",
    "### \ud83e\udd16 AI Agents / Workflows",
    "| Project | Lang | Stars (total / today) | Summary |",
    "| [NousResearch/hermes-agent](https://github\u200b.com/NousResearch/hermes-agent) | Python | 234,949 (+519) | \u201cThe agent that grows with you.\u201d Its large star base and today\u2019s +519 reinforce the move toward personal, self-evolving agents. |"
   ],
   "repository_evidence": [
    "# AI Open Source Trends 2026-08-24 > Sources: GitHub Trending + GitHub Search API | Generated: 2026-08-23 23:10 UTC --- *Filtering note: Non-AI trending repos (`basecamp/omarchy`, `AprilNEA/OpenLogi`, `block/buzz`, `vaultwarden`, `free-for-dev`) were excluded. Tables below highlight the most relevant AI/ML projects from both sources.*",
    "## 2. Top Projects by Category",
    "### \ud83e\udd16 AI Agents / Workflows",
    "| Project | Lang | Stars (total / today) | Summary |",
    "| [NousResearch/hermes-agent](https://github\u200b.com/NousResearch/hermes-agent) | Python | 234,949 (+519) | \u201cThe agent that grows with you.\u201d Its large star base and today\u2019s +519 reinforce the move toward personal, self-evolving agents. |"
   ],
   "stars_evidence": [
    "# AI Open Source Trends 2026-08-24 > Sources: GitHub Trending + GitHub Search API | Generated: 2026-08-23 23:10 UTC --- *Filtering note: Non-AI trending repos (`basecamp/omarchy`, `AprilNEA/OpenLogi`, `block/buzz`, `vaultwarden`, `free-for-dev`) were excluded. Tables below highlight the most relevant AI/ML projects from both sources.*",
    "## 2. Top Projects by Category",
    "### \ud83e\udd16 AI Agents / Workflows",
    "| Project | Lang | Stars (total / today) | Summary |",
    "| [NousResearch/hermes-agent](https://github\u200b.com/NousResearch/hermes-agent) | Python | 234,949 (+519) | \u201cThe agent that grows with you.\u201d Its large star base and today\u2019s +519 reinforce the move toward personal, self-evolving agents. |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/duanyytop/agents-radar/issues/2869",
   "project": "virgiliojr94/book-to-skill",
   "repository": "https://github.com/virgiliojr94/book-to-skill",
   "stars": "423",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# AI Open Source Trends 2026-08-24 > Sources: GitHub Trending + GitHub Search API | Generated: 2026-08-23 23:10 UTC --- *Filtering note: Non-AI trending repos (`basecamp/omarchy`, `AprilNEA/OpenLogi`, `block/buzz`, `vaultwarden`, `free-for-dev`) were excluded. Tables below highlight the most relevant AI/ML projects from both sources.*",
    "## 2. Top Projects by Category",
    "### \ud83e\udd16 AI Agents / Workflows",
    "| Project | Lang | Stars (total / today) | Summary |",
    "| [virgiliojr94/book-to-skill](https://github\u200b.com/virgiliojr94/book-to-skill) | Python | 0 (+423) | Turns any technical book PDF into a ready-to-use Claude Code skill. This is a novel workflow connecting learning content to agent skill libraries. |"
   ],
   "repository_evidence": [
    "# AI Open Source Trends 2026-08-24 > Sources: GitHub Trending + GitHub Search API | Generated: 2026-08-23 23:10 UTC --- *Filtering note: Non-AI trending repos (`basecamp/omarchy`, `AprilNEA/OpenLogi`, `block/buzz`, `vaultwarden`, `free-for-dev`) were excluded. Tables below highlight the most relevant AI/ML projects from both sources.*",
    "## 2. Top Projects by Category",
    "### \ud83e\udd16 AI Agents / Workflows",
    "| Project | Lang | Stars (total / today) | Summary |",
    "| [virgiliojr94/book-to-skill](https://github\u200b.com/virgiliojr94/book-to-skill) | Python | 0 (+423) | Turns any technical book PDF into a ready-to-use Claude Code skill. This is a novel workflow connecting learning content to agent skill libraries. |"
   ],
   "stars_evidence": [
    "# AI Open Source Trends 2026-08-24 > Sources: GitHub Trending + GitHub Search API | Generated: 2026-08-23 23:10 UTC --- *Filtering note: Non-AI trending repos (`basecamp/omarchy`, `AprilNEA/OpenLogi`, `block/buzz`, `vaultwarden`, `free-for-dev`) were excluded. Tables below highlight the most relevant AI/ML projects from both sources.*",
    "## 2. Top Projects by Category",
    "### \ud83e\udd16 AI Agents / Workflows",
    "| Project | Lang | Stars (total / today) | Summary |",
    "| [virgiliojr94/book-to-skill](https://github\u200b.com/virgiliojr94/book-to-skill) | Python | 0 (+423) | Turns any technical book PDF into a ready-to-use Claude Code skill. This is a novel workflow connecting learning content to agent skill libraries. |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/duanyytop/agents-radar/issues/2869",
   "project": "VoltAgent/awesome-agent-skills",
   "repository": "https://github.com/VoltAgent/awesome-agent-skills",
   "stars": "223",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# AI Open Source Trends 2026-08-24 > Sources: GitHub Trending + GitHub Search API | Generated: 2026-08-23 23:10 UTC --- *Filtering note: Non-AI trending repos (`basecamp/omarchy`, `AprilNEA/OpenLogi`, `block/buzz`, `vaultwarden`, `free-for-dev`) were excluded. Tables below highlight the most relevant AI/ML projects from both sources.*",
    "## 2. Top Projects by Category",
    "### \ud83e\udd16 AI Agents / Workflows",
    "| Project | Lang | Stars (total / today) | Summary |",
    "| [VoltAgent/awesome-agent-skills](https://github\u200b.com/VoltAgent/awesome-agent-skills) | | 0 (+223) | Curated collection of 1,000+ agent skills compatible with Claude Code, Codex, Gemini CLI, Cursor, and more. The closest thing to a cross-tool skill registry. |"
   ],
   "repository_evidence": [
    "# AI Open Source Trends 2026-08-24 > Sources: GitHub Trending + GitHub Search API | Generated: 2026-08-23 23:10 UTC --- *Filtering note: Non-AI trending repos (`basecamp/omarchy`, `AprilNEA/OpenLogi`, `block/buzz`, `vaultwarden`, `free-for-dev`) were excluded. Tables below highlight the most relevant AI/ML projects from both sources.*",
    "## 2. Top Projects by Category",
    "### \ud83e\udd16 AI Agents / Workflows",
    "| Project | Lang | Stars (total / today) | Summary |",
    "| [VoltAgent/awesome-agent-skills](https://github\u200b.com/VoltAgent/awesome-agent-skills) | | 0 (+223) | Curated collection of 1,000+ agent skills compatible with Claude Code, Codex, Gemini CLI, Cursor, and more. The closest thing to a cross-tool skill registry. |"
   ],
   "stars_evidence": [
    "# AI Open Source Trends 2026-08-24 > Sources: GitHub Trending + GitHub Search API | Generated: 2026-08-23 23:10 UTC --- *Filtering note: Non-AI trending repos (`basecamp/omarchy`, `AprilNEA/OpenLogi`, `block/buzz`, `vaultwarden`, `free-for-dev`) were excluded. Tables below highlight the most relevant AI/ML projects from both sources.*",
    "## 2. Top Projects by Category",
    "### \ud83e\udd16 AI Agents / Workflows",
    "| Project | Lang | Stars (total / today) | Summary |",
    "| [VoltAgent/awesome-agent-skills](https://github\u200b.com/VoltAgent/awesome-agent-skills) | | 0 (+223) | Curated collection of 1,000+ agent skills compatible with Claude Code, Codex, Gemini CLI, Cursor, and more. The closest thing to a cross-tool skill registry. |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/duanyytop/agents-radar/issues/2869",
   "project": "anthropics/claude-plugins-community",
   "repository": "https://github.com/anthropics/claude-plugins-community",
   "stars": "257",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# AI Open Source Trends 2026-08-24 > Sources: GitHub Trending + GitHub Search API | Generated: 2026-08-23 23:10 UTC --- *Filtering note: Non-AI trending repos (`basecamp/omarchy`, `AprilNEA/OpenLogi`, `block/buzz`, `vaultwarden`, `free-for-dev`) were excluded. Tables below highlight the most relevant AI/ML projects from both sources.*",
    "## 2. Top Projects by Category",
    "### \ud83e\udd16 AI Agents / Workflows",
    "| Project | Lang | Stars (total / today) | Summary |",
    "| [anthropics/claude-plugins-community](https://github\u200b.com/anthropics/claude-plugins-community) | Python | 0 (+257) | Official community plugin marketplace for Claude Cowork and Claude Code. Its appearance shows vendors moving toward plugin-style agent extensibility. |"
   ],
   "repository_evidence": [
    "# AI Open Source Trends 2026-08-24 > Sources: GitHub Trending + GitHub Search API | Generated: 2026-08-23 23:10 UTC --- *Filtering note: Non-AI trending repos (`basecamp/omarchy`, `AprilNEA/OpenLogi`, `block/buzz`, `vaultwarden`, `free-for-dev`) were excluded. Tables below highlight the most relevant AI/ML projects from both sources.*",
    "## 2. Top Projects by Category",
    "### \ud83e\udd16 AI Agents / Workflows",
    "| Project | Lang | Stars (total / today) | Summary |",
    "| [anthropics/claude-plugins-community](https://github\u200b.com/anthropics/claude-plugins-community) | Python | 0 (+257) | Official community plugin marketplace for Claude Cowork and Claude Code. Its appearance shows vendors moving toward plugin-style agent extensibility. |"
   ],
   "stars_evidence": [
    "# AI Open Source Trends 2026-08-24 > Sources: GitHub Trending + GitHub Search API | Generated: 2026-08-23 23:10 UTC --- *Filtering note: Non-AI trending repos (`basecamp/omarchy`, `AprilNEA/OpenLogi`, `block/buzz`, `vaultwarden`, `free-for-dev`) were excluded. Tables below highlight the most relevant AI/ML projects from both sources.*",
    "## 2. Top Projects by Category",
    "### \ud83e\udd16 AI Agents / Workflows",
    "| Project | Lang | Stars (total / today) | Summary |",
    "| [anthropics/claude-plugins-community](https://github\u200b.com/anthropics/claude-plugins-community) | Python | 0 (+257) | Official community plugin marketplace for Claude Cowork and Claude Code. Its appearance shows vendors moving toward plugin-style agent extensibility. |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/duanyytop/agents-radar/issues/2869",
   "project": "langchain-ai/langchain",
   "repository": "https://github.com/langchain-ai/langchain",
   "stars": "144841",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# AI Open Source Trends 2026-08-24 > Sources: GitHub Trending + GitHub Search API | Generated: 2026-08-23 23:10 UTC --- *Filtering note: Non-AI trending repos (`basecamp/omarchy`, `AprilNEA/OpenLogi`, `block/buzz`, `vaultwarden`, `free-for-dev`) were excluded. Tables below highlight the most relevant AI/ML projects from both sources.*",
    "## 2. Top Projects by Category",
    "### \ud83e\udd16 AI Agents / Workflows",
    "| Project | Lang | Stars (total / today) | Summary |",
    "| [langchain-ai/langchain](https://github\u200b.com/langchain-ai/langchain) | Python | 144,841 | The agent engineering platform for LLM applications. Even outside today\u2019s trending list, it remains the most widely used orchestration layer for agents and RAG. |"
   ],
   "repository_evidence": [
    "# AI Open Source Trends 2026-08-24 > Sources: GitHub Trending + GitHub Search API | Generated: 2026-08-23 23:10 UTC --- *Filtering note: Non-AI trending repos (`basecamp/omarchy`, `AprilNEA/OpenLogi`, `block/buzz`, `vaultwarden`, `free-for-dev`) were excluded. Tables below highlight the most relevant AI/ML projects from both sources.*",
    "## 2. Top Projects by Category",
    "### \ud83e\udd16 AI Agents / Workflows",
    "| Project | Lang | Stars (total / today) | Summary |",
    "| [langchain-ai/langchain](https://github\u200b.com/langchain-ai/langchain) | Python | 144,841 | The agent engineering platform for LLM applications. Even outside today\u2019s trending list, it remains the most widely used orchestration layer for agents and RAG. |"
   ],
   "stars_evidence": [
    "# AI Open Source Trends 2026-08-24 > Sources: GitHub Trending + GitHub Search API | Generated: 2026-08-23 23:10 UTC --- *Filtering note: Non-AI trending repos (`basecamp/omarchy`, `AprilNEA/OpenLogi`, `block/buzz`, `vaultwarden`, `free-for-dev`) were excluded. Tables below highlight the most relevant AI/ML projects from both sources.*",
    "## 2. Top Projects by Category",
    "### \ud83e\udd16 AI Agents / Workflows",
    "| Project | Lang | Stars (total / today) | Summary |",
    "| [langchain-ai/langchain](https://github\u200b.com/langchain-ai/langchain) | Python | 144,841 | The agent engineering platform for LLM applications. Even outside today\u2019s trending list, it remains the most widely used orchestration layer for agents and RAG. |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/potpie-ai/AI-COSS",
   "project": "Dust",
   "repository": "https://github.com/dust-tt/dust",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Agentic Open Source Companies List",
    "### Data",
    "| Name | GitHub | Website | Description |",
    "| Dust | [dust-tt/dust](https://github.com/dust-tt/dust) | [dust.tt](https://dust.tt/) | Custom AI agent to speed up work. Work automation, Build your team of AI agents: secure, connected to your data and customizable to your needs. Accelerate your entire organization with AI |"
   ],
   "repository_evidence": [
    "# Agentic Open Source Companies List",
    "### Data",
    "| Name | GitHub | Website | Description |",
    "| Dust | [dust-tt/dust](https://github.com/dust-tt/dust) | [dust.tt](https://dust.tt/) | Custom AI agent to speed up work. Work automation, Build your team of AI agents: secure, connected to your data and customizable to your needs. Accelerate your entire organization with AI |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/potpie-ai/AI-COSS",
   "project": "Adala",
   "repository": "https://github.com/humansignal/Adala",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Agentic Open Source Companies List",
    "### Data",
    "| Name | GitHub | Website | Description |",
    "| Adala | [humansignal/Adala](https://github.com/humansignal/Adala) | [humansignal.github.io/Adala](https://humansignal.github.io/Adala/) | Autonomous agents specialized in data processing - Labeling data. Adala offers a robust framework for implementing agents specialized in data processing, with an emphasis on diverse data labeling tasks. |"
   ],
   "repository_evidence": [
    "# Agentic Open Source Companies List",
    "### Data",
    "| Name | GitHub | Website | Description |",
    "| Adala | [humansignal/Adala](https://github.com/humansignal/Adala) | [humansignal.github.io/Adala](https://humansignal.github.io/Adala/) | Autonomous agents specialized in data processing - Labeling data. Adala offers a robust framework for implementing agents specialized in data processing, with an emphasis on diverse data labeling tasks. |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/potpie-ai/AI-COSS",
   "project": "Wren",
   "repository": "https://github.com/canner/wrenai",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Agentic Open Source Companies List",
    "### Data",
    "| Name | GitHub | Website | Description |",
    "| Wren | [canner/wrenai](https://github.com/canner/wrenai) | [getwren.ai](https://getwren.ai/) | Open-source GenBI AI Agent that empowers data-driven teams to chat with their data to generate Text-to-SQL, charts, spreadsheets, reports, and BI. |"
   ],
   "repository_evidence": [
    "# Agentic Open Source Companies List",
    "### Data",
    "| Name | GitHub | Website | Description |",
    "| Wren | [canner/wrenai](https://github.com/canner/wrenai) | [getwren.ai](https://getwren.ai/) | Open-source GenBI AI Agent that empowers data-driven teams to chat with their data to generate Text-to-SQL, charts, spreadsheets, reports, and BI. |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/potpie-ai/AI-COSS",
   "project": "Bamboo AI",
   "repository": "https://github.com/pgalko/BambooAI",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Agentic Open Source Companies List",
    "### Data",
    "| Name | GitHub | Website | Description |",
    "| Bamboo AI | [pgalko/BambooAI](https://github.com/pgalko/BambooAI) | [github.com/pgalko/BambooAI](https://github.com/pgalko/BambooAI) | An open-source library that lets you analyze and explore data through natural language conversations using LLMs. Works with your local datasets or can fetch data from external sources and APIs. |"
   ],
   "repository_evidence": [
    "# Agentic Open Source Companies List",
    "### Data",
    "| Name | GitHub | Website | Description |",
    "| Bamboo AI | [pgalko/BambooAI](https://github.com/pgalko/BambooAI) | [github.com/pgalko/BambooAI](https://github.com/pgalko/BambooAI) | An open-source library that lets you analyze and explore data through natural language conversations using LLMs. Works with your local datasets or can fetch data from external sources and APIs. |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/potpie-ai/AI-COSS",
   "project": "Potpie AI",
   "repository": "https://github.com/potpie-ai/potpie",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Agentic Open Source Companies List",
    "### Dev tools/SDLC",
    "| Name | GitHub | Website | Description |",
    "| Potpie AI | [potpie-ai/potpie](https://github.com/potpie-ai/potpie) | [potpie.ai](https://potpie.ai/) | Potpie is an open-source platform that creates AI agents specialized in your codebase, enabling automated code analysis, testing, and development tasks. |"
   ],
   "repository_evidence": [
    "# Agentic Open Source Companies List",
    "### Dev tools/SDLC",
    "| Name | GitHub | Website | Description |",
    "| Potpie AI | [potpie-ai/potpie](https://github.com/potpie-ai/potpie) | [potpie.ai](https://potpie.ai/) | Potpie is an open-source platform that creates AI agents specialized in your codebase, enabling automated code analysis, testing, and development tasks. |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/potpie-ai/AI-COSS",
   "project": "Botpress",
   "repository": "https://github.com/botpress/botpress",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Agentic Open Source Companies List",
    "### Dev tools/SDLC",
    "| Name | GitHub | Website | Description |",
    "| Botpress | [botpress/botpress](https://github.com/botpress/botpress) | [botpress.com](https://botpress.com/) | The open-source hub to build & deploy GPT/LLM Agents. Botpress is an all-in-one platform for building AI agents powered by the latest LLMs. |"
   ],
   "repository_evidence": [
    "# Agentic Open Source Companies List",
    "### Dev tools/SDLC",
    "| Name | GitHub | Website | Description |",
    "| Botpress | [botpress/botpress](https://github.com/botpress/botpress) | [botpress.com](https://botpress.com/) | The open-source hub to build & deploy GPT/LLM Agents. Botpress is an all-in-one platform for building AI agents powered by the latest LLMs. |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/potpie-ai/AI-COSS",
   "project": "Keploy",
   "repository": "https://github.com/keploy/keploy",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Agentic Open Source Companies List",
    "### Dev tools/SDLC",
    "| Name | GitHub | Website | Description |",
    "| Keploy | [keploy/keploy](https://github.com/keploy/keploy) | [keploy.io](https://keploy.io/) | Unit and Integration Test generation for Developers. Generate tests and stubs for your codebase |"
   ],
   "repository_evidence": [
    "# Agentic Open Source Companies List",
    "### Dev tools/SDLC",
    "| Name | GitHub | Website | Description |",
    "| Keploy | [keploy/keploy](https://github.com/keploy/keploy) | [keploy.io](https://keploy.io/) | Unit and Integration Test generation for Developers. Generate tests and stubs for your codebase |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/potpie-ai/AI-COSS",
   "project": "Aider",
   "repository": "https://github.com/Aider-AI/aider",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Agentic Open Source Companies List",
    "### Dev tools/SDLC",
    "| Name | GitHub | Website | Description |",
    "| Aider | [Aider-AI/aider](https://github.com/Aider-AI/aider) | [aider.chat](https://aider.chat/) | Aider lets you pair program with LLMs, to edit code in your local git repository. |"
   ],
   "repository_evidence": [
    "# Agentic Open Source Companies List",
    "### Dev tools/SDLC",
    "| Name | GitHub | Website | Description |",
    "| Aider | [Aider-AI/aider](https://github.com/Aider-AI/aider) | [aider.chat](https://aider.chat/) | Aider lets you pair program with LLMs, to edit code in your local git repository. |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/potpie-ai/AI-COSS",
   "project": "Cline",
   "repository": "https://github.com/cline/cline",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Agentic Open Source Companies List",
    "### Dev tools/SDLC",
    "| Name | GitHub | Website | Description |",
    "| Cline | [cline/cline](https://github.com/cline/cline) | [cline.bot](https://cline.bot/) | Autonomous coding agent right in your IDE, capable of creating/editing files, executing commands, using the browser, and more with your permission every step of the way. |"
   ],
   "repository_evidence": [
    "# Agentic Open Source Companies List",
    "### Dev tools/SDLC",
    "| Name | GitHub | Website | Description |",
    "| Cline | [cline/cline](https://github.com/cline/cline) | [cline.bot](https://cline.bot/) | Autonomous coding agent right in your IDE, capable of creating/editing files, executing commands, using the browser, and more with your permission every step of the way. |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/potpie-ai/AI-COSS",
   "project": "Roo",
   "repository": "https://github.com/RooVetGit/Roo-Code",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Agentic Open Source Companies List",
    "### Dev tools/SDLC",
    "| Name | GitHub | Website | Description |",
    "| Roo | [RooVetGit/Roo-Code](https://github.com/RooVetGit/Roo-Code) | [VS Code Marketplace](https://marketplace.visualstudio.com/items?itemName=RooVeterinaryInc.roo-cline) | Roo Code (prev. Roo Cline) gives you a whole dev team of AI agents in your code editor. |"
   ],
   "repository_evidence": [
    "# Agentic Open Source Companies List",
    "### Dev tools/SDLC",
    "| Name | GitHub | Website | Description |",
    "| Roo | [RooVetGit/Roo-Code](https://github.com/RooVetGit/Roo-Code) | [VS Code Marketplace](https://marketplace.visualstudio.com/items?itemName=RooVeterinaryInc.roo-cline) | Roo Code (prev. Roo Cline) gives you a whole dev team of AI agents in your code editor. |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/potpie-ai/AI-COSS",
   "project": "All Hands",
   "repository": "https://github.com/All-Hands-AI/OpenHands",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Agentic Open Source Companies List",
    "### Dev tools/SDLC",
    "| Name | GitHub | Website | Description |",
    "| All Hands | [All-Hands-AI/OpenHands](https://github.com/All-Hands-AI/OpenHands) | [all-hands.dev](https://www.all-hands.dev/) | OpenHands agents can do anything a human developer can: modify code, run commands, browse the web, call APIs, even copy code snippets from StackOverflow. |"
   ],
   "repository_evidence": [
    "# Agentic Open Source Companies List",
    "### Dev tools/SDLC",
    "| Name | GitHub | Website | Description |",
    "| All Hands | [All-Hands-AI/OpenHands](https://github.com/All-Hands-AI/OpenHands) | [all-hands.dev](https://www.all-hands.dev/) | OpenHands agents can do anything a human developer can: modify code, run commands, browse the web, call APIs, even copy code snippets from StackOverflow. |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/potpie-ai/AI-COSS",
   "project": "ReactAgent",
   "repository": "https://github.com/eylonmiz/react-agent",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Agentic Open Source Companies List",
    "### Dev tools/SDLC",
    "| Name | GitHub | Website | Description |",
    "| ReactAgent | [eylonmiz/react-agent](https://github.com/eylonmiz/react-agent) | [reactagent.io](https://reactagent.io/) | The open-source React.js Autonomous LLM Agent. Experimental autonomous agent that uses GPT-4 to generate and compose React components from user stories. |"
   ],
   "repository_evidence": [
    "# Agentic Open Source Companies List",
    "### Dev tools/SDLC",
    "| Name | GitHub | Website | Description |",
    "| ReactAgent | [eylonmiz/react-agent](https://github.com/eylonmiz/react-agent) | [reactagent.io](https://reactagent.io/) | The open-source React.js Autonomous LLM Agent. Experimental autonomous agent that uses GPT-4 to generate and compose React components from user stories. |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/potpie-ai/AI-COSS",
   "project": "Refact",
   "repository": "https://github.com/smallcloudai",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Agentic Open Source Companies List",
    "### Dev tools/SDLC",
    "| Name | GitHub | Website | Description |",
    "| Refact | [smallcloudai](https://github.com/smallcloudai) | [refact.ai](https://refact.ai/) | Powerful AI coding assistant that combines completion, refactoring, chat, and more. Get work done faster with context-aware code completion, integrated in-IDE chat. |"
   ],
   "repository_evidence": [
    "# Agentic Open Source Companies List",
    "### Dev tools/SDLC",
    "| Name | GitHub | Website | Description |",
    "| Refact | [smallcloudai](https://github.com/smallcloudai) | [refact.ai](https://refact.ai/) | Powerful AI coding assistant that combines completion, refactoring, chat, and more. Get work done faster with context-aware code completion, integrated in-IDE chat. |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/potpie-ai/AI-COSS",
   "project": "Codefuse",
   "repository": "https://github.com/codefuse-ai/codefuse-chatbot",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Agentic Open Source Companies List",
    "### Dev tools/SDLC",
    "| Name | GitHub | Website | Description |",
    "| Codefuse | [codefuse-ai/codefuse-chatbot](https://github.com/codefuse-ai/codefuse-chatbot) | [github.com/codefuse-ai/codefuse-chatbot](https://github.com/codefuse-ai/codefuse-chatbot) | An intelligent assistant serving the entire software development lifecycle, powered by a Multi-Agent Framework, working with DevOps Toolkits, Code&Doc Repo RAG, etc. |"
   ],
   "repository_evidence": [
    "# Agentic Open Source Companies List",
    "### Dev tools/SDLC",
    "| Name | GitHub | Website | Description |",
    "| Codefuse | [codefuse-ai/codefuse-chatbot](https://github.com/codefuse-ai/codefuse-chatbot) | [github.com/codefuse-ai/codefuse-chatbot](https://github.com/codefuse-ai/codefuse-chatbot) | An intelligent assistant serving the entire software development lifecycle, powered by a Multi-Agent Framework, working with DevOps Toolkits, Code&Doc Repo RAG, etc. |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/potpie-ai/AI-COSS",
   "project": "Fetch AI",
   "repository": "https://github.com/fetchai/uAgents",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Agentic Open Source Companies List",
    "### General Purpose",
    "| Name | GitHub | Website | Description |",
    "| Fetch AI | [fetchai/uAgents](https://github.com/fetchai/uAgents) | [fetch.ai/docs](https://fetch.ai/docs/guides/agents/getting-started/installing-uagent) | A fast and lightweight framework for creating decentralized agents with ease. Allows for creating autonomous AI agents in Python. |"
   ],
   "repository_evidence": [
    "# Agentic Open Source Companies List",
    "### General Purpose",
    "| Name | GitHub | Website | Description |",
    "| Fetch AI | [fetchai/uAgents](https://github.com/fetchai/uAgents) | [fetch.ai/docs](https://fetch.ai/docs/guides/agents/getting-started/installing-uagent) | A fast and lightweight framework for creating decentralized agents with ease. Allows for creating autonomous AI agents in Python. |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/potpie-ai/AI-COSS",
   "project": "Deepwisdom",
   "repository": "https://github.com/geekan/MetaGPT",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Agentic Open Source Companies List",
    "### General Purpose",
    "| Name | GitHub | Website | Description |",
    "| Deepwisdom | [geekan/MetaGPT](https://github.com/geekan/MetaGPT) | [deepwisdom.ai](https://www.deepwisdom.ai/) | MetaGPT takes a one line requirement as input and outputs user stories / competitive analysis / requirements / data structures / APIs / documents, etc. |"
   ],
   "repository_evidence": [
    "# Agentic Open Source Companies List",
    "### General Purpose",
    "| Name | GitHub | Website | Description |",
    "| Deepwisdom | [geekan/MetaGPT](https://github.com/geekan/MetaGPT) | [deepwisdom.ai](https://www.deepwisdom.ai/) | MetaGPT takes a one line requirement as input and outputs user stories / competitive analysis / requirements / data structures / APIs / documents, etc. |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/potpie-ai/AI-COSS",
   "project": "CollabAI",
   "repository": "https://github.com/sjinnovation/CollabAI",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Agentic Open Source Companies List",
    "### General Purpose",
    "| Name | GitHub | Website | Description |",
    "| CollabAI | [sjinnovation/CollabAI](https://github.com/sjinnovation/CollabAI) | [collabai.software](https://collabai.software/) | CollabAI is an open-source & self-hosted AI operation platform for small and medium-sized businesses with custom AI agents tailored to your business needs. |"
   ],
   "repository_evidence": [
    "# Agentic Open Source Companies List",
    "### General Purpose",
    "| Name | GitHub | Website | Description |",
    "| CollabAI | [sjinnovation/CollabAI](https://github.com/sjinnovation/CollabAI) | [collabai.software](https://collabai.software/) | CollabAI is an open-source & self-hosted AI operation platform for small and medium-sized businesses with custom AI agents tailored to your business needs. |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/potpie-ai/AI-COSS",
   "project": "Inferable",
   "repository": "https://github.com/inferablehq/inferable",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Agentic Open Source Companies List",
    "### General Purpose",
    "| Name | GitHub | Website | Description |",
    "| Inferable | [inferablehq/inferable](https://github.com/inferablehq/inferable) | [inferable.ai](https://www.inferable.ai/) | Open-source platform for building secure, distributed AI agents guarded by durable execution. |"
   ],
   "repository_evidence": [
    "# Agentic Open Source Companies List",
    "### General Purpose",
    "| Name | GitHub | Website | Description |",
    "| Inferable | [inferablehq/inferable](https://github.com/inferablehq/inferable) | [inferable.ai](https://www.inferable.ai/) | Open-source platform for building secure, distributed AI agents guarded by durable execution. |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/potpie-ai/AI-COSS",
   "project": "SuperAgent",
   "repository": "https://github.com/superagent-ai/superagent",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Agentic Open Source Companies List",
    "### General Purpose",
    "| Name | GitHub | Website | Description |",
    "| SuperAgent | [superagent-ai/superagent](https://github.com/superagent-ai/superagent) | [superagent.sh](https://www.superagent.sh/) | Add superagent to any project whether it's software development, regulatory compliance, or marketing. It can do tasks, connect to the services you rely on, and process large amounts of data. |"
   ],
   "repository_evidence": [
    "# Agentic Open Source Companies List",
    "### General Purpose",
    "| Name | GitHub | Website | Description |",
    "| SuperAgent | [superagent-ai/superagent](https://github.com/superagent-ai/superagent) | [superagent.sh](https://www.superagent.sh/) | Add superagent to any project whether it's software development, regulatory compliance, or marketing. It can do tasks, connect to the services you rely on, and process large amounts of data. |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/potpie-ai/AI-COSS",
   "project": "Agent GPT",
   "repository": "https://github.com/reworkd/AgentGPT",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Agentic Open Source Companies List",
    "### General Purpose",
    "| Name | GitHub | Website | Description |",
    "| Agent GPT | [reworkd/AgentGPT](https://github.com/reworkd/AgentGPT) | [agentgpt.reworkd.ai](https://agentgpt.reworkd.ai/) | AgentGPT allows you to configure and deploy Autonomous AI agents. Name your own custom AI and have it embark on any goal imaginable. |"
   ],
   "repository_evidence": [
    "# Agentic Open Source Companies List",
    "### General Purpose",
    "| Name | GitHub | Website | Description |",
    "| Agent GPT | [reworkd/AgentGPT](https://github.com/reworkd/AgentGPT) | [agentgpt.reworkd.ai](https://agentgpt.reworkd.ai/) | AgentGPT allows you to configure and deploy Autonomous AI agents. Name your own custom AI and have it embark on any goal imaginable. |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/potpie-ai/AI-COSS",
   "project": "Magick",
   "repository": "https://github.com/Oneirocom/Magick",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Agentic Open Source Companies List",
    "### General Purpose",
    "| Name | GitHub | Website | Description |",
    "| Magick | [Oneirocom/Magick](https://github.com/Oneirocom/Magick) | [magickml.com](https://www.magickml.com/) | Groundbreaking visual AIDE (Artificial Intelligence Development Environment) for no-code data pipelines and multimodal agents. |"
   ],
   "repository_evidence": [
    "# Agentic Open Source Companies List",
    "### General Purpose",
    "| Name | GitHub | Website | Description |",
    "| Magick | [Oneirocom/Magick](https://github.com/Oneirocom/Magick) | [magickml.com](https://www.magickml.com/) | Groundbreaking visual AIDE (Artificial Intelligence Development Environment) for no-code data pipelines and multimodal agents. |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/potpie-ai/AI-COSS",
   "project": "DeepPavlov",
   "repository": "https://github.com/deeppavlov",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Agentic Open Source Companies List",
    "### General Purpose",
    "| Name | GitHub | Website | Description |",
    "| DeepPavlov | [deeppavlov](https://github.com/deeppavlov) | [deeppavlov.ai/agent](https://deeppavlov.ai/agent) | An open source library for deep learning end-to-end dialog systems and chatbots. |"
   ],
   "repository_evidence": [
    "# Agentic Open Source Companies List",
    "### General Purpose",
    "| Name | GitHub | Website | Description |",
    "| DeepPavlov | [deeppavlov](https://github.com/deeppavlov) | [deeppavlov.ai/agent](https://deeppavlov.ai/agent) | An open source library for deep learning end-to-end dialog systems and chatbots. |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/potpie-ai/AI-COSS",
   "project": "AgentZero",
   "repository": "https://github.com/frdel/agent-zero",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Agentic Open Source Companies List",
    "### General Purpose",
    "| Name | GitHub | Website | Description |",
    "| AgentZero | [frdel/agent-zero](https://github.com/frdel/agent-zero) | [agent-zero.ai](https://agent-zero.ai/) | Agent Zero is not a predefined agentic framework. It is designed to be dynamic, organically growing, and learning as you use it. |"
   ],
   "repository_evidence": [
    "# Agentic Open Source Companies List",
    "### General Purpose",
    "| Name | GitHub | Website | Description |",
    "| AgentZero | [frdel/agent-zero](https://github.com/frdel/agent-zero) | [agent-zero.ai](https://agent-zero.ai/) | Agent Zero is not a predefined agentic framework. It is designed to be dynamic, organically growing, and learning as you use it. |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/potpie-ai/AI-COSS",
   "project": "AgentGenesis",
   "repository": "https://github.com/DeadmanAbir/AgentGenesis",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Agentic Open Source Companies List",
    "### General Purpose",
    "| Name | GitHub | Website | Description |",
    "| AgentGenesis | [DeadmanAbir/AgentGenesis](https://github.com/DeadmanAbir/AgentGenesis) | [agentgenesis.dev](https://www.agentgenesis.dev/) | Agentgenesis is an open-source web app that provides source for customizable Gen AI code snippets that you can easily copy and paste into your applications. |"
   ],
   "repository_evidence": [
    "# Agentic Open Source Companies List",
    "### General Purpose",
    "| Name | GitHub | Website | Description |",
    "| AgentGenesis | [DeadmanAbir/AgentGenesis](https://github.com/DeadmanAbir/AgentGenesis) | [agentgenesis.dev](https://www.agentgenesis.dev/) | Agentgenesis is an open-source web app that provides source for customizable Gen AI code snippets that you can easily copy and paste into your applications. |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/potpie-ai/AI-COSS",
   "project": "Dynamiq",
   "repository": "https://github.com/dynamiq-ai/dynamiq",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Agentic Open Source Companies List",
    "### General Purpose",
    "| Name | GitHub | Website | Description |",
    "| Dynamiq | [dynamiq-ai/dynamiq](https://github.com/dynamiq-ai/dynamiq) | [getdynamiq.ai](http://getdynamiq.ai) | Dynamiq is your all-in-one Gen AI framework, designed to streamline the development of AI-powered applications, specializing in RAG and LLM agents. |"
   ],
   "repository_evidence": [
    "# Agentic Open Source Companies List",
    "### General Purpose",
    "| Name | GitHub | Website | Description |",
    "| Dynamiq | [dynamiq-ai/dynamiq](https://github.com/dynamiq-ai/dynamiq) | [getdynamiq.ai](http://getdynamiq.ai) | Dynamiq is your all-in-one Gen AI framework, designed to streamline the development of AI-powered applications, specializing in RAG and LLM agents. |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/potpie-ai/AI-COSS",
   "project": "Agentok",
   "repository": "https://github.com/hughlv/agentok",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Agentic Open Source Companies List",
    "### General Purpose",
    "| Name | GitHub | Website | Description |",
    "| Agentok | [hughlv/agentok](https://github.com/hughlv/agentok) | [agentok.ai](https://agentok.ai/) | Agentok Studio is a tool built upon AG2 (Previously AutoGen), a powerful agent framework from Microsoft and a vibrant community of contributors. |"
   ],
   "repository_evidence": [
    "# Agentic Open Source Companies List",
    "### General Purpose",
    "| Name | GitHub | Website | Description |",
    "| Agentok | [hughlv/agentok](https://github.com/hughlv/agentok) | [agentok.ai](https://agentok.ai/) | Agentok Studio is a tool built upon AG2 (Previously AutoGen), a powerful agent framework from Microsoft and a vibrant community of contributors. |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/potpie-ai/AI-COSS",
   "project": "TheAgentic",
   "repository": "https://github.com/TheAgenticAI/TheAgenticBench",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Agentic Open Source Companies List",
    "### General Purpose",
    "| Name | GitHub | Website | Description |",
    "| TheAgentic | [TheAgenticAI/TheAgenticBench](https://github.com/TheAgenticAI/TheAgenticBench) | [theagentic.ai](http://theagentic.ai) | An advanced Digital Worker framework for AI agent-driven research and process automations. |"
   ],
   "repository_evidence": [
    "# Agentic Open Source Companies List",
    "### General Purpose",
    "| Name | GitHub | Website | Description |",
    "| TheAgentic | [TheAgenticAI/TheAgenticBench](https://github.com/TheAgenticAI/TheAgenticBench) | [theagentic.ai](http://theagentic.ai) | An advanced Digital Worker framework for AI agent-driven research and process automations. |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/potpie-ai/AI-COSS",
   "project": "Agience",
   "repository": "https://github.com/ikailo/Agience",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Agentic Open Source Companies List",
    "### General Purpose",
    "| Name | GitHub | Website | Description |",
    "| Agience | [ikailo/Agience](https://github.com/ikailo/Agience) | [agience.ai](http://agience.ai) | An open-source intelligent agent platform that enables anyone to easily build, deploy, and manage intelligent agents. |"
   ],
   "repository_evidence": [
    "# Agentic Open Source Companies List",
    "### General Purpose",
    "| Name | GitHub | Website | Description |",
    "| Agience | [ikailo/Agience](https://github.com/ikailo/Agience) | [agience.ai](http://agience.ai) | An open-source intelligent agent platform that enables anyone to easily build, deploy, and manage intelligent agents. |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/potpie-ai/AI-COSS",
   "project": "AutoAgent",
   "repository": "https://github.com/HKUDS/AutoAgent",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Agentic Open Source Companies List",
    "### General Purpose",
    "| Name | GitHub | Website | Description |",
    "| AutoAgent | [HKUDS/AutoAgent](https://github.com/HKUDS/AutoAgent) | [autoagent-ai.github.io](http://autoagent-ai.github.io) | A Fully-Automated and highly Self-Developing framework that enables users to create and deploy LLM agents through Natural Language Alone. |"
   ],
   "repository_evidence": [
    "# Agentic Open Source Companies List",
    "### General Purpose",
    "| Name | GitHub | Website | Description |",
    "| AutoAgent | [HKUDS/AutoAgent](https://github.com/HKUDS/AutoAgent) | [autoagent-ai.github.io](http://autoagent-ai.github.io) | A Fully-Automated and highly Self-Developing framework that enables users to create and deploy LLM agents through Natural Language Alone. |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/potpie-ai/AI-COSS",
   "project": "n8n",
   "repository": "https://github.com/n8n-io/n8n",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Agentic Open Source Companies List",
    "### Horizontal Automation",
    "| Name | GitHub | Website | Description |",
    "| n8n | [n8n-io/n8n](https://github.com/n8n-io/n8n) | [n8n.io](https://n8n.io/) | A workflow automation platform that gives technical teams the flexibility of code with the speed of no-code. With 400+ integrations and native AI capabilities. |"
   ],
   "repository_evidence": [
    "# Agentic Open Source Companies List",
    "### Horizontal Automation",
    "| Name | GitHub | Website | Description |",
    "| n8n | [n8n-io/n8n](https://github.com/n8n-io/n8n) | [n8n.io](https://n8n.io/) | A workflow automation platform that gives technical teams the flexibility of code with the speed of no-code. With 400+ integrations and native AI capabilities. |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/potpie-ai/AI-COSS",
   "project": "Flowise AI",
   "repository": "https://github.com/FlowiseAI/Flowise",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Agentic Open Source Companies List",
    "### Horizontal Automation",
    "| Name | GitHub | Website | Description |",
    "| Flowise AI | [FlowiseAI/Flowise](https://github.com/FlowiseAI/Flowise) | [flowiseai.com](https://flowiseai.com/) | Drag & drop UI to build your customized LLM flow |"
   ],
   "repository_evidence": [
    "# Agentic Open Source Companies List",
    "### Horizontal Automation",
    "| Name | GitHub | Website | Description |",
    "| Flowise AI | [FlowiseAI/Flowise](https://github.com/FlowiseAI/Flowise) | [flowiseai.com](https://flowiseai.com/) | Drag & drop UI to build your customized LLM flow |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/potpie-ai/AI-COSS",
   "project": "Langflow",
   "repository": "https://github.com/langflow-ai/langflow",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Agentic Open Source Companies List",
    "### Horizontal Automation",
    "| Name | GitHub | Website | Description |",
    "| Langflow | [langflow-ai/langflow](https://github.com/langflow-ai/langflow) | [langflow.org](https://www.langflow.org/) | Langflow is a low-code app builder for RAG and multi-agent AI applications. It's Python-based and agnostic to any model, API, or database. |"
   ],
   "repository_evidence": [
    "# Agentic Open Source Companies List",
    "### Horizontal Automation",
    "| Name | GitHub | Website | Description |",
    "| Langflow | [langflow-ai/langflow](https://github.com/langflow-ai/langflow) | [langflow.org](https://www.langflow.org/) | Langflow is a low-code app builder for RAG and multi-agent AI applications. It's Python-based and agnostic to any model, API, or database. |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/potpie-ai/AI-COSS",
   "project": "Camel AI",
   "repository": "https://github.com/camel-ai/camel",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Agentic Open Source Companies List",
    "### Horizontal Automation",
    "| Name | GitHub | Website | Description |",
    "| Camel AI | [camel-ai/camel](https://github.com/camel-ai/camel) | [camel-ai.org](https://www.camel-ai.org/) | CAMEL is an open-source community dedicated to finding the scaling laws of agents, implementing and supporting various types of agents, tasks, prompts, models, and simulated environments. |"
   ],
   "repository_evidence": [
    "# Agentic Open Source Companies List",
    "### Horizontal Automation",
    "| Name | GitHub | Website | Description |",
    "| Camel AI | [camel-ai/camel](https://github.com/camel-ai/camel) | [camel-ai.org](https://www.camel-ai.org/) | CAMEL is an open-source community dedicated to finding the scaling laws of agents, implementing and supporting various types of agents, tasks, prompts, models, and simulated environments. |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/potpie-ai/AI-COSS",
   "project": "Controlflow",
   "repository": "https://github.com/PrefectHQ/ControlFlow",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Agentic Open Source Companies List",
    "### Horizontal Automation",
    "| Name | GitHub | Website | Description |",
    "| Controlflow | [PrefectHQ/ControlFlow](https://github.com/PrefectHQ/ControlFlow) | [controlflow.ai](http://controlflow.ai) | ControlFlow is a Python framework for building agentic AI workflows. |"
   ],
   "repository_evidence": [
    "# Agentic Open Source Companies List",
    "### Horizontal Automation",
    "| Name | GitHub | Website | Description |",
    "| Controlflow | [PrefectHQ/ControlFlow](https://github.com/PrefectHQ/ControlFlow) | [controlflow.ai](http://controlflow.ai) | ControlFlow is a Python framework for building agentic AI workflows. |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/potpie-ai/AI-COSS",
   "project": "AgentPilot",
   "repository": "https://github.com/jbexta/AgentPilot",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Agentic Open Source Companies List",
    "### Horizontal Automation",
    "| Name | GitHub | Website | Description |",
    "| AgentPilot | [jbexta/AgentPilot](https://github.com/jbexta/AgentPilot) | [agentpilot.ai](https://agentpilot.ai/) | A versatile workflow automation platform to create, organize, and execute AI workflows, from a single LLM to complex AI-driven workflows. |"
   ],
   "repository_evidence": [
    "# Agentic Open Source Companies List",
    "### Horizontal Automation",
    "| Name | GitHub | Website | Description |",
    "| AgentPilot | [jbexta/AgentPilot](https://github.com/jbexta/AgentPilot) | [agentpilot.ai](https://agentpilot.ai/) | A versatile workflow automation platform to create, organize, and execute AI workflows, from a single LLM to complex AI-driven workflows. |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/potpie-ai/AI-COSS",
   "project": "Composio",
   "repository": "https://github.com/ComposioHQ/composio/tree/master/python/swe",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Agentic Open Source Companies List",
    "### Horizontal Automation",
    "| Name | GitHub | Website | Description |",
    "| Composio | [ComposioHQ/composio](https://github.com/ComposioHQ/composio/tree/master/python/swe) | [composio.dev](https://composio.dev/) | Composio equip's your AI agents & LLMs with 100+ high-quality integrations via function calling |"
   ],
   "repository_evidence": [
    "# Agentic Open Source Companies List",
    "### Horizontal Automation",
    "| Name | GitHub | Website | Description |",
    "| Composio | [ComposioHQ/composio](https://github.com/ComposioHQ/composio/tree/master/python/swe) | [composio.dev](https://composio.dev/) | Composio equip's your AI agents & LLMs with 100+ high-quality integrations via function calling |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/potpie-ai/AI-COSS",
   "project": "CrewAI",
   "repository": "https://github.com/crewAIInc/crewAI",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Agentic Open Source Companies List",
    "### Infrastructure",
    "| Name | GitHub | Website | Description |",
    "| CrewAI | [crewAIInc/crewAI](https://github.com/crewAIInc/crewAI) | [crewai.com](https://www.crewai.com/) | Framework for orchestrating role-playing, autonomous AI agents. By fostering collaborative intelligence, CrewAI empowers agents to work together seamlessly. |"
   ],
   "repository_evidence": [
    "# Agentic Open Source Companies List",
    "### Infrastructure",
    "| Name | GitHub | Website | Description |",
    "| CrewAI | [crewAIInc/crewAI](https://github.com/crewAIInc/crewAI) | [crewai.com](https://www.crewai.com/) | Framework for orchestrating role-playing, autonomous AI agents. By fostering collaborative intelligence, CrewAI empowers agents to work together seamlessly. |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/potpie-ai/AI-COSS",
   "project": "Langchain",
   "repository": "https://github.com/langchain-ai/langchain",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Agentic Open Source Companies List",
    "### Infrastructure",
    "| Name | GitHub | Website | Description |",
    "| Langchain | [langchain-ai/langchain](https://github.com/langchain-ai/langchain) | [langchain.com](https://www.langchain.com/) | LangChain is a framework for developing applications powered by large language models (LLMs). |"
   ],
   "repository_evidence": [
    "# Agentic Open Source Companies List",
    "### Infrastructure",
    "| Name | GitHub | Website | Description |",
    "| Langchain | [langchain-ai/langchain](https://github.com/langchain-ai/langchain) | [langchain.com](https://www.langchain.com/) | LangChain is a framework for developing applications powered by large language models (LLMs). |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/potpie-ai/AI-COSS",
   "project": "Agno",
   "repository": "https://github.com/agno-agi/agno",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Agentic Open Source Companies List",
    "### Infrastructure",
    "| Name | GitHub | Website | Description |",
    "| Agno | [agno-agi/agno](https://github.com/agno-agi/agno) | [agno.com](https://www.agno.com/) | Build Multimodal AI Agents with memory, knowledge and tools. Simple, fast and model-agnostic. |"
   ],
   "repository_evidence": [
    "# Agentic Open Source Companies List",
    "### Infrastructure",
    "| Name | GitHub | Website | Description |",
    "| Agno | [agno-agi/agno](https://github.com/agno-agi/agno) | [agno.com](https://www.agno.com/) | Build Multimodal AI Agents with memory, knowledge and tools. Simple, fast and model-agnostic. |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/potpie-ai/AI-COSS",
   "project": "Pydantic AI",
   "repository": "https://github.com/pydantic/pydantic-ai",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Agentic Open Source Companies List",
    "### Infrastructure",
    "| Name | GitHub | Website | Description |",
    "| Pydantic AI | [pydantic/pydantic-ai](https://github.com/pydantic/pydantic-ai) | [ai.pydantic.dev](https://ai.pydantic.dev/) | Agent Framework / shim to use Pydantic with LLMs |"
   ],
   "repository_evidence": [
    "# Agentic Open Source Companies List",
    "### Infrastructure",
    "| Name | GitHub | Website | Description |",
    "| Pydantic AI | [pydantic/pydantic-ai](https://github.com/pydantic/pydantic-ai) | [ai.pydantic.dev](https://ai.pydantic.dev/) | Agent Framework / shim to use Pydantic with LLMs |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/potpie-ai/AI-COSS",
   "project": "Llamaindex",
   "repository": "https://github.com/run-llama/llama_index",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Agentic Open Source Companies List",
    "### Infrastructure",
    "| Name | GitHub | Website | Description |",
    "| Llamaindex | [run-llama/llama_index](https://github.com/run-llama/llama_index) | [llamaindex.ai](https://www.llamaindex.ai/) | LlamaIndex is the leading framework for building LLM-powered agents over your data. |"
   ],
   "repository_evidence": [
    "# Agentic Open Source Companies List",
    "### Infrastructure",
    "| Name | GitHub | Website | Description |",
    "| Llamaindex | [run-llama/llama_index](https://github.com/run-llama/llama_index) | [llamaindex.ai](https://www.llamaindex.ai/) | LlamaIndex is the leading framework for building LLM-powered agents over your data. |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/potpie-ai/AI-COSS",
   "project": "e2b",
   "repository": "https://github.com/e2b-dev",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Agentic Open Source Companies List",
    "### Infrastructure",
    "| Name | GitHub | Website | Description |",
    "| e2b | [e2b-dev](https://github.com/e2b-dev) | [e2b.dev](https://e2b.dev/) | Makes it easy for developers to add code interpreting to AI apps with the E2B SDK. |"
   ],
   "repository_evidence": [
    "# Agentic Open Source Companies List",
    "### Infrastructure",
    "| Name | GitHub | Website | Description |",
    "| e2b | [e2b-dev](https://github.com/e2b-dev) | [e2b.dev](https://e2b.dev/) | Makes it easy for developers to add code interpreting to AI apps with the E2B SDK. |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/potpie-ai/AI-COSS",
   "project": "Julep",
   "repository": "https://github.com/julep-ai/julep",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Agentic Open Source Companies List",
    "### Infrastructure",
    "| Name | GitHub | Website | Description |",
    "| Julep | [julep-ai/julep](https://github.com/julep-ai/julep) | [julep.ai](https://julep.ai/) | Serverless AI Workflows for Data & ML Teams |"
   ],
   "repository_evidence": [
    "# Agentic Open Source Companies List",
    "### Infrastructure",
    "| Name | GitHub | Website | Description |",
    "| Julep | [julep-ai/julep](https://github.com/julep-ai/julep) | [julep.ai](https://julep.ai/) | Serverless AI Workflows for Data & ML Teams |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/potpie-ai/AI-COSS",
   "project": "Keep hq",
   "repository": "https://github.com/keephq/keep",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Agentic Open Source Companies List",
    "### Infrastructure",
    "| Name | GitHub | Website | Description |",
    "| Keep hq | [keephq/keep](https://github.com/keephq/keep) | [keephq.dev](https://www.keephq.dev/) | The open-source AIOps and alert management platform. Keep is GitHub Actions for your monitoring tools. |"
   ],
   "repository_evidence": [
    "# Agentic Open Source Companies List",
    "### Infrastructure",
    "| Name | GitHub | Website | Description |",
    "| Keep hq | [keephq/keep](https://github.com/keephq/keep) | [keephq.dev](https://www.keephq.dev/) | The open-source AIOps and alert management platform. Keep is GitHub Actions for your monitoring tools. |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/potpie-ai/AI-COSS",
   "project": "AgentOps",
   "repository": "https://github.com/AgentOps-AI/agentops",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Agentic Open Source Companies List",
    "### Infrastructure",
    "| Name | GitHub | Website | Description |",
    "| AgentOps | [AgentOps-AI/agentops](https://github.com/AgentOps-AI/agentops) | [agentops.ai](https://www.agentops.ai/) | Python SDK for AI agent monitoring, LLM cost tracking, benchmarking, and more. |"
   ],
   "repository_evidence": [
    "# Agentic Open Source Companies List",
    "### Infrastructure",
    "| Name | GitHub | Website | Description |",
    "| AgentOps | [AgentOps-AI/agentops](https://github.com/AgentOps-AI/agentops) | [agentops.ai](https://www.agentops.ai/) | Python SDK for AI agent monitoring, LLM cost tracking, benchmarking, and more. |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/potpie-ai/AI-COSS",
   "project": "BaseAI",
   "repository": "https://github.com/LangbaseInc/BaseAI",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Agentic Open Source Companies List",
    "### Infrastructure",
    "| Name | GitHub | Website | Description |",
    "| BaseAI | [LangbaseInc/BaseAI](https://github.com/LangbaseInc/BaseAI) | [baseai.dev](https://baseai.dev/) | The Web AI Framework. The easiest way to build serverless autonomous AI agents with memory. |"
   ],
   "repository_evidence": [
    "# Agentic Open Source Companies List",
    "### Infrastructure",
    "| Name | GitHub | Website | Description |",
    "| BaseAI | [LangbaseInc/BaseAI](https://github.com/LangbaseInc/BaseAI) | [baseai.dev](https://baseai.dev/) | The Web AI Framework. The easiest way to build serverless autonomous AI agents with memory. |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/potpie-ai/AI-COSS",
   "project": "Zep",
   "repository": "https://github.com/getzep/zep",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Agentic Open Source Companies List",
    "### Infrastructure",
    "| Name | GitHub | Website | Description |",
    "| Zep | [getzep/zep](https://github.com/getzep/zep) | [getzep.com](https://www.getzep.com/) | The Memory Foundation For Your AI Stack. Zep enhances your AI agent's knowledge through continuous learning from user interactions. |"
   ],
   "repository_evidence": [
    "# Agentic Open Source Companies List",
    "### Infrastructure",
    "| Name | GitHub | Website | Description |",
    "| Zep | [getzep/zep](https://github.com/getzep/zep) | [getzep.com](https://www.getzep.com/) | The Memory Foundation For Your AI Stack. Zep enhances your AI agent's knowledge through continuous learning from user interactions. |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/potpie-ai/AI-COSS",
   "project": "Letta",
   "repository": "https://github.com/letta-ai/letta",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Agentic Open Source Companies List",
    "### Infrastructure",
    "| Name | GitHub | Website | Description |",
    "| Letta | [letta-ai/letta](https://github.com/letta-ai/letta) | [letta.com](https://www.letta.com/) | An open source framework for building stateful LLM applications with advanced reasoning capabilities and transparent long-term memory. |"
   ],
   "repository_evidence": [
    "# Agentic Open Source Companies List",
    "### Infrastructure",
    "| Name | GitHub | Website | Description |",
    "| Letta | [letta-ai/letta](https://github.com/letta-ai/letta) | [letta.com](https://www.letta.com/) | An open source framework for building stateful LLM applications with advanced reasoning capabilities and transparent long-term memory. |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/potpie-ai/AI-COSS",
   "project": "Guardrails AI",
   "repository": "https://github.com/guardrails-ai/guardrails",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Agentic Open Source Companies List",
    "### Infrastructure",
    "| Name | GitHub | Website | Description |",
    "| Guardrails AI | [guardrails-ai/guardrails](https://github.com/guardrails-ai/guardrails) | [guardrailsai.com](https://www.guardrailsai.com/) | A Python framework that helps build reliable AI applications by performing key risk detection functions and generating structured data from LLMs. |"
   ],
   "repository_evidence": [
    "# Agentic Open Source Companies List",
    "### Infrastructure",
    "| Name | GitHub | Website | Description |",
    "| Guardrails AI | [guardrails-ai/guardrails](https://github.com/guardrails-ai/guardrails) | [guardrailsai.com](https://www.guardrailsai.com/) | A Python framework that helps build reliable AI applications by performing key risk detection functions and generating structured data from LLMs. |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/potpie-ai/AI-COSS",
   "project": "AG2",
   "repository": "https://github.com/ag2ai/ag2",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Agentic Open Source Companies List",
    "### Infrastructure",
    "| Name | GitHub | Website | Description |",
    "| AG2 | [ag2ai/ag2](https://github.com/ag2ai/ag2) | [ag2.ai](https://ag2.ai/) | Open-source programming framework for building AI agents and facilitating cooperation among multiple agents to solve tasks. |"
   ],
   "repository_evidence": [
    "# Agentic Open Source Companies List",
    "### Infrastructure",
    "| Name | GitHub | Website | Description |",
    "| AG2 | [ag2ai/ag2](https://github.com/ag2ai/ag2) | [ag2.ai](https://ag2.ai/) | Open-source programming framework for building AI agents and facilitating cooperation among multiple agents to solve tasks. |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/potpie-ai/AI-COSS",
   "project": "BabyAGI",
   "repository": "https://github.com/yoheinakajima/babyagi",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Agentic Open Source Companies List",
    "### Infrastructure",
    "| Name | GitHub | Website | Description |",
    "| BabyAGI | [yoheinakajima/babyagi](https://github.com/yoheinakajima/babyagi) | [babyagi.org](https://babyagi.org/) | An experimental framework for a self-building autonomous agent. |"
   ],
   "repository_evidence": [
    "# Agentic Open Source Companies List",
    "### Infrastructure",
    "| Name | GitHub | Website | Description |",
    "| BabyAGI | [yoheinakajima/babyagi](https://github.com/yoheinakajima/babyagi) | [babyagi.org](https://babyagi.org/) | An experimental framework for a self-building autonomous agent. |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/potpie-ai/AI-COSS",
   "project": "Eidolonai",
   "repository": "https://github.com/eidolon-ai/eidolon",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Agentic Open Source Companies List",
    "### Infrastructure",
    "| Name | GitHub | Website | Description |",
    "| Eidolonai | [eidolon-ai/eidolon](https://github.com/eidolon-ai/eidolon) | [eidolonai.com](https://www.eidolonai.com/) | The first AI Agent Server, Eidolon is a pluggable Agent SDK and enterprise ready, deployment server for Agentic applications |"
   ],
   "repository_evidence": [
    "# Agentic Open Source Companies List",
    "### Infrastructure",
    "| Name | GitHub | Website | Description |",
    "| Eidolonai | [eidolon-ai/eidolon](https://github.com/eidolon-ai/eidolon) | [eidolonai.com](https://www.eidolonai.com/) | The first AI Agent Server, Eidolon is a pluggable Agent SDK and enterprise ready, deployment server for Agentic applications |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/potpie-ai/AI-COSS",
   "project": "FastAgency",
   "repository": "https://github.com/airtai/fastagency",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Agentic Open Source Companies List",
    "### Infrastructure",
    "| Name | GitHub | Website | Description |",
    "| FastAgency | [airtai/fastagency](https://github.com/airtai/fastagency) | [fastagency.ai](https://fastagency.ai/latest/) | Provides a unified programming interface for deploying agentic workflows in both development and production settings. |"
   ],
   "repository_evidence": [
    "# Agentic Open Source Companies List",
    "### Infrastructure",
    "| Name | GitHub | Website | Description |",
    "| FastAgency | [airtai/fastagency](https://github.com/airtai/fastagency) | [fastagency.ai](https://fastagency.ai/latest/) | Provides a unified programming interface for deploying agentic workflows in both development and production settings. |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/potpie-ai/AI-COSS",
   "project": "Langroid",
   "repository": "https://github.com/langroid/langroid",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Agentic Open Source Companies List",
    "### Infrastructure",
    "| Name | GitHub | Website | Description |",
    "| Langroid | [langroid/langroid](https://github.com/langroid/langroid) | [langroid.github.io](https://langroid.github.io/langroid/) | An intuitive, lightweight, extensible and principled Python framework to easily build LLM-powered applications. |"
   ],
   "repository_evidence": [
    "# Agentic Open Source Companies List",
    "### Infrastructure",
    "| Name | GitHub | Website | Description |",
    "| Langroid | [langroid/langroid](https://github.com/langroid/langroid) | [langroid.github.io](https://langroid.github.io/langroid/) | An intuitive, lightweight, extensible and principled Python framework to easily build LLM-powered applications. |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/potpie-ai/AI-COSS",
   "project": "BondAi",
   "repository": "https://github.com/krohling/bondai",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Agentic Open Source Companies List",
    "### Infrastructure",
    "| Name | GitHub | Website | Description |",
    "| BondAi | [krohling/bondai](https://github.com/krohling/bondai) | [bondai.dev](https://bondai.dev/docs/intro) | An open-source tool for developing AI Agent Systems, handling implementation complexities including memory/context management and error handling. |"
   ],
   "repository_evidence": [
    "# Agentic Open Source Companies List",
    "### Infrastructure",
    "| Name | GitHub | Website | Description |",
    "| BondAi | [krohling/bondai](https://github.com/krohling/bondai) | [bondai.dev](https://bondai.dev/docs/intro) | An open-source tool for developing AI Agent Systems, handling implementation complexities including memory/context management and error handling. |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/potpie-ai/AI-COSS",
   "project": "LLM Stack",
   "repository": "https://github.com/trypromptly/LLMStack",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Agentic Open Source Companies List",
    "### Infrastructure",
    "| Name | GitHub | Website | Description |",
    "| LLM Stack | [trypromptly/LLMStack](https://github.com/trypromptly/LLMStack) | [llmstack.ai](https://llmstack.ai/) | A no-code platform for building generative AI agents, workflows and chatbots, connecting them to your data and business processes. |"
   ],
   "repository_evidence": [
    "# Agentic Open Source Companies List",
    "### Infrastructure",
    "| Name | GitHub | Website | Description |",
    "| LLM Stack | [trypromptly/LLMStack](https://github.com/trypromptly/LLMStack) | [llmstack.ai](https://llmstack.ai/) | A no-code platform for building generative AI agents, workflows and chatbots, connecting them to your data and business processes. |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/potpie-ai/AI-COSS",
   "project": "Mastra",
   "repository": "https://github.com/mastra-ai/mastra",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Agentic Open Source Companies List",
    "### Infrastructure",
    "| Name | GitHub | Website | Description |",
    "| Mastra | [mastra-ai/mastra](https://github.com/mastra-ai/mastra) | [mastra.ai](https://mastra.ai/) | The TypeScript AI agent framework. \u26a1 Assistants, RAG, observability. Supports any LLM: GPT-4, Claude, Gemini, Llama. |"
   ],
   "repository_evidence": [
    "# Agentic Open Source Companies List",
    "### Infrastructure",
    "| Name | GitHub | Website | Description |",
    "| Mastra | [mastra-ai/mastra](https://github.com/mastra-ai/mastra) | [mastra.ai](https://mastra.ai/) | The TypeScript AI agent framework. \u26a1 Assistants, RAG, observability. Supports any LLM: GPT-4, Claude, Gemini, Llama. |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/potpie-ai/AI-COSS",
   "project": "Dify",
   "repository": "https://github.com/langgenius/dify",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Agentic Open Source Companies List",
    "### Infrastructure",
    "| Name | GitHub | Website | Description |",
    "| Dify | [langgenius/dify](https://github.com/langgenius/dify) | [dify.ai](https://dify.ai/) | An open-source LLM app development platform with an intuitive interface combining AI workflow, RAG pipeline, and agent capabilities. |"
   ],
   "repository_evidence": [
    "# Agentic Open Source Companies List",
    "### Infrastructure",
    "| Name | GitHub | Website | Description |",
    "| Dify | [langgenius/dify](https://github.com/langgenius/dify) | [dify.ai](https://dify.ai/) | An open-source LLM app development platform with an intuitive interface combining AI workflow, RAG pipeline, and agent capabilities. |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/potpie-ai/AI-COSS",
   "project": "Portkey",
   "repository": "https://git.new/gateway-website",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Agentic Open Source Companies List",
    "### Infrastructure",
    "| Name | GitHub | Website | Description |",
    "| Portkey | [git.new/gateway-website](https://git.new/gateway-website) | [portkey.ai](https://portkey.ai/) | A blazing fast AI Gateway with integrated guardrails. Route to 200+ LLMs, 50+ AI Guardrails with 1 fast & friendly API. |"
   ],
   "repository_evidence": [
    "# Agentic Open Source Companies List",
    "### Infrastructure",
    "| Name | GitHub | Website | Description |",
    "| Portkey | [git.new/gateway-website](https://git.new/gateway-website) | [portkey.ai](https://portkey.ai/) | A blazing fast AI Gateway with integrated guardrails. Route to 200+ LLMs, 50+ AI Guardrails with 1 fast & friendly API. |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/potpie-ai/AI-COSS",
   "project": "Giskard",
   "repository": "https://github.com/Giskard-AI/giskard",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Agentic Open Source Companies List",
    "### Infrastructure",
    "| Name | GitHub | Website | Description |",
    "| Giskard | [Giskard-AI/giskard](https://github.com/Giskard-AI/giskard) | [giskard.ai](https://www.giskard.ai/) | An open-source Python library that automatically detects performance, bias & security issues in AI applications. |"
   ],
   "repository_evidence": [
    "# Agentic Open Source Companies List",
    "### Infrastructure",
    "| Name | GitHub | Website | Description |",
    "| Giskard | [Giskard-AI/giskard](https://github.com/Giskard-AI/giskard) | [giskard.ai](https://www.giskard.ai/) | An open-source Python library that automatically detects performance, bias & security issues in AI applications. |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/potpie-ai/AI-COSS",
   "project": "LaVague",
   "repository": "https://github.com/lavague-ai/LaVague",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Agentic Open Source Companies List",
    "### Infrastructure",
    "| Name | GitHub | Website | Description |",
    "| LaVague | [lavague-ai/LaVague](https://github.com/lavague-ai/LaVague) | [lavague.ai](https://www.lavague.ai/) | An open-source framework designed for developers who want to create AI Web Agents to automate processes for their end users |"
   ],
   "repository_evidence": [
    "# Agentic Open Source Companies List",
    "### Infrastructure",
    "| Name | GitHub | Website | Description |",
    "| LaVague | [lavague-ai/LaVague](https://github.com/lavague-ai/LaVague) | [lavague.ai](https://www.lavague.ai/) | An open-source framework designed for developers who want to create AI Web Agents to automate processes for their end users |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/potpie-ai/AI-COSS",
   "project": "Lyzr Automata",
   "repository": "https://github.com/LyzrCore/lyzr",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Agentic Open Source Companies List",
    "### Infrastructure",
    "| Name | GitHub | Website | Description |",
    "| Lyzr Automata | [LyzrCore/lyzr](https://github.com/LyzrCore/lyzr) | [docs.lyzr.ai](https://docs.lyzr.ai/lyzr-automata/getting-started) | A low-code agent framework with an agentic approach to building generative AI applications with pre-built RAG pipelines. |"
   ],
   "repository_evidence": [
    "# Agentic Open Source Companies List",
    "### Infrastructure",
    "| Name | GitHub | Website | Description |",
    "| Lyzr Automata | [LyzrCore/lyzr](https://github.com/LyzrCore/lyzr) | [docs.lyzr.ai](https://docs.lyzr.ai/lyzr-automata/getting-started) | A low-code agent framework with an agentic approach to building generative AI applications with pre-built RAG pipelines. |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/potpie-ai/AI-COSS",
   "project": "Praison AI",
   "repository": "https://github.com/MervinPraison/PraisonAI",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Agentic Open Source Companies List",
    "### Infrastructure",
    "| Name | GitHub | Website | Description |",
    "| Praison AI | [MervinPraison/PraisonAI](https://github.com/MervinPraison/PraisonAI) | [docs.praison.ai](https://docs.praison.ai/) | A production-ready Multi AI Agents framework, designed to create AI Agents to automate and solve problems ranging from simple tasks to complex challenges. |"
   ],
   "repository_evidence": [
    "# Agentic Open Source Companies List",
    "### Infrastructure",
    "| Name | GitHub | Website | Description |",
    "| Praison AI | [MervinPraison/PraisonAI](https://github.com/MervinPraison/PraisonAI) | [docs.praison.ai](https://docs.praison.ai/) | A production-ready Multi AI Agents framework, designed to create AI Agents to automate and solve problems ranging from simple tasks to complex challenges. |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/potpie-ai/AI-COSS",
   "project": "TaskingAI",
   "repository": "https://github.com/TaskingAI/TaskingAI",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Agentic Open Source Companies List",
    "### Infrastructure",
    "| Name | GitHub | Website | Description |",
    "| TaskingAI | [TaskingAI/TaskingAI](https://github.com/TaskingAI/TaskingAI) | [tasking.ai](http://tasking.ai) | A BaaS platform for LLM-based Agent Development and Deployment with an intuitive UI for managing LLM application functional modules. |"
   ],
   "repository_evidence": [
    "# Agentic Open Source Companies List",
    "### Infrastructure",
    "| Name | GitHub | Website | Description |",
    "| TaskingAI | [TaskingAI/TaskingAI](https://github.com/TaskingAI/TaskingAI) | [tasking.ai](http://tasking.ai) | A BaaS platform for LLM-based Agent Development and Deployment with an intuitive UI for managing LLM application functional modules. |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/potpie-ai/AI-COSS",
   "project": "Sagentic",
   "repository": "https://github.com/sagentic-ai/sagentic-af",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Agentic Open Source Companies List",
    "### Infrastructure",
    "| Name | GitHub | Website | Description |",
    "| Sagentic | [sagentic-ai/sagentic-af](https://github.com/sagentic-ai/sagentic-af) | [sagentic.ai](http://sagentic.ai) | Unified platform for building, running and scaling autonomous agents. Can be used to build agents in TS, without any ML Knowledge. |"
   ],
   "repository_evidence": [
    "# Agentic Open Source Companies List",
    "### Infrastructure",
    "| Name | GitHub | Website | Description |",
    "| Sagentic | [sagentic-ai/sagentic-af](https://github.com/sagentic-ai/sagentic-af) | [sagentic.ai](http://sagentic.ai) | Unified platform for building, running and scaling autonomous agents. Can be used to build agents in TS, without any ML Knowledge. |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/potpie-ai/AI-COSS",
   "project": "Bee Agent Framework",
   "repository": "https://github.com/i-am-bee/beeai-framework",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Agentic Open Source Companies List",
    "### Infrastructure",
    "| Name | GitHub | Website | Description |",
    "| Bee Agent Framework | [i-am-bee/beeai-framework](https://github.com/i-am-bee/beeai-framework) | [github.com/i-am-bee/beeai-framework](https://github.com/i-am-bee/beeai-framework) | An open-source framework from IBM Research for building scalable, multi-agent systems using Python and TypeScript. |"
   ],
   "repository_evidence": [
    "# Agentic Open Source Companies List",
    "### Infrastructure",
    "| Name | GitHub | Website | Description |",
    "| Bee Agent Framework | [i-am-bee/beeai-framework](https://github.com/i-am-bee/beeai-framework) | [github.com/i-am-bee/beeai-framework](https://github.com/i-am-bee/beeai-framework) | An open-source framework from IBM Research for building scalable, multi-agent systems using Python and TypeScript. |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/potpie-ai/AI-COSS",
   "project": "AgentKit",
   "repository": "https://github.com/inngest/agent-kit",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Agentic Open Source Companies List",
    "### Infrastructure",
    "| Name | GitHub | Website | Description |",
    "| AgentKit | [inngest/agent-kit](https://github.com/inngest/agent-kit) | [agentkit.inngest.com](http://agentkit.inngest.com) | A TypeScript library for creating and managing AI agents, from simple model inference calls to complex multi-agent systems. |"
   ],
   "repository_evidence": [
    "# Agentic Open Source Companies List",
    "### Infrastructure",
    "| Name | GitHub | Website | Description |",
    "| AgentKit | [inngest/agent-kit](https://github.com/inngest/agent-kit) | [agentkit.inngest.com](http://agentkit.inngest.com) | A TypeScript library for creating and managing AI agents, from simple model inference calls to complex multi-agent systems. |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/potpie-ai/AI-COSS",
   "project": "ElizaOS",
   "repository": "https://github.com/elizaOS/eliza",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Agentic Open Source Companies List",
    "### Infrastructure",
    "| Name | GitHub | Website | Description |",
    "| ElizaOS | [elizaOS/eliza](https://github.com/elizaOS/eliza) | [elizaos.ai](http://elizaos.ai) | An open-source protocol for creating, deploying, and managing autonomous AI agents, known as Elizas. |"
   ],
   "repository_evidence": [
    "# Agentic Open Source Companies List",
    "### Infrastructure",
    "| Name | GitHub | Website | Description |",
    "| ElizaOS | [elizaOS/eliza](https://github.com/elizaOS/eliza) | [elizaos.ai](http://elizaos.ai) | An open-source protocol for creating, deploying, and managing autonomous AI agents, known as Elizas. |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/potpie-ai/AI-COSS",
   "project": "Agentflow",
   "repository": "https://github.com/lebrunel/agentflow",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Agentic Open Source Companies List",
    "### Infrastructure",
    "| Name | GitHub | Website | Description |",
    "| Agentflow | [lebrunel/agentflow](https://github.com/lebrunel/agentflow) | [agentflow.2point0.ai](http://agentflow.2point0.ai) | A low-code framework that enables developers to create and execute AI-powered workflows using natural language and Markdown. |"
   ],
   "repository_evidence": [
    "# Agentic Open Source Companies List",
    "### Infrastructure",
    "| Name | GitHub | Website | Description |",
    "| Agentflow | [lebrunel/agentflow](https://github.com/lebrunel/agentflow) | [agentflow.2point0.ai](http://agentflow.2point0.ai) | A low-code framework that enables developers to create and execute AI-powered workflows using natural language and Markdown. |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/potpie-ai/AI-COSS",
   "project": "GripTape",
   "repository": "https://github.com/griptape-ai/griptape",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Agentic Open Source Companies List",
    "### Infrastructure",
    "| Name | GitHub | Website | Description |",
    "| GripTape | [griptape-ai/griptape](https://github.com/griptape-ai/griptape) | [griptape.ai](http://griptape.ai) | A modular Python framework and cloud platform for building, deploying, and scaling AI applications. |"
   ],
   "repository_evidence": [
    "# Agentic Open Source Companies List",
    "### Infrastructure",
    "| Name | GitHub | Website | Description |",
    "| GripTape | [griptape-ai/griptape](https://github.com/griptape-ai/griptape) | [griptape.ai](http://griptape.ai) | A modular Python framework and cloud platform for building, deploying, and scaling AI applications. |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/potpie-ai/AI-COSS",
   "project": "ModelScope Agent",
   "repository": "https://github.com/modelscope/modelscope-agent",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Agentic Open Source Companies List",
    "### Infrastructure",
    "| Name | GitHub | Website | Description |",
    "| ModelScope Agent | [modelscope/modelscope-agent](https://github.com/modelscope/modelscope-agent) | [modelscope-agent.readthedocs.io](https://modelscope-agent.readthedocs.io/en/latest/) | A customizable and scalable framework for building AI agents, leveraging open-source Large Language Models as controllers. |"
   ],
   "repository_evidence": [
    "# Agentic Open Source Companies List",
    "### Infrastructure",
    "| Name | GitHub | Website | Description |",
    "| ModelScope Agent | [modelscope/modelscope-agent](https://github.com/modelscope/modelscope-agent) | [modelscope-agent.readthedocs.io](https://modelscope-agent.readthedocs.io/en/latest/) | A customizable and scalable framework for building AI agents, leveraging open-source Large Language Models as controllers. |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/potpie-ai/AI-COSS",
   "project": "Qwen Agent",
   "repository": "https://github.com/QwenLM/Qwen-Agent",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Agentic Open Source Companies List",
    "### Infrastructure",
    "| Name | GitHub | Website | Description |",
    "| Qwen Agent | [QwenLM/Qwen-Agent](https://github.com/QwenLM/Qwen-Agent) | [github.com/QwenLM/Qwen-Agent](https://github.com/QwenLM/Qwen-Agent) | A framework for building applications using LLMs, leveraging capabilities such as instruction following, tool usage, planning, and memory management. |"
   ],
   "repository_evidence": [
    "# Agentic Open Source Companies List",
    "### Infrastructure",
    "| Name | GitHub | Website | Description |",
    "| Qwen Agent | [QwenLM/Qwen-Agent](https://github.com/QwenLM/Qwen-Agent) | [github.com/QwenLM/Qwen-Agent](https://github.com/QwenLM/Qwen-Agent) | A framework for building applications using LLMs, leveraging capabilities such as instruction following, tool usage, planning, and memory management. |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/potpie-ai/AI-COSS",
   "project": "Gwenlake",
   "repository": "https://github.com/gwenlake/gwenflow",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Agentic Open Source Companies List",
    "### Infrastructure",
    "| Name | GitHub | Website | Description |",
    "| Gwenlake | [gwenlake/gwenflow](https://github.com/gwenlake/gwenflow) | [gwenlake.com](https://gwenlake.com/) | A platform that aids organizations in developing, deploying, and managing AI applications across various domains. |"
   ],
   "repository_evidence": [
    "# Agentic Open Source Companies List",
    "### Infrastructure",
    "| Name | GitHub | Website | Description |",
    "| Gwenlake | [gwenlake/gwenflow](https://github.com/gwenlake/gwenflow) | [gwenlake.com](https://gwenlake.com/) | A platform that aids organizations in developing, deploying, and managing AI applications across various domains. |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/potpie-ai/AI-COSS",
   "project": "Kanban",
   "repository": "https://github.com/kaiban-ai/KaibanJS",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Agentic Open Source Companies List",
    "### Infrastructure",
    "| Name | GitHub | Website | Description |",
    "| Kanban | [kaiban-ai/KaibanJS](https://github.com/kaiban-ai/KaibanJS) | [kaibanjs.com](http://kaibanjs.com) | A JavaScript-native framework for building and managing multi-agent systems with a Kanban-inspired approach. |"
   ],
   "repository_evidence": [
    "# Agentic Open Source Companies List",
    "### Infrastructure",
    "| Name | GitHub | Website | Description |",
    "| Kanban | [kaiban-ai/KaibanJS](https://github.com/kaiban-ai/KaibanJS) | [kaibanjs.com](http://kaibanjs.com) | A JavaScript-native framework for building and managing multi-agent systems with a Kanban-inspired approach. |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/potpie-ai/AI-COSS",
   "project": "IoA",
   "repository": "https://github.com/OpenBMB/IoA",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Agentic Open Source Companies List",
    "### Infrastructure",
    "| Name | GitHub | Website | Description |",
    "| IoA | [OpenBMB/IoA](https://github.com/OpenBMB/IoA) | [openbmb.github.io/IoA](https://openbmb.github.io/IoA/) | Internet of Agents (IoA) enables diverse, distributed AI agents to collaborate on complex tasks through internet-like connectivity. |"
   ],
   "repository_evidence": [
    "# Agentic Open Source Companies List",
    "### Infrastructure",
    "| Name | GitHub | Website | Description |",
    "| IoA | [OpenBMB/IoA](https://github.com/OpenBMB/IoA) | [openbmb.github.io/IoA](https://openbmb.github.io/IoA/) | Internet of Agents (IoA) enables diverse, distributed AI agents to collaborate on complex tasks through internet-like connectivity. |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/potpie-ai/AI-COSS",
   "project": "Flo ai",
   "repository": "https://github.com/rootflo/flo-ai",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Agentic Open Source Companies List",
    "### Infrastructure",
    "| Name | GitHub | Website | Description |",
    "| Flo ai | [rootflo/flo-ai](https://github.com/rootflo/flo-ai) | [flo-ai.rootflo.ai](http://flo-ai.rootflo.ai) | Simple way to create composable AI agents |"
   ],
   "repository_evidence": [
    "# Agentic Open Source Companies List",
    "### Infrastructure",
    "| Name | GitHub | Website | Description |",
    "| Flo ai | [rootflo/flo-ai](https://github.com/rootflo/flo-ai) | [flo-ai.rootflo.ai](http://flo-ai.rootflo.ai) | Simple way to create composable AI agents |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/potpie-ai/AI-COSS",
   "project": "Axllm",
   "repository": "https://github.com/ax-llm/ax",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Agentic Open Source Companies List",
    "### Infrastructure",
    "| Name | GitHub | Website | Description |",
    "| Axllm | [ax-llm/ax](https://github.com/ax-llm/ax) | [axllm.dev](http://axllm.dev) | The \"official\" unofficial DSPy framework. Build LLM powered agents and other workflows, based on the Stanford DSP paper. |"
   ],
   "repository_evidence": [
    "# Agentic Open Source Companies List",
    "### Infrastructure",
    "| Name | GitHub | Website | Description |",
    "| Axllm | [ax-llm/ax](https://github.com/ax-llm/ax) | [axllm.dev](http://axllm.dev) | The \"official\" unofficial DSPy framework. Build LLM powered agents and other workflows, based on the Stanford DSP paper. |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/potpie-ai/AI-COSS",
   "project": "AgentLabs",
   "repository": "https://github.com/agentlabs-dev/agentlabs",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Agentic Open Source Companies List",
    "### Infrastructure",
    "| Name | GitHub | Website | Description |",
    "| AgentLabs | [agentlabs-dev/agentlabs](https://github.com/agentlabs-dev/agentlabs) | [agentlabs.dev](https://www.agentlabs.dev/) | Universal AI Agent Frontend. Build your backend we handle the rest. |"
   ],
   "repository_evidence": [
    "# Agentic Open Source Companies List",
    "### Infrastructure",
    "| Name | GitHub | Website | Description |",
    "| AgentLabs | [agentlabs-dev/agentlabs](https://github.com/agentlabs-dev/agentlabs) | [agentlabs.dev](https://www.agentlabs.dev/) | Universal AI Agent Frontend. Build your backend we handle the rest. |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/potpie-ai/AI-COSS",
   "project": "Mem0",
   "repository": "https://github.com/mem0ai/mem0",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Agentic Open Source Companies List",
    "### Infrastructure",
    "| Name | GitHub | Website | Description |",
    "| Mem0 | [mem0ai/mem0](https://github.com/mem0ai/mem0) | [mem0.ai](https://mem0.ai/) | Enhances AI assistants and agents with an intelligent memory layer, enabling personalized AI interactions. |"
   ],
   "repository_evidence": [
    "# Agentic Open Source Companies List",
    "### Infrastructure",
    "| Name | GitHub | Website | Description |",
    "| Mem0 | [mem0ai/mem0](https://github.com/mem0ai/mem0) | [mem0.ai](https://mem0.ai/) | Enhances AI assistants and agents with an intelligent memory layer, enabling personalized AI interactions. |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/potpie-ai/AI-COSS",
   "project": "AutoGPT",
   "repository": "https://github.com/Significant-Gravitas/AutoGPT",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Agentic Open Source Companies List",
    "### Productivity",
    "| Name | GitHub | Website | Description |",
    "| AutoGPT | [Significant-Gravitas/AutoGPT](https://github.com/Significant-Gravitas/AutoGPT) | [agpt.co](http://agpt.co) | AutoGPT is the vision of accessible AI for everyone, to use and to build on. Our mission is to provide the tools, so that you can focus on what matters. |"
   ],
   "repository_evidence": [
    "# Agentic Open Source Companies List",
    "### Productivity",
    "| Name | GitHub | Website | Description |",
    "| AutoGPT | [Significant-Gravitas/AutoGPT](https://github.com/Significant-Gravitas/AutoGPT) | [agpt.co](http://agpt.co) | AutoGPT is the vision of accessible AI for everyone, to use and to build on. Our mission is to provide the tools, so that you can focus on what matters. |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/potpie-ai/AI-COSS",
   "project": "Onxy",
   "repository": "https://github.com/onyx-dot-app/onyx",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Agentic Open Source Companies List",
    "### Productivity",
    "| Name | GitHub | Website | Description |",
    "| Onxy | [onyx-dot-app/onyx](https://github.com/onyx-dot-app/onyx) | [onyx.app](https://www.onyx.app/) | Gen-AI Chat for Teams - Think ChatGPT if it had access to your team's unique knowledge. |"
   ],
   "repository_evidence": [
    "# Agentic Open Source Companies List",
    "### Productivity",
    "| Name | GitHub | Website | Description |",
    "| Onxy | [onyx-dot-app/onyx](https://github.com/onyx-dot-app/onyx) | [onyx.app](https://www.onyx.app/) | Gen-AI Chat for Teams - Think ChatGPT if it had access to your team's unique knowledge. |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/potpie-ai/AI-COSS",
   "project": "Cognee",
   "repository": "https://github.com/topoteretes/PromethAI-Backend",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Agentic Open Source Companies List",
    "### Productivity",
    "| Name | GitHub | Website | Description |",
    "| Cognee | [topoteretes/PromethAI-Backend](https://github.com/topoteretes/PromethAI-Backend) | [cognee.ai](https://www.cognee.ai/) | Open-source framework that gives you AI Agents that help you navigate decision-making, get personalized goals and execute them |"
   ],
   "repository_evidence": [
    "# Agentic Open Source Companies List",
    "### Productivity",
    "| Name | GitHub | Website | Description |",
    "| Cognee | [topoteretes/PromethAI-Backend](https://github.com/topoteretes/PromethAI-Backend) | [cognee.ai](https://www.cognee.ai/) | Open-source framework that gives you AI Agents that help you navigate decision-making, get personalized goals and execute them |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/potpie-ai/AI-COSS",
   "project": "Open cx",
   "repository": "https://github.com/openchatai",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Agentic Open Source Companies List",
    "### Sales/GTM/Cx",
    "| Name | GitHub | Website | Description |",
    "| Open cx | [openchatai](https://github.com/openchatai) | [open.cx](https://open.cx/) | OpenCX is an all-in-one customer support platform powered by AI. |"
   ],
   "repository_evidence": [
    "# Agentic Open Source Companies List",
    "### Sales/GTM/Cx",
    "| Name | GitHub | Website | Description |",
    "| Open cx | [openchatai](https://github.com/openchatai) | [open.cx](https://open.cx/) | OpenCX is an all-in-one customer support platform powered by AI. |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/potpie-ai/AI-COSS",
   "project": "Super AGI",
   "repository": "https://github.com/TransformerOptimus/SuperAGI",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Agentic Open Source Companies List",
    "### Sales/GTM/Cx",
    "| Name | GitHub | Website | Description |",
    "| Super AGI | [TransformerOptimus/SuperAGI](https://github.com/TransformerOptimus/SuperAGI) | [superagi.com](https://superagi.com/) | A dev-first open source autonomous AI agent framework enabling developers to build, manage & run useful autonomous agents. |"
   ],
   "repository_evidence": [
    "# Agentic Open Source Companies List",
    "### Sales/GTM/Cx",
    "| Name | GitHub | Website | Description |",
    "| Super AGI | [TransformerOptimus/SuperAGI](https://github.com/TransformerOptimus/SuperAGI) | [superagi.com](https://superagi.com/) | A dev-first open source autonomous AI agent framework enabling developers to build, manage & run useful autonomous agents. |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/potpie-ai/AI-COSS",
   "project": "GPT Researcher",
   "repository": "https://github.com/assafelovic/gpt-researcher",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Agentic Open Source Companies List",
    "### Sales/GTM/Cx",
    "| Name | GitHub | Website | Description |",
    "| GPT Researcher | [assafelovic/gpt-researcher](https://github.com/assafelovic/gpt-researcher) | [gptr.dev](https://gptr.dev/) | LLM based autonomous agent that conducts deep local and web research on any topic and generates a long report with citations. |"
   ],
   "repository_evidence": [
    "# Agentic Open Source Companies List",
    "### Sales/GTM/Cx",
    "| Name | GitHub | Website | Description |",
    "| GPT Researcher | [assafelovic/gpt-researcher](https://github.com/assafelovic/gpt-researcher) | [gptr.dev](https://gptr.dev/) | LLM based autonomous agent that conducts deep local and web research on any topic and generates a long report with citations. |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/potpie-ai/AI-COSS",
   "project": "Hexabot",
   "repository": "https://github.com/hexastack/hexabot",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Agentic Open Source Companies List",
    "### Sales/GTM/Cx",
    "| Name | GitHub | Website | Description |",
    "| Hexabot | [hexastack/hexabot](https://github.com/hexastack/hexabot) | [hexabot.ai](http://hexabot.ai) | Hexabot is an open-source AI chatbot / agent builder. It allows you to create and manage multi-channel and multilingual chatbots / agents with ease. |"
   ],
   "repository_evidence": [
    "# Agentic Open Source Companies List",
    "### Sales/GTM/Cx",
    "| Name | GitHub | Website | Description |",
    "| Hexabot | [hexastack/hexabot](https://github.com/hexastack/hexabot) | [hexabot.ai](http://hexabot.ai) | Hexabot is an open-source AI chatbot / agent builder. It allows you to create and manage multi-channel and multilingual chatbots / agents with ease. |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/potpie-ai/AI-COSS",
   "project": "Cal",
   "repository": "https://github.com/calcom/cal.com",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Agentic Open Source Companies List",
    "### Voice",
    "| Name | GitHub | Website | Description |",
    "| Cal | [calcom/cal.com](https://github.com/calcom/cal.com) | [cal.com/ai](https://cal.com/ai) | Voice agent for your customers |"
   ],
   "repository_evidence": [
    "# Agentic Open Source Companies List",
    "### Voice",
    "| Name | GitHub | Website | Description |",
    "| Cal | [calcom/cal.com](https://github.com/calcom/cal.com) | [cal.com/ai](https://cal.com/ai) | Voice agent for your customers |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/potpie-ai/AI-COSS",
   "project": "Ultravox",
   "repository": "https://github.com/fixie-ai",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Agentic Open Source Companies List",
    "### Voice",
    "| Name | GitHub | Website | Description |",
    "| Ultravox | [fixie-ai](https://github.com/fixie-ai) | [ultravox.ai](https://www.ultravox.ai/) | Fixie building the technology stack to enable natural, real-time conversation with AI with an open-source multi-modal model for voice interactions. |"
   ],
   "repository_evidence": [
    "# Agentic Open Source Companies List",
    "### Voice",
    "| Name | GitHub | Website | Description |",
    "| Ultravox | [fixie-ai](https://github.com/fixie-ai) | [ultravox.ai](https://www.ultravox.ai/) | Fixie building the technology stack to enable natural, real-time conversation with AI with an open-source multi-modal model for voice interactions. |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/potpie-ai/AI-COSS",
   "project": "Vocode",
   "repository": "https://github.com/vocodedev/vocode-core",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Agentic Open Source Companies List",
    "### Voice",
    "| Name | GitHub | Website | Description |",
    "| Vocode | [vocodedev/vocode-core](https://github.com/vocodedev/vocode-core) | [vocode.dev](http://vocode.dev) | Build voice-based LLM agents. Modular + open source. |"
   ],
   "repository_evidence": [
    "# Agentic Open Source Companies List",
    "### Voice",
    "| Name | GitHub | Website | Description |",
    "| Vocode | [vocodedev/vocode-core](https://github.com/vocodedev/vocode-core) | [vocode.dev](http://vocode.dev) | Build voice-based LLM agents. Modular + open source. |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://aws.amazon.com/blogs/machine-learning/evaluate-any-agent-framework-with-amazon-bedrock-agentcore-evaluations?refid=adx_hp_ben_wdttb&trkcampaign=hksummit",
   "project": "OpenInference",
   "repository": "https://github.com/Arize-ai/openinference",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Evaluate any agent framework with Amazon Bedrock AgentCore Evaluations",
    "[OpenInference](https://github.com/Arize-ai/openinference) defines span kinds such as `LLM`, `TOOL`, `RETRIEVER`, `RERANKER`, `EMBEDDING`, `AGENT`, `CHAIN`, `GUARDRAIL`, `EVALUATOR`, and `PROMPT`.",
    "https://github.com/Arize-ai/openinference"
   ],
   "repository_evidence": [
    "Evaluate any agent framework with Amazon Bedrock AgentCore Evaluations",
    "[OpenInference](https://github.com/Arize-ai/openinference) defines span kinds such as `LLM`, `TOOL`, `RETRIEVER`, `RERANKER`, `EMBEDDING`, `AGENT`, `CHAIN`, `GUARDRAIL`, `EVALUATOR`, and `PROMPT`.",
    "https://github.com/Arize-ai/openinference"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://aws.amazon.com/blogs/machine-learning/evaluate-any-agent-framework-with-amazon-bedrock-agentcore-evaluations?refid=adx_hp_ben_wdttb&trkcampaign=hksummit",
   "project": "agentcore-samples",
   "repository": "https://github.com/awslabs/agentcore-samples/tree/main/01-features/06-observe-evaluate-optimize-your-agent/02-evaluate/supported-frameworks",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Evaluate any agent framework with Amazon Bedrock AgentCore Evaluations",
    "To make this concrete, the [AgentCore samples repository](https://github.com/awslabs/agentcore-samples/tree/main/01-features/06-observe-evaluate-optimize-your-agent/02-evaluate/supported-frameworks) provides complete working examples, for instance an HR assistant implemented with the OpenAI Agents SDK, Google ADK, LlamaIndex, and the Claude Agent SDK."
   ],
   "repository_evidence": [
    "Evaluate any agent framework with Amazon Bedrock AgentCore Evaluations",
    "To make this concrete, the [AgentCore samples repository](https://github.com/awslabs/agentcore-samples/tree/main/01-features/06-observe-evaluate-optimize-your-agent/02-evaluate/supported-frameworks) provides complete working examples, for instance an HR assistant implemented with the OpenAI Agents SDK, Google ADK, LlamaIndex, and the Claude Agent SDK."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://aws.amazon.com/blogs/machine-learning/evaluate-any-agent-framework-with-amazon-bedrock-agentcore-evaluations?sc_channel=PS&trk=adx_hp_ind_fin",
   "project": "OpenInference",
   "repository": "https://github.com/Arize-ai/openinference",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Evaluate any agent framework with Amazon Bedrock AgentCore Evaluations",
    "[OpenInference](https://github.com/Arize-ai/openinference) defines span kinds such as `LLM`, `TOOL`, `RETRIEVER`, `RERANKER`, `EMBEDDING`, `AGENT`, `CHAIN`, `GUARDRAIL`, `EVALUATOR`, and `PROMPT`.",
    "https://github.com/Arize-ai/openinference"
   ],
   "repository_evidence": [
    "Evaluate any agent framework with Amazon Bedrock AgentCore Evaluations",
    "[OpenInference](https://github.com/Arize-ai/openinference) defines span kinds such as `LLM`, `TOOL`, `RETRIEVER`, `RERANKER`, `EMBEDDING`, `AGENT`, `CHAIN`, `GUARDRAIL`, `EVALUATOR`, and `PROMPT`."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://agentwiki.org/framework_comparison",
   "project": "LangChain",
   "repository": null,
   "stars": "106000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Agent Framework Comparison",
    "## Framework Comparison Table",
    "| Framework | Language | Stars | Multi-Agent | Memory | Tool Use | MCP Support | Best For |",
    "| **[LangChain](/langchain)** | Python, JS | 106k | Yes (via [LangGraph](/langgraph)) | Yes | Yes (extensive) | Yes (community) | General-purpose chains, largest ecosystem |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# Agent Framework Comparison",
    "## Framework Comparison Table",
    "| Framework | Language | Stars | Multi-Agent | Memory | Tool Use | MCP Support | Best For |",
    "| **[LangChain](/langchain)** | Python, JS | 106k | Yes (via [LangGraph](/langgraph)) | Yes | Yes (extensive) | Yes (community) | General-purpose chains, largest ecosystem |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://agentwiki.org/framework_comparison",
   "project": "LangGraph",
   "repository": null,
   "stars": "25000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Agent Framework Comparison",
    "## Framework Comparison Table",
    "| Framework | Language | Stars | Multi-Agent | Memory | Tool Use | MCP Support | Best For |",
    "| **[LangGraph](/langgraph)** | Python, JS | 25k | Yes (graph-based) | Yes (stateful) | Yes | Yes (community) | Complex stateful workflows, conditional branching |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# Agent Framework Comparison",
    "## Framework Comparison Table",
    "| Framework | Language | Stars | Multi-Agent | Memory | Tool Use | MCP Support | Best For |",
    "| **[LangGraph](/langgraph)** | Python, JS | 25k | Yes (graph-based) | Yes (stateful) | Yes | Yes (community) | Complex stateful workflows, conditional branching |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://agentwiki.org/framework_comparison",
   "project": "CrewAI",
   "repository": null,
   "stars": "45000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Agent Framework Comparison",
    "## Framework Comparison Table",
    "| Framework | Language | Stars | Multi-Agent | Memory | Tool Use | MCP Support | Best For |",
    "| **[CrewAI](/crewai)** | Python | 45k | Yes (role-based crews) | Yes | Yes | Yes | Role-based multi-[agent teams](/agent_teams), rapid prototyping |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# Agent Framework Comparison",
    "## Framework Comparison Table",
    "| Framework | Language | Stars | Multi-Agent | Memory | Tool Use | MCP Support | Best For |",
    "| **[CrewAI](/crewai)** | Python | 45k | Yes (role-based crews) | Yes | Yes | Yes | Role-based multi-[agent teams](/agent_teams), rapid prototyping |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://agentwiki.org/framework_comparison",
   "project": "AutoGen (AG2)",
   "repository": null,
   "stars": "43000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Agent Framework Comparison",
    "## Framework Comparison Table",
    "| Framework | Language | Stars | Multi-Agent | Memory | Tool Use | MCP Support | Best For |",
    "| **[AutoGen](/autogen) (AG2)** | Python, .NET | 43k | Yes (group chat) | Yes | Yes | Yes | Conversational multi-agent, enterprise, human-in-loop |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# Agent Framework Comparison",
    "## Framework Comparison Table",
    "| Framework | Language | Stars | Multi-Agent | Memory | Tool Use | MCP Support | Best For |",
    "| **[AutoGen](/autogen) (AG2)** | Python, .NET | 43k | Yes (group chat) | Yes | Yes | Yes | Conversational multi-agent, enterprise, human-in-loop |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://agentwiki.org/framework_comparison",
   "project": "DSPy",
   "repository": null,
   "stars": "22000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Agent Framework Comparison",
    "## Framework Comparison Table",
    "| Framework | Language | Stars | Multi-Agent | Memory | Tool Use | MCP Support | Best For |",
    "| **[DSPy](/dspy)** | Python | 22k | No | Yes (traces) | Limited | No | Prompt optimization, structured LLM programming |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# Agent Framework Comparison",
    "## Framework Comparison Table",
    "| Framework | Language | Stars | Multi-Agent | Memory | Tool Use | MCP Support | Best For |",
    "| **[DSPy](/dspy)** | Python | 22k | No | Yes (traces) | Limited | No | Prompt optimization, structured LLM programming |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://agentwiki.org/framework_comparison",
   "project": "LlamaIndex",
   "repository": null,
   "stars": "41000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Agent Framework Comparison",
    "## Framework Comparison Table",
    "| Framework | Language | Stars | Multi-Agent | Memory | Tool Use | MCP Support | Best For |",
    "| **[LlamaIndex](/llamaindex)** | Python, TS | 41k | Limited (workflows) | Yes (indexing) | Yes | Yes (community) | RAG-first agents, data indexing, knowledge retrieval |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# Agent Framework Comparison",
    "## Framework Comparison Table",
    "| Framework | Language | Stars | Multi-Agent | Memory | Tool Use | MCP Support | Best For |",
    "| **[LlamaIndex](/llamaindex)** | Python, TS | 41k | Limited (workflows) | Yes (indexing) | Yes | Yes (community) | RAG-first agents, data indexing, knowledge retrieval |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://agentwiki.org/framework_comparison",
   "project": "OpenAI Agents SDK",
   "repository": null,
   "stars": "19000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Agent Framework Comparison",
    "## Framework Comparison Table",
    "| Framework | Language | Stars | Multi-Agent | Memory | Tool Use | MCP Support | Best For |",
    "| **[OpenAI Agents SDK](/openai_agents_sdk)** | Python | 19k | Yes | Yes | Yes | Yes (native) | OpenAI-native multi-agent with guardrails |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# Agent Framework Comparison",
    "## Framework Comparison Table",
    "| Framework | Language | Stars | Multi-Agent | Memory | Tool Use | MCP Support | Best For |",
    "| **[OpenAI Agents SDK](/openai_agents_sdk)** | Python | 19k | Yes | Yes | Yes | Yes (native) | OpenAI-native multi-agent with guardrails |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://agentwiki.org/framework_comparison",
   "project": "Claude Agent SDK",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Agent Framework Comparison",
    "## Framework Comparison Table",
    "| Framework | Language | Stars | Multi-Agent | Memory | Tool Use | MCP Support | Best For |",
    "| **Claude Agent SDK** | Python, TS | N/A | Yes | Yes | Yes | Yes (native) | [Anthropic](/anthropic)-native agents, [Claude Code](/claude_code) foundation |"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://agentwiki.org/framework_comparison",
   "project": "Google ADK",
   "repository": null,
   "stars": "18000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Agent Framework Comparison",
    "## Framework Comparison Table",
    "| Framework | Language | Stars | Multi-Agent | Memory | Tool Use | MCP Support | Best For |",
    "| **[Google](/google) ADK** | Python, Java, TS, Go | 18k | Yes (hierarchical, A2A) | Yes | Yes (multimodal) | No | GCP-native, multimodal, deterministic pipelines |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# Agent Framework Comparison",
    "## Framework Comparison Table",
    "| Framework | Language | Stars | Multi-Agent | Memory | Tool Use | MCP Support | Best For |",
    "| **[Google](/google) ADK** | Python, Java, TS, Go | 18k | Yes (hierarchical, A2A) | Yes | Yes (multimodal) | No | GCP-native, multimodal, deterministic pipelines |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://agentwiki.org/framework_comparison",
   "project": "PydanticAI",
   "repository": null,
   "stars": "8400",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Agent Framework Comparison",
    "## Framework Comparison Table",
    "| Framework | Language | Stars | Multi-Agent | Memory | Tool Use | MCP Support | Best For |",
    "| **PydanticAI** | Python | 8.4k | No | Yes (structured) | Yes | No | Type-safe agents, [structured outputs](/structured_outputs), validation |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# Agent Framework Comparison",
    "## Framework Comparison Table",
    "| Framework | Language | Stars | Multi-Agent | Memory | Tool Use | MCP Support | Best For |",
    "| **PydanticAI** | Python | 8.4k | No | Yes (structured) | Yes | No | Type-safe agents, [structured outputs](/structured_outputs), validation |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://agentwiki.org/framework_comparison",
   "project": "Haystack",
   "repository": null,
   "stars": "20000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Agent Framework Comparison",
    "## Framework Comparison Table",
    "| Framework | Language | Stars | Multi-Agent | Memory | Tool Use | MCP Support | Best For |",
    "| **[Haystack](/haystack)** | Python | 20k | No | Yes (pipeline) | Yes | No | Production RAG pipelines, tech-agnostic, evaluation |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# Agent Framework Comparison",
    "## Framework Comparison Table",
    "| Framework | Language | Stars | Multi-Agent | Memory | Tool Use | MCP Support | Best For |",
    "| **[Haystack](/haystack)** | Python | 20k | No | Yes (pipeline) | Yes | No | Production RAG pipelines, tech-agnostic, evaluation |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://agentwiki.org/framework_comparison",
   "project": "Agno",
   "repository": null,
   "stars": "29000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Agent Framework Comparison",
    "## Framework Comparison Table",
    "| Framework | Language | Stars | Multi-Agent | Memory | Tool Use | MCP Support | Best For |",
    "| **[Agno](/agno)** | Python | 29k | Yes | Yes (sessions) | Yes | Yes | Full-stack multi-agent, high performance, observability |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# Agent Framework Comparison",
    "## Framework Comparison Table",
    "| Framework | Language | Stars | Multi-Agent | Memory | Tool Use | MCP Support | Best For |",
    "| **[Agno](/agno)** | Python | 29k | Yes | Yes (sessions) | Yes | Yes | Full-stack multi-agent, high performance, observability |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://agentwiki.org/framework_comparison",
   "project": "Smolagents",
   "repository": null,
   "stars": "15000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Agent Framework Comparison",
    "## Framework Comparison Table",
    "| Framework | Language | Stars | Multi-Agent | Memory | Tool Use | MCP Support | Best For |",
    "| **[Smolagents](/smolagents)** | Python | 15k | Yes | Yes | Yes (code agents) | No | Lightweight HuggingFace agents, code execution |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# Agent Framework Comparison",
    "## Framework Comparison Table",
    "| Framework | Language | Stars | Multi-Agent | Memory | Tool Use | MCP Support | Best For |",
    "| **[Smolagents](/smolagents)** | Python | 15k | Yes | Yes | Yes (code agents) | No | Lightweight HuggingFace agents, code execution |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://agentwiki.org/framework_comparison",
   "project": "OpenHands",
   "repository": null,
   "stars": "46000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Agent Framework Comparison",
    "## Framework Comparison Table",
    "| Framework | Language | Stars | Multi-Agent | Memory | Tool Use | MCP Support | Best For |",
    "| **[OpenHands](/openhands)** | Python | 46k | Yes | Yes | Yes | Yes | Autonomous software development, [SWE-bench](/swe_bench) leader |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# Agent Framework Comparison",
    "## Framework Comparison Table",
    "| Framework | Language | Stars | Multi-Agent | Memory | Tool Use | MCP Support | Best For |",
    "| **[OpenHands](/openhands)** | Python | 46k | Yes | Yes | Yes | Yes | Autonomous software development, [SWE-bench](/swe_bench) leader |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://agentwiki.org/framework_comparison",
   "project": "Semantic Kernel",
   "repository": null,
   "stars": "24000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Agent Framework Comparison",
    "## Framework Comparison Table",
    "| Framework | Language | Stars | Multi-Agent | Memory | Tool Use | MCP Support | Best For |",
    "| **[Semantic Kernel](/semantic_kernel)** | C#, Python, Java | 24k | Yes | Yes | Yes | Yes | [Microsoft](/microsoft)/.NET enterprise, Azure integration |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# Agent Framework Comparison",
    "## Framework Comparison Table",
    "| Framework | Language | Stars | Multi-Agent | Memory | Tool Use | MCP Support | Best For |",
    "| **[Semantic Kernel](/semantic_kernel)** | C#, Python, Java | 24k | Yes | Yes | Yes | Yes | [Microsoft](/microsoft)/.NET enterprise, Azure integration |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://aws.amazon.com/blogs/machine-learning/evaluate-any-agent-framework-with-amazon-bedrock-agentcore-evaluations?refid=ps_card&sc_channel=sm&trk=sl_card",
   "project": "OpenInference",
   "repository": "https://github.com/Arize-ai/openinference",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Evaluate any agent framework with Amazon Bedrock AgentCore Evaluations",
    "[OpenInference](https://github.com/Arize-ai/openinference) defines span kinds such as `LLM`, `TOOL`, `RETRIEVER`, `RERANKER`, `EMBEDDING`, `AGENT`, `CHAIN`, `GUARDRAIL`, `EVALUATOR`, and `PROMPT`.",
    "https://github.com/Arize-ai/openinference"
   ],
   "repository_evidence": [
    "Evaluate any agent framework with Amazon Bedrock AgentCore Evaluations",
    "[OpenInference](https://github.com/Arize-ai/openinference) defines span kinds such as `LLM`, `TOOL`, `RETRIEVER`, `RERANKER`, `EMBEDDING`, `AGENT`, `CHAIN`, `GUARDRAIL`, `EVALUATOR`, and `PROMPT`.",
    "https://github.com/Arize-ai/openinference"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://aws.amazon.com/blogs/machine-learning/evaluate-any-agent-framework-with-amazon-bedrock-agentcore-evaluations?refid=ps_card&sc_channel=sm&trk=sl_card",
   "project": "agentcore-samples",
   "repository": "https://github.com/awslabs/agentcore-samples/tree/main/01-features/06-observe-evaluate-optimize-your-agent/02-evaluate/supported-frameworks",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Evaluate any agent framework with Amazon Bedrock AgentCore Evaluations",
    "To make this concrete, the [AgentCore samples repository](https://github.com/awslabs/agentcore-samples/tree/main/01-features/06-observe-evaluate-optimize-your-agent/02-evaluate/supported-frameworks) provides complete working examples, for instance an HR assistant implemented with the OpenAI Agents SDK, Google ADK, LlamaIndex, and the Claude Agent SDK.",
    "https://github.com/awslabs/agentcore-samples/tree/main/01-features/06-observe-evaluate-optimize-your-agent/02-evaluate/supported-frameworks"
   ],
   "repository_evidence": [
    "Evaluate any agent framework with Amazon Bedrock AgentCore Evaluations",
    "To make this concrete, the [AgentCore samples repository](https://github.com/awslabs/agentcore-samples/tree/main/01-features/06-observe-evaluate-optimize-your-agent/02-evaluate/supported-frameworks) provides complete working examples, for instance an HR assistant implemented with the OpenAI Agents SDK, Google ADK, LlamaIndex, and the Claude Agent SDK.",
    "https://github.com/awslabs/agentcore-samples/tree/main/01-features/06-observe-evaluate-optimize-your-agent/02-evaluate/supported-frameworks"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/Vinlic/deepresearch",
   "project": "XAgent",
   "repository": "https://github.com/OpenBMB/XAgent",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome Deep Research Projects",
    "## Projects",
    "| Category | Subcategory | Name | URL |",
    "| Open-source | Agent Framework | XAgent | [https://github.com/OpenBMB/XAgent](https://github.com/OpenBMB/XAgent) |"
   ],
   "repository_evidence": [
    "# Awesome Deep Research Projects",
    "## Projects",
    "| Category | Subcategory | Name | URL |",
    "| Open-source | Agent Framework | XAgent | [https://github.com/OpenBMB/XAgent](https://github.com/OpenBMB/XAgent) |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/Vinlic/deepresearch",
   "project": "AutoGen",
   "repository": "https://github.com/microsoft/autogen",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome Deep Research Projects",
    "## Projects",
    "| Category | Subcategory | Name | URL |",
    "| Open-source | Agent Framework | AutoGen | [https://github.com/microsoft/autogen](https://github.com/microsoft/autogen) |"
   ],
   "repository_evidence": [
    "# Awesome Deep Research Projects",
    "## Projects",
    "| Category | Subcategory | Name | URL |",
    "| Open-source | Agent Framework | AutoGen | [https://github.com/microsoft/autogen](https://github.com/microsoft/autogen) |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/Vinlic/deepresearch",
   "project": "Qwen-Agent",
   "repository": "https://github.com/QwenLM/Qwen-Agent",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome Deep Research Projects",
    "## Projects",
    "| Category | Subcategory | Name | URL |",
    "| Open-source | Agent Framework | Qwen-Agent | [https://github.com/QwenLM/Qwen-Agent](https://github.com/QwenLM/Qwen-Agent) |"
   ],
   "repository_evidence": [
    "# Awesome Deep Research Projects",
    "## Projects",
    "| Category | Subcategory | Name | URL |",
    "| Open-source | Agent Framework | Qwen-Agent | [https://github.com/QwenLM/Qwen-Agent](https://github.com/QwenLM/Qwen-Agent) |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/Vinlic/deepresearch",
   "project": "OpenAI Agents SDK",
   "repository": "https://github.com/openai/openai-agents-python",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome Deep Research Projects",
    "## Projects",
    "| Category | Subcategory | Name | URL |",
    "| Open-source | Agent Framework | OpenAI Agents SDK | [https://github.com/openai/openai-agents-python](https://github.com/openai/openai-agents-python) |"
   ],
   "repository_evidence": [
    "# Awesome Deep Research Projects",
    "## Projects",
    "| Category | Subcategory | Name | URL |",
    "| Open-source | Agent Framework | OpenAI Agents SDK | [https://github.com/openai/openai-agents-python](https://github.com/openai/openai-agents-python) |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/Vinlic/deepresearch",
   "project": "N8n",
   "repository": "https://github.com/n8n-io/n8n",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome Deep Research Projects",
    "## Projects",
    "| Category | Subcategory | Name | URL |",
    "| Open-source | Agent Framework | N8n | [https://github.com/n8n-io/n8n](https://github.com/n8n-io/n8n) |"
   ],
   "repository_evidence": [
    "# Awesome Deep Research Projects",
    "## Projects",
    "| Category | Subcategory | Name | URL |",
    "| Open-source | Agent Framework | N8n | [https://github.com/n8n-io/n8n](https://github.com/n8n-io/n8n) |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/Vinlic/deepresearch",
   "project": "AutoChain",
   "repository": "https://github.com/Forethought-Technologies/AutoChain",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome Deep Research Projects",
    "## Projects",
    "| Category | Subcategory | Name | URL |",
    "| Open-source | Agent Framework | AutoChain | [https://github.com/Forethought-Technologies/AutoChain](https://github.com/Forethought-Technologies/AutoChain) |"
   ],
   "repository_evidence": [
    "# Awesome Deep Research Projects",
    "## Projects",
    "| Category | Subcategory | Name | URL |",
    "| Open-source | Agent Framework | AutoChain | [https://github.com/Forethought-Technologies/AutoChain](https://github.com/Forethought-Technologies/AutoChain) |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/Vinlic/deepresearch",
   "project": "AgentGPT",
   "repository": "https://github.com/reworkd/AgentGPT",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome Deep Research Projects",
    "## Projects",
    "| Category | Subcategory | Name | URL |",
    "| Open-source | Agent Framework | AgentGPT | [https://github.com/reworkd/AgentGPT](https://github.com/reworkd/AgentGPT) |"
   ],
   "repository_evidence": [
    "# Awesome Deep Research Projects",
    "## Projects",
    "| Category | Subcategory | Name | URL |",
    "| Open-source | Agent Framework | AgentGPT | [https://github.com/reworkd/AgentGPT](https://github.com/reworkd/AgentGPT) |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/Vinlic/deepresearch",
   "project": "Open-operator",
   "repository": "https://github.com/browserbase/open-operator",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome Deep Research Projects",
    "## Projects",
    "| Category | Subcategory | Name | URL |",
    "| Open-source | Agent Framework | Open-operator | [https://github.com/browserbase/open-operator](https://github.com/browserbase/open-operator) |"
   ],
   "repository_evidence": [
    "# Awesome Deep Research Projects",
    "## Projects",
    "| Category | Subcategory | Name | URL |",
    "| Open-source | Agent Framework | Open-operator | [https://github.com/browserbase/open-operator](https://github.com/browserbase/open-operator) |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/Vinlic/deepresearch",
   "project": "BabyAGI",
   "repository": "https://github.com/yoheinakajima/babyagi",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome Deep Research Projects",
    "## Projects",
    "| Category | Subcategory | Name | URL |",
    "| Open-source | Agent Framework | BabyAGI | [https://github.com/yoheinakajima/babyagi](https://github.com/yoheinakajima/babyagi) |"
   ],
   "repository_evidence": [
    "# Awesome Deep Research Projects",
    "## Projects",
    "| Category | Subcategory | Name | URL |",
    "| Open-source | Agent Framework | BabyAGI | [https://github.com/yoheinakajima/babyagi](https://github.com/yoheinakajima/babyagi) |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/Vinlic/deepresearch",
   "project": "AutoGPT",
   "repository": "https://github.com/Significant-Gravitas/AutoGPT",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome Deep Research Projects",
    "## Projects",
    "| Category | Subcategory | Name | URL |",
    "| Open-source | Agent Framework | AutoGPT | [https://github.com/Significant-Gravitas/AutoGPT](https://github.com/Significant-Gravitas/AutoGPT) |"
   ],
   "repository_evidence": [
    "# Awesome Deep Research Projects",
    "## Projects",
    "| Category | Subcategory | Name | URL |",
    "| Open-source | Agent Framework | AutoGPT | [https://github.com/Significant-Gravitas/AutoGPT](https://github.com/Significant-Gravitas/AutoGPT) |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/Vinlic/deepresearch",
   "project": "MetaGPT",
   "repository": "https://github.com/geekan/MetaGPT",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome Deep Research Projects",
    "## Projects",
    "| Category | Subcategory | Name | URL |",
    "| Open-source | Agent Framework | MetaGPT | [https://github.com/geekan/MetaGPT](https://github.com/geekan/MetaGPT) |"
   ],
   "repository_evidence": [
    "# Awesome Deep Research Projects",
    "## Projects",
    "| Category | Subcategory | Name | URL |",
    "| Open-source | Agent Framework | MetaGPT | [https://github.com/geekan/MetaGPT](https://github.com/geekan/MetaGPT) |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/Vinlic/deepresearch",
   "project": "Llama_index",
   "repository": "https://github.com/run-llama/llama_index",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome Deep Research Projects",
    "## Projects",
    "| Category | Subcategory | Name | URL |",
    "| Open-source | Agent Framework | Llama_index | [https://github.com/run-llama/llama_index](https://github.com/run-llama/llama_index) |"
   ],
   "repository_evidence": [
    "# Awesome Deep Research Projects",
    "## Projects",
    "| Category | Subcategory | Name | URL |",
    "| Open-source | Agent Framework | Llama_index | [https://github.com/run-llama/llama_index](https://github.com/run-llama/llama_index) |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/Vinlic/deepresearch",
   "project": "LangGraph",
   "repository": "https://github.com/langchain-ai/langgraph",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome Deep Research Projects",
    "## Projects",
    "| Category | Subcategory | Name | URL |",
    "| Open-source | Agent Framework | LangGraph | [https://github.com/langchain-ai/langgraph](https://github.com/langchain-ai/langgraph) |"
   ],
   "repository_evidence": [
    "# Awesome Deep Research Projects",
    "## Projects",
    "| Category | Subcategory | Name | URL |",
    "| Open-source | Agent Framework | LangGraph | [https://github.com/langchain-ai/langgraph](https://github.com/langchain-ai/langgraph) |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/Vinlic/deepresearch",
   "project": "CrewAI",
   "repository": "https://github.com/crewAIInc/crewAI",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome Deep Research Projects",
    "## Projects",
    "| Category | Subcategory | Name | URL |",
    "| Open-source | Agent Framework | CrewAI | [https://github.com/crewAIInc/crewAI](https://github.com/crewAIInc/crewAI) |"
   ],
   "repository_evidence": [
    "# Awesome Deep Research Projects",
    "## Projects",
    "| Category | Subcategory | Name | URL |",
    "| Open-source | Agent Framework | CrewAI | [https://github.com/crewAIInc/crewAI](https://github.com/crewAIInc/crewAI) |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/Vinlic/deepresearch",
   "project": "Agno",
   "repository": "https://github.com/agno-agi/agno",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome Deep Research Projects",
    "## Projects",
    "| Category | Subcategory | Name | URL |",
    "| Open-source | Agent Framework | Agno | [https://github.com/agno-agi/agno](https://github.com/agno-agi/agno) |"
   ],
   "repository_evidence": [
    "# Awesome Deep Research Projects",
    "## Projects",
    "| Category | Subcategory | Name | URL |",
    "| Open-source | Agent Framework | Agno | [https://github.com/agno-agi/agno](https://github.com/agno-agi/agno) |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/Vinlic/deepresearch",
   "project": "Temporal",
   "repository": "https://github.com/temporalio/temporal",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome Deep Research Projects",
    "## Projects",
    "| Category | Subcategory | Name | URL |",
    "| Open-source | Agent Framework | Temporal | [https://github.com/temporalio/temporal](https://github.com/temporalio/temporal) |"
   ],
   "repository_evidence": [
    "# Awesome Deep Research Projects",
    "## Projects",
    "| Category | Subcategory | Name | URL |",
    "| Open-source | Agent Framework | Temporal | [https://github.com/temporalio/temporal](https://github.com/temporalio/temporal) |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/Vinlic/deepresearch",
   "project": "Pydantic-AI",
   "repository": "https://github.com/pydantic/pydantic-ai",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome Deep Research Projects",
    "## Projects",
    "| Category | Subcategory | Name | URL |",
    "| Open-source | Agent Framework | Pydantic-AI | [https://github.com/pydantic/pydantic-ai](https://github.com/pydantic/pydantic-ai) |"
   ],
   "repository_evidence": [
    "# Awesome Deep Research Projects",
    "## Projects",
    "| Category | Subcategory | Name | URL |",
    "| Open-source | Agent Framework | Pydantic-AI | [https://github.com/pydantic/pydantic-ai](https://github.com/pydantic/pydantic-ai) |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/Vinlic/deepresearch",
   "project": "Letta",
   "repository": "https://github.com/letta-ai/letta",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome Deep Research Projects",
    "## Projects",
    "| Category | Subcategory | Name | URL |",
    "| Open-source | Agent Framework | Letta | [https://github.com/letta-ai/letta](https://github.com/letta-ai/letta) |"
   ],
   "repository_evidence": [
    "# Awesome Deep Research Projects",
    "## Projects",
    "| Category | Subcategory | Name | URL |",
    "| Open-source | Agent Framework | Letta | [https://github.com/letta-ai/letta](https://github.com/letta-ai/letta) |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/Vinlic/deepresearch",
   "project": "Mastra",
   "repository": "https://github.com/mastra-ai/mastra",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome Deep Research Projects",
    "## Projects",
    "| Category | Subcategory | Name | URL |",
    "| Open-source | Agent Framework | Mastra | [https://github.com/mastra-ai/mastra](https://github.com/mastra-ai/mastra) |"
   ],
   "repository_evidence": [
    "# Awesome Deep Research Projects",
    "## Projects",
    "| Category | Subcategory | Name | URL |",
    "| Open-source | Agent Framework | Mastra | [https://github.com/mastra-ai/mastra](https://github.com/mastra-ai/mastra) |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/Vinlic/deepresearch",
   "project": "Semantic Kernel",
   "repository": "https://github.com/microsoft/semantic-kernel",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome Deep Research Projects",
    "## Projects",
    "| Category | Subcategory | Name | URL |",
    "| Open-source | Agent Framework | Semantic Kernel | [https://github.com/microsoft/semantic-kernel](https://github.com/microsoft/semantic-kernel) |"
   ],
   "repository_evidence": [
    "# Awesome Deep Research Projects",
    "## Projects",
    "| Category | Subcategory | Name | URL |",
    "| Open-source | Agent Framework | Semantic Kernel | [https://github.com/microsoft/semantic-kernel](https://github.com/microsoft/semantic-kernel) |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/Vinlic/deepresearch",
   "project": "Google-gemini/gemini-fullstack-langgraph-quickstart",
   "repository": "https://github.com/google-gemini/gemini-fullstack-langgraph-quickstart",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome Deep Research Projects",
    "## Projects",
    "| Category | Subcategory | Name | URL |",
    "| Open-source | Workflow\u200b | Google-gemini/gemini-fullstack-langgraph-quickstart | [https://github.com/google-gemini/gemini-fullstack-langgraph-quickstart](https://github.com/google-gemini/gemini-fullstack-langgraph-quickstart) |"
   ],
   "repository_evidence": [
    "# Awesome Deep Research Projects",
    "## Projects",
    "| Category | Subcategory | Name | URL |",
    "| Open-source | Workflow\u200b | Google-gemini/gemini-fullstack-langgraph-quickstart | [https://github.com/google-gemini/gemini-fullstack-langgraph-quickstart](https://github.com/google-gemini/gemini-fullstack-langgraph-quickstart) |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/Vinlic/deepresearch",
   "project": "Dzhng/deep-research",
   "repository": "https://github.com/dzhng/deep-research",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome Deep Research Projects",
    "## Projects",
    "| Category | Subcategory | Name | URL |",
    "| Open-source | Workflow\u200b | Dzhng/deep-research | [https://github.com/dzhng/deep-research](https://github.com/dzhng/deep-research) |"
   ],
   "repository_evidence": [
    "# Awesome Deep Research Projects",
    "## Projects",
    "| Category | Subcategory | Name | URL |",
    "| Open-source | Workflow\u200b | Dzhng/deep-research | [https://github.com/dzhng/deep-research](https://github.com/dzhng/deep-research) |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/Vinlic/deepresearch",
   "project": "Jina-AI/node-DeepResearch",
   "repository": "https://github.com/jina-ai/node-DeepResearch",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome Deep Research Projects",
    "## Projects",
    "| Category | Subcategory | Name | URL |",
    "| Open-source | Workflow\u200b | Jina-AI/node-DeepResearch | [https://github.com/jina-ai/node-DeepResearch](https://github.com/jina-ai/node-DeepResearch) |"
   ],
   "repository_evidence": [
    "# Awesome Deep Research Projects",
    "## Projects",
    "| Category | Subcategory | Name | URL |",
    "| Open-source | Workflow\u200b | Jina-AI/node-DeepResearch | [https://github.com/jina-ai/node-DeepResearch](https://github.com/jina-ai/node-DeepResearch) |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/Vinlic/deepresearch",
   "project": "LangChain-AI/open_deep_research",
   "repository": "https://github.com/langchain-ai/open_deep_research",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome Deep Research Projects",
    "## Projects",
    "| Category | Subcategory | Name | URL |",
    "| Open-source | Workflow\u200b | LangChain-AI/open_deep_research | [https://github.com/langchain-ai/open_deep_research](https://github.com/langchain-ai/open_deep_research) |"
   ],
   "repository_evidence": [
    "# Awesome Deep Research Projects",
    "## Projects",
    "| Category | Subcategory | Name | URL |",
    "| Open-source | Workflow\u200b | LangChain-AI/open_deep_research | [https://github.com/langchain-ai/open_deep_research](https://github.com/langchain-ai/open_deep_research) |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/Vinlic/deepresearch",
   "project": "TheBlewish/Automated-AI-Web-Researcher-Ollama",
   "repository": "https://github.com/TheBlewish/Automated-AI-Web-Researcher-Ollama",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome Deep Research Projects",
    "## Projects",
    "| Category | Subcategory | Name | URL |",
    "| Open-source | Workflow\u200b | TheBlewish/Automated-AI-Web-Researcher-Ollama | [https://github.com/TheBlewish/Automated-AI-Web-Researcher-Ollama](https://github.com/TheBlewish/Automated-AI-Web-Researcher-Ollama) |"
   ],
   "repository_evidence": [
    "# Awesome Deep Research Projects",
    "## Projects",
    "| Category | Subcategory | Name | URL |",
    "| Open-source | Workflow\u200b | TheBlewish/Automated-AI-Web-Researcher-Ollama | [https://github.com/TheBlewish/Automated-AI-Web-Researcher-Ollama](https://github.com/TheBlewish/Automated-AI-Web-Researcher-Ollama) |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/Vinlic/deepresearch",
   "project": "Btahir/open_deep_research",
   "repository": "https://github.com/btahir/open-deep-research",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome Deep Research Projects",
    "## Projects",
    "| Category | Subcategory | Name | URL |",
    "| Open-source | Workflow\u200b | Btahir/open_deep_research | [https://github.com/btahir/open-deep-research](https://github.com/btahir/open-deep-research) |"
   ],
   "repository_evidence": [
    "# Awesome Deep Research Projects",
    "## Projects",
    "| Category | Subcategory | Name | URL |",
    "| Open-source | Workflow\u200b | Btahir/open_deep_research | [https://github.com/btahir/open-deep-research](https://github.com/btahir/open-deep-research) |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/Vinlic/deepresearch",
   "project": "Nickscamara/open-deep-research",
   "repository": "https://github.com/nickscamara/open-deep-research",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome Deep Research Projects",
    "## Projects",
    "| Category | Subcategory | Name | URL |",
    "| Open-source | Workflow\u200b | Nickscamara/open-deep-research | [https://github.com/nickscamara/open-deep-research](https://github.com/nickscamara/open-deep-research) |"
   ],
   "repository_evidence": [
    "# Awesome Deep Research Projects",
    "## Projects",
    "| Category | Subcategory | Name | URL |",
    "| Open-source | Workflow\u200b | Nickscamara/open-deep-research | [https://github.com/nickscamara/open-deep-research](https://github.com/nickscamara/open-deep-research) |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/Vinlic/deepresearch",
   "project": "Mshumer/OpenDeepResearcher",
   "repository": "https://github.com/mshumer/OpenDeepResearcher",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome Deep Research Projects",
    "## Projects",
    "| Category | Subcategory | Name | URL |",
    "| Open-source | Workflow\u200b | Mshumer/OpenDeepResearcher | [https://github.com/mshumer/OpenDeepResearcher](https://github.com/mshumer/OpenDeepResearcher) |"
   ],
   "repository_evidence": [
    "# Awesome Deep Research Projects",
    "## Projects",
    "| Category | Subcategory | Name | URL |",
    "| Open-source | Workflow\u200b | Mshumer/OpenDeepResearcher | [https://github.com/mshumer/OpenDeepResearcher](https://github.com/mshumer/OpenDeepResearcher) |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/Vinlic/deepresearch",
   "project": "Grapeot/deep_research_agent",
   "repository": "https://github.com/grapeot/deep_research_agent",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome Deep Research Projects",
    "## Projects",
    "| Category | Subcategory | Name | URL |",
    "| Open-source | Workflow\u200b | Grapeot/deep_research_agent | [https://github.com/grapeot/deep_research_agent](https://github.com/grapeot/deep_research_agent) |"
   ],
   "repository_evidence": [
    "# Awesome Deep Research Projects",
    "## Projects",
    "| Category | Subcategory | Name | URL |",
    "| Open-source | Workflow\u200b | Grapeot/deep_research_agent | [https://github.com/grapeot/deep_research_agent](https://github.com/grapeot/deep_research_agent) |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/Vinlic/deepresearch",
   "project": "Smolagents/open_deep_research",
   "repository": "https://github.com/huggingface/smolagents/tree/main/examples/open_deep_research",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome Deep Research Projects",
    "## Projects",
    "| Category | Subcategory | Name | URL |",
    "| Open-source | Workflow\u200b | Smolagents/open_deep_research | [https://github.com/huggingface/smolagents/tree/main/examples/open_deep_research](https://github.com/huggingface/smolagents/tree/main/examples/open_deep_research) |"
   ],
   "repository_evidence": [
    "# Awesome Deep Research Projects",
    "## Projects",
    "| Category | Subcategory | Name | URL |",
    "| Open-source | Workflow\u200b | Smolagents/open_deep_research | [https://github.com/huggingface/smolagents/tree/main/examples/open_deep_research](https://github.com/huggingface/smolagents/tree/main/examples/open_deep_research) |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/Vinlic/deepresearch",
   "project": "Assafelovic/GPT-Researcher",
   "repository": "https://github.com/assafelovic/gpt-researcher/",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome Deep Research Projects",
    "## Projects",
    "| Category | Subcategory | Name | URL |",
    "| Open-source | Workflow\u200b | Assafelovic/GPT-Researcher | [https://github.com/assafelovic/gpt-researcher/](https://github.com/assafelovic/gpt-researcher/) |"
   ],
   "repository_evidence": [
    "# Awesome Deep Research Projects",
    "## Projects",
    "| Category | Subcategory | Name | URL |",
    "| Open-source | Workflow\u200b | Assafelovic/GPT-Researcher | [https://github.com/assafelovic/gpt-researcher/](https://github.com/assafelovic/gpt-researcher/) |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/Vinlic/deepresearch",
   "project": "HKUDS/Auto-Deep-Research",
   "repository": "https://github.com/HKUDS/Auto-Deep-Research",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome Deep Research Projects",
    "## Projects",
    "| Category | Subcategory | Name | URL |",
    "| Open-source | Workflow\u200b | HKUDS/Auto-Deep-Research | [https://github.com/HKUDS/Auto-Deep-Research](https://github.com/HKUDS/Auto-Deep-Research) |"
   ],
   "repository_evidence": [
    "# Awesome Deep Research Projects",
    "## Projects",
    "| Category | Subcategory | Name | URL |",
    "| Open-source | Workflow\u200b | HKUDS/Auto-Deep-Research | [https://github.com/HKUDS/Auto-Deep-Research](https://github.com/HKUDS/Auto-Deep-Research) |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/Vinlic/deepresearch",
   "project": "AgentLaboratory",
   "repository": "https://github.com/SamuelSchmidgall/AgentLaboratory",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome Deep Research Projects",
    "## Projects",
    "| Category | Subcategory | Name | URL |",
    "| Open-source | Workflow\u200b | AgentLaboratory | [https://github.com/SamuelSchmidgall/AgentLaboratory](https://github.com/SamuelSchmidgall/AgentLaboratory) |"
   ],
   "repository_evidence": [
    "# Awesome Deep Research Projects",
    "## Projects",
    "| Category | Subcategory | Name | URL |",
    "| Open-source | Workflow\u200b | AgentLaboratory | [https://github.com/SamuelSchmidgall/AgentLaboratory](https://github.com/SamuelSchmidgall/AgentLaboratory) |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/Vinlic/deepresearch",
   "project": "OpenManus",
   "repository": "https://github.com/mannaandpoem/OpenManus",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome Deep Research Projects",
    "## Projects",
    "| Category | Subcategory | Name | URL |",
    "| Open-source | Multi-modal Agent UI\u200b | OpenManus | [https://github.com/mannaandpoem/OpenManus](https://github.com/mannaandpoem/OpenManus) |"
   ],
   "repository_evidence": [
    "# Awesome Deep Research Projects",
    "## Projects",
    "| Category | Subcategory | Name | URL |",
    "| Open-source | Multi-modal Agent UI\u200b | OpenManus | [https://github.com/mannaandpoem/OpenManus](https://github.com/mannaandpoem/OpenManus) |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/Vinlic/deepresearch",
   "project": "Camel-AI/OWL",
   "repository": "https://github.com/camel-ai/owl",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome Deep Research Projects",
    "## Projects",
    "| Category | Subcategory | Name | URL |",
    "| Open-source | Multi-modal Agent UI\u200b | Camel-AI/OWL | [https://github.com/camel-ai/owl](https://github.com/camel-ai/owl) |"
   ],
   "repository_evidence": [
    "# Awesome Deep Research Projects",
    "## Projects",
    "| Category | Subcategory | Name | URL |",
    "| Open-source | Multi-modal Agent UI\u200b | Camel-AI/OWL | [https://github.com/camel-ai/owl](https://github.com/camel-ai/owl) |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/Vinlic/deepresearch",
   "project": "TARS",
   "repository": "https://github.com/bytedance/UI-TARS-desktop",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome Deep Research Projects",
    "## Projects",
    "| Category | Subcategory | Name | URL |",
    "| Open-source | Multi-modal Agent UI\u200b | TARS | [https://github.com/bytedance/UI-TARS-desktop](https://github.com/bytedance/UI-TARS-desktop) |"
   ],
   "repository_evidence": [
    "# Awesome Deep Research Projects",
    "## Projects",
    "| Category | Subcategory | Name | URL |",
    "| Open-source | Multi-modal Agent UI\u200b | TARS | [https://github.com/bytedance/UI-TARS-desktop](https://github.com/bytedance/UI-TARS-desktop) |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/Vinlic/deepresearch",
   "project": "Nanobrowser",
   "repository": "https://github.com/nanobrowser/nanobrowser",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome Deep Research Projects",
    "## Projects",
    "| Category | Subcategory | Name | URL |",
    "| Open-source | Multi-modal Agent UI\u200b | Nanobrowser | [https://github.com/nanobrowser/nanobrowser](https://github.com/nanobrowser/nanobrowser) |"
   ],
   "repository_evidence": [
    "# Awesome Deep Research Projects",
    "## Projects",
    "| Category | Subcategory | Name | URL |",
    "| Open-source | Multi-modal Agent UI\u200b | Nanobrowser | [https://github.com/nanobrowser/nanobrowser](https://github.com/nanobrowser/nanobrowser) |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/Vinlic/deepresearch",
   "project": "JARVIS",
   "repository": "https://github.com/microsoft/JARVIS",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome Deep Research Projects",
    "## Projects",
    "| Category | Subcategory | Name | URL |",
    "| Open-source | Multi-modal Agent UI\u200b | JARVIS | [https://github.com/microsoft/JARVIS](https://github.com/microsoft/JARVIS) |"
   ],
   "repository_evidence": [
    "# Awesome Deep Research Projects",
    "## Projects",
    "| Category | Subcategory | Name | URL |",
    "| Open-source | Multi-modal Agent UI\u200b | JARVIS | [https://github.com/microsoft/JARVIS](https://github.com/microsoft/JARVIS) |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/Vinlic/deepresearch",
   "project": "Cline",
   "repository": "https://github.com/cline/cline",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome Deep Research Projects",
    "## Projects",
    "| Category | Subcategory | Name | URL |",
    "| Open-source | Developer Tools\u200b | Cline | [https://github.com/cline/cline](https://github.com/cline/cline) |"
   ],
   "repository_evidence": [
    "# Awesome Deep Research Projects",
    "## Projects",
    "| Category | Subcategory | Name | URL |",
    "| Open-source | Developer Tools\u200b | Cline | [https://github.com/cline/cline](https://github.com/cline/cline) |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/Vinlic/deepresearch",
   "project": "GPT-pilot",
   "repository": "https://github.com/Pythagora-io/gpt-pilot",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome Deep Research Projects",
    "## Projects",
    "| Category | Subcategory | Name | URL |",
    "| Open-source | Developer Tools\u200b | GPT-pilot | [https://github.com/Pythagora-io/gpt-pilot](https://github.com/Pythagora-io/gpt-pilot) |"
   ],
   "repository_evidence": [
    "# Awesome Deep Research Projects",
    "## Projects",
    "| Category | Subcategory | Name | URL |",
    "| Open-source | Developer Tools\u200b | GPT-pilot | [https://github.com/Pythagora-io/gpt-pilot](https://github.com/Pythagora-io/gpt-pilot) |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/Vinlic/deepresearch",
   "project": "OpenAI Codex",
   "repository": "https://github.com/openai/codex",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome Deep Research Projects",
    "## Projects",
    "| Category | Subcategory | Name | URL |",
    "| Open-source | Developer Tools\u200b | OpenAI Codex | [https://github.com/openai/codex](https://github.com/openai/codex) |"
   ],
   "repository_evidence": [
    "# Awesome Deep Research Projects",
    "## Projects",
    "| Category | Subcategory | Name | URL |",
    "| Open-source | Developer Tools\u200b | OpenAI Codex | [https://github.com/openai/codex](https://github.com/openai/codex) |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/Vinlic/deepresearch",
   "project": "PaperQA",
   "repository": "https://github.com/Future-House/paper-qa",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome Deep Research Projects",
    "## Projects",
    "| Category | Subcategory | Name | URL |",
    "| Open-source | \u200bResearch/Academic Search | PaperQA | [https://github.com/Future-House/paper-qa](https://github.com/Future-House/paper-qa) |"
   ],
   "repository_evidence": [
    "# Awesome Deep Research Projects",
    "## Projects",
    "| Category | Subcategory | Name | URL |",
    "| Open-source | \u200bResearch/Academic Search | PaperQA | [https://github.com/Future-House/paper-qa](https://github.com/Future-House/paper-qa) |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/Vinlic/deepresearch",
   "project": "HKUDS/AI-Researcher",
   "repository": "https://github.com/HKUDS/AI-Researcher",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome Deep Research Projects",
    "## Projects",
    "| Category | Subcategory | Name | URL |",
    "| Open-source | \u200bResearch/Academic Search | HKUDS/AI-Researcher | [https://github.com/HKUDS/AI-Researcher](https://github.com/HKUDS/AI-Researcher) |"
   ],
   "repository_evidence": [
    "# Awesome Deep Research Projects",
    "## Projects",
    "| Category | Subcategory | Name | URL |",
    "| Open-source | \u200bResearch/Academic Search | HKUDS/AI-Researcher | [https://github.com/HKUDS/AI-Researcher](https://github.com/HKUDS/AI-Researcher) |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/Vinlic/deepresearch",
   "project": "Agent-RL/ReSearch",
   "repository": "https://github.com/Agent-RL/ReSearch",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome Deep Research Projects",
    "## Projects",
    "| Category | Subcategory | Name | URL |",
    "| Open-source | Model Training Frameworks\u200b | Agent-RL/ReSearch | [https://github.com/Agent-RL/ReSearch](https://github.com/Agent-RL/ReSearch) |"
   ],
   "repository_evidence": [
    "# Awesome Deep Research Projects",
    "## Projects",
    "| Category | Subcategory | Name | URL |",
    "| Open-source | Model Training Frameworks\u200b | Agent-RL/ReSearch | [https://github.com/Agent-RL/ReSearch](https://github.com/Agent-RL/ReSearch) |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/Vinlic/deepresearch",
   "project": "DSPy",
   "repository": "https://github.com/stanfordnlp/dspy",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome Deep Research Projects",
    "## Projects",
    "| Category | Subcategory | Name | URL |",
    "| Open-source | Model Training Frameworks\u200b | DSPy | [https://github.com/stanfordnlp/dspy](https://github.com/stanfordnlp/dspy) |"
   ],
   "repository_evidence": [
    "# Awesome Deep Research Projects",
    "## Projects",
    "| Category | Subcategory | Name | URL |",
    "| Open-source | Model Training Frameworks\u200b | DSPy | [https://github.com/stanfordnlp/dspy](https://github.com/stanfordnlp/dspy) |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/Vinlic/deepresearch",
   "project": "Gair-NLP/DeepResearcher",
   "repository": "https://github.com/GAIR-NLP/DeepResearcher",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome Deep Research Projects",
    "## Projects",
    "| Category | Subcategory | Name | URL |",
    "| Open-source | Model Training Frameworks\u200b | Gair-NLP/DeepResearcher | [https://github.com/GAIR-NLP/DeepResearcher](https://github.com/GAIR-NLP/DeepResearcher) |"
   ],
   "repository_evidence": [
    "# Awesome Deep Research Projects",
    "## Projects",
    "| Category | Subcategory | Name | URL |",
    "| Open-source | Model Training Frameworks\u200b | Gair-NLP/DeepResearcher | [https://github.com/GAIR-NLP/DeepResearcher](https://github.com/GAIR-NLP/DeepResearcher) |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/Vinlic/deepresearch",
   "project": "ModelTC/lightllm",
   "repository": "https://github.com/ModelTC/lightllm",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome Deep Research Projects",
    "## Projects",
    "| Category | Subcategory | Name | URL |",
    "| Open-source | Model Training Frameworks\u200b | ModelTC/lightllm | [https://github.com/ModelTC/lightllm](https://github.com/ModelTC/lightllm) |"
   ],
   "repository_evidence": [
    "# Awesome Deep Research Projects",
    "## Projects",
    "| Category | Subcategory | Name | URL |",
    "| Open-source | Model Training Frameworks\u200b | ModelTC/lightllm | [https://github.com/ModelTC/lightllm](https://github.com/ModelTC/lightllm) |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/Vinlic/deepresearch",
   "project": "Ollama",
   "repository": "https://github.com/ollama/ollama",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome Deep Research Projects",
    "## Projects",
    "| Category | Subcategory | Name | URL |",
    "| Open-source | Other LLM Tools\u200b | Ollama | [https://github.com/ollama/ollama](https://github.com/ollama/ollama) |"
   ],
   "repository_evidence": [
    "# Awesome Deep Research Projects",
    "## Projects",
    "| Category | Subcategory | Name | URL |",
    "| Open-source | Other LLM Tools\u200b | Ollama | [https://github.com/ollama/ollama](https://github.com/ollama/ollama) |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/Vinlic/deepresearch",
   "project": "Vllm",
   "repository": "https://github.com/vllm-project/vllm",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome Deep Research Projects",
    "## Projects",
    "| Category | Subcategory | Name | URL |",
    "| Open-source | Other LLM Tools\u200b | Vllm | [https://github.com/vllm-project/vllm](https://github.com/vllm-project/vllm) |"
   ],
   "repository_evidence": [
    "# Awesome Deep Research Projects",
    "## Projects",
    "| Category | Subcategory | Name | URL |",
    "| Open-source | Other LLM Tools\u200b | Vllm | [https://github.com/vllm-project/vllm](https://github.com/vllm-project/vllm) |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/Vinlic/deepresearch",
   "project": "Web-LLM",
   "repository": "https://github.com/mlc-ai/web-llm",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome Deep Research Projects",
    "## Projects",
    "| Category | Subcategory | Name | URL |",
    "| Open-source | Other LLM Tools\u200b | Web-LLM | [https://github.com/mlc-ai/web-llm](https://github.com/mlc-ai/web-llm) |"
   ],
   "repository_evidence": [
    "# Awesome Deep Research Projects",
    "## Projects",
    "| Category | Subcategory | Name | URL |",
    "| Open-source | Other LLM Tools\u200b | Web-LLM | [https://github.com/mlc-ai/web-llm](https://github.com/mlc-ai/web-llm) |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/huang-yi-dae/agents-radar/issues/568",
   "project": "NousResearch/hermes-agent",
   "repository": "https://github.com/NousResearch/hermes-agent",
   "stars": "236000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Open-Source Trending Daily Report 2026-08-26",
    "## 2. Hot AI-Topic Repos (updated in last 7 days, sorted by stars)",
    "| Topic | Representative repos (stars) |",
    "| AI Agent frameworks | [NousResearch/hermes-agent](https://github.com/NousResearch/hermes-agent) (236k), [shareAI-lab/learn-claude-code](https://github.com/shareAI-lab/learn-claude-code) (75k), [Panniantong/Agent-Reach](https://github.com/Panniantong/Agent-Reach) (75k) |"
   ],
   "repository_evidence": [
    "# Open-Source Trending Daily Report 2026-08-26",
    "## 2. Hot AI-Topic Repos (updated in last 7 days, sorted by stars)",
    "| Topic | Representative repos (stars) |",
    "| AI Agent frameworks | [NousResearch/hermes-agent](https://github.com/NousResearch/hermes-agent) (236k), [shareAI-lab/learn-claude-code](https://github.com/shareAI-lab/learn-claude-code) (75k), [Panniantong/Agent-Reach](https://github.com/Panniantong/Agent-Reach) (75k) |"
   ],
   "stars_evidence": [
    "# Open-Source Trending Daily Report 2026-08-26",
    "## 2. Hot AI-Topic Repos (updated in last 7 days, sorted by stars)",
    "| Topic | Representative repos (stars) |",
    "| AI Agent frameworks | [NousResearch/hermes-agent](https://github.com/NousResearch/hermes-agent) (236k), [shareAI-lab/learn-claude-code](https://github.com/shareAI-lab/learn-claude-code) (75k), [Panniantong/Agent-Reach](https://github.com/Panniantong/Agent-Reach) (75k) |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/huang-yi-dae/agents-radar/issues/568",
   "project": "shareAI-lab/learn-claude-code",
   "repository": "https://github.com/shareAI-lab/learn-claude-code",
   "stars": "75000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Open-Source Trending Daily Report 2026-08-26",
    "## 2. Hot AI-Topic Repos (updated in last 7 days, sorted by stars)",
    "| Topic | Representative repos (stars) |",
    "| AI Agent frameworks | [NousResearch/hermes-agent](https://github.com/NousResearch/hermes-agent) (236k), [shareAI-lab/learn-claude-code](https://github.com/shareAI-lab/learn-claude-code) (75k), [Panniantong/Agent-Reach](https://github.com/Panniantong/Agent-Reach) (75k) |"
   ],
   "repository_evidence": [
    "# Open-Source Trending Daily Report 2026-08-26",
    "## 2. Hot AI-Topic Repos (updated in last 7 days, sorted by stars)",
    "| Topic | Representative repos (stars) |",
    "| AI Agent frameworks | [NousResearch/hermes-agent](https://github.com/NousResearch/hermes-agent) (236k), [shareAI-lab/learn-claude-code](https://github.com/shareAI-lab/learn-claude-code) (75k), [Panniantong/Agent-Reach](https://github.com/Panniantong/Agent-Reach) (75k) |"
   ],
   "stars_evidence": [
    "# Open-Source Trending Daily Report 2026-08-26",
    "## 2. Hot AI-Topic Repos (updated in last 7 days, sorted by stars)",
    "| Topic | Representative repos (stars) |",
    "| AI Agent frameworks | [NousResearch/hermes-agent](https://github.com/NousResearch/hermes-agent) (236k), [shareAI-lab/learn-claude-code](https://github.com/shareAI-lab/learn-claude-code) (75k), [Panniantong/Agent-Reach](https://github.com/Panniantong/Agent-Reach) (75k) |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/huang-yi-dae/agents-radar/issues/568",
   "project": "Panniantong/Agent-Reach",
   "repository": "https://github.com/Panniantong/Agent-Reach",
   "stars": "75000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Open-Source Trending Daily Report 2026-08-26",
    "## 2. Hot AI-Topic Repos (updated in last 7 days, sorted by stars)",
    "| Topic | Representative repos (stars) |",
    "| AI Agent frameworks | [NousResearch/hermes-agent](https://github.com/NousResearch/hermes-agent) (236k), [shareAI-lab/learn-claude-code](https://github.com/shareAI-lab/learn-claude-code) (75k), [Panniantong/Agent-Reach](https://github.com/Panniantong/Agent-Reach) (75k) |"
   ],
   "repository_evidence": [
    "# Open-Source Trending Daily Report 2026-08-26",
    "## 2. Hot AI-Topic Repos (updated in last 7 days, sorted by stars)",
    "| Topic | Representative repos (stars) |",
    "| AI Agent frameworks | [NousResearch/hermes-agent](https://github.com/NousResearch/hermes-agent) (236k), [shareAI-lab/learn-claude-code](https://github.com/shareAI-lab/learn-claude-code) (75k), [Panniantong/Agent-Reach](https://github.com/Panniantong/Agent-Reach) (75k) |"
   ],
   "stars_evidence": [
    "# Open-Source Trending Daily Report 2026-08-26",
    "## 2. Hot AI-Topic Repos (updated in last 7 days, sorted by stars)",
    "| Topic | Representative repos (stars) |",
    "| AI Agent frameworks | [NousResearch/hermes-agent](https://github.com/NousResearch/hermes-agent) (236k), [shareAI-lab/learn-claude-code](https://github.com/shareAI-lab/learn-claude-code) (75k), [Panniantong/Agent-Reach](https://github.com/Panniantong/Agent-Reach) (75k) |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/alexbevi%2Fawesome-agent-frameworks",
   "project": "AX (Agent Executor)",
   "repository": "https://github.com/google/ax",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-agent-frameworks",
    "Curated awesome list of open source agent frameworks and tools for building, running, connecting, and observing AI agents.",
    "- ## Agent graph / runtime",
    "  - [AX (Agent Executor)](/projects/github.com%2Fgoogle%2Fax) - AX (Agent eXecutor) is Google's open source distributed agent runtime, written in Go and licensed Apache-2.0."
   ],
   "repository_evidence": [
    "# awesome-agent-frameworks",
    "Curated awesome list of open source agent frameworks and tools for building, running, connecting, and observing AI agents.",
    "- ## Agent graph / runtime",
    "  - [AX (Agent Executor)](/projects/github.com%2Fgoogle%2Fax) - AX (Agent eXecutor) is Google's open source distributed agent runtime, written in Go and licensed Apache-2.0."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/alexbevi%2Fawesome-agent-frameworks",
   "project": "HelixDB",
   "repository": "https://github.com/HelixDB/helix-db",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-agent-frameworks",
    "Curated awesome list of open source agent frameworks and tools for building, running, connecting, and observing AI agents.",
    "- ## Agent graph / runtime",
    "  - [HelixDB](/projects/github.com%2FHelixDB%2Fhelix-db) - db?style=social) - HelixDB is an open-source (Apache 2.0) OLTP graph-vector database built from scratch in Rust, positioned as a graph-vector database for knowledge graphs and AI memory."
   ],
   "repository_evidence": [
    "# awesome-agent-frameworks",
    "Curated awesome list of open source agent frameworks and tools for building, running, connecting, and observing AI agents.",
    "- ## Agent graph / runtime",
    "  - [HelixDB](/projects/github.com%2FHelixDB%2Fhelix-db) - db?style=social) - HelixDB is an open-source (Apache 2.0) OLTP graph-vector database built from scratch in Rust, positioned as a graph-vector database for knowledge graphs and AI memory."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/alexbevi%2Fawesome-agent-frameworks",
   "project": "BeeAI Framework",
   "repository": "https://github.com/i-am-bee/beeai-framework",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-agent-frameworks",
    "Curated awesome list of open source agent frameworks and tools for building, running, connecting, and observing AI agents.",
    "- ## Agent SDK / framework",
    "  - [BeeAI Framework](/projects/github.com%2Fi-am-bee%2Fbeeai-framework) - am-bee/beeai-framework?style=social) - BeeAI Framework is an open-source (Apache 2.0) framework for building production-ready multi-agent systems, with first-class parity across Python and TypeScript."
   ],
   "repository_evidence": [
    "# awesome-agent-frameworks",
    "Curated awesome list of open source agent frameworks and tools for building, running, connecting, and observing AI agents.",
    "- ## Agent SDK / framework",
    "  - [BeeAI Framework](/projects/github.com%2Fi-am-bee%2Fbeeai-framework) - am-bee/beeai-framework?style=social) - BeeAI Framework is an open-source (Apache 2.0) framework for building production-ready multi-agent systems, with first-class parity across Python and TypeScript."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://aws.amazon.com/blogs/machine-learning/evaluate-any-agent-framework-with-amazon-bedrock-agentcore-evaluations?refid=direct&sc_channel=el&trk=awsdte_why_dt_dtx",
   "project": "OpenInference",
   "repository": "https://github.com/Arize-ai/openinference",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Evaluate any agent framework with Amazon Bedrock AgentCore Evaluations",
    "[OpenInference](https://github.com/Arize-ai/openinference) defines span kinds such as `LLM`, `TOOL`, `RETRIEVER`, `RERANKER`, `EMBEDDING`, `AGENT`, `CHAIN`, `GUARDRAIL`, `EVALUATOR`, and `PROMPT`.",
    "https://github.com/Arize-ai/openinference"
   ],
   "repository_evidence": [
    "Evaluate any agent framework with Amazon Bedrock AgentCore Evaluations",
    "[OpenInference](https://github.com/Arize-ai/openinference) defines span kinds such as `LLM`, `TOOL`, `RETRIEVER`, `RERANKER`, `EMBEDDING`, `AGENT`, `CHAIN`, `GUARDRAIL`, `EVALUATOR`, and `PROMPT`.",
    "https://github.com/Arize-ai/openinference"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/aloth/awesome-ai-agents",
   "project": "MiMoCode",
   "repository": "https://github.com/XiaoMi/mimocode",
   "stars": "6000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome AI Agents [![Awesome](https://camo.githubusercontent.com/9d49598b873146ec650fb3f275e8a532c765dabb1f61d5afa25be41e79891aa7/68747470733a2f2f617765736f6d652e72652f62616467652e737667)](https://awesome.re)",
    "## Frameworks & Libraries",
    "### Code Agents",
    "- [MiMoCode](https://github.com/XiaoMi/mimocode) \u2014 Xiaomi's open-source terminal-native AI coding agent with cross-session persistent memory, subagent orchestration, and self-improvement via `/dream` and `/distill` commands. Fork of OpenCode with SQLite FTS5 memory, task trees, and multi-agent compose mode. 6K+ stars, MIT."
   ],
   "repository_evidence": [
    "# Awesome AI Agents [![Awesome](https://camo.githubusercontent.com/9d49598b873146ec650fb3f275e8a532c765dabb1f61d5afa25be41e79891aa7/68747470733a2f2f617765736f6d652e72652f62616467652e737667)](https://awesome.re)",
    "## Frameworks & Libraries",
    "### Code Agents",
    "- [MiMoCode](https://github.com/XiaoMi/mimocode) \u2014 Xiaomi's open-source terminal-native AI coding agent with cross-session persistent memory, subagent orchestration, and self-improvement via `/dream` and `/distill` commands. Fork of OpenCode with SQLite FTS5 memory, task trees, and multi-agent compose mode. 6K+ stars, MIT."
   ],
   "stars_evidence": [
    "# Awesome AI Agents [![Awesome](https://camo.githubusercontent.com/9d49598b873146ec650fb3f275e8a532c765dabb1f61d5afa25be41e79891aa7/68747470733a2f2f617765736f6d652e72652f62616467652e737667)](https://awesome.re)",
    "## Frameworks & Libraries",
    "### Code Agents",
    "- [MiMoCode](https://github.com/XiaoMi/mimocode) \u2014 Xiaomi's open-source terminal-native AI coding agent with cross-session persistent memory, subagent orchestration, and self-improvement via `/dream` and `/distill` commands. Fork of OpenCode with SQLite FTS5 memory, task trees, and multi-agent compose mode. 6K+ stars, MIT."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/aloth/awesome-ai-agents",
   "project": "OpenCode",
   "repository": "https://github.com/opencode-ai/opencode",
   "stars": "160000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome AI Agents [![Awesome](https://camo.githubusercontent.com/9d49598b873146ec650fb3f275e8a532c765dabb1f61d5afa25be41e79891aa7/68747470733a2f2f617765736f6d652e72652f62616467652e737667)](https://awesome.re)",
    "## Frameworks & Libraries",
    "### Code Agents",
    "- [OpenCode](https://github.com/opencode-ai/opencode) \u2014 Open-source terminal-native AI coding agent built in Go by SST. 160K+ stars, 7.5M monthly developers. Works in terminal, IDE, or desktop with any LLM."
   ],
   "repository_evidence": [
    "# Awesome AI Agents [![Awesome](https://camo.githubusercontent.com/9d49598b873146ec650fb3f275e8a532c765dabb1f61d5afa25be41e79891aa7/68747470733a2f2f617765736f6d652e72652f62616467652e737667)](https://awesome.re)",
    "## Frameworks & Libraries",
    "### Code Agents",
    "- [OpenCode](https://github.com/opencode-ai/opencode) \u2014 Open-source terminal-native AI coding agent built in Go by SST. 160K+ stars, 7.5M monthly developers. Works in terminal, IDE, or desktop with any LLM."
   ],
   "stars_evidence": [
    "# Awesome AI Agents [![Awesome](https://camo.githubusercontent.com/9d49598b873146ec650fb3f275e8a532c765dabb1f61d5afa25be41e79891aa7/68747470733a2f2f617765736f6d652e72652f62616467652e737667)](https://awesome.re)",
    "## Frameworks & Libraries",
    "### Code Agents",
    "- [OpenCode](https://github.com/opencode-ai/opencode) \u2014 Open-source terminal-native AI coding agent built in Go by SST. 160K+ stars, 7.5M monthly developers. Works in terminal, IDE, or desktop with any LLM."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/aloth/awesome-ai-agents",
   "project": "pi",
   "repository": "https://github.com/earendil-works/pi",
   "stars": "91000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome AI Agents [![Awesome](https://camo.githubusercontent.com/9d49598b873146ec650fb3f275e8a532c765dabb1f61d5afa25be41e79891aa7/68747470733a2f2f617765736f6d652e72652f62616467652e737667)](https://awesome.re)",
    "## Frameworks & Libraries",
    "### Code Agents",
    "- [pi](https://github.com/earendil-works/pi) \u2014 AI agent toolkit bundling a unified LLM API, agent loop, TUI, and coding agent CLI in one package. 91K+ stars, MIT."
   ],
   "repository_evidence": [
    "# Awesome AI Agents [![Awesome](https://camo.githubusercontent.com/9d49598b873146ec650fb3f275e8a532c765dabb1f61d5afa25be41e79891aa7/68747470733a2f2f617765736f6d652e72652f62616467652e737667)](https://awesome.re)",
    "## Frameworks & Libraries",
    "### Code Agents",
    "- [pi](https://github.com/earendil-works/pi) \u2014 AI agent toolkit bundling a unified LLM API, agent loop, TUI, and coding agent CLI in one package. 91K+ stars, MIT."
   ],
   "stars_evidence": [
    "# Awesome AI Agents [![Awesome](https://camo.githubusercontent.com/9d49598b873146ec650fb3f275e8a532c765dabb1f61d5afa25be41e79891aa7/68747470733a2f2f617765736f6d652e72652f62616467652e737667)](https://awesome.re)",
    "## Frameworks & Libraries",
    "### Code Agents",
    "- [pi](https://github.com/earendil-works/pi) \u2014 AI agent toolkit bundling a unified LLM API, agent loop, TUI, and coding agent CLI in one package. 91K+ stars, MIT."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/aloth/awesome-ai-agents",
   "project": "Qwen Code",
   "repository": "https://github.com/QwenLM/qwen-code",
   "stars": "25000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome AI Agents [![Awesome](https://camo.githubusercontent.com/9d49598b873146ec650fb3f275e8a532c765dabb1f61d5afa25be41e79891aa7/68747470733a2f2f617765736f6d652e72652f62616467652e737667)](https://awesome.re)",
    "## Frameworks & Libraries",
    "### Code Agents",
    "- [Qwen Code](https://github.com/QwenLM/qwen-code) \u2014 Alibaba's open-source terminal-native AI coding agent. Powered by Qwen models with MCP support, 25K+ stars, and Apache-2.0 license."
   ],
   "repository_evidence": [
    "# Awesome AI Agents [![Awesome](https://camo.githubusercontent.com/9d49598b873146ec650fb3f275e8a532c765dabb1f61d5afa25be41e79891aa7/68747470733a2f2f617765736f6d652e72652f62616467652e737667)](https://awesome.re)",
    "## Frameworks & Libraries",
    "### Code Agents",
    "- [Qwen Code](https://github.com/QwenLM/qwen-code) \u2014 Alibaba's open-source terminal-native AI coding agent. Powered by Qwen models with MCP support, 25K+ stars, and Apache-2.0 license."
   ],
   "stars_evidence": [
    "# Awesome AI Agents [![Awesome](https://camo.githubusercontent.com/9d49598b873146ec650fb3f275e8a532c765dabb1f61d5afa25be41e79891aa7/68747470733a2f2f617765736f6d652e72652f62616467652e737667)](https://awesome.re)",
    "## Frameworks & Libraries",
    "### Code Agents",
    "- [Qwen Code](https://github.com/QwenLM/qwen-code) \u2014 Alibaba's open-source terminal-native AI coding agent. Powered by Qwen models with MCP support, 25K+ stars, and Apache-2.0 license."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/alexbevi%2Fawesome-agent-frameworks?topic=llama",
   "project": "AX (Agent Executor)",
   "repository": "github.com/google/ax",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Curated awesome list of open source agent frameworks and tools for building, running, connecting, and observing AI agents.",
    "  - [AX (Agent Executor)](/projects/github.com%2Fgoogle%2Fax) - AX (Agent eXecutor) is Google's open source distributed agent runtime, written in Go and licensed Apache-2.0."
   ],
   "repository_evidence": [
    "Curated awesome list of open source agent frameworks and tools for building, running, connecting, and observing AI agents.",
    "  - [AX (Agent Executor)](/projects/github.com%2Fgoogle%2Fax) - AX (Agent eXecutor) is Google's open source distributed agent runtime, written in Go and licensed Apache-2.0."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/alexbevi%2Fawesome-agent-frameworks?topic=claude-code",
   "project": "OpenFang",
   "repository": "https://github.com/RightNow-AI/openfang",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-agent-frameworks",
    "Curated awesome list of open source agent frameworks and tools for building, running, connecting, and observing AI agents.",
    "- ## Agent graph / runtime",
    "  - [OpenFang](/projects/github.com%2FRightNow-AI%2Fopenfang) - AI/openfang?style=social) - OpenFang is an open-source Agent Operating System built in Rust (~137K LOC, 14 crates, single binary)."
   ],
   "repository_evidence": [
    "# awesome-agent-frameworks",
    "Curated awesome list of open source agent frameworks and tools for building, running, connecting, and observing AI agents.",
    "- ## Agent graph / runtime",
    "  - [OpenFang](/projects/github.com%2FRightNow-AI%2Fopenfang) - AI/openfang?style=social) - OpenFang is an open-source Agent Operating System built in Rust (~137K LOC, 14 crates, single binary)."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://potpie.ai/blog/agentic-coss-2025",
   "project": "Dust",
   "repository": "https://github.com/dust-tt/dust",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "This document contains a curated list of agentic open-source companies, organized by category.",
    "**Dust**"
   ],
   "repository_evidence": [
    "This document contains a curated list of agentic open-source companies, organized by category.",
    "- \u200d**GitHub**: [dust-tt/dust\u200d](https://github.com/dust-tt/dust)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://potpie.ai/blog/agentic-coss-2025",
   "project": "Adala",
   "repository": "https://github.com/humansignal/Adala",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "This document contains a curated list of agentic open-source companies, organized by category.",
    "**Adala**"
   ],
   "repository_evidence": [
    "This document contains a curated list of agentic open-source companies, organized by category.",
    "- \u200d**GitHub**: [humansignal/Adala](https://github.com/humansignal/Adala)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://potpie.ai/blog/agentic-coss-2025",
   "project": "Wren",
   "repository": "https://github.com/canner/wrenai",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "This document contains a curated list of agentic open-source companies, organized by category.",
    "**Wren**"
   ],
   "repository_evidence": [
    "This document contains a curated list of agentic open-source companies, organized by category.",
    "- \u200d**GitHub**: [canner/wrenai](https://github.com/canner/wrenai)\u200d"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://potpie.ai/blog/agentic-coss-2025",
   "project": "Bamboo AI",
   "repository": "https://github.com/pgalko/BambooAI",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "This document contains a curated list of agentic open-source companies, organized by category.",
    "**Bamboo AI**"
   ],
   "repository_evidence": [
    "This document contains a curated list of agentic open-source companies, organized by category.",
    "- \u200d**GitHub**: [pgalko/BambooAI](https://github.com/pgalko/BambooAI)**\u200d**"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://potpie.ai/blog/agentic-coss-2025",
   "project": "Potpie AI",
   "repository": "https://github.com/potpie-ai/potpie",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "### Dev tools/SDLC",
    "**Potpie AI**"
   ],
   "repository_evidence": [
    "### Dev tools/SDLC",
    "- **GitHub**: [potpie-ai/potpie](https://github.com/potpie-ai/potpie)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://potpie.ai/blog/agentic-coss-2025",
   "project": "Botpress",
   "repository": "https://github.com/botpress/botpress",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "### Dev tools/SDLC",
    "**Botpress**"
   ],
   "repository_evidence": [
    "### Dev tools/SDLC",
    "- **GitHub**: [botpress/botpress](https://github.com/botpress/botpress)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://potpie.ai/blog/agentic-coss-2025",
   "project": "Keploy",
   "repository": "https://github.com/keploy/keploy",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "### Dev tools/SDLC",
    "**Keploy**"
   ],
   "repository_evidence": [
    "### Dev tools/SDLC",
    "- **GitHub**: [keploy/keploy](https://github.com/keploy/keploy)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://potpie.ai/blog/agentic-coss-2025",
   "project": "Aider",
   "repository": "https://github.com/Aider-AI/aider",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "### Dev tools/SDLC",
    "**Aider**"
   ],
   "repository_evidence": [
    "### Dev tools/SDLC",
    "- **GitHub**: [Aider-AI/aider](https://github.com/Aider-AI/aider)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://potpie.ai/blog/agentic-coss-2025",
   "project": "Cline",
   "repository": "https://github.com/cline/cline",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "### Dev tools/SDLC",
    "**Cline**"
   ],
   "repository_evidence": [
    "### Dev tools/SDLC",
    "- **GitHub**: [cline/cline](https://github.com/cline/cline)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://potpie.ai/blog/agentic-coss-2025",
   "project": "Roo",
   "repository": "https://github.com/RooVetGit/Roo-Code",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "### Dev tools/SDLC",
    "**Roo**"
   ],
   "repository_evidence": [
    "### Dev tools/SDLC",
    "- **GitHub**: [RooVetGit/Roo-Code](https://github.com/RooVetGit/Roo-Code)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://potpie.ai/blog/agentic-coss-2025",
   "project": "All Hands",
   "repository": "https://github.com/All-Hands-AI/OpenHands",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "### Dev tools/SDLC",
    "**All Hands**"
   ],
   "repository_evidence": [
    "### Dev tools/SDLC",
    "- **GitHub**: [All-Hands-AI/OpenHands](https://github.com/All-Hands-AI/OpenHands)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://potpie.ai/blog/agentic-coss-2025",
   "project": "ReactAgent",
   "repository": "https://github.com/eylonmiz/react-agent",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "### Dev tools/SDLC",
    "**ReactAgent**"
   ],
   "repository_evidence": [
    "### Dev tools/SDLC",
    "- **GitHub**: [eylonmiz/react-agent](https://github.com/eylonmiz/react-agent)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://potpie.ai/blog/agentic-coss-2025",
   "project": "Refact",
   "repository": "https://github.com/smallcloudai",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "### Dev tools/SDLC",
    "**Refact**"
   ],
   "repository_evidence": [
    "### Dev tools/SDLC",
    "- **GitHub**: [smallcloudai](https://github.com/smallcloudai)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://potpie.ai/blog/agentic-coss-2025",
   "project": "Codefuse",
   "repository": "https://github.com/codefuse-ai/codefuse-chatbot",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "### Dev tools/SDLC",
    "**Codefuse**"
   ],
   "repository_evidence": [
    "### Dev tools/SDLC",
    "- **GitHub**: [codefuse-ai/codefuse-chatbot](https://github.com/codefuse-ai/codefuse-chatbot)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://potpie.ai/blog/agentic-coss-2025",
   "project": "Fetch AI",
   "repository": "https://github.com/fetchai/uAgents",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "### General Purpose",
    "**Fetch AI**"
   ],
   "repository_evidence": [
    "### General Purpose",
    "- **GitHub**: [fetchai/uAgents](https://github.com/fetchai/uAgents)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://potpie.ai/blog/agentic-coss-2025",
   "project": "Deepwisdom",
   "repository": "https://github.com/geekan/MetaGPT",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "### General Purpose",
    "**Deepwisdom**"
   ],
   "repository_evidence": [
    "### General Purpose",
    "- **GitHub**: [geekan/MetaGPT](https://github.com/geekan/MetaGPT)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://potpie.ai/blog/agentic-coss-2025",
   "project": "CollabAI",
   "repository": "https://github.com/sjinnovation/CollabAI",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "### General Purpose",
    "**CollabAI**"
   ],
   "repository_evidence": [
    "### General Purpose",
    "- **GitHub**: [sjinnovation/CollabAI](https://github.com/sjinnovation/CollabAI)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://potpie.ai/blog/agentic-coss-2025",
   "project": "Inferable",
   "repository": "https://github.com/inferablehq/inferable",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "### General Purpose",
    "**Inferable**"
   ],
   "repository_evidence": [
    "### General Purpose",
    "- **GitHub**: [inferablehq/inferable](https://github.com/inferablehq/inferable)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://potpie.ai/blog/agentic-coss-2025",
   "project": "SuperAgent",
   "repository": "https://github.com/superagent-ai/superagent",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "### General Purpose",
    "**SuperAgent**"
   ],
   "repository_evidence": [
    "### General Purpose",
    "- **GitHub**: [superagent-ai/superagent](https://github.com/superagent-ai/superagent)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://potpie.ai/blog/agentic-coss-2025",
   "project": "Agent GPT",
   "repository": "https://github.com/reworkd/AgentGPT",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "### General Purpose",
    "**Agent GPT**"
   ],
   "repository_evidence": [
    "### General Purpose",
    "- **GitHub**: [reworkd/AgentGPT](https://github.com/reworkd/AgentGPT)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://potpie.ai/blog/agentic-coss-2025",
   "project": "Magick",
   "repository": "https://github.com/Oneirocom/Magick",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "### General Purpose",
    "**Magick**"
   ],
   "repository_evidence": [
    "### General Purpose",
    "- **GitHub**: [Oneirocom/Magick](https://github.com/Oneirocom/Magick)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://potpie.ai/blog/agentic-coss-2025",
   "project": "DeepPavlov",
   "repository": "https://github.com/deeppavlov",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "### General Purpose",
    "**DeepPavlov**"
   ],
   "repository_evidence": [
    "### General Purpose",
    "- **GitHub**: [deeppavlov](https://github.com/deeppavlov)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://potpie.ai/blog/agentic-coss-2025",
   "project": "AgentZero",
   "repository": "https://github.com/frdel/agent-zero",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "### General Purpose",
    "**AgentZero**"
   ],
   "repository_evidence": [
    "### General Purpose",
    "- **GitHub**: [frdel/agent-zero](https://github.com/frdel/agent-zero)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://potpie.ai/blog/agentic-coss-2025",
   "project": "AgentGenesis",
   "repository": "https://github.com/DeadmanAbir/AgentGenesis",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "### General Purpose",
    "**AgentGenesis**"
   ],
   "repository_evidence": [
    "### General Purpose",
    "- **GitHub**: [DeadmanAbir/AgentGenesis](https://github.com/DeadmanAbir/AgentGenesis)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://potpie.ai/blog/agentic-coss-2025",
   "project": "Dynamiq",
   "repository": "https://github.com/dynamiq-ai/dynamiq",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "### General Purpose",
    "**Dynamiq**"
   ],
   "repository_evidence": [
    "### General Purpose",
    "- **GitHub**: [dynamiq-ai/dynamiq](https://github.com/dynamiq-ai/dynamiq)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://potpie.ai/blog/agentic-coss-2025",
   "project": "Agentok",
   "repository": "https://github.com/hughlv/agentok",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "### General Purpose",
    "**Agentok**"
   ],
   "repository_evidence": [
    "### General Purpose",
    "- **GitHub**: [hughlv/agentok](https://github.com/hughlv/agentok)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://potpie.ai/blog/agentic-coss-2025",
   "project": "TheAgentic",
   "repository": "https://github.com/TheAgenticAI/TheAgenticBench",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "### General Purpose",
    "**TheAgentic**"
   ],
   "repository_evidence": [
    "### General Purpose",
    "- **GitHub**: [TheAgenticAI/TheAgenticBench](https://github.com/TheAgenticAI/TheAgenticBench)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://potpie.ai/blog/agentic-coss-2025",
   "project": "Agience",
   "repository": "https://github.com/ikailo/Agience",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "### General Purpose",
    "**Agience**"
   ],
   "repository_evidence": [
    "### General Purpose",
    "- **GitHub**: [ikailo/Agience](https://github.com/ikailo/Agience)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://potpie.ai/blog/agentic-coss-2025",
   "project": "AutoAgent",
   "repository": "https://github.com/HKUDS/AutoAgent",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "### General Purpose",
    "**AutoAgent**"
   ],
   "repository_evidence": [
    "### General Purpose",
    "- **GitHub**: [HKUDS/AutoAgent](https://github.com/HKUDS/AutoAgent)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://potpie.ai/blog/agentic-coss-2025",
   "project": "n8n",
   "repository": "https://github.com/n8n-io/n8n",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "### Horizontal Automation",
    "**n8n**"
   ],
   "repository_evidence": [
    "### Horizontal Automation",
    "- **GitHub**: [n8n-io/n8n](https://github.com/n8n-io/n8n)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://potpie.ai/blog/agentic-coss-2025",
   "project": "Flowise AI",
   "repository": "https://github.com/FlowiseAI/Flowise",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "### Horizontal Automation",
    "**Flowise AI**"
   ],
   "repository_evidence": [
    "### Horizontal Automation",
    "- **GitHub**: [FlowiseAI/Flowise](https://github.com/FlowiseAI/Flowise)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://potpie.ai/blog/agentic-coss-2025",
   "project": "Langflow",
   "repository": "https://github.com/langflow-ai/langflow",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "### Horizontal Automation",
    "**Langflow**"
   ],
   "repository_evidence": [
    "### Horizontal Automation",
    "- **GitHub**: [langflow-ai/langflow](https://github.com/langflow-ai/langflow)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://potpie.ai/blog/agentic-coss-2025",
   "project": "Camel AI",
   "repository": "https://github.com/camel-ai/camel",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "### Horizontal Automation",
    "**Camel AI**"
   ],
   "repository_evidence": [
    "### Horizontal Automation",
    "- **GitHub**: [camel-ai/camel](https://github.com/camel-ai/camel)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://potpie.ai/blog/agentic-coss-2025",
   "project": "Controlflow",
   "repository": "https://github.com/PrefectHQ/ControlFlow",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "### Horizontal Automation",
    "**Controlflow**"
   ],
   "repository_evidence": [
    "### Horizontal Automation",
    "- **GitHub**: [PrefectHQ/ControlFlow](https://github.com/PrefectHQ/ControlFlow)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://potpie.ai/blog/agentic-coss-2025",
   "project": "AgentPilot",
   "repository": "https://github.com/jbexta/AgentPilot",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "### Horizontal Automation",
    "**AgentPilot**"
   ],
   "repository_evidence": [
    "### Horizontal Automation",
    "- **GitHub**: [jbexta/AgentPilot](https://github.com/jbexta/AgentPilot)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://potpie.ai/blog/agentic-coss-2025",
   "project": "Composio",
   "repository": "https://github.com/ComposioHQ/composio/tree/master/python/swe",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "### Horizontal Automation",
    "**Composio**"
   ],
   "repository_evidence": [
    "### Horizontal Automation",
    "- **GitHub**: [ComposioHQ/composio](https://github.com/ComposioHQ/composio/tree/master/python/swe)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://potpie.ai/blog/agentic-coss-2025",
   "project": "CrewAI",
   "repository": "https://github.com/crewAIInc/crewAI",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "### Infrastructure",
    "**CrewAI**"
   ],
   "repository_evidence": [
    "### Infrastructure",
    "- **GitHub**: [crewAIInc/crewAI](https://github.com/crewAIInc/crewAI)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://potpie.ai/blog/agentic-coss-2025",
   "project": "Langchain",
   "repository": "https://github.com/langchain-ai/langchain",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "### Infrastructure",
    "**Langchain**"
   ],
   "repository_evidence": [
    "### Infrastructure",
    "- **GitHub**: [langchain-ai/langchain](https://github.com/langchain-ai/langchain)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://potpie.ai/blog/agentic-coss-2025",
   "project": "Agno",
   "repository": "https://github.com/agno-agi/agno",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "### Infrastructure",
    "**Agno**"
   ],
   "repository_evidence": [
    "### Infrastructure",
    "- **GitHub**: [agno-agi/agno](https://github.com/agno-agi/agno)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://potpie.ai/blog/agentic-coss-2025",
   "project": "Pydantic AI",
   "repository": "https://github.com/pydantic/pydantic-ai",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "### Infrastructure",
    "**Pydantic AI**"
   ],
   "repository_evidence": [
    "### Infrastructure",
    "- **GitHub**: [pydantic/pydantic-ai](https://github.com/pydantic/pydantic-ai)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://potpie.ai/blog/agentic-coss-2025",
   "project": "Llamaindex",
   "repository": "https://github.com/run-llama/llama_index",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "### Infrastructure",
    "**Llamaindex**"
   ],
   "repository_evidence": [
    "### Infrastructure",
    "- **GitHub**: [run-llama/llama_index](https://github.com/run-llama/llama_index)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://potpie.ai/blog/agentic-coss-2025",
   "project": "e2b",
   "repository": "https://github.com/e2b-dev",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "### Infrastructure",
    "**e2b**"
   ],
   "repository_evidence": [
    "### Infrastructure",
    "- **GitHub**: [e2b-dev](https://github.com/e2b-dev)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://potpie.ai/blog/agentic-coss-2025",
   "project": "Julep",
   "repository": "https://github.com/julep-ai/julep",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "### Infrastructure",
    "**Julep**"
   ],
   "repository_evidence": [
    "### Infrastructure",
    "- **GitHub**: [julep-ai/julep](https://github.com/julep-ai/julep)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://potpie.ai/blog/agentic-coss-2025",
   "project": "Keep hq",
   "repository": "https://github.com/keephq/keep",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "### Infrastructure",
    "**Keep hq**"
   ],
   "repository_evidence": [
    "### Infrastructure",
    "- **GitHub**: [keephq/keep](https://github.com/keephq/keep)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://potpie.ai/blog/agentic-coss-2025",
   "project": "AgentOps",
   "repository": "https://github.com/AgentOps-AI/agentops",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "### Infrastructure",
    "**AgentOps**"
   ],
   "repository_evidence": [
    "### Infrastructure",
    "- **GitHub**: [AgentOps-AI/agentops](https://github.com/AgentOps-AI/agentops)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://potpie.ai/blog/agentic-coss-2025",
   "project": "BaseAI",
   "repository": "https://github.com/LangbaseInc/BaseAI",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "### Infrastructure",
    "**BaseAI**"
   ],
   "repository_evidence": [
    "### Infrastructure",
    "- **GitHub**: [LangbaseInc/BaseAI](https://github.com/LangbaseInc/BaseAI)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://potpie.ai/blog/agentic-coss-2025",
   "project": "Zep",
   "repository": "https://github.com/getzep/zep",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "### Infrastructure",
    "**Zep**"
   ],
   "repository_evidence": [
    "### Infrastructure",
    "- **GitHub**: [getzep/zep](https://github.com/getzep/zep)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://potpie.ai/blog/agentic-coss-2025",
   "project": "Letta",
   "repository": "https://github.com/letta-ai/letta",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "### Infrastructure",
    "**Letta**"
   ],
   "repository_evidence": [
    "### Infrastructure",
    "- **GitHub**: [letta-ai/letta](https://github.com/letta-ai/letta)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://potpie.ai/blog/agentic-coss-2025",
   "project": "Guardrails AI",
   "repository": "https://github.com/guardrails-ai/guardrails",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "### Infrastructure",
    "**Guardrails AI**"
   ],
   "repository_evidence": [
    "### Infrastructure",
    "- **GitHub**: [guardrails-ai/guardrails](https://github.com/guardrails-ai/guardrails)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://potpie.ai/blog/agentic-coss-2025",
   "project": "AG2",
   "repository": "https://github.com/ag2ai/ag2",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "### Infrastructure",
    "**AG2**"
   ],
   "repository_evidence": [
    "### Infrastructure",
    "- **GitHub**: [ag2ai/ag2](https://github.com/ag2ai/ag2)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://potpie.ai/blog/agentic-coss-2025",
   "project": "BabyAGI",
   "repository": "https://github.com/yoheinakajima/babyagi",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "### Infrastructure",
    "**BabyAGI**"
   ],
   "repository_evidence": [
    "### Infrastructure",
    "- **GitHub**: [yoheinakajima/babyagi](https://github.com/yoheinakajima/babyagi)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://potpie.ai/blog/agentic-coss-2025",
   "project": "Eidolonai",
   "repository": "https://github.com/eidolon-ai/eidolon",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "### Infrastructure",
    "**Eidolonai**"
   ],
   "repository_evidence": [
    "### Infrastructure",
    "- **GitHub**: [eidolon-ai/eidolon](https://github.com/eidolon-ai/eidolon)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://potpie.ai/blog/agentic-coss-2025",
   "project": "FastAgency",
   "repository": "https://github.com/airtai/fastagency",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "### Infrastructure",
    "**FastAgency**"
   ],
   "repository_evidence": [
    "### Infrastructure",
    "- **GitHub**: [airtai/fastagency](https://github.com/airtai/fastagency)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://potpie.ai/blog/agentic-coss-2025",
   "project": "Langroid",
   "repository": "https://github.com/langroid/langroid",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "### Infrastructure",
    "**Langroid**"
   ],
   "repository_evidence": [
    "### Infrastructure",
    "- **GitHub**: [langroid/langroid](https://github.com/langroid/langroid)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://potpie.ai/blog/agentic-coss-2025",
   "project": "BondAi",
   "repository": "https://github.com/krohling/bondai",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "### Infrastructure",
    "**BondAi**"
   ],
   "repository_evidence": [
    "### Infrastructure",
    "- **GitHub**: [krohling/bondai](https://github.com/krohling/bondai)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://potpie.ai/blog/agentic-coss-2025",
   "project": "LLM Stack",
   "repository": "https://github.com/trypromptly/LLMStack",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "### Infrastructure",
    "**LLM Stack**"
   ],
   "repository_evidence": [
    "### Infrastructure",
    "- **GitHub**: [trypromptly/LLMStack](https://github.com/trypromptly/LLMStack)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://potpie.ai/blog/agentic-coss-2025",
   "project": "Mastra",
   "repository": "https://github.com/mastra-ai/mastra",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "### Infrastructure",
    "**Mastra**"
   ],
   "repository_evidence": [
    "### Infrastructure",
    "- **GitHub**: [mastra-ai/mastra](https://github.com/mastra-ai/mastra)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://potpie.ai/blog/agentic-coss-2025",
   "project": "Dify",
   "repository": "https://github.com/langgenius/dify",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "### Infrastructure",
    "**Dify**"
   ],
   "repository_evidence": [
    "### Infrastructure",
    "- **GitHub**: [langgenius/dify](https://github.com/langgenius/dify)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://potpie.ai/blog/agentic-coss-2025",
   "project": "Portkey",
   "repository": "https://git.new/gateway-website",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "### Infrastructure",
    "**Portkey**"
   ],
   "repository_evidence": [
    "### Infrastructure",
    "- **GitHub**: [git.new/gateway-website](https://git.new/gateway-website)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://potpie.ai/blog/agentic-coss-2025",
   "project": "Giskard",
   "repository": "https://github.com/Giskard-AI/giskard",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "### Infrastructure",
    "**Giskard**"
   ],
   "repository_evidence": [
    "### Infrastructure",
    "- **GitHub**: [Giskard-AI/giskard](https://github.com/Giskard-AI/giskard)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://potpie.ai/blog/agentic-coss-2025",
   "project": "LaVague",
   "repository": "https://github.com/lavague-ai/LaVague",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "### Infrastructure",
    "**LaVague**"
   ],
   "repository_evidence": [
    "### Infrastructure",
    "- **GitHub**: [lavague-ai/LaVague](https://github.com/lavague-ai/LaVague)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://potpie.ai/blog/agentic-coss-2025",
   "project": "Lyzr Automata",
   "repository": "https://github.com/LyzrCore/lyzr",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "### Infrastructure",
    "**Lyzr Automata**"
   ],
   "repository_evidence": [
    "### Infrastructure",
    "- **GitHub**: [LyzrCore/lyzr](https://github.com/LyzrCore/lyzr)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://potpie.ai/blog/agentic-coss-2025",
   "project": "Praison AI",
   "repository": "https://github.com/MervinPraison/PraisonAI",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "### Infrastructure",
    "**Praison AI**"
   ],
   "repository_evidence": [
    "### Infrastructure",
    "- **GitHub**: [MervinPraison/PraisonAI](https://github.com/MervinPraison/PraisonAI)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://potpie.ai/blog/agentic-coss-2025",
   "project": "TaskingAI",
   "repository": "https://github.com/TaskingAI/TaskingAI",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "### Infrastructure",
    "**TaskingAI**"
   ],
   "repository_evidence": [
    "### Infrastructure",
    "- **GitHub**: [TaskingAI/TaskingAI](https://github.com/TaskingAI/TaskingAI)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://potpie.ai/blog/agentic-coss-2025",
   "project": "Sagentic",
   "repository": "https://github.com/sagentic-ai/sagentic-af",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "### Infrastructure",
    "**Sagentic**"
   ],
   "repository_evidence": [
    "### Infrastructure",
    "- **GitHub**: [sagentic-ai/sagentic-af](https://github.com/sagentic-ai/sagentic-af)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://potpie.ai/blog/agentic-coss-2025",
   "project": "Bee Agent Framework",
   "repository": "https://github.com/i-am-bee/beeai-framework",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "### Infrastructure",
    "**Bee Agent Framework**"
   ],
   "repository_evidence": [
    "### Infrastructure",
    "- **GitHub**: [i-am-bee/beeai-framework](https://github.com/i-am-bee/beeai-framework)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://potpie.ai/blog/agentic-coss-2025",
   "project": "AgentKit",
   "repository": "https://github.com/inngest/agent-kit",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "### Infrastructure",
    "**AgentKit**"
   ],
   "repository_evidence": [
    "### Infrastructure",
    "- **GitHub**: [inngest/agent-kit](https://github.com/inngest/agent-kit)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://potpie.ai/blog/agentic-coss-2025",
   "project": "ElizaOS",
   "repository": "https://github.com/elizaOS/eliza",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "### Infrastructure",
    "**ElizaOS**"
   ],
   "repository_evidence": [
    "### Infrastructure",
    "- **GitHub**: [elizaOS/eliza](https://github.com/elizaOS/eliza)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://potpie.ai/blog/agentic-coss-2025",
   "project": "Agentflow",
   "repository": "https://github.com/lebrunel/agentflow",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "### Infrastructure",
    "**Agentflow**"
   ],
   "repository_evidence": [
    "### Infrastructure",
    "- **GitHub**: [lebrunel/agentflow](https://github.com/lebrunel/agentflow)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://potpie.ai/blog/agentic-coss-2025",
   "project": "GripTape",
   "repository": "https://github.com/griptape-ai/griptape",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "### Infrastructure",
    "**GripTape**"
   ],
   "repository_evidence": [
    "### Infrastructure",
    "- **GitHub**: [griptape-ai/griptape](https://github.com/griptape-ai/griptape)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://potpie.ai/blog/agentic-coss-2025",
   "project": "ModelScope Agent",
   "repository": "https://github.com/modelscope/modelscope-agent",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "### Infrastructure",
    "**ModelScope Agent**"
   ],
   "repository_evidence": [
    "### Infrastructure",
    "- **GitHub**: [modelscope/modelscope-agent](https://github.com/modelscope/modelscope-agent)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://potpie.ai/blog/agentic-coss-2025",
   "project": "Qwen Agent",
   "repository": "https://github.com/QwenLM/Qwen-Agent",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "### Infrastructure",
    "**Qwen Agent**"
   ],
   "repository_evidence": [
    "### Infrastructure",
    "- **GitHub**: [QwenLM/Qwen-Agent](https://github.com/QwenLM/Qwen-Agent)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://potpie.ai/blog/agentic-coss-2025",
   "project": "Gwenlake",
   "repository": "https://github.com/gwenlake/gwenflow",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "### Infrastructure",
    "**Gwenlake**"
   ],
   "repository_evidence": [
    "### Infrastructure",
    "- **GitHub**: [gwenlake/gwenflow](https://github.com/gwenlake/gwenflow)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://potpie.ai/blog/agentic-coss-2025",
   "project": "Kanban",
   "repository": "https://github.com/kaiban-ai/KaibanJS",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "### Infrastructure",
    "**Kanban**"
   ],
   "repository_evidence": [
    "### Infrastructure",
    "- **GitHub**: [kaiban-ai/KaibanJS](https://github.com/kaiban-ai/KaibanJS)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://potpie.ai/blog/agentic-coss-2025",
   "project": "IoA",
   "repository": "https://github.com/OpenBMB/IoA",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "### Infrastructure",
    "**IoA**"
   ],
   "repository_evidence": [
    "### Infrastructure",
    "- **GitHub**: [OpenBMB/IoA](https://github.com/OpenBMB/IoA)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://potpie.ai/blog/agentic-coss-2025",
   "project": "Flo ai",
   "repository": "https://github.com/rootflo/flo-ai",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "### Infrastructure",
    "**Flo ai**"
   ],
   "repository_evidence": [
    "### Infrastructure",
    "- **GitHub**: [rootflo/flo-ai](https://github.com/rootflo/flo-ai)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://potpie.ai/blog/agentic-coss-2025",
   "project": "Axllm",
   "repository": "https://github.com/ax-llm/ax",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "### Infrastructure",
    "**Axllm**"
   ],
   "repository_evidence": [
    "### Infrastructure",
    "- **GitHub**: [ax-llm/ax](https://github.com/ax-llm/ax)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://potpie.ai/blog/agentic-coss-2025",
   "project": "AgentLabs",
   "repository": "https://github.com/agentlabs-dev/agentlabs",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "### Infrastructure",
    "**AgentLabs**"
   ],
   "repository_evidence": [
    "### Infrastructure",
    "- **GitHub**: [agentlabs-dev/agentlabs](https://github.com/agentlabs-dev/agentlabs)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://potpie.ai/blog/agentic-coss-2025",
   "project": "Mem0",
   "repository": "https://github.com/mem0ai/mem0",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "### Infrastructure",
    "**Mem0**"
   ],
   "repository_evidence": [
    "### Infrastructure",
    "- **GitHub**: [mem0ai/mem0](https://github.com/mem0ai/mem0)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://potpie.ai/blog/agentic-coss-2025",
   "project": "AutoGPT",
   "repository": "https://github.com/Significant-Gravitas/AutoGPT",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "### Productivity",
    "**AutoGPT**"
   ],
   "repository_evidence": [
    "### Productivity",
    "- **GitHub**: [Significant-Gravitas/AutoGPT](https://github.com/Significant-Gravitas/AutoGPT)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://potpie.ai/blog/agentic-coss-2025",
   "project": "Onxy",
   "repository": "https://github.com/onyx-dot-app/onyx",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "### Productivity",
    "**Onxy**"
   ],
   "repository_evidence": [
    "### Productivity",
    "- **GitHub**: [onyx-dot-app/onyx](https://github.com/onyx-dot-app/onyx)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://potpie.ai/blog/agentic-coss-2025",
   "project": "Cognee",
   "repository": "https://github.com/topoteretes/PromethAI-Backend",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "### Productivity",
    "**Cognee**"
   ],
   "repository_evidence": [
    "### Productivity",
    "- **GitHub**: [topoteretes/PromethAI-Backend](https://github.com/topoteretes/PromethAI-Backend)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://potpie.ai/blog/agentic-coss-2025",
   "project": "Open cx",
   "repository": "https://github.com/openchatai",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "### Sales/GTM/Cx",
    "**Open cx**"
   ],
   "repository_evidence": [
    "### Sales/GTM/Cx",
    "- **GitHub**: [openchatai](https://github.com/openchatai)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://potpie.ai/blog/agentic-coss-2025",
   "project": "Super AGI",
   "repository": "https://github.com/TransformerOptimus/SuperAGI",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "### Sales/GTM/Cx",
    "**Super AGI**"
   ],
   "repository_evidence": [
    "### Sales/GTM/Cx",
    "- **GitHub**: [TransformerOptimus/SuperAGI](https://github.com/TransformerOptimus/SuperAGI)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://potpie.ai/blog/agentic-coss-2025",
   "project": "GPT Researcher",
   "repository": "https://github.com/assafelovic/gpt-researcher",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "### Sales/GTM/Cx",
    "**GPT Researcher**"
   ],
   "repository_evidence": [
    "### Sales/GTM/Cx",
    "- **GitHub**: [assafelovic/gpt-researcher](https://github.com/assafelovic/gpt-researcher)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://potpie.ai/blog/agentic-coss-2025",
   "project": "Hexabot",
   "repository": "https://github.com/hexastack/hexabot",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "### Sales/GTM/Cx",
    "**Hexabot**"
   ],
   "repository_evidence": [
    "### Sales/GTM/Cx",
    "- **GitHub**: [hexastack/hexabot](https://github.com/hexastack/hexabot)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://hvtracker.net/categories/agent-frameworks",
   "project": "Vercel AI SDK",
   "repository": null,
   "stars": "25700",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Agent Frameworks",
    "HVTracker independently evaluates **86 agent frameworks** using daily signals from GitHub, package registries, and security databases.",
    "| # | Agent | Trust | Stars | Language |",
    "| 1 | [Vercel AI SDK](/agents/vercel-ai-sdk/) A Listed The AI Toolkit for TypeScript. From the creators of Next.js, the AI SDK is a free open-source library for building AI-po | 95.4 | 25.7k | TypeScript |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# Agent Frameworks",
    "HVTracker independently evaluates **86 agent frameworks** using daily signals from GitHub, package registries, and security databases.",
    "| # | Agent | Trust | Stars | Language |",
    "| 1 | [Vercel AI SDK](/agents/vercel-ai-sdk/) A Listed The AI Toolkit for TypeScript. From the creators of Next.js, the AI SDK is a free open-source library for building AI-po | 95.4 | 25.7k | TypeScript |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://hvtracker.net/categories/agent-frameworks",
   "project": "Haystack",
   "repository": null,
   "stars": "26000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Agent Frameworks",
    "HVTracker independently evaluates **86 agent frameworks** using daily signals from GitHub, package registries, and security databases.",
    "| # | Agent | Trust | Stars | Language |",
    "| 2 | [Haystack](/agents/haystack/) A Listed Open-source AI orchestration framework for building context-engineered, production-ready LLM applications. Design modula | 94.0 | 26.0k | Python |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# Agent Frameworks",
    "HVTracker independently evaluates **86 agent frameworks** using daily signals from GitHub, package registries, and security databases.",
    "| # | Agent | Trust | Stars | Language |",
    "| 2 | [Haystack](/agents/haystack/) A Listed Open-source AI orchestration framework for building context-engineered, production-ready LLM applications. Design modula | 94.0 | 26.0k | Python |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://hvtracker.net/categories/agent-frameworks",
   "project": "Strands Agents",
   "repository": null,
   "stars": "6700",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Agent Frameworks",
    "HVTracker independently evaluates **86 agent frameworks** using daily signals from GitHub, package registries, and security databases.",
    "| # | Agent | Trust | Stars | Language |",
    "| 3 | [Strands Agents](/agents/strands-agents/) A Listed Build an agent harness and control it end-to-end. Open-source SDK for production AI agents in Python & TypeScript - any | 91.7 | 6.7k | Python |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# Agent Frameworks",
    "HVTracker independently evaluates **86 agent frameworks** using daily signals from GitHub, package registries, and security databases.",
    "| # | Agent | Trust | Stars | Language |",
    "| 3 | [Strands Agents](/agents/strands-agents/) A Listed Build an agent harness and control it end-to-end. Open-source SDK for production AI agents in Python & TypeScript - any | 91.7 | 6.7k | Python |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://hvtracker.net/categories/agent-frameworks",
   "project": "OpenAI Agents SDK (JS)",
   "repository": null,
   "stars": "3400",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Agent Frameworks",
    "HVTracker independently evaluates **86 agent frameworks** using daily signals from GitHub, package registries, and security databases.",
    "| # | Agent | Trust | Stars | Language |",
    "| 4 | [OpenAI Agents SDK (JS)](/agents/openai-agents-sdk-js/) A Listed A lightweight, powerful framework for multi-agent workflows and voice agents | 88.7 | 3.4k | TypeScript |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# Agent Frameworks",
    "HVTracker independently evaluates **86 agent frameworks** using daily signals from GitHub, package registries, and security databases.",
    "| # | Agent | Trust | Stars | Language |",
    "| 4 | [OpenAI Agents SDK (JS)](/agents/openai-agents-sdk-js/) A Listed A lightweight, powerful framework for multi-agent workflows and voice agents | 88.7 | 3.4k | TypeScript |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://hvtracker.net/categories/agent-frameworks",
   "project": "Cloudflare Agents",
   "repository": null,
   "stars": "5300",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Agent Frameworks",
    "HVTracker independently evaluates **86 agent frameworks** using daily signals from GitHub, package registries, and security databases.",
    "| # | Agent | Trust | Stars | Language |",
    "| 5 | [Cloudflare Agents](/agents/cloudflare-agents/) A Listed Build and deploy AI Agents on Cloudflare | 88.7 | 5.3k | TypeScript |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# Agent Frameworks",
    "HVTracker independently evaluates **86 agent frameworks** using daily signals from GitHub, package registries, and security databases.",
    "| # | Agent | Trust | Stars | Language |",
    "| 5 | [Cloudflare Agents](/agents/cloudflare-agents/) A Listed Build and deploy AI Agents on Cloudflare | 88.7 | 5.3k | TypeScript |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://hvtracker.net/categories/agent-frameworks",
   "project": "PydanticAI",
   "repository": null,
   "stars": "18700",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Agent Frameworks",
    "HVTracker independently evaluates **86 agent frameworks** using daily signals from GitHub, package registries, and security databases.",
    "| # | Agent | Trust | Stars | Language |",
    "| 6 | [PydanticAI](/agents/pydanticai/) A Listed AI Agent Framework, the Pydantic way | 87.4 | 18.7k | Python |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# Agent Frameworks",
    "HVTracker independently evaluates **86 agent frameworks** using daily signals from GitHub, package registries, and security databases.",
    "| # | Agent | Trust | Stars | Language |",
    "| 6 | [PydanticAI](/agents/pydanticai/) A Listed AI Agent Framework, the Pydantic way | 87.4 | 18.7k | Python |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://hvtracker.net/categories/agent-frameworks",
   "project": "DawnAI",
   "repository": null,
   "stars": "512",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Agent Frameworks",
    "HVTracker independently evaluates **86 agent frameworks** using daily signals from GitHub, package registries, and security databases.",
    "| # | Agent | Trust | Stars | Language |",
    "| 7 | [DawnAI](/agents/dawnai/) A Listed Build LangGraph agents like Next.js apps. | 86.3 | 512 | TypeScript |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# Agent Frameworks",
    "HVTracker independently evaluates **86 agent frameworks** using daily signals from GitHub, package registries, and security databases.",
    "| # | Agent | Trust | Stars | Language |",
    "| 7 | [DawnAI](/agents/dawnai/) A Listed Build LangGraph agents like Next.js apps. | 86.3 | 512 | TypeScript |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://hvtracker.net/categories/agent-frameworks",
   "project": "Agno",
   "repository": null,
   "stars": "41300",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Agent Frameworks",
    "HVTracker independently evaluates **86 agent frameworks** using daily signals from GitHub, package registries, and security databases.",
    "| # | Agent | Trust | Stars | Language |",
    "| 8 | [Agno](/agents/agno/) A Listed Build, run, and manage agent platforms. | 86.3 | 41.3k | Python |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# Agent Frameworks",
    "HVTracker independently evaluates **86 agent frameworks** using daily signals from GitHub, package registries, and security databases.",
    "| # | Agent | Trust | Stars | Language |",
    "| 8 | [Agno](/agents/agno/) A Listed Build, run, and manage agent platforms. | 86.3 | 41.3k | Python |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://hvtracker.net/categories/agent-frameworks",
   "project": "LangGraph",
   "repository": null,
   "stars": "37700",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Agent Frameworks",
    "HVTracker independently evaluates **86 agent frameworks** using daily signals from GitHub, package registries, and security databases.",
    "| # | Agent | Trust | Stars | Language |",
    "| 9 | [LangGraph](/agents/langgraph/) A Listed Build resilient agents. | 85.9 | 37.7k | Python |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# Agent Frameworks",
    "HVTracker independently evaluates **86 agent frameworks** using daily signals from GitHub, package registries, and security databases.",
    "| # | Agent | Trust | Stars | Language |",
    "| 9 | [LangGraph](/agents/langgraph/) A Listed Build resilient agents. | 85.9 | 37.7k | Python |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://hvtracker.net/categories/agent-frameworks",
   "project": "OpenAI Agents SDK",
   "repository": null,
   "stars": "28100",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Agent Frameworks",
    "HVTracker independently evaluates **86 agent frameworks** using daily signals from GitHub, package registries, and security databases.",
    "| # | Agent | Trust | Stars | Language |",
    "| 10 | [OpenAI Agents SDK](/agents/openai-agents-sdk/) A Listed A lightweight, powerful framework for multi-agent workflows | 83.8 | 28.1k | Python |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# Agent Frameworks",
    "HVTracker independently evaluates **86 agent frameworks** using daily signals from GitHub, package registries, and security databases.",
    "| # | Agent | Trust | Stars | Language |",
    "| 10 | [OpenAI Agents SDK](/agents/openai-agents-sdk/) A Listed A lightweight, powerful framework for multi-agent workflows | 83.8 | 28.1k | Python |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://hvtracker.net/categories/agent-frameworks",
   "project": "Threadplane",
   "repository": null,
   "stars": "103",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Agent Frameworks",
    "HVTracker independently evaluates **86 agent frameworks** using daily signals from GitHub, package registries, and security databases.",
    "| # | Agent | Trust | Stars | Language |",
    "| 11 | [Threadplane](/agents/threadplane/) A Listed Angular SDK for Building Agentic Apps + Generative UI | 81.9 | 103 | TypeScript |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# Agent Frameworks",
    "HVTracker independently evaluates **86 agent frameworks** using daily signals from GitHub, package registries, and security databases.",
    "| # | Agent | Trust | Stars | Language |",
    "| 11 | [Threadplane](/agents/threadplane/) A Listed Angular SDK for Building Agentic Apps + Generative UI | 81.9 | 103 | TypeScript |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://hvtracker.net/categories/agent-frameworks",
   "project": "CrewAI",
   "repository": null,
   "stars": "55900",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Agent Frameworks",
    "HVTracker independently evaluates **86 agent frameworks** using daily signals from GitHub, package registries, and security databases.",
    "| # | Agent | Trust | Stars | Language |",
    "| 12 | [CrewAI](/agents/crewai/) A Listed Framework for orchestrating role-playing, autonomous AI agents. By fostering collaborative intelligence, CrewAI empowers | 80.7 | 55.9k | Python |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# Agent Frameworks",
    "HVTracker independently evaluates **86 agent frameworks** using daily signals from GitHub, package registries, and security databases.",
    "| # | Agent | Trust | Stars | Language |",
    "| 12 | [CrewAI](/agents/crewai/) A Listed Framework for orchestrating role-playing, autonomous AI agents. By fostering collaborative intelligence, CrewAI empowers | 80.7 | 55.9k | Python |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://hvtracker.net/categories/agent-frameworks",
   "project": "LangChain",
   "repository": null,
   "stars": "142200",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Agent Frameworks",
    "HVTracker independently evaluates **86 agent frameworks** using daily signals from GitHub, package registries, and security databases.",
    "| # | Agent | Trust | Stars | Language |",
    "| 13 | [LangChain](/agents/langchain/) B Listed The agent engineering platform. | 77.9 | 142.2k | Python |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# Agent Frameworks",
    "HVTracker independently evaluates **86 agent frameworks** using daily signals from GitHub, package registries, and security databases.",
    "| # | Agent | Trust | Stars | Language |",
    "| 13 | [LangChain](/agents/langchain/) B Listed The agent engineering platform. | 77.9 | 142.2k | Python |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://hvtracker.net/categories/agent-frameworks",
   "project": "Deep Agents",
   "repository": null,
   "stars": "26600",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Agent Frameworks",
    "HVTracker independently evaluates **86 agent frameworks** using daily signals from GitHub, package registries, and security databases.",
    "| # | Agent | Trust | Stars | Language |",
    "| 14 | [Deep Agents](/agents/deep-agents/) B Listed The batteries-included agent harness. | 77.8 | 26.6k | Python |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# Agent Frameworks",
    "HVTracker independently evaluates **86 agent frameworks** using daily signals from GitHub, package registries, and security databases.",
    "| # | Agent | Trust | Stars | Language |",
    "| 14 | [Deep Agents](/agents/deep-agents/) B Listed The batteries-included agent harness. | 77.8 | 26.6k | Python |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://hvtracker.net/categories/agent-frameworks",
   "project": "Agent Governance Toolkit",
   "repository": null,
   "stars": "4900",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Agent Frameworks",
    "HVTracker independently evaluates **86 agent frameworks** using daily signals from GitHub, package registries, and security databases.",
    "| # | Agent | Trust | Stars | Language |",
    "| 15 | [Agent Governance Toolkit](/agents/agent-governance-toolkit/) B Listed AI Agent Governance Toolkit \u2014 Policy enforcement, zero-trust identity, execution sandboxing, and reliability engineering | 75.5 | 4.9k | Python |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# Agent Frameworks",
    "HVTracker independently evaluates **86 agent frameworks** using daily signals from GitHub, package registries, and security databases.",
    "| # | Agent | Trust | Stars | Language |",
    "| 15 | [Agent Governance Toolkit](/agents/agent-governance-toolkit/) B Listed AI Agent Governance Toolkit \u2014 Policy enforcement, zero-trust identity, execution sandboxing, and reliability engineering | 75.5 | 4.9k | Python |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://hvtracker.net/categories/agent-frameworks",
   "project": "AutoGen",
   "repository": null,
   "stars": "59900",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Agent Frameworks",
    "HVTracker independently evaluates **86 agent frameworks** using daily signals from GitHub, package registries, and security databases.",
    "| # | Agent | Trust | Stars | Language |",
    "| 16 | [AutoGen](/agents/autogen/) B Listed A programming framework for agentic AI | 74.2 | 59.9k | Python |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# Agent Frameworks",
    "HVTracker independently evaluates **86 agent frameworks** using daily signals from GitHub, package registries, and security databases.",
    "| # | Agent | Trust | Stars | Language |",
    "| 16 | [AutoGen](/agents/autogen/) B Listed A programming framework for agentic AI | 74.2 | 59.9k | Python |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://hvtracker.net/categories/agent-frameworks",
   "project": "DSPy",
   "repository": null,
   "stars": "36300",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Agent Frameworks",
    "HVTracker independently evaluates **86 agent frameworks** using daily signals from GitHub, package registries, and security databases.",
    "| # | Agent | Trust | Stars | Language |",
    "| 17 | [DSPy](/agents/dspy/) B Listed DSPy: The framework for programming\u2014not prompting\u2014language models | 72.6 | 36.3k | Python |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# Agent Frameworks",
    "HVTracker independently evaluates **86 agent frameworks** using daily signals from GitHub, package registries, and security databases.",
    "| # | Agent | Trust | Stars | Language |",
    "| 17 | [DSPy](/agents/dspy/) B Listed DSPy: The framework for programming\u2014not prompting\u2014language models | 72.6 | 36.3k | Python |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://hvtracker.net/categories/agent-frameworks",
   "project": "Claude Agent SDK",
   "repository": null,
   "stars": "7700",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Agent Frameworks",
    "HVTracker independently evaluates **86 agent frameworks** using daily signals from GitHub, package registries, and security databases.",
    "| # | Agent | Trust | Stars | Language |",
    "| 18 | [Claude Agent SDK](/agents/claude-agent-sdk/) B Listed | 71.7 | 7.7k | Python |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# Agent Frameworks",
    "HVTracker independently evaluates **86 agent frameworks** using daily signals from GitHub, package registries, and security databases.",
    "| # | Agent | Trust | Stars | Language |",
    "| 18 | [Claude Agent SDK](/agents/claude-agent-sdk/) B Listed | 71.7 | 7.7k | Python |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://hvtracker.net/categories/agent-frameworks",
   "project": "Microsoft Agent Framework",
   "repository": null,
   "stars": "12300",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Agent Frameworks",
    "HVTracker independently evaluates **86 agent frameworks** using daily signals from GitHub, package registries, and security databases.",
    "| # | Agent | Trust | Stars | Language |",
    "| 19 | [Microsoft Agent Framework](/agents/microsoft-agent-framework/) B Listed A framework for building, orchestrating and deploying AI agents and multi-agent workflows with support for Python and .N | 71.1 | 12.3k | Python |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# Agent Frameworks",
    "HVTracker independently evaluates **86 agent frameworks** using daily signals from GitHub, package registries, and security databases.",
    "| # | Agent | Trust | Stars | Language |",
    "| 19 | [Microsoft Agent Framework](/agents/microsoft-agent-framework/) B Listed A framework for building, orchestrating and deploying AI agents and multi-agent workflows with support for Python and .N | 71.1 | 12.3k | Python |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://hvtracker.net/categories/agent-frameworks",
   "project": "AgentScope",
   "repository": null,
   "stars": "28100",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Agent Frameworks",
    "HVTracker independently evaluates **86 agent frameworks** using daily signals from GitHub, package registries, and security databases.",
    "| # | Agent | Trust | Stars | Language |",
    "| 20 | [AgentScope](/agents/agentscope/) B Listed Build and run agents you can see, understand and trust. | 69.9 | 28.1k | Python |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# Agent Frameworks",
    "HVTracker independently evaluates **86 agent frameworks** using daily signals from GitHub, package registries, and security databases.",
    "| # | Agent | Trust | Stars | Language |",
    "| 20 | [AgentScope](/agents/agentscope/) B Listed Build and run agents you can see, understand and trust. | 69.9 | 28.1k | Python |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://hvtracker.net/categories/agent-frameworks",
   "project": "Pyod",
   "repository": null,
   "stars": "9900",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Agent Frameworks",
    "HVTracker independently evaluates **86 agent frameworks** using daily signals from GitHub, package registries, and security databases.",
    "| # | Agent | Trust | Stars | Language |",
    "| 21 | [Pyod](/agents/pyod/) B Listed A Python library for anomaly detection across tabular, time series, graph, text, image, and audio data. 60+ detectors, b | 69.5 | 9.9k | Python |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# Agent Frameworks",
    "HVTracker independently evaluates **86 agent frameworks** using daily signals from GitHub, package registries, and security databases.",
    "| # | Agent | Trust | Stars | Language |",
    "| 21 | [Pyod](/agents/pyod/) B Listed A Python library for anomaly detection across tabular, time series, graph, text, image, and audio data. 60+ detectors, b | 69.5 | 9.9k | Python |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://hvtracker.net/categories/agent-frameworks",
   "project": "Google ADK (Python)",
   "repository": null,
   "stars": "20800",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Agent Frameworks",
    "HVTracker independently evaluates **86 agent frameworks** using daily signals from GitHub, package registries, and security databases.",
    "| # | Agent | Trust | Stars | Language |",
    "| 22 | [Google ADK (Python)](/agents/google-adk-python/) B Listed An open-source, code-first Python toolkit for building, evaluating, and deploying sophisticated AI agents with flexibili | 69.4 | 20.8k | Python |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# Agent Frameworks",
    "HVTracker independently evaluates **86 agent frameworks** using daily signals from GitHub, package registries, and security databases.",
    "| # | Agent | Trust | Stars | Language |",
    "| 22 | [Google ADK (Python)](/agents/google-adk-python/) B Listed An open-source, code-first Python toolkit for building, evaluating, and deploying sophisticated AI agents with flexibili | 69.4 | 20.8k | Python |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://hvtracker.net/categories/agent-frameworks",
   "project": "PraisonAI",
   "repository": null,
   "stars": "8500",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Agent Frameworks",
    "HVTracker independently evaluates **86 agent frameworks** using daily signals from GitHub, package registries, and security databases.",
    "| # | Agent | Trust | Stars | Language |",
    "| 23 | [PraisonAI](/agents/praisonai/) B Listed PraisonAI \ud83e\udd9e \u2014 Hire a 24/7 AI Workforce. Stop writing boilerplate and start shipping autonomous self-improving agents tha | 69.3 | 8.5k | Python |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# Agent Frameworks",
    "HVTracker independently evaluates **86 agent frameworks** using daily signals from GitHub, package registries, and security databases.",
    "| # | Agent | Trust | Stars | Language |",
    "| 23 | [PraisonAI](/agents/praisonai/) B Listed PraisonAI \ud83e\udd9e \u2014 Hire a 24/7 AI Workforce. Stop writing boilerplate and start shipping autonomous self-improving agents tha | 69.3 | 8.5k | Python |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://hvtracker.net/categories/agent-frameworks",
   "project": "Zeroclaw",
   "repository": null,
   "stars": "32300",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Agent Frameworks",
    "HVTracker independently evaluates **86 agent frameworks** using daily signals from GitHub, package registries, and security databases.",
    "| # | Agent | Trust | Stars | Language |",
    "| 24 | [Zeroclaw](/agents/zeroclaw/) B Listed Fast, small, and fully autonomous AI personal assistant infrastructure, any OS, any platform \u2014 deploy anywhere, swap any | 69.1 | 32.3k | Rust |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# Agent Frameworks",
    "HVTracker independently evaluates **86 agent frameworks** using daily signals from GitHub, package registries, and security databases.",
    "| # | Agent | Trust | Stars | Language |",
    "| 24 | [Zeroclaw](/agents/zeroclaw/) B Listed Fast, small, and fully autonomous AI personal assistant infrastructure, any OS, any platform \u2014 deploy anywhere, swap any | 69.1 | 32.3k | Rust |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://hvtracker.net/categories/agent-frameworks",
   "project": "BeeAI Framework",
   "repository": null,
   "stars": "3300",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Agent Frameworks",
    "HVTracker independently evaluates **86 agent frameworks** using daily signals from GitHub, package registries, and security databases.",
    "| # | Agent | Trust | Stars | Language |",
    "| 25 | [BeeAI Framework](/agents/beeai-framework/) B Listed Build production-ready AI agents in both Python and Typescript. | 69.0 | 3.3k | Python |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# Agent Frameworks",
    "HVTracker independently evaluates **86 agent frameworks** using daily signals from GitHub, package registries, and security databases.",
    "| # | Agent | Trust | Stars | Language |",
    "| 25 | [BeeAI Framework](/agents/beeai-framework/) B Listed Build production-ready AI agents in both Python and Typescript. | 69.0 | 3.3k | Python |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://hvtracker.net/categories/agent-frameworks",
   "project": "Astrid",
   "repository": null,
   "stars": "10300",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Agent Frameworks",
    "HVTracker independently evaluates **86 agent frameworks** using daily signals from GitHub, package registries, and security databases.",
    "| # | Agent | Trust | Stars | Language |",
    "| 26 | [Astrid](/agents/astrid/) B Listed An operating system for AI agents. | 68.7 | 10.3k | Rust |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# Agent Frameworks",
    "HVTracker independently evaluates **86 agent frameworks** using daily signals from GitHub, package registries, and security databases.",
    "| # | Agent | Trust | Stars | Language |",
    "| 26 | [Astrid](/agents/astrid/) B Listed An operating system for AI agents. | 68.7 | 10.3k | Rust |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://hvtracker.net/categories/agent-frameworks",
   "project": "Nx",
   "repository": null,
   "stars": "29100",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Agent Frameworks",
    "HVTracker independently evaluates **86 agent frameworks** using daily signals from GitHub, package registries, and security databases.",
    "| # | Agent | Trust | Stars | Language |",
    "| 27 | [Nx](/agents/nx/) B Listed The Monorepo Platform that amplifies both developers and AI agents. Nx optimizes your builds, scales your CI, and fixes | 67.6 | 29.1k | TypeScript |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# Agent Frameworks",
    "HVTracker independently evaluates **86 agent frameworks** using daily signals from GitHub, package registries, and security databases.",
    "| # | Agent | Trust | Stars | Language |",
    "| 27 | [Nx](/agents/nx/) B Listed The Monorepo Platform that amplifies both developers and AI agents. Nx optimizes your builds, scales your CI, and fixes | 67.6 | 29.1k | TypeScript |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://hvtracker.net/categories/agent-frameworks",
   "project": "VoltAgent",
   "repository": null,
   "stars": "10100",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Agent Frameworks",
    "HVTracker independently evaluates **86 agent frameworks** using daily signals from GitHub, package registries, and security databases.",
    "| # | Agent | Trust | Stars | Language |",
    "| 28 | [VoltAgent](/agents/voltagent/) B Listed AI Agent Engineering Platform built on an Open Source TypeScript AI Agent Framework | 67.5 | 10.1k | TypeScript |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# Agent Frameworks",
    "HVTracker independently evaluates **86 agent frameworks** using daily signals from GitHub, package registries, and security databases.",
    "| # | Agent | Trust | Stars | Language |",
    "| 28 | [VoltAgent](/agents/voltagent/) B Listed AI Agent Engineering Platform built on an Open Source TypeScript AI Agent Framework | 67.5 | 10.1k | TypeScript |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://hvtracker.net/categories/agent-frameworks",
   "project": "1Panel",
   "repository": null,
   "stars": "36300",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Agent Frameworks",
    "HVTracker independently evaluates **86 agent frameworks** using daily signals from GitHub, package registries, and security databases.",
    "| # | Agent | Trust | Stars | Language |",
    "| 29 | [1Panel](/agents/1panel/) B Listed \ud83d\udd25 1Panel is a modern, open-source VPS control panel \u2014 and the only one with native AI agent support. Run Ollama models, | 65.9 | 36.3k | Go |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# Agent Frameworks",
    "HVTracker independently evaluates **86 agent frameworks** using daily signals from GitHub, package registries, and security databases.",
    "| # | Agent | Trust | Stars | Language |",
    "| 29 | [1Panel](/agents/1panel/) B Listed \ud83d\udd25 1Panel is a modern, open-source VPS control panel \u2014 and the only one with native AI agent support. Run Ollama models, | 65.9 | 36.3k | Go |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://hvtracker.net/categories/agent-frameworks",
   "project": "Nexent",
   "repository": null,
   "stars": "5800",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Agent Frameworks",
    "HVTracker independently evaluates **86 agent frameworks** using daily signals from GitHub, package registries, and security databases.",
    "| # | Agent | Trust | Stars | Language |",
    "| 30 | [Nexent](/agents/nexent/) B Listed Nexent is a zero-code platform for auto-generating production-grade AI agents using Harness Engineering principles \u2014 uni | 65.5 | 5.8k | Python |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# Agent Frameworks",
    "HVTracker independently evaluates **86 agent frameworks** using daily signals from GitHub, package registries, and security databases.",
    "| # | Agent | Trust | Stars | Language |",
    "| 30 | [Nexent](/agents/nexent/) B Listed Nexent is a zero-code platform for auto-generating production-grade AI agents using Harness Engineering principles \u2014 uni | 65.5 | 5.8k | Python |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://hvtracker.net/categories/agent-frameworks",
   "project": "Semantic Kernel",
   "repository": null,
   "stars": "28300",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Agent Frameworks",
    "HVTracker independently evaluates **86 agent frameworks** using daily signals from GitHub, package registries, and security databases.",
    "| # | Agent | Trust | Stars | Language |",
    "| 31 | [Semantic Kernel](/agents/semantic-kernel/) B Listed Integrate cutting-edge LLM technology quickly and easily into your apps | 65.5 | 28.3k | C# |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# Agent Frameworks",
    "HVTracker independently evaluates **86 agent frameworks** using daily signals from GitHub, package registries, and security databases.",
    "| # | Agent | Trust | Stars | Language |",
    "| 31 | [Semantic Kernel](/agents/semantic-kernel/) B Listed Integrate cutting-edge LLM technology quickly and easily into your apps | 65.5 | 28.3k | C# |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://hvtracker.net/categories/agent-frameworks",
   "project": "Google ADK (Go)",
   "repository": null,
   "stars": "8500",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Agent Frameworks",
    "HVTracker independently evaluates **86 agent frameworks** using daily signals from GitHub, package registries, and security databases.",
    "| # | Agent | Trust | Stars | Language |",
    "| 32 | [Google ADK (Go)](/agents/google-adk-go/) B Listed An open-source, code-first Go toolkit for building, evaluating, and deploying sophisticated AI agents with flexibility a | 65.4 | 8.5k | Go |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# Agent Frameworks",
    "HVTracker independently evaluates **86 agent frameworks** using daily signals from GitHub, package registries, and security databases.",
    "| # | Agent | Trust | Stars | Language |",
    "| 32 | [Google ADK (Go)](/agents/google-adk-go/) B Listed An open-source, code-first Go toolkit for building, evaluating, and deploying sophisticated AI agents with flexibility a | 65.4 | 8.5k | Go |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://hvtracker.net/categories/agent-frameworks",
   "project": "Burr",
   "repository": null,
   "stars": "2500",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Agent Frameworks",
    "HVTracker independently evaluates **86 agent frameworks** using daily signals from GitHub, package registries, and security databases.",
    "| # | Agent | Trust | Stars | Language |",
    "| 33 | [Burr](/agents/burr/) C Listed Build applications that make decisions (chatbots, agents, simulations, etc...). Monitor, trace, persist, and execute on | 64.9 | 2.5k | Python |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# Agent Frameworks",
    "HVTracker independently evaluates **86 agent frameworks** using daily signals from GitHub, package registries, and security databases.",
    "| # | Agent | Trust | Stars | Language |",
    "| 33 | [Burr](/agents/burr/) C Listed Build applications that make decisions (chatbots, agents, simulations, etc...). Monitor, trace, persist, and execute on | 64.9 | 2.5k | Python |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://hvtracker.net/categories/agent-frameworks",
   "project": "smolagents",
   "repository": null,
   "stars": "28500",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Agent Frameworks",
    "HVTracker independently evaluates **86 agent frameworks** using daily signals from GitHub, package registries, and security databases.",
    "| # | Agent | Trust | Stars | Language |",
    "| 34 | [smolagents](/agents/smolagents/) C Listed \ud83e\udd17 smolagents: a barebones library for agents that think in code. | 64.7 | 28.5k | Python |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# Agent Frameworks",
    "HVTracker independently evaluates **86 agent frameworks** using daily signals from GitHub, package registries, and security databases.",
    "| # | Agent | Trust | Stars | Language |",
    "| 34 | [smolagents](/agents/smolagents/) C Listed \ud83e\udd17 smolagents: a barebones library for agents that think in code. | 64.7 | 28.5k | Python |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://hvtracker.net/categories/agent-frameworks",
   "project": "AG2",
   "repository": null,
   "stars": "4800",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Agent Frameworks",
    "HVTracker independently evaluates **86 agent frameworks** using daily signals from GitHub, package registries, and security databases.",
    "| # | Agent | Trust | Stars | Language |",
    "| 35 | [AG2](/agents/ag2/) C Listed AG2 (formerly AutoGen): The Open-Source AgentOS.Join us at: https://discord.gg/sNGSwQME3x | 63.5 | 4.8k | Python |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# Agent Frameworks",
    "HVTracker independently evaluates **86 agent frameworks** using daily signals from GitHub, package registries, and security databases.",
    "| # | Agent | Trust | Stars | Language |",
    "| 35 | [AG2](/agents/ag2/) C Listed AG2 (formerly AutoGen): The Open-Source AgentOS.Join us at: https://discord.gg/sNGSwQME3x | 63.5 | 4.8k | Python |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://hvtracker.net/categories/agent-frameworks",
   "project": "Griptape",
   "repository": null,
   "stars": "2600",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Agent Frameworks",
    "HVTracker independently evaluates **86 agent frameworks** using daily signals from GitHub, package registries, and security databases.",
    "| # | Agent | Trust | Stars | Language |",
    "| 36 | [Griptape](/agents/griptape/) C Listed Modular Python framework for AI agents and workflows with chain-of-thought reasoning, tools, and memory. | 63.1 | 2.6k | Python |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# Agent Frameworks",
    "HVTracker independently evaluates **86 agent frameworks** using daily signals from GitHub, package registries, and security databases.",
    "| # | Agent | Trust | Stars | Language |",
    "| 36 | [Griptape](/agents/griptape/) C Listed Modular Python framework for AI agents and workflows with chain-of-thought reasoning, tools, and memory. | 63.1 | 2.6k | Python |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://hvtracker.net/categories/agent-frameworks",
   "project": "Google Genkit",
   "repository": null,
   "stars": "6300",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Agent Frameworks",
    "HVTracker independently evaluates **86 agent frameworks** using daily signals from GitHub, package registries, and security databases.",
    "| # | Agent | Trust | Stars | Language |",
    "| 37 | [Google Genkit](/agents/google-genkit/) C Listed Open-source framework for building AI-powered apps in JavaScript, Go, and Python, built and used in production by Google | 63.1 | 6.3k | TypeScript |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# Agent Frameworks",
    "HVTracker independently evaluates **86 agent frameworks** using daily signals from GitHub, package registries, and security databases.",
    "| # | Agent | Trust | Stars | Language |",
    "| 37 | [Google Genkit](/agents/google-genkit/) C Listed Open-source framework for building AI-powered apps in JavaScript, Go, and Python, built and used in production by Google | 63.1 | 6.3k | TypeScript |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://hvtracker.net/categories/agent-frameworks",
   "project": "fast-agent",
   "repository": null,
   "stars": "3900",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Agent Frameworks",
    "HVTracker independently evaluates **86 agent frameworks** using daily signals from GitHub, package registries, and security databases.",
    "| # | Agent | Trust | Stars | Language |",
    "| 38 | [fast-agent](/agents/fast-agent/) C Listed Code, Build and Evaluate agents - excellent Model and Skills/MCP/ACP Support | 62.0 | 3.9k | Python |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# Agent Frameworks",
    "HVTracker independently evaluates **86 agent frameworks** using daily signals from GitHub, package registries, and security databases.",
    "| # | Agent | Trust | Stars | Language |",
    "| 38 | [fast-agent](/agents/fast-agent/) C Listed Code, Build and Evaluate agents - excellent Model and Skills/MCP/ACP Support | 62.0 | 3.9k | Python |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://hvtracker.net/categories/agent-frameworks",
   "project": "Eliza",
   "repository": null,
   "stars": "18800",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Agent Frameworks",
    "HVTracker independently evaluates **86 agent frameworks** using daily signals from GitHub, package registries, and security databases.",
    "| # | Agent | Trust | Stars | Language |",
    "| 39 | [Eliza](/agents/eliza/) C Listed Open source agentic operating system | 61.6 | 18.8k | TypeScript |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# Agent Frameworks",
    "HVTracker independently evaluates **86 agent frameworks** using daily signals from GitHub, package registries, and security databases.",
    "| # | Agent | Trust | Stars | Language |",
    "| 39 | [Eliza](/agents/eliza/) C Listed Open source agentic operating system | 61.6 | 18.8k | TypeScript |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://hvtracker.net/categories/agent-frameworks",
   "project": "Suna",
   "repository": null,
   "stars": "20000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Agent Frameworks",
    "HVTracker independently evaluates **86 agent frameworks** using daily signals from GitHub, package registries, and security databases.",
    "| # | Agent | Trust | Stars | Language |",
    "| 40 | [Suna](/agents/suna/) C Listed The Company AI Command Center | 61.4 | 20.0k | TypeScript |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# Agent Frameworks",
    "HVTracker independently evaluates **86 agent frameworks** using daily signals from GitHub, package registries, and security databases.",
    "| # | Agent | Trust | Stars | Language |",
    "| 40 | [Suna](/agents/suna/) C Listed The Company AI Command Center | 61.4 | 20.0k | TypeScript |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://hvtracker.net/categories/agent-frameworks",
   "project": "MaxKB",
   "repository": null,
   "stars": "22200",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Agent Frameworks",
    "HVTracker independently evaluates **86 agent frameworks** using daily signals from GitHub, package registries, and security databases.",
    "| # | Agent | Trust | Stars | Language |",
    "| 41 | [MaxKB](/agents/maxkb/) C Listed \ud83d\udd25 MaxKB is an open-source platform for building enterprise-grade agents. \u5f3a\u5927\u6613\u7528\u7684\u5f00\u6e90\u4f01\u4e1a\u7ea7\u667a\u80fd\u4f53\u5e73\u53f0\u3002 | 61.3 | 22.2k | Python |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# Agent Frameworks",
    "HVTracker independently evaluates **86 agent frameworks** using daily signals from GitHub, package registries, and security databases.",
    "| # | Agent | Trust | Stars | Language |",
    "| 41 | [MaxKB](/agents/maxkb/) C Listed \ud83d\udd25 MaxKB is an open-source platform for building enterprise-grade agents. \u5f3a\u5927\u6613\u7528\u7684\u5f00\u6e90\u4f01\u4e1a\u7ea7\u667a\u80fd\u4f53\u5e73\u53f0\u3002 | 61.3 | 22.2k | Python |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://hvtracker.net/categories/agent-frameworks",
   "project": "OpenHuman",
   "repository": null,
   "stars": "35200",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Agent Frameworks",
    "HVTracker independently evaluates **86 agent frameworks** using daily signals from GitHub, package registries, and security databases.",
    "| # | Agent | Trust | Stars | Language |",
    "| 42 | [OpenHuman](/agents/openhuman/) C Listed Your Personal AI super intelligence. Private, Simple and extremely powerful. | 59.8 | 35.2k | Rust |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# Agent Frameworks",
    "HVTracker independently evaluates **86 agent frameworks** using daily signals from GitHub, package registries, and security databases.",
    "| # | Agent | Trust | Stars | Language |",
    "| 42 | [OpenHuman](/agents/openhuman/) C Listed Your Personal AI super intelligence. Private, Simple and extremely powerful. | 59.8 | 35.2k | Rust |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://hvtracker.net/categories/agent-frameworks",
   "project": "Spring AI Alibaba",
   "repository": null,
   "stars": "10400",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Agent Frameworks",
    "HVTracker independently evaluates **86 agent frameworks** using daily signals from GitHub, package registries, and security databases.",
    "| # | Agent | Trust | Stars | Language |",
    "| 43 | [Spring AI Alibaba](/agents/spring-ai-alibaba/) C Listed Agentic AI Framework for Java Developers | 59.7 | 10.4k | Java |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# Agent Frameworks",
    "HVTracker independently evaluates **86 agent frameworks** using daily signals from GitHub, package registries, and security databases.",
    "| # | Agent | Trust | Stars | Language |",
    "| 43 | [Spring AI Alibaba](/agents/spring-ai-alibaba/) C Listed Agentic AI Framework for Java Developers | 59.7 | 10.4k | Java |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://hvtracker.net/categories/agent-frameworks",
   "project": "Agent Zero",
   "repository": null,
   "stars": "18500",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Agent Frameworks",
    "HVTracker independently evaluates **86 agent frameworks** using daily signals from GitHub, package registries, and security databases.",
    "| # | Agent | Trust | Stars | Language |",
    "| 44 | [Agent Zero](/agents/agent-zero/) C Listed Agent Zero AI framework | 58.5 | 18.5k | Python |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# Agent Frameworks",
    "HVTracker independently evaluates **86 agent frameworks** using daily signals from GitHub, package registries, and security databases.",
    "| # | Agent | Trust | Stars | Language |",
    "| 44 | [Agent Zero](/agents/agent-zero/) C Listed Agent Zero AI framework | 58.5 | 18.5k | Python |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://hvtracker.net/categories/agent-frameworks",
   "project": "Nanobot",
   "repository": null,
   "stars": "46000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Agent Frameworks",
    "HVTracker independently evaluates **86 agent frameworks** using daily signals from GitHub, package registries, and security databases.",
    "| # | Agent | Trust | Stars | Language |",
    "| 45 | [Nanobot](/agents/nanobot/) C Listed Lightweight, open-source AI agent for your tools, chats, and workflows. | 58.1 | 46.0k | Python |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# Agent Frameworks",
    "HVTracker independently evaluates **86 agent frameworks** using daily signals from GitHub, package registries, and security databases.",
    "| # | Agent | Trust | Stars | Language |",
    "| 45 | [Nanobot](/agents/nanobot/) C Listed Lightweight, open-source AI agent for your tools, chats, and workflows. | 58.1 | 46.0k | Python |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://hvtracker.net/categories/agent-frameworks",
   "project": "Marvin",
   "repository": null,
   "stars": "6200",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Agent Frameworks",
    "HVTracker independently evaluates **86 agent frameworks** using daily signals from GitHub, package registries, and security databases.",
    "| # | Agent | Trust | Stars | Language |",
    "| 46 | [Marvin](/agents/marvin/) C Listed an ambient intelligence library | 58.1 | 6.2k | Python |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# Agent Frameworks",
    "HVTracker independently evaluates **86 agent frameworks** using daily signals from GitHub, package registries, and security databases.",
    "| # | Agent | Trust | Stars | Language |",
    "| 46 | [Marvin](/agents/marvin/) C Listed an ambient intelligence library | 58.1 | 6.2k | Python |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://hvtracker.net/categories/agent-frameworks",
   "project": "Lagent",
   "repository": null,
   "stars": "2300",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Agent Frameworks",
    "HVTracker independently evaluates **86 agent frameworks** using daily signals from GitHub, package registries, and security databases.",
    "| # | Agent | Trust | Stars | Language |",
    "| 47 | [Lagent](/agents/lagent/) C Listed A lightweight framework for building LLM-based agents | 57.8 | 2.3k | Python |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# Agent Frameworks",
    "HVTracker independently evaluates **86 agent frameworks** using daily signals from GitHub, package registries, and security databases.",
    "| # | Agent | Trust | Stars | Language |",
    "| 47 | [Lagent](/agents/lagent/) C Listed A lightweight framework for building LLM-based agents | 57.8 | 2.3k | Python |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://hvtracker.net/categories/agent-frameworks",
   "project": "Omnigent",
   "repository": null,
   "stars": "7600",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Agent Frameworks",
    "HVTracker independently evaluates **86 agent frameworks** using daily signals from GitHub, package registries, and security databases.",
    "| # | Agent | Trust | Stars | Language |",
    "| 48 | [Omnigent](/agents/omnigent/) C Listed Omnigent is an open-source AI agent framework and meta-harness: orchestrate Claude Code, Codex, Cursor, Pi, and custom a | 57.7 | 7.6k | Python |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# Agent Frameworks",
    "HVTracker independently evaluates **86 agent frameworks** using daily signals from GitHub, package registries, and security databases.",
    "| # | Agent | Trust | Stars | Language |",
    "| 48 | [Omnigent](/agents/omnigent/) C Listed Omnigent is an open-source AI agent framework and meta-harness: orchestrate Claude Code, Codex, Cursor, Pi, and custom a | 57.7 | 7.6k | Python |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://hvtracker.net/categories/agent-frameworks",
   "project": "CowAgent",
   "repository": null,
   "stars": "46100",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Agent Frameworks",
    "HVTracker independently evaluates **86 agent frameworks** using daily signals from GitHub, package registries, and security databases.",
    "| # | Agent | Trust | Stars | Language |",
    "| 49 | [CowAgent](/agents/cowagent/) C Listed Open-source super AI assistant & Agent Harness. Plans tasks, runs tools and skills, self-evolves with memory and knowled | 57.6 | 46.1k | Python |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# Agent Frameworks",
    "HVTracker independently evaluates **86 agent frameworks** using daily signals from GitHub, package registries, and security databases.",
    "| # | Agent | Trust | Stars | Language |",
    "| 49 | [CowAgent](/agents/cowagent/) C Listed Open-source super AI assistant & Agent Harness. Plans tasks, runs tools and skills, self-evolves with memory and knowled | 57.6 | 46.1k | Python |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://hvtracker.net/categories/agent-frameworks",
   "project": "Jido",
   "repository": null,
   "stars": "1800",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Agent Frameworks",
    "HVTracker independently evaluates **86 agent frameworks** using daily signals from GitHub, package registries, and security databases.",
    "| # | Agent | Trust | Stars | Language |",
    "| 50 | [Jido](/agents/jido/) C Listed \ud83e\udd16 Autonomous agent framework for Elixir. Built for distributed, autonomous behavior and dynamic workflows. | 56.7 | 1.8k | Elixir |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# Agent Frameworks",
    "HVTracker independently evaluates **86 agent frameworks** using daily signals from GitHub, package registries, and security databases.",
    "| # | Agent | Trust | Stars | Language |",
    "| 50 | [Jido](/agents/jido/) C Listed \ud83e\udd16 Autonomous agent framework for Elixir. Built for distributed, autonomous behavior and dynamic workflows. | 56.7 | 1.8k | Elixir |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://hvtracker.net/categories/agent-frameworks",
   "project": "Atomic Agents",
   "repository": null,
   "stars": "6100",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Agent Frameworks",
    "HVTracker independently evaluates **86 agent frameworks** using daily signals from GitHub, package registries, and security databases.",
    "| # | Agent | Trust | Stars | Language |",
    "| 51 | [Atomic Agents](/agents/atomic-agents/) C Listed Building AI agents, atomically | 56.2 | 6.1k | Python |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# Agent Frameworks",
    "HVTracker independently evaluates **86 agent frameworks** using daily signals from GitHub, package registries, and security databases.",
    "| # | Agent | Trust | Stars | Language |",
    "| 51 | [Atomic Agents](/agents/atomic-agents/) C Listed Building AI agents, atomically | 56.2 | 6.1k | Python |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://hvtracker.net/categories/agent-frameworks",
   "project": "AutoGPT",
   "repository": null,
   "stars": "185600",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Agent Frameworks",
    "HVTracker independently evaluates **86 agent frameworks** using daily signals from GitHub, package registries, and security databases.",
    "| # | Agent | Trust | Stars | Language |",
    "| 52 | [AutoGPT](/agents/autogpt/) C Listed AutoGPT is the vision of accessible AI for everyone, to use and to build on. Our mission is to provide the tools, so tha | 56.0 | 185.6k | Python |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# Agent Frameworks",
    "HVTracker independently evaluates **86 agent frameworks** using daily signals from GitHub, package registries, and security databases.",
    "| # | Agent | Trust | Stars | Language |",
    "| 52 | [AutoGPT](/agents/autogpt/) C Listed AutoGPT is the vision of accessible AI for everyone, to use and to build on. Our mission is to provide the tools, so tha | 56.0 | 185.6k | Python |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://hvtracker.net/categories/agent-frameworks",
   "project": "BotSharp",
   "repository": null,
   "stars": "3100",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Agent Frameworks",
    "HVTracker independently evaluates **86 agent frameworks** using daily signals from GitHub, package registries, and security databases.",
    "| # | Agent | Trust | Stars | Language |",
    "| 53 | [BotSharp](/agents/botsharp/) C Listed AI Multi-Agent Framework in .NET | 56.0 | 3.1k | C# |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# Agent Frameworks",
    "HVTracker independently evaluates **86 agent frameworks** using daily signals from GitHub, package registries, and security databases.",
    "| # | Agent | Trust | Stars | Language |",
    "| 53 | [BotSharp](/agents/botsharp/) C Listed AI Multi-Agent Framework in .NET | 56.0 | 3.1k | C# |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://hvtracker.net/categories/agent-frameworks",
   "project": "Langroid",
   "repository": null,
   "stars": "4100",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Agent Frameworks",
    "HVTracker independently evaluates **86 agent frameworks** using daily signals from GitHub, package registries, and security databases.",
    "| # | Agent | Trust | Stars | Language |",
    "| 54 | [Langroid](/agents/langroid/) C Listed Harness LLMs with Multi-Agent Programming | 55.3 | 4.1k | Python |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# Agent Frameworks",
    "HVTracker independently evaluates **86 agent frameworks** using daily signals from GitHub, package registries, and security databases.",
    "| # | Agent | Trust | Stars | Language |",
    "| 54 | [Langroid](/agents/langroid/) C Listed Harness LLMs with Multi-Agent Programming | 55.3 | 4.1k | Python |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://hvtracker.net/categories/agent-frameworks",
   "project": "agentUniverse",
   "repository": null,
   "stars": "2300",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Agent Frameworks",
    "HVTracker independently evaluates **86 agent frameworks** using daily signals from GitHub, package registries, and security databases.",
    "| # | Agent | Trust | Stars | Language |",
    "| 55 | [agentUniverse](/agents/agentuniverse/) C Listed agentUniverse is a LLM multi-agent framework that allows developers to easily build multi-agent applications. | 53.9 | 2.3k | Python |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# Agent Frameworks",
    "HVTracker independently evaluates **86 agent frameworks** using daily signals from GitHub, package registries, and security databases.",
    "| # | Agent | Trust | Stars | Language |",
    "| 55 | [agentUniverse](/agents/agentuniverse/) C Listed agentUniverse is a LLM multi-agent framework that allows developers to easily build multi-agent applications. | 53.9 | 2.3k | Python |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://hvtracker.net/categories/agent-frameworks",
   "project": "ControlFlow",
   "repository": null,
   "stars": "1400",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Agent Frameworks",
    "HVTracker independently evaluates **86 agent frameworks** using daily signals from GitHub, package registries, and security databases.",
    "| # | Agent | Trust | Stars | Language |",
    "| 56 | [ControlFlow](/agents/controlflow/) C Listed \ud83e\uddbe Take control of your AI agents | 53.9 | 1.4k | Python |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# Agent Frameworks",
    "HVTracker independently evaluates **86 agent frameworks** using daily signals from GitHub, package registries, and security databases.",
    "| # | Agent | Trust | Stars | Language |",
    "| 56 | [ControlFlow](/agents/controlflow/) C Listed \ud83e\uddbe Take control of your AI agents | 53.9 | 1.4k | Python |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://hvtracker.net/categories/agent-frameworks",
   "project": "OpenEvolve",
   "repository": null,
   "stars": "6800",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Agent Frameworks",
    "HVTracker independently evaluates **86 agent frameworks** using daily signals from GitHub, package registries, and security databases.",
    "| # | Agent | Trust | Stars | Language |",
    "| 57 | [OpenEvolve](/agents/openevolve/) C Listed Open-source implementation of AlphaEvolve | 53.7 | 6.8k | Python |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# Agent Frameworks",
    "HVTracker independently evaluates **86 agent frameworks** using daily signals from GitHub, package registries, and security databases.",
    "| # | Agent | Trust | Stars | Language |",
    "| 57 | [OpenEvolve](/agents/openevolve/) C Listed Open-source implementation of AlphaEvolve | 53.7 | 6.8k | Python |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://hvtracker.net/categories/agent-frameworks",
   "project": "LazyLLM",
   "repository": null,
   "stars": "3900",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Agent Frameworks",
    "HVTracker independently evaluates **86 agent frameworks** using daily signals from GitHub, package registries, and security databases.",
    "| # | Agent | Trust | Stars | Language |",
    "| 58 | [LazyLLM](/agents/lazyllm/) C Listed Easiest and laziest way for building multi-agent LLMs applications. | 53.7 | 3.9k | Python |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# Agent Frameworks",
    "HVTracker independently evaluates **86 agent frameworks** using daily signals from GitHub, package registries, and security databases.",
    "| # | Agent | Trust | Stars | Language |",
    "| 58 | [LazyLLM](/agents/lazyllm/) C Listed Easiest and laziest way for building multi-agent LLMs applications. | 53.7 | 3.9k | Python |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://hvtracker.net/categories/agent-frameworks",
   "project": "Agently",
   "repository": null,
   "stars": "1600",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Agent Frameworks",
    "HVTracker independently evaluates **86 agent frameworks** using daily signals from GitHub, package registries, and security databases.",
    "| # | Agent | Trust | Stars | Language |",
    "| 59 | [Agently](/agents/agently/) C Listed [GenAI Application Development Framework] \ud83d\ude80 Build GenAI application quick and easy \ud83d\udcac Easy to interact with GenAI agent | 53.2 | 1.6k | Python |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# Agent Frameworks",
    "HVTracker independently evaluates **86 agent frameworks** using daily signals from GitHub, package registries, and security databases.",
    "| # | Agent | Trust | Stars | Language |",
    "| 59 | [Agently](/agents/agently/) C Listed [GenAI Application Development Framework] \ud83d\ude80 Build GenAI application quick and easy \ud83d\udcac Easy to interact with GenAI agent | 53.2 | 1.6k | Python |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://hvtracker.net/categories/agent-frameworks",
   "project": "Mirascope",
   "repository": null,
   "stars": "1500",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Agent Frameworks",
    "HVTracker independently evaluates **86 agent frameworks** using daily signals from GitHub, package registries, and security databases.",
    "| # | Agent | Trust | Stars | Language |",
    "| 60 | [Mirascope](/agents/mirascope/) C Listed The LLM Anti-Framework | 52.4 | 1.5k | Python |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# Agent Frameworks",
    "HVTracker independently evaluates **86 agent frameworks** using daily signals from GitHub, package registries, and security databases.",
    "| # | Agent | Trust | Stars | Language |",
    "| 60 | [Mirascope](/agents/mirascope/) C Listed The LLM Anti-Framework | 52.4 | 1.5k | Python |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://hvtracker.net/categories/agent-frameworks",
   "project": "AgenticSeek",
   "repository": null,
   "stars": "26700",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Agent Frameworks",
    "HVTracker independently evaluates **86 agent frameworks** using daily signals from GitHub, package registries, and security databases.",
    "| # | Agent | Trust | Stars | Language |",
    "| 61 | [AgenticSeek](/agents/agenticseek/) C Listed Fully Local Manus AI. No APIs, No $200 monthly bills. Enjoy an autonomous agent that thinks, browses the web, and code f | 51.7 | 26.7k | Python |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# Agent Frameworks",
    "HVTracker independently evaluates **86 agent frameworks** using daily signals from GitHub, package registries, and security databases.",
    "| # | Agent | Trust | Stars | Language |",
    "| 61 | [AgenticSeek](/agents/agenticseek/) C Listed Fully Local Manus AI. No APIs, No $200 monthly bills. Enjoy an autonomous agent that thinks, browses the web, and code f | 51.7 | 26.7k | Python |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://hvtracker.net/categories/agent-frameworks",
   "project": "Qwen Agent",
   "repository": null,
   "stars": "16800",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Agent Frameworks",
    "HVTracker independently evaluates **86 agent frameworks** using daily signals from GitHub, package registries, and security databases.",
    "| # | Agent | Trust | Stars | Language |",
    "| 62 | [Qwen Agent](/agents/qwen-agent/) D Listed Agent framework and applications built upon Qwen>=3.0, featuring Function Calling, MCP, Code Interpreter, RAG, Chrome ex | 49.7 | 16.8k | Python |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# Agent Frameworks",
    "HVTracker independently evaluates **86 agent frameworks** using daily signals from GitHub, package registries, and security databases.",
    "| # | Agent | Trust | Stars | Language |",
    "| 62 | [Qwen Agent](/agents/qwen-agent/) D Listed Agent framework and applications built upon Qwen>=3.0, featuring Function Calling, MCP, Code Interpreter, RAG, Chrome ex | 49.7 | 16.8k | Python |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://hvtracker.net/categories/agent-frameworks",
   "project": "Verl Agent",
   "repository": null,
   "stars": "2100",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Agent Frameworks",
    "HVTracker independently evaluates **86 agent frameworks** using daily signals from GitHub, package registries, and security databases.",
    "| # | Agent | Trust | Stars | Language |",
    "| 63 | [Verl Agent](/agents/verl-agent/) D Listed verl-agent is an extension of veRL, designed for training LLM/VLM agents via RL. verl-agent is also the official code fo | 49.6 | 2.1k | Python |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# Agent Frameworks",
    "HVTracker independently evaluates **86 agent frameworks** using daily signals from GitHub, package registries, and security databases.",
    "| # | Agent | Trust | Stars | Language |",
    "| 63 | [Verl Agent](/agents/verl-agent/) D Listed verl-agent is an extension of veRL, designed for training LLM/VLM agents via RL. verl-agent is also the official code fo | 49.6 | 2.1k | Python |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://hvtracker.net/categories/agent-frameworks",
   "project": "OpenFang",
   "repository": null,
   "stars": "18000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Agent Frameworks",
    "HVTracker independently evaluates **86 agent frameworks** using daily signals from GitHub, package registries, and security databases.",
    "| # | Agent | Trust | Stars | Language |",
    "| 64 | [OpenFang](/agents/openfang/) D Listed Open-source Agent Operating System | 49.5 | 18.0k | Rust |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# Agent Frameworks",
    "HVTracker independently evaluates **86 agent frameworks** using daily signals from GitHub, package registries, and security databases.",
    "| # | Agent | Trust | Stars | Language |",
    "| 64 | [OpenFang](/agents/openfang/) D Listed Open-source Agent Operating System | 49.5 | 18.0k | Rust |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://hvtracker.net/categories/agent-frameworks",
   "project": "AdalFlow",
   "repository": null,
   "stars": "4200",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Agent Frameworks",
    "HVTracker independently evaluates **86 agent frameworks** using daily signals from GitHub, package registries, and security databases.",
    "| # | Agent | Trust | Stars | Language |",
    "| 65 | [AdalFlow](/agents/adalflow/) D Listed AdalFlow: The library to build & auto-optimize LLM applications. | 49.5 | 4.2k | Python |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# Agent Frameworks",
    "HVTracker independently evaluates **86 agent frameworks** using daily signals from GitHub, package registries, and security databases.",
    "| # | Agent | Trust | Stars | Language |",
    "| 65 | [AdalFlow](/agents/adalflow/) D Listed AdalFlow: The library to build & auto-optimize LLM applications. | 49.5 | 4.2k | Python |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://hvtracker.net/categories/agent-frameworks",
   "project": "Parlant",
   "repository": null,
   "stars": "18200",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Agent Frameworks",
    "HVTracker independently evaluates **86 agent frameworks** using daily signals from GitHub, package registries, and security databases.",
    "| # | Agent | Trust | Stars | Language |",
    "| 66 | [Parlant](/agents/parlant/) D Listed Build reliable customer-facing AI agents with Parlant: an interaction control harness optimized for controlled, consiste | 48.1 | 18.2k | Python |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# Agent Frameworks",
    "HVTracker independently evaluates **86 agent frameworks** using daily signals from GitHub, package registries, and security databases.",
    "| # | Agent | Trust | Stars | Language |",
    "| 66 | [Parlant](/agents/parlant/) D Listed Build reliable customer-facing AI agents with Parlant: an interaction control harness optimized for controlled, consiste | 48.1 | 18.2k | Python |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://hvtracker.net/categories/agent-frameworks",
   "project": "FastAgency",
   "repository": null,
   "stars": "545",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Agent Frameworks",
    "HVTracker independently evaluates **86 agent frameworks** using daily signals from GitHub, package registries, and security databases.",
    "| # | Agent | Trust | Stars | Language |",
    "| 67 | [FastAgency](/agents/fastagency/) D Listed The fastest way to bring multi-agent workflows to production. | 47.9 | 545 | Python |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# Agent Frameworks",
    "HVTracker independently evaluates **86 agent frameworks** using daily signals from GitHub, package registries, and security databases.",
    "| # | Agent | Trust | Stars | Language |",
    "| 67 | [FastAgency](/agents/fastagency/) D Listed The fastest way to bring multi-agent workflows to production. | 47.9 | 545 | Python |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://hvtracker.net/categories/agent-frameworks",
   "project": "IntentKit",
   "repository": null,
   "stars": "6500",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Agent Frameworks",
    "HVTracker independently evaluates **86 agent frameworks** using daily signals from GitHub, package registries, and security databases.",
    "| # | Agent | Trust | Stars | Language |",
    "| 68 | [IntentKit](/agents/intentkit/) D Listed IntentKit is an open-source, self-hosted cloud agent cluster that manages a collaborative team of AI agents for you. | 47.6 | 6.5k | Python |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# Agent Frameworks",
    "HVTracker independently evaluates **86 agent frameworks** using daily signals from GitHub, package registries, and security databases.",
    "| # | Agent | Trust | Stars | Language |",
    "| 68 | [IntentKit](/agents/intentkit/) D Listed IntentKit is an open-source, self-hosted cloud agent cluster that manages a collaborative team of AI agents for you. | 47.6 | 6.5k | Python |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://hvtracker.net/categories/agent-frameworks",
   "project": "Fedml",
   "repository": null,
   "stars": "4100",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Agent Frameworks",
    "HVTracker independently evaluates **86 agent frameworks** using daily signals from GitHub, package registries, and security databases.",
    "| # | Agent | Trust | Stars | Language |",
    "| 69 | [Fedml](/agents/fedml/) D Listed FEDML - The unified and scalable ML library for large-scale distributed training, model serving, and federated learning. | 46.0 | 4.1k | Python |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# Agent Frameworks",
    "HVTracker independently evaluates **86 agent frameworks** using daily signals from GitHub, package registries, and security databases.",
    "| # | Agent | Trust | Stars | Language |",
    "| 69 | [Fedml](/agents/fedml/) D Listed FEDML - The unified and scalable ML library for large-scale distributed training, model serving, and federated learning. | 46.0 | 4.1k | Python |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://hvtracker.net/categories/agent-frameworks",
   "project": "Upsonic",
   "repository": null,
   "stars": "7900",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Agent Frameworks",
    "HVTracker independently evaluates **86 agent frameworks** using daily signals from GitHub, package registries, and security databases.",
    "| # | Agent | Trust | Stars | Language |",
    "| 70 | [Upsonic](/agents/upsonic/) D Listed Build autonomous AI agents in Python. | 46.0 | 7.9k | Python |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# Agent Frameworks",
    "HVTracker independently evaluates **86 agent frameworks** using daily signals from GitHub, package registries, and security databases.",
    "| # | Agent | Trust | Stars | Language |",
    "| 70 | [Upsonic](/agents/upsonic/) D Listed Build autonomous AI agents in Python. | 46.0 | 7.9k | Python |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://hvtracker.net/categories/agent-frameworks",
   "project": "Mastra",
   "repository": null,
   "stars": "26400",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Agent Frameworks",
    "HVTracker independently evaluates **86 agent frameworks** using daily signals from GitHub, package registries, and security databases.",
    "| # | Agent | Trust | Stars | Language |",
    "| 71 | [Mastra](/agents/mastra/) D Listed From the team behind Gatsby, Mastra is a framework for building AI-powered applications and agents with a modern TypeScr | 45.2 | 26.4k | TypeScript |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# Agent Frameworks",
    "HVTracker independently evaluates **86 agent frameworks** using daily signals from GitHub, package registries, and security databases.",
    "| # | Agent | Trust | Stars | Language |",
    "| 71 | [Mastra](/agents/mastra/) D Listed From the team behind Gatsby, Mastra is a framework for building AI-powered applications and agents with a modern TypeScr | 45.2 | 26.4k | TypeScript |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://hvtracker.net/categories/agent-frameworks",
   "project": "YoMo",
   "repository": null,
   "stars": "1900",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Agent Frameworks",
    "HVTracker independently evaluates **86 agent frameworks** using daily signals from GitHub, package registries, and security databases.",
    "| # | Agent | Trust | Stars | Language |",
    "| 72 | [YoMo](/agents/yomo/) D Needs review \ud83e\udd96 Serverless AI Agent Framework with Geo-distributed Edge AI Infra. | 45.1 | 1.9k | Rust |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# Agent Frameworks",
    "HVTracker independently evaluates **86 agent frameworks** using daily signals from GitHub, package registries, and security databases.",
    "| # | Agent | Trust | Stars | Language |",
    "| 72 | [YoMo](/agents/yomo/) D Needs review \ud83e\udd96 Serverless AI Agent Framework with Geo-distributed Edge AI Infra. | 45.1 | 1.9k | Rust |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://hvtracker.net/categories/agent-frameworks",
   "project": "LlamaIndex",
   "repository": null,
   "stars": "51000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Agent Frameworks",
    "HVTracker independently evaluates **86 agent frameworks** using daily signals from GitHub, package registries, and security databases.",
    "| # | Agent | Trust | Stars | Language |",
    "| 73 | [LlamaIndex](/agents/llamaindex/) D Listed LlamaIndex is the leading document agent and OCR platform | 43.7 | 51.0k | Python |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# Agent Frameworks",
    "HVTracker independently evaluates **86 agent frameworks** using daily signals from GitHub, package registries, and security databases.",
    "| # | Agent | Trust | Stars | Language |",
    "| 73 | [LlamaIndex](/agents/llamaindex/) D Listed LlamaIndex is the leading document agent and OCR platform | 43.7 | 51.0k | Python |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://hvtracker.net/categories/agent-frameworks",
   "project": "AgentLite",
   "repository": null,
   "stars": "648",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Agent Frameworks",
    "HVTracker independently evaluates **86 agent frameworks** using daily signals from GitHub, package registries, and security databases.",
    "| # | Agent | Trust | Stars | Language |",
    "| 74 | [AgentLite](/agents/agentlite/) D Listed | 41.9 | 648 | Jupyter Notebook |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# Agent Frameworks",
    "HVTracker independently evaluates **86 agent frameworks** using daily signals from GitHub, package registries, and security databases.",
    "| # | Agent | Trust | Stars | Language |",
    "| 74 | [AgentLite](/agents/agentlite/) D Listed | 41.9 | 648 | Jupyter Notebook |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://hvtracker.net/categories/agent-frameworks",
   "project": "OpenSSA",
   "repository": null,
   "stars": "346",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Agent Frameworks",
    "HVTracker independently evaluates **86 agent frameworks** using daily signals from GitHub, package registries, and security databases.",
    "| # | Agent | Trust | Stars | Language |",
    "| 75 | [OpenSSA](/agents/openssa/) D Listed OpenSSA: Small Specialist Agents based on Domain-Aware Neurosymbolic Agent (DANA) architecture for industrial problem-so | 41.4 | 346 | Python |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# Agent Frameworks",
    "HVTracker independently evaluates **86 agent frameworks** using daily signals from GitHub, package registries, and security databases.",
    "| # | Agent | Trust | Stars | Language |",
    "| 75 | [OpenSSA](/agents/openssa/) D Listed OpenSSA: Small Specialist Agents based on Domain-Aware Neurosymbolic Agent (DANA) architecture for industrial problem-so | 41.4 | 346 | Python |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://hvtracker.net/categories/agent-frameworks",
   "project": "Magentic",
   "repository": null,
   "stars": "2400",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Agent Frameworks",
    "HVTracker independently evaluates **86 agent frameworks** using daily signals from GitHub, package registries, and security databases.",
    "| # | Agent | Trust | Stars | Language |",
    "| 76 | [Magentic](/agents/magentic/) D Listed Seamlessly integrate LLMs as Python functions | 38.9 | 2.4k | Python |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# Agent Frameworks",
    "HVTracker independently evaluates **86 agent frameworks** using daily signals from GitHub, package registries, and security databases.",
    "| # | Agent | Trust | Stars | Language |",
    "| 76 | [Magentic](/agents/magentic/) D Listed Seamlessly integrate LLMs as Python functions | 38.9 | 2.4k | Python |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://hvtracker.net/categories/agent-frameworks",
   "project": "PocketFlow",
   "repository": null,
   "stars": "11000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Agent Frameworks",
    "HVTracker independently evaluates **86 agent frameworks** using daily signals from GitHub, package registries, and security databases.",
    "| # | Agent | Trust | Stars | Language |",
    "| 77 | [PocketFlow](/agents/pocketflow/) D Listed Pocket Flow: 100-line LLM framework. Let Agents build Agents! | 38.1 | 11.0k | Python |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# Agent Frameworks",
    "HVTracker independently evaluates **86 agent frameworks** using daily signals from GitHub, package registries, and security databases.",
    "| # | Agent | Trust | Stars | Language |",
    "| 77 | [PocketFlow](/agents/pocketflow/) D Listed Pocket Flow: 100-line LLM framework. Let Agents build Agents! | 38.1 | 11.0k | Python |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://hvtracker.net/categories/agent-frameworks",
   "project": "JARVIS / HuggingGPT",
   "repository": null,
   "stars": "25100",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Agent Frameworks",
    "HVTracker independently evaluates **86 agent frameworks** using daily signals from GitHub, package registries, and security databases.",
    "| # | Agent | Trust | Stars | Language |",
    "| 78 | [JARVIS / HuggingGPT](/agents/jarvis-hugginggpt/) D Listed JARVIS, a system to connect LLMs with ML community. Paper: https://arxiv.org/pdf/2303.17580.pdf | 36.2 | 25.1k | Python |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# Agent Frameworks",
    "HVTracker independently evaluates **86 agent frameworks** using daily signals from GitHub, package registries, and security databases.",
    "| # | Agent | Trust | Stars | Language |",
    "| 78 | [JARVIS / HuggingGPT](/agents/jarvis-hugginggpt/) D Listed JARVIS, a system to connect LLMs with ML community. Paper: https://arxiv.org/pdf/2303.17580.pdf | 36.2 | 25.1k | Python |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://hvtracker.net/categories/agent-frameworks",
   "project": "Youtu-Agent",
   "repository": null,
   "stars": "4600",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Agent Frameworks",
    "HVTracker independently evaluates **86 agent frameworks** using daily signals from GitHub, package registries, and security databases.",
    "| # | Agent | Trust | Stars | Language |",
    "| 79 | [Youtu-Agent](/agents/youtu-agent/) D Listed A simple yet powerful agent framework that delivers with open-source models | 35.0 | 4.6k | Python |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# Agent Frameworks",
    "HVTracker independently evaluates **86 agent frameworks** using daily signals from GitHub, package registries, and security databases.",
    "| # | Agent | Trust | Stars | Language |",
    "| 79 | [Youtu-Agent](/agents/youtu-agent/) D Listed A simple yet powerful agent framework that delivers with open-source models | 35.0 | 4.6k | Python |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://hvtracker.net/categories/agent-frameworks",
   "project": "Lingxi",
   "repository": null,
   "stars": "256",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Agent Frameworks",
    "HVTracker independently evaluates **86 agent frameworks** using daily signals from GitHub, package registries, and security databases.",
    "| # | Agent | Trust | Stars | Language |",
    "| 80 | [Lingxi](/agents/lingxi/) D Listed | 34.7 | 256 | Python |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# Agent Frameworks",
    "HVTracker independently evaluates **86 agent frameworks** using daily signals from GitHub, package registries, and security databases.",
    "| # | Agent | Trust | Stars | Language |",
    "| 80 | [Lingxi](/agents/lingxi/) D Listed | 34.7 | 256 | Python |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://hvtracker.net/categories/agent-frameworks",
   "project": "II-Agent",
   "repository": null,
   "stars": "3400",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Agent Frameworks",
    "HVTracker independently evaluates **86 agent frameworks** using daily signals from GitHub, package registries, and security databases.",
    "| # | Agent | Trust | Stars | Language |",
    "| 81 | [II-Agent](/agents/ii-agent/) D Listed II-Agent: a new open-source framework to build and deploy intelligent agents | 34.5 | 3.4k | Python |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# Agent Frameworks",
    "HVTracker independently evaluates **86 agent frameworks** using daily signals from GitHub, package registries, and security databases.",
    "| # | Agent | Trust | Stars | Language |",
    "| 81 | [II-Agent](/agents/ii-agent/) D Listed II-Agent: a new open-source framework to build and deploy intelligent agents | 34.5 | 3.4k | Python |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://hvtracker.net/categories/agent-frameworks",
   "project": "AutoAgent",
   "repository": null,
   "stars": "9500",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Agent Frameworks",
    "HVTracker independently evaluates **86 agent frameworks** using daily signals from GitHub, package registries, and security databases.",
    "| # | Agent | Trust | Stars | Language |",
    "| 82 | [AutoAgent](/agents/autoagent/) D Listed \"AutoAgent: Fully-Automated and Zero-Code LLM Agent Framework\" | 31.2 | 9.5k | Python |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# Agent Frameworks",
    "HVTracker independently evaluates **86 agent frameworks** using daily signals from GitHub, package registries, and security databases.",
    "| # | Agent | Trust | Stars | Language |",
    "| 82 | [AutoAgent](/agents/autoagent/) D Listed \"AutoAgent: Fully-Automated and Zero-Code LLM Agent Framework\" | 31.2 | 9.5k | Python |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://hvtracker.net/categories/agent-frameworks",
   "project": "BabyAGI",
   "repository": null,
   "stars": "22300",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Agent Frameworks",
    "HVTracker independently evaluates **86 agent frameworks** using daily signals from GitHub, package registries, and security databases.",
    "| # | Agent | Trust | Stars | Language |",
    "| 83 | [BabyAGI](/agents/babyagi/) D Needs review | 30.7 | 22.3k | Python |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# Agent Frameworks",
    "HVTracker independently evaluates **86 agent frameworks** using daily signals from GitHub, package registries, and security databases.",
    "| # | Agent | Trust | Stars | Language |",
    "| 83 | [BabyAGI](/agents/babyagi/) D Needs review | 30.7 | 22.3k | Python |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://hvtracker.net/categories/agent-frameworks",
   "project": "AIlice",
   "repository": null,
   "stars": "1400",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Agent Frameworks",
    "HVTracker independently evaluates **86 agent frameworks** using daily signals from GitHub, package registries, and security databases.",
    "| # | Agent | Trust | Stars | Language |",
    "| 84 | [AIlice](/agents/ailice/) D Listed AIlice is a fully autonomous, general-purpose AI agent. | 23.5 | 1.4k | Python |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# Agent Frameworks",
    "HVTracker independently evaluates **86 agent frameworks** using daily signals from GitHub, package registries, and security databases.",
    "| # | Agent | Trust | Stars | Language |",
    "| 84 | [AIlice](/agents/ailice/) D Listed AIlice is a fully autonomous, general-purpose AI agent. | 23.5 | 1.4k | Python |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://hvtracker.net/categories/agent-frameworks",
   "project": "mcp-agent",
   "repository": null,
   "stars": "8500",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Agent Frameworks",
    "HVTracker independently evaluates **86 agent frameworks** using daily signals from GitHub, package registries, and security databases.",
    "| # | Agent | Trust | Stars | Language |",
    "| 85 | [mcp-agent](/agents/mcp-agent/) D Listed Build effective agents using Model Context Protocol and simple workflow patterns | 23.4 | 8.5k | Python |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# Agent Frameworks",
    "HVTracker independently evaluates **86 agent frameworks** using daily signals from GitHub, package registries, and security databases.",
    "| # | Agent | Trust | Stars | Language |",
    "| 85 | [mcp-agent](/agents/mcp-agent/) D Listed Build effective agents using Model Context Protocol and simple workflow patterns | 23.4 | 8.5k | Python |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://hvtracker.net/categories/agent-frameworks",
   "project": "OpenManus",
   "repository": null,
   "stars": "57500",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Agent Frameworks",
    "HVTracker independently evaluates **86 agent frameworks** using daily signals from GitHub, package registries, and security databases.",
    "| # | Agent | Trust | Stars | Language |",
    "| 86 | [OpenManus](/agents/openmanus/) D Listed No fortress, purely open ground. OpenManus is Coming. | 19.6 | 57.5k | Python |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# Agent Frameworks",
    "HVTracker independently evaluates **86 agent frameworks** using daily signals from GitHub, package registries, and security databases.",
    "| # | Agent | Trust | Stars | Language |",
    "| 86 | [OpenManus](/agents/openmanus/) D Listed No fortress, purely open ground. OpenManus is Coming. | 19.6 | 57.5k | Python |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/alexbevi%2Fawesome-agent-frameworks?topic=agentic",
   "project": "AX (Agent Executor)",
   "repository": "https://github.com/google/ax",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Curated awesome list of open source agent frameworks and tools for building, running, connecting, and observing AI agents.",
    "- ## Agent graph / runtime",
    "  - [AX (Agent Executor)](/projects/github.com%2Fgoogle%2Fax) - AX (Agent eXecutor) is Google's open source distributed agent runtime, written in Go and licensed Apache-2.0."
   ],
   "repository_evidence": [
    "Curated awesome list of open source agent frameworks and tools for building, running, connecting, and observing AI agents.",
    "- ## Agent graph / runtime",
    "  - [AX (Agent Executor)](/projects/github.com%2Fgoogle%2Fax) - AX (Agent eXecutor) is Google's open source distributed agent runtime, written in Go and licensed Apache-2.0."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/alexbevi%2Fawesome-agent-frameworks?topic=agentic",
   "project": "BeeAI Framework",
   "repository": "https://github.com/i-am-bee/beeai-framework",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Curated awesome list of open source agent frameworks and tools for building, running, connecting, and observing AI agents.",
    "- ## Agent SDK / framework",
    "  - [BeeAI Framework](/projects/github.com%2Fi-am-bee%2Fbeeai-framework) - am-bee/beeai-framework?style=social) - BeeAI Framework is an open-source (Apache 2.0) framework for building production-ready multi-agent systems, with first-class parity across Python and TypeScript."
   ],
   "repository_evidence": [
    "Curated awesome list of open source agent frameworks and tools for building, running, connecting, and observing AI agents.",
    "- ## Agent SDK / framework",
    "  - [BeeAI Framework](/projects/github.com%2Fi-am-bee%2Fbeeai-framework) - am-bee/beeai-framework?style=social) - BeeAI Framework is an open-source (Apache 2.0) framework for building production-ready multi-agent systems, with first-class parity across Python and TypeScript."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/alexbevi%2Fawesome-agent-frameworks?topic=agentic",
   "project": "HelixDB",
   "repository": "https://github.com/HelixDB/helix-db",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Curated awesome list of open source agent frameworks and tools for building, running, connecting, and observing AI agents.",
    "- ## Agent graph / runtime",
    "  - [HelixDB](/projects/github.com%2FHelixDB%2Fhelix-db) - db?style=social) - HelixDB is an open-source (Apache 2.0) OLTP graph-vector database built from scratch in Rust, positioned as a graph-vector database for knowledge graphs and AI memory."
   ],
   "repository_evidence": [
    "Curated awesome list of open source agent frameworks and tools for building, running, connecting, and observing AI agents.",
    "- ## Agent graph / runtime",
    "  - [HelixDB](/projects/github.com%2FHelixDB%2Fhelix-db) - db?style=social) - HelixDB is an open-source (Apache 2.0) OLTP graph-vector database built from scratch in Rust, positioned as a graph-vector database for knowledge graphs and AI memory."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://suprsonic.ai/articles/building-ai-agents-the-2026-insider-guide",
   "project": "Mastra",
   "repository": null,
   "stars": "22000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "The realistic insider guide to building AI agents in April 2026: what actually works, what is hype, and how to ship a production agent without drowning in framework abstractions.",
    "4. Independent Frameworks: What is Actually Worth Using in 2026",
    "**Mastra** at [mastra.ai](https://mastra.ai/) has emerged as the default choice for TypeScript agent builders, with **22,000+ GitHub stars** and **300,000+ weekly npm downloads** (1.8M monthly by February 2026) - [Mastra](https://mastra.ai/). Built by the team behind Gatsby, it reached 1.0 stable in January 2026.\n\nMastra"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "The realistic insider guide to building AI agents in April 2026: what actually works, what is hype, and how to ship a production agent without drowning in framework abstractions.",
    "4. Independent Frameworks: What is Actually Worth Using in 2026",
    "**Mastra** at [mastra.ai](https://mastra.ai/) has emerged as the default choice for TypeScript agent builders, with **22,000+ GitHub stars** and **300,000+ weekly npm downloads** (1.8M monthly by February 2026) - [Mastra](https://mastra.ai/). Built by the team behind Gatsby, it reached 1.0 stable in January 2026.\n\nMastra"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://suprsonic.ai/articles/building-ai-agents-the-2026-insider-guide",
   "project": "PydanticAI",
   "repository": "https://github.com/pydantic/pydantic-ai",
   "stars": "16000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "The realistic insider guide to building AI agents in April 2026: what actually works, what is hype, and how to ship a production agent without drowning in framework abstractions.",
    "4. Independent Frameworks: What is Actually Worth Using in 2026",
    "**PydanticAI** at [ai.pydantic.dev](https://ai.pydantic.dev/) brings the Pydantic philosophy (type safety, validation, IDE-first development) to agent building."
   ],
   "repository_evidence": [
    "The realistic insider guide to building AI agents in April 2026: what actually works, what is hype, and how to ship a production agent without drowning in framework abstractions.",
    "4. Independent Frameworks: What is Actually Worth Using in 2026"
   ],
   "stars_evidence": [
    "The realistic insider guide to building AI agents in April 2026: what actually works, what is hype, and how to ship a production agent without drowning in framework abstractions.",
    "4. Independent Frameworks: What is Actually Worth Using in 2026"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://suprsonic.ai/articles/building-ai-agents-the-2026-insider-guide",
   "project": "Agno",
   "repository": "https://github.com/agno-agi/agno",
   "stars": "39100",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "The realistic insider guide to building AI agents in April 2026: what actually works, what is hype, and how to ship a production agent without drowning in framework abstractions.",
    "4. Independent Frameworks: What is Actually Worth Using in 2026",
    "**Agno** (formerly Phidata) at [agno.com](https://www.agno.com) provides three layers: a Python SDK, **AgentOS** (a stateless FastAPI runtime), and a control plane UI for monitoring and management."
   ],
   "repository_evidence": [
    "The realistic insider guide to building AI agents in April 2026: what actually works, what is hype, and how to ship a production agent without drowning in framework abstractions.",
    "4. Independent Frameworks: What is Actually Worth Using in 2026"
   ],
   "stars_evidence": [
    "The realistic insider guide to building AI agents in April 2026: what actually works, what is hype, and how to ship a production agent without drowning in framework abstractions.",
    "4. Independent Frameworks: What is Actually Worth Using in 2026"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://suprsonic.ai/articles/building-ai-agents-the-2026-insider-guide",
   "project": "Smolagents",
   "repository": "https://github.com/huggingface/smolagents",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "The realistic insider guide to building AI agents in April 2026: what actually works, what is hype, and how to ship a production agent without drowning in framework abstractions.",
    "4. Independent Frameworks: What is Actually Worth Using in 2026"
   ],
   "repository_evidence": [
    "The realistic insider guide to building AI agents in April 2026: what actually works, what is hype, and how to ship a production agent without drowning in framework abstractions.",
    "4. Independent Frameworks: What is Actually Worth Using in 2026",
    "Its distinctive feature: the **CodeAgent** generates Python code snippets rather than JSON tool calls, achieving **30% fewer steps and LLM calls** than standard tool-calling approaches."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://suprsonic.ai/articles/building-ai-agents-the-2026-insider-guide",
   "project": "Browser Use",
   "repository": null,
   "stars": "81200",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "The realistic insider guide to building AI agents in April 2026: what actually works, what is hype, and how to ship a production agent without drowning in framework abstractions.",
    "6. Memory: Making Your Agent Remember",
    "**Browser Use** at [browser-use.com](https://browser-use.com) is the open-source leader with **81,200+ GitHub stars** and an **89.1% success rate** on the WebVoyager benchmark."
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "The realistic insider guide to building AI agents in April 2026: what actually works, what is hype, and how to ship a production agent without drowning in framework abstractions.",
    "6. Memory: Making Your Agent Remember",
    "**Browser Use** at [browser-use.com](https://browser-use.com) is the open-source leader with **81,200+ GitHub stars** and an **89.1% success rate** on the WebVoyager benchmark."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/ritchieng/the-incredible-ai-agents",
   "project": "ReAct",
   "repository": "https://github.com/ysymyth/ReAct",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# The Incredible AI Agents",
    "## Planning & Reasoning",
    "- [ReAct](https://github.com/ysymyth/ReAct) - Reasoning and Acting with Language Models"
   ],
   "repository_evidence": [
    "# The Incredible AI Agents",
    "## Planning & Reasoning",
    "- [ReAct](https://github.com/ysymyth/ReAct) - Reasoning and Acting with Language Models"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/ritchieng/the-incredible-ai-agents",
   "project": "Tree of Thoughts",
   "repository": "https://github.com/princeton-nlp/tree-of-thought-llm",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# The Incredible AI Agents",
    "## Planning & Reasoning",
    "- [Tree of Thoughts](https://github.com/princeton-nlp/tree-of-thought-llm) - Deliberate problem solving with LLMs"
   ],
   "repository_evidence": [
    "# The Incredible AI Agents",
    "## Planning & Reasoning",
    "- [Tree of Thoughts](https://github.com/princeton-nlp/tree-of-thought-llm) - Deliberate problem solving with LLMs"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/ritchieng/the-incredible-ai-agents",
   "project": "Plan-and-Solve",
   "repository": "https://github.com/AGI-Edgerunners/Plan-and-Solve-Prompting",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# The Incredible AI Agents",
    "## Planning & Reasoning",
    "- [Plan-and-Solve](https://github.com/AGI-Edgerunners/Plan-and-Solve-Prompting) - Zero-shot reasoning prompting"
   ],
   "repository_evidence": [
    "# The Incredible AI Agents",
    "## Planning & Reasoning",
    "- [Plan-and-Solve](https://github.com/AGI-Edgerunners/Plan-and-Solve-Prompting) - Zero-shot reasoning prompting"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/ritchieng/the-incredible-ai-agents",
   "project": "Google Agent Development Kit (ADK)",
   "repository": "https://developers.google.com/ai/agents",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# The Incredible AI Agents",
    "### Core Agent Frameworks",
    "- [Google Agent Development Kit (ADK)](https://developers.google.com/ai/agents) - Google's toolkit for building AI agents"
   ],
   "repository_evidence": [
    "# The Incredible AI Agents",
    "### Core Agent Frameworks",
    "- [Google Agent Development Kit (ADK)](https://developers.google.com/ai/agents) - Google's toolkit for building AI agents"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/ritchieng/the-incredible-ai-agents",
   "project": "OpenAI Agents Python",
   "repository": "https://github.com/openai/openai-agents-python",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# The Incredible AI Agents",
    "### Core Agent Frameworks",
    "- [OpenAI Agents Python](https://github.com/openai/openai-agents-python) - OpenAI's lightweight multi-agent workflow framework"
   ],
   "repository_evidence": [
    "# The Incredible AI Agents",
    "### Core Agent Frameworks",
    "- [OpenAI Agents Python](https://github.com/openai/openai-agents-python) - OpenAI's lightweight multi-agent workflow framework"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/ritchieng/the-incredible-ai-agents",
   "project": "LangChain",
   "repository": "https://github.com/langchain-ai/langchain",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# The Incredible AI Agents",
    "### Core Agent Frameworks",
    "- [LangChain](https://github.com/langchain-ai/langchain) - Building applications with LLMs through composability"
   ],
   "repository_evidence": [
    "# The Incredible AI Agents",
    "### Core Agent Frameworks",
    "- [LangChain](https://github.com/langchain-ai/langchain) - Building applications with LLMs through composability"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/ritchieng/the-incredible-ai-agents",
   "project": "LangGraph",
   "repository": "https://github.com/langchain-ai/langgraph",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# The Incredible AI Agents",
    "### Core Agent Frameworks",
    "- [LangGraph](https://github.com/langchain-ai/langgraph) - Build resilient language agents as graphs"
   ],
   "repository_evidence": [
    "# The Incredible AI Agents",
    "### Core Agent Frameworks",
    "- [LangGraph](https://github.com/langchain-ai/langgraph) - Build resilient language agents as graphs"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/ritchieng/the-incredible-ai-agents",
   "project": "LlamaIndex",
   "repository": "https://github.com/run-llama/llama_index",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# The Incredible AI Agents",
    "### Core Agent Frameworks",
    "- [LlamaIndex](https://github.com/run-llama/llama_index) - Data framework for LLM applications"
   ],
   "repository_evidence": [
    "# The Incredible AI Agents",
    "### Core Agent Frameworks",
    "- [LlamaIndex](https://github.com/run-llama/llama_index) - Data framework for LLM applications"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/ritchieng/the-incredible-ai-agents",
   "project": "CrewAI",
   "repository": "https://github.com/joaomdmoura/crewAI",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# The Incredible AI Agents",
    "### Core Agent Frameworks",
    "- [CrewAI](https://github.com/joaomdmoura/crewAI) - Framework for orchestrating role-playing, autonomous AI agents"
   ],
   "repository_evidence": [
    "# The Incredible AI Agents",
    "### Core Agent Frameworks",
    "- [CrewAI](https://github.com/joaomdmoura/crewAI) - Framework for orchestrating role-playing, autonomous AI agents"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/ritchieng/the-incredible-ai-agents",
   "project": "AutoGen",
   "repository": "https://github.com/microsoft/autogen",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# The Incredible AI Agents",
    "### Core Agent Frameworks",
    "- [AutoGen](https://github.com/microsoft/autogen) - Multi-agent conversation framework"
   ],
   "repository_evidence": [
    "# The Incredible AI Agents",
    "### Core Agent Frameworks",
    "- [AutoGen](https://github.com/microsoft/autogen) - Multi-agent conversation framework"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/ritchieng/the-incredible-ai-agents",
   "project": "Haystack",
   "repository": "https://github.com/deepset-ai/haystack",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# The Incredible AI Agents",
    "### Core Agent Frameworks",
    "- [Haystack](https://github.com/deepset-ai/haystack) - End-to-end NLP framework"
   ],
   "repository_evidence": [
    "# The Incredible AI Agents",
    "### Core Agent Frameworks",
    "- [Haystack](https://github.com/deepset-ai/haystack) - End-to-end NLP framework"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/ritchieng/the-incredible-ai-agents",
   "project": "Semantic Kernel",
   "repository": "https://github.com/microsoft/semantic-kernel",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# The Incredible AI Agents",
    "### Core Agent Frameworks",
    "- [Semantic Kernel](https://github.com/microsoft/semantic-kernel) - SDK for integrating AI services"
   ],
   "repository_evidence": [
    "# The Incredible AI Agents",
    "### Core Agent Frameworks",
    "- [Semantic Kernel](https://github.com/microsoft/semantic-kernel) - SDK for integrating AI services"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/ritchieng/the-incredible-ai-agents",
   "project": "Agno",
   "repository": "https://github.com/agno-agi/agno",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# The Incredible AI Agents",
    "### Core Agent Frameworks",
    "- [Agno](https://github.com/agno-agi/agno) - Full-stack framework for building Multi-Agent Systems with memory"
   ],
   "repository_evidence": [
    "# The Incredible AI Agents",
    "### Core Agent Frameworks",
    "- [Agno](https://github.com/agno-agi/agno) - Full-stack framework for building Multi-Agent Systems with memory"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/ritchieng/the-incredible-ai-agents",
   "project": "Agent Zero",
   "repository": "https://github.com/agent0ai/agent-zero",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# The Incredible AI Agents",
    "### Core Agent Frameworks",
    "- [Agent Zero](https://github.com/agent0ai/agent-zero) - Agent Zero AI framework"
   ],
   "repository_evidence": [
    "# The Incredible AI Agents",
    "### Core Agent Frameworks",
    "- [Agent Zero](https://github.com/agent0ai/agent-zero) - Agent Zero AI framework"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/ritchieng/the-incredible-ai-agents",
   "project": "Atomic Agents",
   "repository": "https://github.com/BrainBlend-AI/atomic-agents",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# The Incredible AI Agents",
    "### Core Agent Frameworks",
    "- [Atomic Agents](https://github.com/BrainBlend-AI/atomic-agents) - Building AI agents, atomically"
   ],
   "repository_evidence": [
    "# The Incredible AI Agents",
    "### Core Agent Frameworks",
    "- [Atomic Agents](https://github.com/BrainBlend-AI/atomic-agents) - Building AI agents, atomically"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/ritchieng/the-incredible-ai-agents",
   "project": "Letta (MemGPT)",
   "repository": "https://github.com/letta-ai/letta",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# The Incredible AI Agents",
    "### Core Agent Frameworks",
    "- [Letta (MemGPT)](https://github.com/letta-ai/letta) - Stateful agents framework with memory and reasoning"
   ],
   "repository_evidence": [
    "# The Incredible AI Agents",
    "### Core Agent Frameworks",
    "- [Letta (MemGPT)](https://github.com/letta-ai/letta) - Stateful agents framework with memory and reasoning"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/ritchieng/the-incredible-ai-agents",
   "project": "MetaGPT",
   "repository": "https://github.com/FoundationAgents/MetaGPT",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# The Incredible AI Agents",
    "### Core Agent Frameworks",
    "- [MetaGPT](https://github.com/FoundationAgents/MetaGPT) - Multi-Agent Framework for natural language programming"
   ],
   "repository_evidence": [
    "# The Incredible AI Agents",
    "### Core Agent Frameworks",
    "- [MetaGPT](https://github.com/FoundationAgents/MetaGPT) - Multi-Agent Framework for natural language programming"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/ritchieng/the-incredible-ai-agents",
   "project": "Camel AI",
   "repository": "https://github.com/camel-ai/camel",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# The Incredible AI Agents",
    "### Core Agent Frameworks",
    "- [Camel AI](https://github.com/camel-ai/camel) - First and best multi-agent framework"
   ],
   "repository_evidence": [
    "# The Incredible AI Agents",
    "### Core Agent Frameworks",
    "- [Camel AI](https://github.com/camel-ai/camel) - First and best multi-agent framework"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/ritchieng/the-incredible-ai-agents",
   "project": "Swarms",
   "repository": "https://github.com/kyegomez/swarms",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# The Incredible AI Agents",
    "### Core Agent Frameworks",
    "- [Swarms](https://github.com/kyegomez/swarms) - Enterprise-Grade Production-Ready Multi-Agent Orchestration"
   ],
   "repository_evidence": [
    "# The Incredible AI Agents",
    "### Core Agent Frameworks",
    "- [Swarms](https://github.com/kyegomez/swarms) - Enterprise-Grade Production-Ready Multi-Agent Orchestration"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/ritchieng/the-incredible-ai-agents",
   "project": "PraisonAI",
   "repository": "https://github.com/MervinPraison/PraisonAI",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# The Incredible AI Agents",
    "### Core Agent Frameworks",
    "- [PraisonAI](https://github.com/MervinPraison/PraisonAI) - Production-ready Multi AI Agents framework"
   ],
   "repository_evidence": [
    "# The Incredible AI Agents",
    "### Core Agent Frameworks",
    "- [PraisonAI](https://github.com/MervinPraison/PraisonAI) - Production-ready Multi AI Agents framework"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/ritchieng/the-incredible-ai-agents",
   "project": "PocketFlow",
   "repository": "https://github.com/The-Pocket/PocketFlow",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# The Incredible AI Agents",
    "### Core Agent Frameworks",
    "- [PocketFlow](https://github.com/The-Pocket/PocketFlow) - 100-line LLM framework for agentic workflows"
   ],
   "repository_evidence": [
    "# The Incredible AI Agents",
    "### Core Agent Frameworks",
    "- [PocketFlow](https://github.com/The-Pocket/PocketFlow) - 100-line LLM framework for agentic workflows"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/ritchieng/the-incredible-ai-agents",
   "project": "Julep",
   "repository": "https://github.com/julep-ai/julep",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# The Incredible AI Agents",
    "### Core Agent Frameworks",
    "- [Julep](https://github.com/julep-ai/julep) - Deploy serverless AI workflows at scale"
   ],
   "repository_evidence": [
    "# The Incredible AI Agents",
    "### Core Agent Frameworks",
    "- [Julep](https://github.com/julep-ai/julep) - Deploy serverless AI workflows at scale"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/ritchieng/the-incredible-ai-agents",
   "project": "BeeAI Framework",
   "repository": "https://github.com/i-am-bee/beeai-framework",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# The Incredible AI Agents",
    "### Core Agent Frameworks",
    "- [BeeAI Framework](https://github.com/i-am-bee/beeai-framework) - Production-ready AI agents in Python and TypeScript"
   ],
   "repository_evidence": [
    "# The Incredible AI Agents",
    "### Core Agent Frameworks",
    "- [BeeAI Framework](https://github.com/i-am-bee/beeai-framework) - Production-ready AI agents in Python and TypeScript"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/ritchieng/the-incredible-ai-agents",
   "project": "AgentUniverse",
   "repository": "https://github.com/agentuniverse-ai/agentUniverse",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# The Incredible AI Agents",
    "### Core Agent Frameworks",
    "- [AgentUniverse](https://github.com/agentuniverse-ai/agentUniverse) - LLM multi-agent framework"
   ],
   "repository_evidence": [
    "# The Incredible AI Agents",
    "### Core Agent Frameworks",
    "- [AgentUniverse](https://github.com/agentuniverse-ai/agentUniverse) - LLM multi-agent framework"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/ritchieng/the-incredible-ai-agents",
   "project": "LazyLLM",
   "repository": "https://github.com/LazyAGI/LazyLLM",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# The Incredible AI Agents",
    "### Core Agent Frameworks",
    "- [LazyLLM](https://github.com/LazyAGI/LazyLLM) - Easiest way for building multi-agent LLM applications"
   ],
   "repository_evidence": [
    "# The Incredible AI Agents",
    "### Core Agent Frameworks",
    "- [LazyLLM](https://github.com/LazyAGI/LazyLLM) - Easiest way for building multi-agent LLM applications"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/ritchieng/the-incredible-ai-agents",
   "project": "LLMStack",
   "repository": "https://github.com/trypromptly/LLMStack",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# The Incredible AI Agents",
    "### Core Agent Frameworks",
    "- [LLMStack](https://github.com/trypromptly/LLMStack) - No-code multi-agent framework"
   ],
   "repository_evidence": [
    "# The Incredible AI Agents",
    "### Core Agent Frameworks",
    "- [LLMStack](https://github.com/trypromptly/LLMStack) - No-code multi-agent framework"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/ritchieng/the-incredible-ai-agents",
   "project": "MS-Agent",
   "repository": "https://github.com/modelscope/ms-agent",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# The Incredible AI Agents",
    "### Core Agent Frameworks",
    "- [MS-Agent](https://github.com/modelscope/ms-agent) - ModelScope agent framework"
   ],
   "repository_evidence": [
    "# The Incredible AI Agents",
    "### Core Agent Frameworks",
    "- [MS-Agent](https://github.com/modelscope/ms-agent) - ModelScope agent framework"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/ritchieng/the-incredible-ai-agents",
   "project": "Lagent",
   "repository": "https://github.com/InternLM/lagent",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# The Incredible AI Agents",
    "### Core Agent Frameworks",
    "- [Lagent](https://github.com/InternLM/lagent) - Lightweight framework for building LLM-based agents"
   ],
   "repository_evidence": [
    "# The Incredible AI Agents",
    "### Core Agent Frameworks",
    "- [Lagent](https://github.com/InternLM/lagent) - Lightweight framework for building LLM-based agents"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/ritchieng/the-incredible-ai-agents",
   "project": "AutoAgent",
   "repository": "https://github.com/HKUDS/AutoAgent",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# The Incredible AI Agents",
    "### Core Agent Frameworks",
    "- [AutoAgent](https://github.com/HKUDS/AutoAgent) - Fully-automated and zero-code LLM agent framework"
   ],
   "repository_evidence": [
    "# The Incredible AI Agents",
    "### Core Agent Frameworks",
    "- [AutoAgent](https://github.com/HKUDS/AutoAgent) - Fully-automated and zero-code LLM agent framework"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/ritchieng/the-incredible-ai-agents",
   "project": "uAgents",
   "repository": "https://github.com/fetchai/uAgents",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# The Incredible AI Agents",
    "### Core Agent Frameworks",
    "- [uAgents](https://github.com/fetchai/uAgents) - Fast and lightweight framework for decentralized agents"
   ],
   "repository_evidence": [
    "# The Incredible AI Agents",
    "### Core Agent Frameworks",
    "- [uAgents](https://github.com/fetchai/uAgents) - Fast and lightweight framework for decentralized agents"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/ritchieng/the-incredible-ai-agents",
   "project": "II-Agent",
   "repository": "https://github.com/Intelligent-Internet/ii-agent",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# The Incredible AI Agents",
    "### Core Agent Frameworks",
    "- [II-Agent](https://github.com/Intelligent-Internet/ii-agent) - Open-source framework to build and deploy intelligent agents"
   ],
   "repository_evidence": [
    "# The Incredible AI Agents",
    "### Core Agent Frameworks",
    "- [II-Agent](https://github.com/Intelligent-Internet/ii-agent) - Open-source framework to build and deploy intelligent agents"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/ritchieng/the-incredible-ai-agents",
   "project": "Deer Flow",
   "repository": "https://github.com/bytedance/deer-flow",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# The Incredible AI Agents",
    "### Core Agent Frameworks",
    "- [Deer Flow](https://github.com/bytedance/deer-flow) - ByteDance's community-driven Deep Research framework"
   ],
   "repository_evidence": [
    "# The Incredible AI Agents",
    "### Core Agent Frameworks",
    "- [Deer Flow](https://github.com/bytedance/deer-flow) - ByteDance's community-driven Deep Research framework"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/ritchieng/the-incredible-ai-agents",
   "project": "Cheshire Cat AI",
   "repository": "https://github.com/cheshire-cat-ai/core",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# The Incredible AI Agents",
    "### Core Agent Frameworks",
    "- [Cheshire Cat AI](https://github.com/cheshire-cat-ai/core) - AI agent microservice"
   ],
   "repository_evidence": [
    "# The Incredible AI Agents",
    "### Core Agent Frameworks",
    "- [Cheshire Cat AI](https://github.com/cheshire-cat-ai/core) - AI agent microservice"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/ritchieng/the-incredible-ai-agents",
   "project": "LLMware",
   "repository": "https://github.com/llmware-ai/llmware",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# The Incredible AI Agents",
    "### Core Agent Frameworks",
    "- [LLMware](https://github.com/llmware-ai/llmware) - Unified framework for building enterprise RAG pipelines"
   ],
   "repository_evidence": [
    "# The Incredible AI Agents",
    "### Core Agent Frameworks",
    "- [LLMware](https://github.com/llmware-ai/llmware) - Unified framework for building enterprise RAG pipelines"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/ritchieng/the-incredible-ai-agents",
   "project": "Transformers Agents",
   "repository": "https://github.com/huggingface/transformers/tree/main/src/transformers/agents",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# The Incredible AI Agents",
    "### Core Agent Frameworks",
    "- [Transformers Agents](https://github.com/huggingface/transformers/tree/main/src/transformers/agents) - Hugging Face agents"
   ],
   "repository_evidence": [
    "# The Incredible AI Agents",
    "### Core Agent Frameworks",
    "- [Transformers Agents](https://github.com/huggingface/transformers/tree/main/src/transformers/agents) - Hugging Face agents"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/ritchieng/the-incredible-ai-agents",
   "project": "Guidance",
   "repository": "https://github.com/guidance-ai/guidance",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# The Incredible AI Agents",
    "### Core Agent Frameworks",
    "- [Guidance](https://github.com/guidance-ai/guidance) - Programming framework for LLMs"
   ],
   "repository_evidence": [
    "# The Incredible AI Agents",
    "### Core Agent Frameworks",
    "- [Guidance](https://github.com/guidance-ai/guidance) - Programming framework for LLMs"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/ritchieng/the-incredible-ai-agents",
   "project": "DSPy",
   "repository": "https://github.com/stanfordnlp/dspy",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# The Incredible AI Agents",
    "### Core Agent Frameworks",
    "- [DSPy](https://github.com/stanfordnlp/dspy) - Programming foundation models"
   ],
   "repository_evidence": [
    "# The Incredible AI Agents",
    "### Core Agent Frameworks",
    "- [DSPy](https://github.com/stanfordnlp/dspy) - Programming foundation models"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/ritchieng/the-incredible-ai-agents",
   "project": "Langflow",
   "repository": "https://github.com/langflow-ai/langflow",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# The Incredible AI Agents",
    "### Core Agent Frameworks",
    "- [Langflow](https://github.com/langflow-ai/langflow) - Powerful tool for building and deploying AI-powered agents and workflows"
   ],
   "repository_evidence": [
    "# The Incredible AI Agents",
    "### Core Agent Frameworks",
    "- [Langflow](https://github.com/langflow-ai/langflow) - Powerful tool for building and deploying AI-powered agents and workflows"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/ritchieng/the-incredible-ai-agents",
   "project": "DB-GPT",
   "repository": "https://github.com/eosphoros-ai/DB-GPT",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# The Incredible AI Agents",
    "### Core Agent Frameworks",
    "- [DB-GPT](https://github.com/eosphoros-ai/DB-GPT) - AI Native Data App Development framework with AWEL and Agents"
   ],
   "repository_evidence": [
    "# The Incredible AI Agents",
    "### Core Agent Frameworks",
    "- [DB-GPT](https://github.com/eosphoros-ai/DB-GPT) - AI Native Data App Development framework with AWEL and Agents"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/ritchieng/the-incredible-ai-agents",
   "project": "CodeFuse ChatBot",
   "repository": "https://github.com/codefuse-ai/codefuse-chatbot",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# The Incredible AI Agents",
    "### Core Agent Frameworks",
    "- [CodeFuse ChatBot](https://github.com/codefuse-ai/codefuse-chatbot) - Multi-Agent Framework for software development lifecycle"
   ],
   "repository_evidence": [
    "# The Incredible AI Agents",
    "### Core Agent Frameworks",
    "- [CodeFuse ChatBot](https://github.com/codefuse-ai/codefuse-chatbot) - Multi-Agent Framework for software development lifecycle"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/ritchieng/the-incredible-ai-agents",
   "project": "Mesa",
   "repository": "https://github.com/projectmesa/mesa",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# The Incredible AI Agents",
    "### Core Agent Frameworks",
    "- [Mesa](https://github.com/projectmesa/mesa) - Agent-based modeling framework"
   ],
   "repository_evidence": [
    "# The Incredible AI Agents",
    "### Core Agent Frameworks",
    "- [Mesa](https://github.com/projectmesa/mesa) - Agent-based modeling framework"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/ritchieng/the-incredible-ai-agents",
   "project": "PettingZoo",
   "repository": "https://github.com/Farama-Foundation/PettingZoo",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# The Incredible AI Agents",
    "### Core Agent Frameworks",
    "- [PettingZoo](https://github.com/Farama-Foundation/PettingZoo) - Multi-agent reinforcement learning"
   ],
   "repository_evidence": [
    "# The Incredible AI Agents",
    "### Core Agent Frameworks",
    "- [PettingZoo](https://github.com/Farama-Foundation/PettingZoo) - Multi-agent reinforcement learning"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/ritchieng/the-incredible-ai-agents",
   "project": "AIWaves Agents",
   "repository": "https://github.com/aiwaves-cn/agents",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# The Incredible AI Agents",
    "### Core Agent Frameworks",
    "- [AIWaves Agents](https://github.com/aiwaves-cn/agents) - Data-centric, self-evolving autonomous language agents"
   ],
   "repository_evidence": [
    "# The Incredible AI Agents",
    "### Core Agent Frameworks",
    "- [AIWaves Agents](https://github.com/aiwaves-cn/agents) - Data-centric, self-evolving autonomous language agents"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/ritchieng/the-incredible-ai-agents",
   "project": "AutoSwarm",
   "repository": "https://github.com/bestmoon/AutoSwarm",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# The Incredible AI Agents",
    "### Core Agent Frameworks",
    "- [AutoSwarm](https://github.com/bestmoon/AutoSwarm) - Swarm intelligence for AI agents"
   ],
   "repository_evidence": [
    "# The Incredible AI Agents",
    "### Core Agent Frameworks",
    "- [AutoSwarm](https://github.com/bestmoon/AutoSwarm) - Swarm intelligence for AI agents"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/ritchieng/the-incredible-ai-agents",
   "project": "AWS Agent Squad",
   "repository": "https://github.com/awslabs/agent-squad",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# The Incredible AI Agents",
    "### Core Agent Frameworks",
    "- [AWS Agent Squad](https://github.com/awslabs/agent-squad) - Flexible and powerful framework for managing multiple AI agents and handling complex conversations"
   ],
   "repository_evidence": [
    "# The Incredible AI Agents",
    "### Core Agent Frameworks",
    "- [AWS Agent Squad](https://github.com/awslabs/agent-squad) - Flexible and powerful framework for managing multiple AI agents and handling complex conversations"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/ritchieng/the-incredible-ai-agents",
   "project": "BotSharp",
   "repository": "https://github.com/SciSharp/BotSharp",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# The Incredible AI Agents",
    "### Core Agent Frameworks",
    "- [BotSharp](https://github.com/SciSharp/BotSharp) - AI Multi-Agent Framework in .NET"
   ],
   "repository_evidence": [
    "# The Incredible AI Agents",
    "### Core Agent Frameworks",
    "- [BotSharp](https://github.com/SciSharp/BotSharp) - AI Multi-Agent Framework in .NET"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/ritchieng/the-incredible-ai-agents",
   "project": "Langroid",
   "repository": "https://github.com/langroid/langroid",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# The Incredible AI Agents",
    "### Core Agent Frameworks",
    "- [Langroid](https://github.com/langroid/langroid) - Harness LLMs with Multi-Agent Programming"
   ],
   "repository_evidence": [
    "# The Incredible AI Agents",
    "### Core Agent Frameworks",
    "- [Langroid](https://github.com/langroid/langroid) - Harness LLMs with Multi-Agent Programming"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/ritchieng/the-incredible-ai-agents",
   "project": "Rowboat",
   "repository": "https://github.com/rowboatlabs/rowboat",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# The Incredible AI Agents",
    "### Core Agent Frameworks",
    "- [Rowboat](https://github.com/rowboatlabs/rowboat) - AI-powered multi-agent builder"
   ],
   "repository_evidence": [
    "# The Incredible AI Agents",
    "### Core Agent Frameworks",
    "- [Rowboat](https://github.com/rowboatlabs/rowboat) - AI-powered multi-agent builder"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/ritchieng/the-incredible-ai-agents",
   "project": "Sage",
   "repository": "https://github.com/ZHangZHengEric/Sage",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# The Incredible AI Agents",
    "### Core Agent Frameworks",
    "- [Sage](https://github.com/ZHangZHengEric/Sage) - Multi-Agent System Framework For Complex Tasks"
   ],
   "repository_evidence": [
    "# The Incredible AI Agents",
    "### Core Agent Frameworks",
    "- [Sage](https://github.com/ZHangZHengEric/Sage) - Multi-Agent System Framework For Complex Tasks"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/ritchieng/the-incredible-ai-agents",
   "project": "Spring AI Alibaba",
   "repository": "https://github.com/alibaba/spring-ai-alibaba",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# The Incredible AI Agents",
    "### Core Agent Frameworks",
    "- [Spring AI Alibaba](https://github.com/alibaba/spring-ai-alibaba) - Agentic AI Framework for Java Developers"
   ],
   "repository_evidence": [
    "# The Incredible AI Agents",
    "### Core Agent Frameworks",
    "- [Spring AI Alibaba](https://github.com/alibaba/spring-ai-alibaba) - Agentic AI Framework for Java Developers"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/ritchieng/the-incredible-ai-agents",
   "project": "TEN Framework",
   "repository": "https://github.com/TEN-framework/ten-framework",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# The Incredible AI Agents",
    "### Core Agent Frameworks",
    "- [TEN Framework](https://github.com/TEN-framework/ten-framework) - Open-source framework for conversational voice AI agents"
   ],
   "repository_evidence": [
    "# The Incredible AI Agents",
    "### Core Agent Frameworks",
    "- [TEN Framework](https://github.com/TEN-framework/ten-framework) - Open-source framework for conversational voice AI agents"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/ritchieng/the-incredible-ai-agents",
   "project": "Upsonic",
   "repository": "https://github.com/Upsonic/Upsonic",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# The Incredible AI Agents",
    "### Core Agent Frameworks",
    "- [Upsonic](https://github.com/Upsonic/Upsonic) - The most reliable AI agent framework that supports MCP"
   ],
   "repository_evidence": [
    "# The Incredible AI Agents",
    "### Core Agent Frameworks",
    "- [Upsonic](https://github.com/Upsonic/Upsonic) - The most reliable AI agent framework that supports MCP"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/ritchieng/the-incredible-ai-agents",
   "project": "VoltAgent",
   "repository": "https://github.com/VoltAgent/voltagent",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# The Incredible AI Agents",
    "### Core Agent Frameworks",
    "- [VoltAgent](https://github.com/VoltAgent/voltagent) - Open Source TypeScript AI Agent Framework"
   ],
   "repository_evidence": [
    "# The Incredible AI Agents",
    "### Core Agent Frameworks",
    "- [VoltAgent](https://github.com/VoltAgent/voltagent) - Open Source TypeScript AI Agent Framework"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/ritchieng/the-incredible-ai-agents",
   "project": "LiteLLM",
   "repository": "https://github.com/BerriAI/litellm",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# The Incredible AI Agents",
    "### Development Tools & Utilities",
    "- [LiteLLM](https://github.com/BerriAI/litellm) - Use any LLM as a drop in replacement"
   ],
   "repository_evidence": [
    "# The Incredible AI Agents",
    "### Development Tools & Utilities",
    "- [LiteLLM](https://github.com/BerriAI/litellm) - Use any LLM as a drop in replacement"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/ritchieng/the-incredible-ai-agents",
   "project": "Instructor",
   "repository": "https://github.com/jxnl/instructor",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# The Incredible AI Agents",
    "### Development Tools & Utilities",
    "- [Instructor](https://github.com/jxnl/instructor) - Structured outputs from LLMs"
   ],
   "repository_evidence": [
    "# The Incredible AI Agents",
    "### Development Tools & Utilities",
    "- [Instructor](https://github.com/jxnl/instructor) - Structured outputs from LLMs"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/ritchieng/the-incredible-ai-agents",
   "project": "Pydantic AI",
   "repository": "https://github.com/pydantic/pydantic-ai",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# The Incredible AI Agents",
    "### Development Tools & Utilities",
    "- [Pydantic AI](https://github.com/pydantic/pydantic-ai) - Agent framework built on Pydantic"
   ],
   "repository_evidence": [
    "# The Incredible AI Agents",
    "### Development Tools & Utilities",
    "- [Pydantic AI](https://github.com/pydantic/pydantic-ai) - Agent framework built on Pydantic"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/ritchieng/the-incredible-ai-agents",
   "project": "LangChain Tools",
   "repository": "https://github.com/langchain-ai/langchain/tree/master/libs/langchain/langchain/tools",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# The Incredible AI Agents",
    "### Tool Integration",
    "- [LangChain Tools](https://github.com/langchain-ai/langchain/tree/master/libs/langchain/langchain/tools) - Pre-built tools for agents"
   ],
   "repository_evidence": [
    "# The Incredible AI Agents",
    "### Tool Integration",
    "- [LangChain Tools](https://github.com/langchain-ai/langchain/tree/master/libs/langchain/langchain/tools) - Pre-built tools for agents"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/ritchieng/the-incredible-ai-agents",
   "project": "OpenAI Function Calling",
   "repository": "https://platform.openai.com/docs/guides/function-calling",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# The Incredible AI Agents",
    "### Tool Integration",
    "- [OpenAI Function Calling](https://platform.openai.com/docs/guides/function-calling) - Native tool integration"
   ],
   "repository_evidence": [
    "# The Incredible AI Agents",
    "### Tool Integration",
    "- [OpenAI Function Calling](https://platform.openai.com/docs/guides/function-calling) - Native tool integration"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/ritchieng/the-incredible-ai-agents",
   "project": "Toolformer",
   "repository": "https://github.com/lucidrains/toolformer-pytorch",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# The Incredible AI Agents",
    "### Tool Integration",
    "- [Toolformer](https://github.com/lucidrains/toolformer-pytorch) - Language models that can use tools"
   ],
   "repository_evidence": [
    "# The Incredible AI Agents",
    "### Tool Integration",
    "- [Toolformer](https://github.com/lucidrains/toolformer-pytorch) - Language models that can use tools"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/ritchieng/the-incredible-ai-agents",
   "project": "MemGPT",
   "repository": "https://github.com/cpacker/MemGPT",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# The Incredible AI Agents",
    "### Memory & Context Management",
    "- [MemGPT](https://github.com/cpacker/MemGPT) - Teaching LLMs memory management"
   ],
   "repository_evidence": [
    "# The Incredible AI Agents",
    "### Memory & Context Management",
    "- [MemGPT](https://github.com/cpacker/MemGPT) - Teaching LLMs memory management"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/ritchieng/the-incredible-ai-agents",
   "project": "LangChain Memory",
   "repository": "https://github.com/langchain-ai/langchain/tree/master/libs/langchain/langchain/memory",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# The Incredible AI Agents",
    "### Memory & Context Management",
    "- [LangChain Memory](https://github.com/langchain-ai/langchain/tree/master/libs/langchain/langchain/memory) - Memory components"
   ],
   "repository_evidence": [
    "# The Incredible AI Agents",
    "### Memory & Context Management",
    "- [LangChain Memory](https://github.com/langchain-ai/langchain/tree/master/libs/langchain/langchain/memory) - Memory components"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/ritchieng/the-incredible-ai-agents",
   "project": "Zep",
   "repository": "https://github.com/getzep/zep",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# The Incredible AI Agents",
    "### Memory & Context Management",
    "- [Zep](https://github.com/getzep/zep) - Long-term memory for AI assistants"
   ],
   "repository_evidence": [
    "# The Incredible AI Agents",
    "### Memory & Context Management",
    "- [Zep](https://github.com/getzep/zep) - Long-term memory for AI assistants"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/ritchieng/the-incredible-ai-agents",
   "project": "Mem0",
   "repository": "https://github.com/mem0ai/mem0",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# The Incredible AI Agents",
    "### Memory & Context Management",
    "- [Mem0](https://github.com/mem0ai/mem0) - Universal memory layer for AI Agents"
   ],
   "repository_evidence": [
    "# The Incredible AI Agents",
    "### Memory & Context Management",
    "- [Mem0](https://github.com/mem0ai/mem0) - Universal memory layer for AI Agents"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/ritchieng/the-incredible-ai-agents",
   "project": "Graphiti",
   "repository": "https://github.com/getzep/graphiti",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# The Incredible AI Agents",
    "### Memory & Context Management",
    "- [Graphiti](https://github.com/getzep/graphiti) - Build Real-Time Knowledge Graphs for AI Agents"
   ],
   "repository_evidence": [
    "# The Incredible AI Agents",
    "### Memory & Context Management",
    "- [Graphiti](https://github.com/getzep/graphiti) - Build Real-Time Knowledge Graphs for AI Agents"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/ritchieng/the-incredible-ai-agents",
   "project": "LiveKit Agents",
   "repository": "https://github.com/livekit/agents",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# The Incredible AI Agents",
    "### Voice & Realtime Agents",
    "- [LiveKit Agents](https://github.com/livekit/agents) - Powerful framework for building realtime voice AI agents"
   ],
   "repository_evidence": [
    "# The Incredible AI Agents",
    "### Voice & Realtime Agents",
    "- [LiveKit Agents](https://github.com/livekit/agents) - Powerful framework for building realtime voice AI agents"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/ritchieng/the-incredible-ai-agents",
   "project": "AppAgent",
   "repository": "https://github.com/TencentQQGYLab/AppAgent",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# The Incredible AI Agents",
    "### Browser & Web Automation",
    "- [AppAgent](https://github.com/TencentQQGYLab/AppAgent) - Multimodal Agents as Smartphone Users"
   ],
   "repository_evidence": [
    "# The Incredible AI Agents",
    "### Browser & Web Automation",
    "- [AppAgent](https://github.com/TencentQQGYLab/AppAgent) - Multimodal Agents as Smartphone Users"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/ritchieng/the-incredible-ai-agents",
   "project": "Browser Use",
   "repository": "https://github.com/browser-use/browser-use",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# The Incredible AI Agents",
    "### Browser & Web Automation",
    "- [Browser Use](https://github.com/browser-use/browser-use) - Make websites accessible for AI agents"
   ],
   "repository_evidence": [
    "# The Incredible AI Agents",
    "### Browser & Web Automation",
    "- [Browser Use](https://github.com/browser-use/browser-use) - Make websites accessible for AI agents"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/ritchieng/the-incredible-ai-agents",
   "project": "Browser Use Web UI",
   "repository": "https://github.com/browser-use/web-ui",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# The Incredible AI Agents",
    "### Browser & Web Automation",
    "- [Browser Use Web UI](https://github.com/browser-use/web-ui) - Run AI Agent in your browser"
   ],
   "repository_evidence": [
    "# The Incredible AI Agents",
    "### Browser & Web Automation",
    "- [Browser Use Web UI](https://github.com/browser-use/web-ui) - Run AI Agent in your browser"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/ritchieng/the-incredible-ai-agents",
   "project": "LaVague",
   "repository": "https://github.com/lavague-ai/LaVague",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# The Incredible AI Agents",
    "### Browser & Web Automation",
    "- [LaVague](https://github.com/lavague-ai/LaVague) - Large Action Model framework to develop AI Web Agents"
   ],
   "repository_evidence": [
    "# The Incredible AI Agents",
    "### Browser & Web Automation",
    "- [LaVague](https://github.com/lavague-ai/LaVague) - Large Action Model framework to develop AI Web Agents"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/ritchieng/the-incredible-ai-agents",
   "project": "Magnitude",
   "repository": "https://github.com/magnitudedev/magnitude",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# The Incredible AI Agents",
    "### Browser & Web Automation",
    "- [Magnitude](https://github.com/magnitudedev/magnitude) - Open-source, vision-first browser agent"
   ],
   "repository_evidence": [
    "# The Incredible AI Agents",
    "### Browser & Web Automation",
    "- [Magnitude](https://github.com/magnitudedev/magnitude) - Open-source, vision-first browser agent"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/ritchieng/the-incredible-ai-agents",
   "project": "NanoBrowser",
   "repository": "https://github.com/nanobrowser/nanobrowser",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# The Incredible AI Agents",
    "### Browser & Web Automation",
    "- [NanoBrowser](https://github.com/nanobrowser/nanobrowser) - Open-Source Chrome extension for AI-powered web automation"
   ],
   "repository_evidence": [
    "# The Incredible AI Agents",
    "### Browser & Web Automation",
    "- [NanoBrowser](https://github.com/nanobrowser/nanobrowser) - Open-Source Chrome extension for AI-powered web automation"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/ritchieng/the-incredible-ai-agents",
   "project": "Notte",
   "repository": "https://github.com/nottelabs/notte",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# The Incredible AI Agents",
    "### Browser & Web Automation",
    "- [Notte](https://github.com/nottelabs/notte) - Reliable browser using agents"
   ],
   "repository_evidence": [
    "# The Incredible AI Agents",
    "### Browser & Web Automation",
    "- [Notte](https://github.com/nottelabs/notte) - Reliable browser using agents"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/ritchieng/the-incredible-ai-agents",
   "project": "vLLM",
   "repository": "https://github.com/vllm-project/vllm",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# The Incredible AI Agents",
    "### Serving & APIs",
    "- [vLLM](https://github.com/vllm-project/vllm) - High-throughput LLM serving"
   ],
   "repository_evidence": [
    "# The Incredible AI Agents",
    "### Serving & APIs",
    "- [vLLM](https://github.com/vllm-project/vllm) - High-throughput LLM serving"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/ritchieng/the-incredible-ai-agents",
   "project": "Ollama",
   "repository": "https://github.com/ollama/ollama",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# The Incredible AI Agents",
    "### Serving & APIs",
    "- [Ollama](https://github.com/ollama/ollama) - Run LLMs locally"
   ],
   "repository_evidence": [
    "# The Incredible AI Agents",
    "### Serving & APIs",
    "- [Ollama](https://github.com/ollama/ollama) - Run LLMs locally"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/ritchieng/the-incredible-ai-agents",
   "project": "LocalAI",
   "repository": "https://github.com/mudler/LocalAI",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# The Incredible AI Agents",
    "### Serving & APIs",
    "- [LocalAI](https://github.com/mudler/LocalAI) - Self-hosted OpenAI alternative"
   ],
   "repository_evidence": [
    "# The Incredible AI Agents",
    "### Serving & APIs",
    "- [LocalAI](https://github.com/mudler/LocalAI) - Self-hosted OpenAI alternative"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/ritchieng/the-incredible-ai-agents",
   "project": "FastAPI for AI",
   "repository": "https://github.com/tiangolo/fastapi",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# The Incredible AI Agents",
    "### Serving & APIs",
    "- [FastAPI for AI](https://github.com/tiangolo/fastapi) - Modern API framework"
   ],
   "repository_evidence": [
    "# The Incredible AI Agents",
    "### Serving & APIs",
    "- [FastAPI for AI](https://github.com/tiangolo/fastapi) - Modern API framework"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/ritchieng/the-incredible-ai-agents",
   "project": "Airflow",
   "repository": "https://github.com/apache/airflow",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# The Incredible AI Agents",
    "### Orchestration",
    "- [Airflow](https://github.com/apache/airflow) - Workflow orchestration"
   ],
   "repository_evidence": [
    "# The Incredible AI Agents",
    "### Orchestration",
    "- [Airflow](https://github.com/apache/airflow) - Workflow orchestration"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/ritchieng/the-incredible-ai-agents",
   "project": "Prefect",
   "repository": "https://github.com/PrefectHQ/prefect",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# The Incredible AI Agents",
    "### Orchestration",
    "- [Prefect](https://github.com/PrefectHQ/prefect) - Modern workflow orchestration"
   ],
   "repository_evidence": [
    "# The Incredible AI Agents",
    "### Orchestration",
    "- [Prefect](https://github.com/PrefectHQ/prefect) - Modern workflow orchestration"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/ritchieng/the-incredible-ai-agents",
   "project": "Temporal",
   "repository": "https://github.com/temporalio/temporal",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# The Incredible AI Agents",
    "### Orchestration",
    "- [Temporal](https://github.com/temporalio/temporal) - Durable execution platform"
   ],
   "repository_evidence": [
    "# The Incredible AI Agents",
    "### Orchestration",
    "- [Temporal](https://github.com/temporalio/temporal) - Durable execution platform"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/ritchieng/the-incredible-ai-agents",
   "project": "Ray",
   "repository": "https://github.com/ray-project/ray",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# The Incredible AI Agents",
    "### Scaling & Infrastructure",
    "- [Ray](https://github.com/ray-project/ray) - Distributed computing for AI"
   ],
   "repository_evidence": [
    "# The Incredible AI Agents",
    "### Scaling & Infrastructure",
    "- [Ray](https://github.com/ray-project/ray) - Distributed computing for AI"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/ritchieng/the-incredible-ai-agents",
   "project": "Kubernetes",
   "repository": "https://github.com/kubernetes/kubernetes",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# The Incredible AI Agents",
    "### Scaling & Infrastructure",
    "- [Kubernetes](https://github.com/kubernetes/kubernetes) - Container orchestration"
   ],
   "repository_evidence": [
    "# The Incredible AI Agents",
    "### Scaling & Infrastructure",
    "- [Kubernetes](https://github.com/kubernetes/kubernetes) - Container orchestration"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/ritchieng/the-incredible-ai-agents",
   "project": "Docker",
   "repository": "https://github.com/docker/docker-ce",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# The Incredible AI Agents",
    "### Scaling & Infrastructure",
    "- [Docker](https://github.com/docker/docker-ce) - Containerization"
   ],
   "repository_evidence": [
    "# The Incredible AI Agents",
    "### Scaling & Infrastructure",
    "- [Docker](https://github.com/docker/docker-ce) - Containerization"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/ritchieng/the-incredible-ai-agents",
   "project": "AgentBench",
   "repository": "https://github.com/THUDM/AgentBench",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# The Incredible AI Agents",
    "### Agent Evaluation Frameworks",
    "- [AgentBench](https://github.com/THUDM/AgentBench) - Evaluating LLMs as agents"
   ],
   "repository_evidence": [
    "# The Incredible AI Agents",
    "### Agent Evaluation Frameworks",
    "- [AgentBench](https://github.com/THUDM/AgentBench) - Evaluating LLMs as agents"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/ritchieng/the-incredible-ai-agents",
   "project": "SWE-bench",
   "repository": "https://github.com/princeton-nlp/SWE-bench",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# The Incredible AI Agents",
    "### Agent Evaluation Frameworks",
    "- [SWE-bench](https://github.com/princeton-nlp/SWE-bench) - Software engineering evaluation"
   ],
   "repository_evidence": [
    "# The Incredible AI Agents",
    "### Agent Evaluation Frameworks",
    "- [SWE-bench](https://github.com/princeton-nlp/SWE-bench) - Software engineering evaluation"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/ritchieng/the-incredible-ai-agents",
   "project": "HumanEval",
   "repository": "https://github.com/openai/human-eval",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# The Incredible AI Agents",
    "### Agent Evaluation Frameworks",
    "- [HumanEval](https://github.com/openai/human-eval) - Code generation evaluation"
   ],
   "repository_evidence": [
    "# The Incredible AI Agents",
    "### Agent Evaluation Frameworks",
    "- [HumanEval](https://github.com/openai/human-eval) - Code generation evaluation"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/ritchieng/the-incredible-ai-agents",
   "project": "LangSmith",
   "repository": "https://docs.smith.langchain.com/",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# The Incredible AI Agents",
    "### Testing Tools",
    "- [LangSmith](https://docs.smith.langchain.com/) - Testing and evaluation platform"
   ],
   "repository_evidence": [
    "# The Incredible AI Agents",
    "### Testing Tools",
    "- [LangSmith](https://docs.smith.langchain.com/) - Testing and evaluation platform"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/ritchieng/the-incredible-ai-agents",
   "project": "Promptfoo",
   "repository": "https://github.com/promptfoo/promptfoo",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# The Incredible AI Agents",
    "### Testing Tools",
    "- [Promptfoo](https://github.com/promptfoo/promptfoo) - Test and evaluate LLM outputs"
   ],
   "repository_evidence": [
    "# The Incredible AI Agents",
    "### Testing Tools",
    "- [Promptfoo](https://github.com/promptfoo/promptfoo) - Test and evaluate LLM outputs"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/ritchieng/the-incredible-ai-agents",
   "project": "DeepEval",
   "repository": "https://github.com/confident-ai/deepeval",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# The Incredible AI Agents",
    "### Testing Tools",
    "- [DeepEval](https://github.com/confident-ai/deepeval) - LLM evaluation framework"
   ],
   "repository_evidence": [
    "# The Incredible AI Agents",
    "### Testing Tools",
    "- [DeepEval](https://github.com/confident-ai/deepeval) - LLM evaluation framework"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/ritchieng/the-incredible-ai-agents",
   "project": "HELM",
   "repository": "https://github.com/stanford-crfm/helm",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# The Incredible AI Agents",
    "### Benchmarks & Datasets",
    "- [HELM](https://github.com/stanford-crfm/helm) - Holistic evaluation of language models"
   ],
   "repository_evidence": [
    "# The Incredible AI Agents",
    "### Benchmarks & Datasets",
    "- [HELM](https://github.com/stanford-crfm/helm) - Holistic evaluation of language models"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/ritchieng/the-incredible-ai-agents",
   "project": "BigBench",
   "repository": "https://github.com/google/BIG-bench",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# The Incredible AI Agents",
    "### Benchmarks & Datasets",
    "- [BigBench](https://github.com/google/BIG-bench) - Beyond the imitation game benchmark"
   ],
   "repository_evidence": [
    "# The Incredible AI Agents",
    "### Benchmarks & Datasets",
    "- [BigBench](https://github.com/google/BIG-bench) - Beyond the imitation game benchmark"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/ritchieng/the-incredible-ai-agents",
   "project": "MMLU",
   "repository": "https://github.com/hendrycks/test",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# The Incredible AI Agents",
    "### Benchmarks & Datasets",
    "- [MMLU](https://github.com/hendrycks/test) - Massive multitask language understanding"
   ],
   "repository_evidence": [
    "# The Incredible AI Agents",
    "### Benchmarks & Datasets",
    "- [MMLU](https://github.com/hendrycks/test) - Massive multitask language understanding"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/ritchieng/the-incredible-ai-agents",
   "project": "RagaAI Catalyst",
   "repository": "https://github.com/raga-ai-hub/RagaAI-Catalyst",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# The Incredible AI Agents",
    "### Agent Observability & Monitoring",
    "- [RagaAI Catalyst](https://github.com/raga-ai-hub/RagaAI-Catalyst) - Agent AI Observability, Monitoring and Evaluation Framework"
   ],
   "repository_evidence": [
    "# The Incredible AI Agents",
    "### Agent Observability & Monitoring",
    "- [RagaAI Catalyst](https://github.com/raga-ai-hub/RagaAI-Catalyst) - Agent AI Observability, Monitoring and Evaluation Framework"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/ritchieng/the-incredible-ai-agents",
   "project": "OpenLit",
   "repository": "https://github.com/openlit/openlit",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# The Incredible AI Agents",
    "### Agent Observability & Monitoring",
    "- [OpenLit](https://github.com/openlit/openlit) - OpenTelemetry-native LLM Observability, GPU Monitoring, Guardrails, Evaluations"
   ],
   "repository_evidence": [
    "# The Incredible AI Agents",
    "### Agent Observability & Monitoring",
    "- [OpenLit](https://github.com/openlit/openlit) - OpenTelemetry-native LLM Observability, GPU Monitoring, Guardrails, Evaluations"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/ritchieng/the-incredible-ai-agents",
   "project": "HolmesGPT",
   "repository": "https://github.com/robusta-dev/holmesgpt",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# The Incredible AI Agents",
    "### Agent Observability & Monitoring",
    "- [HolmesGPT](https://github.com/robusta-dev/holmesgpt) - 24/7 On-Call AI Agent for alerts and investigations"
   ],
   "repository_evidence": [
    "# The Incredible AI Agents",
    "### Agent Observability & Monitoring",
    "- [HolmesGPT](https://github.com/robusta-dev/holmesgpt) - 24/7 On-Call AI Agent for alerts and investigations"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/ritchieng/the-incredible-ai-agents",
   "project": "LangFuse",
   "repository": "https://github.com/langfuse/langfuse",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# The Incredible AI Agents",
    "### LLM Observability",
    "- [LangFuse](https://github.com/langfuse/langfuse) - Open source LLM engineering platform"
   ],
   "repository_evidence": [
    "# The Incredible AI Agents",
    "### LLM Observability",
    "- [LangFuse](https://github.com/langfuse/langfuse) - Open source LLM engineering platform"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/ritchieng/the-incredible-ai-agents",
   "project": "Phoenix",
   "repository": "https://github.com/Arize-ai/phoenix",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# The Incredible AI Agents",
    "### LLM Observability",
    "- [Phoenix](https://github.com/Arize-ai/phoenix) - ML observability in a notebook"
   ],
   "repository_evidence": [
    "# The Incredible AI Agents",
    "### LLM Observability",
    "- [Phoenix](https://github.com/Arize-ai/phoenix) - ML observability in a notebook"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/ritchieng/the-incredible-ai-agents",
   "project": "Weights & Biases",
   "repository": "https://github.com/wandb/wandb",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# The Incredible AI Agents",
    "### LLM Observability",
    "- [Weights & Biases](https://github.com/wandb/wandb) - Experiment tracking and monitoring"
   ],
   "repository_evidence": [
    "# The Incredible AI Agents",
    "### LLM Observability",
    "- [Weights & Biases](https://github.com/wandb/wandb) - Experiment tracking and monitoring"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/ritchieng/the-incredible-ai-agents",
   "project": "Prometheus",
   "repository": "https://github.com/prometheus/prometheus",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# The Incredible AI Agents",
    "### Performance Monitoring",
    "- [Prometheus](https://github.com/prometheus/prometheus) - Monitoring and alerting toolkit"
   ],
   "repository_evidence": [
    "# The Incredible AI Agents",
    "### Performance Monitoring",
    "- [Prometheus](https://github.com/prometheus/prometheus) - Monitoring and alerting toolkit"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/ritchieng/the-incredible-ai-agents",
   "project": "Grafana",
   "repository": "https://github.com/grafana/grafana",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# The Incredible AI Agents",
    "### Performance Monitoring",
    "- [Grafana](https://github.com/grafana/grafana) - Observability and data visualization"
   ],
   "repository_evidence": [
    "# The Incredible AI Agents",
    "### Performance Monitoring",
    "- [Grafana](https://github.com/grafana/grafana) - Observability and data visualization"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/ritchieng/the-incredible-ai-agents",
   "project": "New Relic AI Monitoring",
   "repository": "https://newrelic.com/solutions/ai-monitoring",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# The Incredible AI Agents",
    "### Performance Monitoring",
    "- [New Relic AI Monitoring](https://newrelic.com/solutions/ai-monitoring) - AI application monitoring"
   ],
   "repository_evidence": [
    "# The Incredible AI Agents",
    "### Performance Monitoring",
    "- [New Relic AI Monitoring](https://newrelic.com/solutions/ai-monitoring) - AI application monitoring"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/ritchieng/the-incredible-ai-agents",
   "project": "OpenTelemetry",
   "repository": "https://github.com/open-telemetry/opentelemetry-python",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# The Incredible AI Agents",
    "### Logging & Tracing",
    "- [OpenTelemetry](https://github.com/open-telemetry/opentelemetry-python) - Observability framework"
   ],
   "repository_evidence": [
    "# The Incredible AI Agents",
    "### Logging & Tracing",
    "- [OpenTelemetry](https://github.com/open-telemetry/opentelemetry-python) - Observability framework"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/ritchieng/the-incredible-ai-agents",
   "project": "Jaeger",
   "repository": "https://github.com/jaegertracing/jaeger",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# The Incredible AI Agents",
    "### Logging & Tracing",
    "- [Jaeger](https://github.com/jaegertracing/jaeger) - Distributed tracing platform"
   ],
   "repository_evidence": [
    "# The Incredible AI Agents",
    "### Logging & Tracing",
    "- [Jaeger](https://github.com/jaegertracing/jaeger) - Distributed tracing platform"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/ritchieng/the-incredible-ai-agents",
   "project": "TradingAgents",
   "repository": "https://github.com/TauricResearch/TradingAgents",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# The Incredible AI Agents",
    "### Financial & Trading Agents",
    "- [TradingAgents](https://github.com/TauricResearch/TradingAgents) - Multi-Agents LLM Financial Trading Framework"
   ],
   "repository_evidence": [
    "# The Incredible AI Agents",
    "### Financial & Trading Agents",
    "- [TradingAgents](https://github.com/TauricResearch/TradingAgents) - Multi-Agents LLM Financial Trading Framework"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/ritchieng/the-incredible-ai-agents",
   "project": "Airweave",
   "repository": "https://github.com/airweave-ai/airweave",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# The Incredible AI Agents",
    "### Research & Analysis Agents",
    "- [Airweave](https://github.com/airweave-ai/airweave) - Airweave lets agents search any app"
   ],
   "repository_evidence": [
    "# The Incredible AI Agents",
    "### Research & Analysis Agents",
    "- [Airweave](https://github.com/airweave-ai/airweave) - Airweave lets agents search any app"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/ritchieng/the-incredible-ai-agents",
   "project": "Company Research Agent",
   "repository": "https://github.com/guy-hartstein/company-research-agent",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# The Incredible AI Agents",
    "### Research & Analysis Agents",
    "- [Company Research Agent](https://github.com/guy-hartstein/company-research-agent) - Multi-agent company research tool powered by LangGraph"
   ],
   "repository_evidence": [
    "# The Incredible AI Agents",
    "### Research & Analysis Agents",
    "- [Company Research Agent](https://github.com/guy-hartstein/company-research-agent) - Multi-agent company research tool powered by LangGraph"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/ritchieng/the-incredible-ai-agents",
   "project": "MindSearch",
   "repository": "https://github.com/InternLM/MindSearch",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# The Incredible AI Agents",
    "### Research & Analysis Agents",
    "- [MindSearch](https://github.com/InternLM/MindSearch) - LLM-based Multi-agent Framework of Web Search Engine (like Perplexity.ai Pro and SearchGPT)"
   ],
   "repository_evidence": [
    "# The Incredible AI Agents",
    "### Research & Analysis Agents",
    "- [MindSearch](https://github.com/InternLM/MindSearch) - LLM-based Multi-agent Framework of Web Search Engine (like Perplexity.ai Pro and SearchGPT)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/ritchieng/the-incredible-ai-agents",
   "project": "FilmAgent",
   "repository": "https://github.com/HITsz-TMG/FilmAgent",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# The Incredible AI Agents",
    "### Creative & Media Agents",
    "- [FilmAgent](https://github.com/HITsz-TMG/FilmAgent) - Multi-Agent Framework for End-to-End Film Automation"
   ],
   "repository_evidence": [
    "# The Incredible AI Agents",
    "### Creative & Media Agents",
    "- [FilmAgent](https://github.com/HITsz-TMG/FilmAgent) - Multi-Agent Framework for End-to-End Film Automation"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/ritchieng/the-incredible-ai-agents",
   "project": "AgentVerse",
   "repository": "https://github.com/OpenBMB/AgentVerse",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# The Incredible AI Agents",
    "### Educational & Tutorial Agents",
    "- [AgentVerse](https://github.com/OpenBMB/AgentVerse) - Designed to facilitate the deployment of multiple LLM-based agents in various applications"
   ],
   "repository_evidence": [
    "# The Incredible AI Agents",
    "### Educational & Tutorial Agents",
    "- [AgentVerse](https://github.com/OpenBMB/AgentVerse) - Designed to facilitate the deployment of multiple LLM-based agents in various applications"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/ritchieng/the-incredible-ai-agents",
   "project": "AI Agents Masterclass",
   "repository": "https://github.com/coleam00/ai-agents-masterclass",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# The Incredible AI Agents",
    "### Educational & Tutorial Agents",
    "- [AI Agents Masterclass](https://github.com/coleam00/ai-agents-masterclass) - Follow along with AI Agents Masterclass videos"
   ],
   "repository_evidence": [
    "# The Incredible AI Agents",
    "### Educational & Tutorial Agents",
    "- [AI Agents Masterclass](https://github.com/coleam00/ai-agents-masterclass) - Follow along with AI Agents Masterclass videos"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/ritchieng/the-incredible-ai-agents",
   "project": "Awesome LLM Apps",
   "repository": "https://github.com/Shubhamsaboo/awesome-llm-apps",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# The Incredible AI Agents",
    "### Educational & Tutorial Agents",
    "- [Awesome LLM Apps](https://github.com/Shubhamsaboo/awesome-llm-apps) - Collection of awesome LLM apps with AI Agents and RAG"
   ],
   "repository_evidence": [
    "# The Incredible AI Agents",
    "### Educational & Tutorial Agents",
    "- [Awesome LLM Apps](https://github.com/Shubhamsaboo/awesome-llm-apps) - Collection of awesome LLM apps with AI Agents and RAG"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/ritchieng/the-incredible-ai-agents",
   "project": "ChatDev",
   "repository": "https://github.com/OpenBMB/ChatDev",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# The Incredible AI Agents",
    "### Educational & Tutorial Agents",
    "- [ChatDev](https://github.com/OpenBMB/ChatDev) - Communicative agents for software development"
   ],
   "repository_evidence": [
    "# The Incredible AI Agents",
    "### Educational & Tutorial Agents",
    "- [ChatDev](https://github.com/OpenBMB/ChatDev) - Communicative agents for software development"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/ritchieng/the-incredible-ai-agents",
   "project": "GPTeam",
   "repository": "https://github.com/101dotxyz/GPTeam",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# The Incredible AI Agents",
    "### Educational & Tutorial Agents",
    "- [GPTeam](https://github.com/101dotxyz/GPTeam) - Open-source multi-agent simulation"
   ],
   "repository_evidence": [
    "# The Incredible AI Agents",
    "### Educational & Tutorial Agents",
    "- [GPTeam](https://github.com/101dotxyz/GPTeam) - Open-source multi-agent simulation"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/ritchieng/the-incredible-ai-agents",
   "project": "OpenSwarm",
   "repository": "https://github.com/openai/swarm",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# The Incredible AI Agents",
    "### Educational & Tutorial Agents",
    "- [OpenSwarm](https://github.com/openai/swarm) - Educational framework for multi-agent orchestration"
   ],
   "repository_evidence": [
    "# The Incredible AI Agents",
    "### Educational & Tutorial Agents",
    "- [OpenSwarm](https://github.com/openai/swarm) - Educational framework for multi-agent orchestration"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/ritchieng/the-incredible-ai-agents",
   "project": "Ottomator Agents",
   "repository": "https://github.com/coleam00/ottomator-agents",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# The Incredible AI Agents",
    "### Educational & Tutorial Agents",
    "- [Ottomator Agents](https://github.com/coleam00/ottomator-agents) - Open source AI Agents hosted on oTTomator platform"
   ],
   "repository_evidence": [
    "# The Incredible AI Agents",
    "### Educational & Tutorial Agents",
    "- [Ottomator Agents](https://github.com/coleam00/ottomator-agents) - Open source AI Agents hosted on oTTomator platform"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/ritchieng/the-incredible-ai-agents",
   "project": "SWE Agent",
   "repository": "https://github.com/langtalks/swe-agent",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# The Incredible AI Agents",
    "### Educational & Tutorial Agents",
    "- [SWE Agent](https://github.com/langtalks/swe-agent) - AI-powered software engineering multi-agent system with researcher and developer agents"
   ],
   "repository_evidence": [
    "# The Incredible AI Agents",
    "### Educational & Tutorial Agents",
    "- [SWE Agent](https://github.com/langtalks/swe-agent) - AI-powered software engineering multi-agent system with researcher and developer agents"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/imran-siddique/agent-os/blob/master/README.md",
   "project": "Dify",
   "repository": "https://github.com/langgenius/dify-plugins/pull/2060",
   "stars": "65000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "| Framework | Stars | Status | Link |",
    "| **Dify** | 65K \u2b50 | \u2705 Merged | [dify-plugins#2060](https://github.com/langgenius/dify-plugins/pull/2060) |"
   ],
   "repository_evidence": [
    "| Framework | Stars | Status | Link |",
    "| **Dify** | 65K \u2b50 | \u2705 Merged | [dify-plugins#2060](https://github.com/langgenius/dify-plugins/pull/2060) |"
   ],
   "stars_evidence": [
    "| Framework | Stars | Status | Link |",
    "| **Dify** | 65K \u2b50 | \u2705 Merged | [dify-plugins#2060](https://github.com/langgenius/dify-plugins/pull/2060) |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/imran-siddique/agent-os/blob/master/README.md",
   "project": "LlamaIndex",
   "repository": "https://github.com/run-llama/llama_index/pull/20644",
   "stars": "47000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "| Framework | Stars | Status | Link |",
    "| **LlamaIndex** | 47K \u2b50 | \u2705 Merged | [llama_index#20644](https://github.com/run-llama/llama_index/pull/20644) |"
   ],
   "repository_evidence": [
    "| Framework | Stars | Status | Link |",
    "| **LlamaIndex** | 47K \u2b50 | \u2705 Merged | [llama_index#20644](https://github.com/run-llama/llama_index/pull/20644) |"
   ],
   "stars_evidence": [
    "| Framework | Stars | Status | Link |",
    "| **LlamaIndex** | 47K \u2b50 | \u2705 Merged | [llama_index#20644](https://github.com/run-llama/llama_index/pull/20644) |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/imran-siddique/agent-os/blob/master/README.md",
   "project": "Microsoft Agent-Lightning",
   "repository": "https://github.com/microsoft/agent-lightning/pull/478",
   "stars": "15000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "| Framework | Stars | Status | Link |",
    "| **Microsoft Agent-Lightning** | 15K \u2b50 | \u2705 Merged | [agent-lightning#478](https://github.com/microsoft/agent-lightning/pull/478) |"
   ],
   "repository_evidence": [
    "| Framework | Stars | Status | Link |",
    "| **Microsoft Agent-Lightning** | 15K \u2b50 | \u2705 Merged | [agent-lightning#478](https://github.com/microsoft/agent-lightning/pull/478) |"
   ],
   "stars_evidence": [
    "| Framework | Stars | Status | Link |",
    "| **Microsoft Agent-Lightning** | 15K \u2b50 | \u2705 Merged | [agent-lightning#478](https://github.com/microsoft/agent-lightning/pull/478) |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/imran-siddique/agent-os/blob/master/README.md",
   "project": "LangGraph",
   "repository": "https://pypi.org/project/langgraph-trust/",
   "stars": "24000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "| Framework | Stars | Status | Link |",
    "| **LangGraph** | 24K \u2b50 | \ud83d\udce6 Published on PyPI | [langgraph-trust](https://pypi.org/project/langgraph-trust/) |"
   ],
   "repository_evidence": [
    "| Framework | Stars | Status | Link |",
    "| **LangGraph** | 24K \u2b50 | \ud83d\udce6 Published on PyPI | [langgraph-trust](https://pypi.org/project/langgraph-trust/) |"
   ],
   "stars_evidence": [
    "| Framework | Stars | Status | Link |",
    "| **LangGraph** | 24K \u2b50 | \ud83d\udce6 Published on PyPI | [langgraph-trust](https://pypi.org/project/langgraph-trust/) |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/imran-siddique/agent-os/blob/master/README.md",
   "project": "OpenAI Agents SDK",
   "repository": "https://pypi.org/project/openai-agents-trust/",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "| Framework | Stars | Status | Link |",
    "| **OpenAI Agents SDK** | \u2014 | \ud83d\udce6 Published on PyPI | [openai-agents-trust](https://pypi.org/project/openai-agents-trust/) |"
   ],
   "repository_evidence": [
    "| Framework | Stars | Status | Link |",
    "| **OpenAI Agents SDK** | \u2014 | \ud83d\udce6 Published on PyPI | [openai-agents-trust](https://pypi.org/project/openai-agents-trust/) |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/imran-siddique/agent-os/blob/master/README.md",
   "project": "OpenClaw",
   "repository": "https://clawhub.ai/imran-siddique/agentmesh-governance",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "| Framework | Stars | Status | Link |",
    "| **OpenClaw** | \u2014 | \ud83d\udce6 Published on ClawHub | [agentmesh-governance](https://clawhub.ai/imran-siddique/agentmesh-governance) |"
   ],
   "repository_evidence": [
    "| Framework | Stars | Status | Link |",
    "| **OpenClaw** | \u2014 | \ud83d\udce6 Published on ClawHub | [agentmesh-governance](https://clawhub.ai/imran-siddique/agentmesh-governance) |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/imran-siddique/agent-os/blob/master/README.md",
   "project": "AutoGen",
   "repository": "https://github.com/microsoft/autogen/issues/7242",
   "stars": "54000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "**\ud83d\udccb Proposals under review at 10+ frameworks (click to expand)**",
    "| Framework | Stars | Proposal |",
    "| AutoGen | 54K \u2b50 | [microsoft/autogen#7242](https://github.com/microsoft/autogen/issues/7242) |"
   ],
   "repository_evidence": [
    "**\ud83d\udccb Proposals under review at 10+ frameworks (click to expand)**",
    "| Framework | Stars | Proposal |",
    "| AutoGen | 54K \u2b50 | [microsoft/autogen#7242](https://github.com/microsoft/autogen/issues/7242) |"
   ],
   "stars_evidence": [
    "**\ud83d\udccb Proposals under review at 10+ frameworks (click to expand)**",
    "| Framework | Stars | Proposal |",
    "| AutoGen | 54K \u2b50 | [microsoft/autogen#7242](https://github.com/microsoft/autogen/issues/7242) |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/imran-siddique/agent-os/blob/master/README.md",
   "project": "CrewAI",
   "repository": "https://github.com/crewAIInc/crewAI/issues/4502",
   "stars": "44000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "**\ud83d\udccb Proposals under review at 10+ frameworks (click to expand)**",
    "| Framework | Stars | Proposal |",
    "| CrewAI | 44K \u2b50 | [crewAIInc/crewAI#4502](https://github.com/crewAIInc/crewAI/issues/4502) |"
   ],
   "repository_evidence": [
    "**\ud83d\udccb Proposals under review at 10+ frameworks (click to expand)**",
    "| Framework | Stars | Proposal |",
    "| CrewAI | 44K \u2b50 | [crewAIInc/crewAI#4502](https://github.com/crewAIInc/crewAI/issues/4502) |"
   ],
   "stars_evidence": [
    "**\ud83d\udccb Proposals under review at 10+ frameworks (click to expand)**",
    "| Framework | Stars | Proposal |",
    "| CrewAI | 44K \u2b50 | [crewAIInc/crewAI#4502](https://github.com/crewAIInc/crewAI/issues/4502) |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/imran-siddique/agent-os/blob/master/README.md",
   "project": "Haystack",
   "repository": "https://github.com/deepset-ai/haystack/issues/10615",
   "stars": "22000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "**\ud83d\udccb Proposals under review at 10+ frameworks (click to expand)**",
    "| Framework | Stars | Proposal |",
    "| Haystack | 22K \u2b50 | [deepset-ai/haystack#10615](https://github.com/deepset-ai/haystack/issues/10615) |"
   ],
   "repository_evidence": [
    "**\ud83d\udccb Proposals under review at 10+ frameworks (click to expand)**",
    "| Framework | Stars | Proposal |",
    "| Haystack | 22K \u2b50 | [deepset-ai/haystack#10615](https://github.com/deepset-ai/haystack/issues/10615) |"
   ],
   "stars_evidence": [
    "**\ud83d\udccb Proposals under review at 10+ frameworks (click to expand)**",
    "| Framework | Stars | Proposal |",
    "| Haystack | 22K \u2b50 | [deepset-ai/haystack#10615](https://github.com/deepset-ai/haystack/issues/10615) |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/imran-siddique/agent-os/blob/master/README.md",
   "project": "Semantic Kernel",
   "repository": "https://github.com/microsoft/semantic-kernel/issues/13556",
   "stars": "27000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "**\ud83d\udccb Proposals under review at 10+ frameworks (click to expand)**",
    "| Framework | Stars | Proposal |",
    "| Semantic Kernel | 27K \u2b50 | [microsoft/semantic-kernel#13556](https://github.com/microsoft/semantic-kernel/issues/13556) |"
   ],
   "repository_evidence": [
    "**\ud83d\udccb Proposals under review at 10+ frameworks (click to expand)**",
    "| Framework | Stars | Proposal |",
    "| Semantic Kernel | 27K \u2b50 | [microsoft/semantic-kernel#13556](https://github.com/microsoft/semantic-kernel/issues/13556) |"
   ],
   "stars_evidence": [
    "**\ud83d\udccb Proposals under review at 10+ frameworks (click to expand)**",
    "| Framework | Stars | Proposal |",
    "| Semantic Kernel | 27K \u2b50 | [microsoft/semantic-kernel#13556](https://github.com/microsoft/semantic-kernel/issues/13556) |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/imran-siddique/agent-os/blob/master/README.md",
   "project": "smolagents",
   "repository": "https://github.com/huggingface/smolagents/issues/1989",
   "stars": "25000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "**\ud83d\udccb Proposals under review at 10+ frameworks (click to expand)**",
    "| Framework | Stars | Proposal |",
    "| smolagents | 25K \u2b50 | \u2705 Adapter built \u2014 [huggingface/smolagents#1989](https://github.com/huggingface/smolagents/issues/1989) |"
   ],
   "repository_evidence": [
    "**\ud83d\udccb Proposals under review at 10+ frameworks (click to expand)**",
    "| Framework | Stars | Proposal |",
    "| smolagents | 25K \u2b50 | \u2705 Adapter built \u2014 [huggingface/smolagents#1989](https://github.com/huggingface/smolagents/issues/1989) |"
   ],
   "stars_evidence": [
    "**\ud83d\udccb Proposals under review at 10+ frameworks (click to expand)**",
    "| Framework | Stars | Proposal |",
    "| smolagents | 25K \u2b50 | \u2705 Adapter built \u2014 [huggingface/smolagents#1989](https://github.com/huggingface/smolagents/issues/1989) |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/imran-siddique/agent-os/blob/master/README.md",
   "project": "Google ADK",
   "repository": "https://github.com/google/adk-python/issues/4517",
   "stars": "18000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "**\ud83d\udccb Proposals under review at 10+ frameworks (click to expand)**",
    "| Framework | Stars | Proposal |",
    "| Google ADK | 18K \u2b50 | \u2705 Adapter built \u2014 [google/adk-python#4517](https://github.com/google/adk-python/issues/4517) |"
   ],
   "repository_evidence": [
    "**\ud83d\udccb Proposals under review at 10+ frameworks (click to expand)**",
    "| Framework | Stars | Proposal |",
    "| Google ADK | 18K \u2b50 | \u2705 Adapter built \u2014 [google/adk-python#4517](https://github.com/google/adk-python/issues/4517) |"
   ],
   "stars_evidence": [
    "**\ud83d\udccb Proposals under review at 10+ frameworks (click to expand)**",
    "| Framework | Stars | Proposal |",
    "| Google ADK | 18K \u2b50 | \u2705 Adapter built \u2014 [google/adk-python#4517](https://github.com/google/adk-python/issues/4517) |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/imran-siddique/agent-os/blob/master/README.md",
   "project": "PydanticAI",
   "repository": "https://github.com/pydantic/pydantic-ai/issues/4335",
   "stars": "15000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "**\ud83d\udccb Proposals under review at 10+ frameworks (click to expand)**",
    "| Framework | Stars | Proposal |",
    "| PydanticAI | 15K \u2b50 | \u2705 Adapter built \u2014 [pydantic/pydantic-ai#4335](https://github.com/pydantic/pydantic-ai/issues/4335) |"
   ],
   "repository_evidence": [
    "**\ud83d\udccb Proposals under review at 10+ frameworks (click to expand)**",
    "| Framework | Stars | Proposal |",
    "| PydanticAI | 15K \u2b50 | \u2705 Adapter built \u2014 [pydantic/pydantic-ai#4335](https://github.com/pydantic/pydantic-ai/issues/4335) |"
   ],
   "stars_evidence": [
    "**\ud83d\udccb Proposals under review at 10+ frameworks (click to expand)**",
    "| Framework | Stars | Proposal |",
    "| PydanticAI | 15K \u2b50 | \u2705 Adapter built \u2014 [pydantic/pydantic-ai#4335](https://github.com/pydantic/pydantic-ai/issues/4335) |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/imran-siddique/agent-os/blob/master/README.md",
   "project": "OpenAI Agents SDK",
   "repository": "https://github.com/openai/openai-agents-python/issues/2515",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "**\ud83d\udccb Proposals under review at 10+ frameworks (click to expand)**",
    "| Framework | Stars | Proposal |",
    "| OpenAI Agents SDK | \u2014 | [openai/openai-agents-python#2515](https://github.com/openai/openai-agents-python/issues/2515) |"
   ],
   "repository_evidence": [
    "**\ud83d\udccb Proposals under review at 10+ frameworks (click to expand)**",
    "| Framework | Stars | Proposal |",
    "| OpenAI Agents SDK | \u2014 | [openai/openai-agents-python#2515](https://github.com/openai/openai-agents-python/issues/2515) |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/imran-siddique/agent-os/blob/master/README.md",
   "project": "A2A Protocol",
   "repository": "https://github.com/a2aproject/A2A/issues/1501",
   "stars": "21000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "**\ud83d\udccb Proposals under review at 10+ frameworks (click to expand)**",
    "| Framework | Stars | Proposal |",
    "| A2A Protocol | 21K \u2b50 | [a2aproject/A2A#1501](https://github.com/a2aproject/A2A/issues/1501) |"
   ],
   "repository_evidence": [
    "**\ud83d\udccb Proposals under review at 10+ frameworks (click to expand)**",
    "| Framework | Stars | Proposal |",
    "| A2A Protocol | 21K \u2b50 | [a2aproject/A2A#1501](https://github.com/a2aproject/A2A/issues/1501) |"
   ],
   "stars_evidence": [
    "**\ud83d\udccb Proposals under review at 10+ frameworks (click to expand)**",
    "| Framework | Stars | Proposal |",
    "| A2A Protocol | 21K \u2b50 | [a2aproject/A2A#1501](https://github.com/a2aproject/A2A/issues/1501) |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/imran-siddique/agent-os/blob/master/README.md",
   "project": "Oracle Agent Spec",
   "repository": "https://github.com/oracle/agent-spec/issues/105",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "**\ud83d\udccb Proposals under review at 10+ frameworks (click to expand)**",
    "| Framework | Stars | Proposal |",
    "| Oracle Agent Spec | \u2014 | [oracle/agent-spec#105](https://github.com/oracle/agent-spec/issues/105) |"
   ],
   "repository_evidence": [
    "**\ud83d\udccb Proposals under review at 10+ frameworks (click to expand)**",
    "| Framework | Stars | Proposal |",
    "| Oracle Agent Spec | \u2014 | [oracle/agent-spec#105](https://github.com/oracle/agent-spec/issues/105) |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/imran-siddique/agent-os/blob/master/README.md",
   "project": "AI Card Spec",
   "repository": "https://github.com/Agent-Card/ai-card/issues/16",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "**\ud83d\udccb Proposals under review at 10+ frameworks (click to expand)**",
    "| Framework | Stars | Proposal |",
    "| AI Card Spec | \u2014 | [agent-card/ai-card#16](https://github.com/Agent-Card/ai-card/issues/16) |"
   ],
   "repository_evidence": [
    "**\ud83d\udccb Proposals under review at 10+ frameworks (click to expand)**",
    "| Framework | Stars | Proposal |",
    "| AI Card Spec | \u2014 | [agent-card/ai-card#16](https://github.com/Agent-Card/ai-card/issues/16) |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/imran-siddique/agent-os/blob/master/README.md",
   "project": "Agent OS",
   "repository": "https://github.com/imran-siddique/agent-os",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "### \ud83c\udf10 The Agent Governance Ecosystem",
    "| Layer | Package | Purpose | Install |",
    "| **Kernel** | [Agent OS](https://github.com/imran-siddique/agent-os) | Policy enforcement, action interception | `pip install agent-os-kernel` |"
   ],
   "repository_evidence": [
    "### \ud83c\udf10 The Agent Governance Ecosystem",
    "| Layer | Package | Purpose | Install |",
    "| **Kernel** | [Agent OS](https://github.com/imran-siddique/agent-os) | Policy enforcement, action interception | `pip install agent-os-kernel` |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/imran-siddique/agent-os/blob/master/README.md",
   "project": "AgentMesh",
   "repository": "https://github.com/imran-siddique/agent-mesh",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "### \ud83c\udf10 The Agent Governance Ecosystem",
    "| Layer | Package | Purpose | Install |",
    "| **Network** | [AgentMesh](https://github.com/imran-siddique/agent-mesh) | Identity, trust, delegation | `pip install agentmesh-platform` |"
   ],
   "repository_evidence": [
    "### \ud83c\udf10 The Agent Governance Ecosystem",
    "| Layer | Package | Purpose | Install |",
    "| **Network** | [AgentMesh](https://github.com/imran-siddique/agent-mesh) | Identity, trust, delegation | `pip install agentmesh-platform` |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/imran-siddique/agent-os/blob/master/README.md",
   "project": "Agent SRE",
   "repository": "https://github.com/imran-siddique/agent-sre",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "### \ud83c\udf10 The Agent Governance Ecosystem",
    "| Layer | Package | Purpose | Install |",
    "| **Reliability** | [Agent SRE](https://github.com/imran-siddique/agent-sre) | SLOs, chaos testing, circuit breakers | `pip install agent-sre` |"
   ],
   "repository_evidence": [
    "### \ud83c\udf10 The Agent Governance Ecosystem",
    "| Layer | Package | Purpose | Install |",
    "| **Reliability** | [Agent SRE](https://github.com/imran-siddique/agent-sre) | SLOs, chaos testing, circuit breakers | `pip install agent-sre` |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/imran-siddique/agent-os/blob/master/README.md",
   "project": "Agent Hypervisor",
   "repository": "https://github.com/imran-siddique/agent-hypervisor",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "### \ud83c\udf10 The Agent Governance Ecosystem",
    "| Layer | Package | Purpose | Install |",
    "| **Runtime** | [Agent Hypervisor](https://github.com/imran-siddique/agent-hypervisor) | Execution rings, resource limits, saga | `pip install agent-hypervisor` |"
   ],
   "repository_evidence": [
    "### \ud83c\udf10 The Agent Governance Ecosystem",
    "| Layer | Package | Purpose | Install |",
    "| **Runtime** | [Agent Hypervisor](https://github.com/imran-siddique/agent-hypervisor) | Execution rings, resource limits, saga | `pip install agent-hypervisor` |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/Jenqyang/Awesome-AI-Agents/blob/main/README.md",
   "project": "AutoGPT",
   "repository": "https://github.com/Significant-Gravitas/AutoGPT",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome-AI-Agents \ud83e\udd16\ufe0f",
    "Open-source Large Language Model (LLM) driven autonomous agent that can automatically solve various tasks.",
    "- [AutoGPT](https://github.com/Significant-Gravitas/AutoGPT) - AutoGPT is the vision of the power of AI accessible to everyone, to use and to build on. [![GitHub Repo stars](https://camo.githubusercontent.com/5063efacf3bec03186edf6cac23e0c2c7191180ff41dff8095d2e861141711a5/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f5369676e69666963616e742d47726176697461732f4175746f4750543f7374796c653d736f6369616c)](https://camo.githubusercontent.com/5063efacf3bec03186edf6cac23e0c2c7191180ff41dff8095d2e861141711a5/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f5369676e69666963616e742d47726176697461732f4175746f4750543f7374796c653d736f6369616c)"
   ],
   "repository_evidence": [
    "# Awesome-AI-Agents \ud83e\udd16\ufe0f",
    "Open-source Large Language Model (LLM) driven autonomous agent that can automatically solve various tasks.",
    "- [AutoGPT](https://github.com/Significant-Gravitas/AutoGPT) - AutoGPT is the vision of the power of AI accessible to everyone, to use and to build on. [![GitHub Repo stars](https://camo.githubusercontent.com/5063efacf3bec03186edf6cac23e0c2c7191180ff41dff8095d2e861141711a5/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f5369676e69666963616e742d47726176697461732f4175746f4750543f7374796c653d736f6369616c)](https://camo.githubusercontent.com/5063efacf3bec03186edf6cac23e0c2c7191180ff41dff8095d2e861141711a5/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f5369676e69666963616e742d47726176697461732f4175746f4750543f7374796c653d736f6369616c)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/Jenqyang/Awesome-AI-Agents/blob/main/README.md",
   "project": "AIDE",
   "repository": "https://github.com/WecoAI/aideml",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome-AI-Agents \ud83e\udd16\ufe0f",
    "Open-source Large Language Model (LLM) driven autonomous agent that can automatically solve various tasks.",
    "- [AIDE](https://github.com/WecoAI/aideml) - ML-engineering agent that uses tree search to optimize code against an eval metric, reaching human-level performance on Kaggle/MLE-bench. [![GitHub Repo stars](https://camo.githubusercontent.com/89da936ad4399616d457eb5d39f4b7fcfe292298b49890ddd972aa4147bda357/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f5765636f41492f616964656d6c3f7374796c653d736f6369616c)](https://camo.githubusercontent.com/89da936ad4399616d457eb5d39f4b7fcfe292298b49890ddd972aa4147bda357/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f5765636f41492f616964656d6c3f7374796c653d736f6369616c)"
   ],
   "repository_evidence": [
    "# Awesome-AI-Agents \ud83e\udd16\ufe0f",
    "Open-source Large Language Model (LLM) driven autonomous agent that can automatically solve various tasks.",
    "- [AIDE](https://github.com/WecoAI/aideml) - ML-engineering agent that uses tree search to optimize code against an eval metric, reaching human-level performance on Kaggle/MLE-bench. [![GitHub Repo stars](https://camo.githubusercontent.com/89da936ad4399616d457eb5d39f4b7fcfe292298b49890ddd972aa4147bda357/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f5765636f41492f616964656d6c3f7374796c653d736f6369616c)](https://camo.githubusercontent.com/89da936ad4399616d457eb5d39f4b7fcfe292298b49890ddd972aa4147bda357/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f5765636f41492f616964656d6c3f7374796c653d736f6369616c)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/cameronsjo/spec-compare/blob/main/docs/landscape.md",
   "project": "LangGraph",
   "repository": "https://github.com/langchain-ai/langgraph",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# The Orchestration Landscape (May 2026)",
    "## 1. Multi-Agent Frameworks",
    "| Framework | Creator | Key Differentiator | Language | URL |",
    "| **LangGraph** | LangChain | DAG-based, lowest latency across benchmarks | Python/JS | [github](https://github.com/langchain-ai/langgraph) |"
   ],
   "repository_evidence": [
    "# The Orchestration Landscape (May 2026)",
    "## 1. Multi-Agent Frameworks",
    "| Framework | Creator | Key Differentiator | Language | URL |",
    "| **LangGraph** | LangChain | DAG-based, lowest latency across benchmarks | Python/JS | [github](https://github.com/langchain-ai/langgraph) |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/cameronsjo/spec-compare/blob/main/docs/landscape.md",
   "project": "OpenAI Agents SDK",
   "repository": "https://github.com/openai/openai-agents-python",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# The Orchestration Landscape (May 2026)",
    "## 1. Multi-Agent Frameworks",
    "| Framework | Creator | Key Differentiator | Language | URL |",
    "| **OpenAI Agents SDK** | OpenAI | Production successor to Swarm; Agents, Handoffs, Guardrails | Python/TS | [github](https://github.com/openai/openai-agents-python) |"
   ],
   "repository_evidence": [
    "# The Orchestration Landscape (May 2026)",
    "## 1. Multi-Agent Frameworks",
    "| Framework | Creator | Key Differentiator | Language | URL |",
    "| **OpenAI Agents SDK** | OpenAI | Production successor to Swarm; Agents, Handoffs, Guardrails | Python/TS | [github](https://github.com/openai/openai-agents-python) |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/cameronsjo/spec-compare/blob/main/docs/landscape.md",
   "project": "Google ADK",
   "repository": "https://github.com/google/adk-python",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# The Orchestration Landscape (May 2026)",
    "## 1. Multi-Agent Frameworks",
    "| Framework | Creator | Key Differentiator | Language | URL |",
    "| **Google ADK** | Google | Three built-in orchestrators (Sequential, Parallel, Loop); bidirectional audio/video streaming | Python/TS/Go | [github](https://github.com/google/adk-python) |"
   ],
   "repository_evidence": [
    "# The Orchestration Landscape (May 2026)",
    "## 1. Multi-Agent Frameworks",
    "| Framework | Creator | Key Differentiator | Language | URL |",
    "| **Google ADK** | Google | Three built-in orchestrators (Sequential, Parallel, Loop); bidirectional audio/video streaming | Python/TS/Go | [github](https://github.com/google/adk-python) |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/cameronsjo/spec-compare/blob/main/docs/landscape.md",
   "project": "smolagents",
   "repository": "https://github.com/huggingface/smolagents",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# The Orchestration Landscape (May 2026)",
    "## 1. Multi-Agent Frameworks",
    "| Framework | Creator | Key Differentiator | Language | URL |",
    "| **smolagents** | Hugging Face | Agents write Python code instead of JSON tool calls (~30% fewer LLM calls) | Python | [github](https://github.com/huggingface/smolagents) |"
   ],
   "repository_evidence": [
    "# The Orchestration Landscape (May 2026)",
    "## 1. Multi-Agent Frameworks",
    "| Framework | Creator | Key Differentiator | Language | URL |",
    "| **smolagents** | Hugging Face | Agents write Python code instead of JSON tool calls (~30% fewer LLM calls) | Python | [github](https://github.com/huggingface/smolagents) |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/cameronsjo/spec-compare/blob/main/docs/landscape.md",
   "project": "Haystack",
   "repository": "https://github.com/deepset-ai/haystack",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# The Orchestration Landscape (May 2026)",
    "## 1. Multi-Agent Frameworks",
    "| Framework | Creator | Key Differentiator | Language | URL |",
    "| **Haystack** | deepset | Pipeline architecture; PipelineTool exposes pipelines as LLM-callable tools | Python | [github](https://github.com/deepset-ai/haystack) |"
   ],
   "repository_evidence": [
    "# The Orchestration Landscape (May 2026)",
    "## 1. Multi-Agent Frameworks",
    "| Framework | Creator | Key Differentiator | Language | URL |",
    "| **Haystack** | deepset | Pipeline architecture; PipelineTool exposes pipelines as LLM-callable tools | Python | [github](https://github.com/deepset-ai/haystack) |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/cameronsjo/spec-compare/blob/main/docs/landscape.md",
   "project": "BeeAI",
   "repository": "https://github.com/i-am-bee/beeai-framework",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# The Orchestration Landscape (May 2026)",
    "## 1. Multi-Agent Frameworks",
    "| Framework | Creator | Key Differentiator | Language | URL |",
    "| **BeeAI** | IBM | Framework-agnostic via ACP protocol; Linux Foundation governed | Python | [github](https://github.com/i-am-bee/beeai-framework) |"
   ],
   "repository_evidence": [
    "# The Orchestration Landscape (May 2026)",
    "## 1. Multi-Agent Frameworks",
    "| Framework | Creator | Key Differentiator | Language | URL |",
    "| **BeeAI** | IBM | Framework-agnostic via ACP protocol; Linux Foundation governed | Python | [github](https://github.com/i-am-bee/beeai-framework) |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/cameronsjo/spec-compare/blob/main/docs/landscape.md",
   "project": "CAMEL-AI",
   "repository": "https://github.com/camel-ai/camel",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# The Orchestration Landscape (May 2026)",
    "## 1. Multi-Agent Frameworks",
    "| Framework | Creator | Key Differentiator | Language | URL |",
    "| **CAMEL-AI** | CAMEL-AI | Research-first; million-agent simulations | Python | [github](https://github.com/camel-ai/camel) |"
   ],
   "repository_evidence": [
    "# The Orchestration Landscape (May 2026)",
    "## 1. Multi-Agent Frameworks",
    "| Framework | Creator | Key Differentiator | Language | URL |",
    "| **CAMEL-AI** | CAMEL-AI | Research-first; million-agent simulations | Python | [github](https://github.com/camel-ai/camel) |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/cameronsjo/spec-compare/blob/main/docs/landscape.md",
   "project": "Agency Swarm",
   "repository": "https://github.com/VRSEN/agency-swarm",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# The Orchestration Landscape (May 2026)",
    "## 1. Multi-Agent Frameworks",
    "| Framework | Creator | Key Differentiator | Language | URL |",
    "| **Agency Swarm** | VRSEN | Production extension of OpenAI Agents SDK for swarm management | Python | [github](https://github.com/VRSEN/agency-swarm) |"
   ],
   "repository_evidence": [
    "# The Orchestration Landscape (May 2026)",
    "## 1. Multi-Agent Frameworks",
    "| Framework | Creator | Key Differentiator | Language | URL |",
    "| **Agency Swarm** | VRSEN | Production extension of OpenAI Agents SDK for swarm management | Python | [github](https://github.com/VRSEN/agency-swarm) |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/cameronsjo/spec-compare/blob/main/docs/landscape.md",
   "project": "claude-swarm",
   "repository": "https://github.com/affaan-m/claude-swarm",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# The Orchestration Landscape (May 2026)",
    "## 2. Agent Runners",
    "| Tool | What It Does | Isolation | URL |",
    "| **claude-swarm** (affaan-m) | Dependency graphs, parallel execution, Opus Quality Gate | Process | [github](https://github.com/affaan-m/claude-swarm) |"
   ],
   "repository_evidence": [
    "# The Orchestration Landscape (May 2026)",
    "## 2. Agent Runners",
    "| Tool | What It Does | Isolation | URL |",
    "| **claude-swarm** (affaan-m) | Dependency graphs, parallel execution, Opus Quality Gate | Process | [github](https://github.com/affaan-m/claude-swarm) |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/cameronsjo/spec-compare/blob/main/docs/landscape.md",
   "project": "claude-flow",
   "repository": "https://github.com/ruvnet/claude-flow",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# The Orchestration Landscape (May 2026)",
    "## 2. Agent Runners",
    "| Tool | What It Does | Isolation | URL |",
    "| **claude-flow** (ruvnet) | Swarm orchestration with shared memory; dual Claude + Codex workers | Process | [github](https://github.com/ruvnet/claude-flow) |"
   ],
   "repository_evidence": [
    "# The Orchestration Landscape (May 2026)",
    "## 2. Agent Runners",
    "| Tool | What It Does | Isolation | URL |",
    "| **claude-flow** (ruvnet) | Swarm orchestration with shared memory; dual Claude + Codex workers | Process | [github](https://github.com/ruvnet/claude-flow) |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/cameronsjo/spec-compare/blob/main/docs/landscape.md",
   "project": "ccswarm",
   "repository": "https://github.com/nwiizo/ccswarm",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# The Orchestration Landscape (May 2026)",
    "## 2. Agent Runners",
    "| Tool | What It Does | Isolation | URL |",
    "| **ccswarm** (nwiizo) | Multi-agent orchestration with git worktree isolation | Git worktrees | [github](https://github.com/nwiizo/ccswarm) |"
   ],
   "repository_evidence": [
    "# The Orchestration Landscape (May 2026)",
    "## 2. Agent Runners",
    "| Tool | What It Does | Isolation | URL |",
    "| **ccswarm** (nwiizo) | Multi-agent orchestration with git worktree isolation | Git worktrees | [github](https://github.com/nwiizo/ccswarm) |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/cameronsjo/spec-compare/blob/main/docs/landscape.md",
   "project": "Gas Town",
   "repository": "https://github.com/steveyegge/gastown",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# The Orchestration Landscape (May 2026)",
    "## 2. Agent Runners",
    "| Tool | What It Does | Isolation | URL |",
    "| **Gas Town** (Yegge) | Beads + Agent Mail agent village; Mad Max terminology | Git worktrees | [github](https://github.com/steveyegge/gastown) |"
   ],
   "repository_evidence": [
    "# The Orchestration Landscape (May 2026)",
    "## 2. Agent Runners",
    "| Tool | What It Does | Isolation | URL |",
    "| **Gas Town** (Yegge) | Beads + Agent Mail agent village; Mad Max terminology | Git worktrees | [github](https://github.com/steveyegge/gastown) |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/cameronsjo/spec-compare/blob/main/docs/landscape.md",
   "project": "Cline",
   "repository": "https://github.com/saoudrizwan/claude-dev",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# The Orchestration Landscape (May 2026)",
    "## 3. IDE-Native Orchestration",
    "| IDE / Tool | Key Differentiator | Users | URL |",
    "| **Cline** | Open-source; Plan/Act modes; model-agnostic (any LLM including local); MCP extensible | 4M+ | [github](https://github.com/saoudrizwan/claude-dev) |"
   ],
   "repository_evidence": [
    "# The Orchestration Landscape (May 2026)",
    "## 3. IDE-Native Orchestration",
    "| IDE / Tool | Key Differentiator | Users | URL |",
    "| **Cline** | Open-source; Plan/Act modes; model-agnostic (any LLM including local); MCP extensible | 4M+ | [github](https://github.com/saoudrizwan/claude-dev) |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/cameronsjo/spec-compare/blob/main/docs/landscape.md",
   "project": "Roo Code",
   "repository": "https://github.com/RooCodeInc/Roo-Code",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# The Orchestration Landscape (May 2026)",
    "## 3. IDE-Native Orchestration",
    "| IDE / Tool | Key Differentiator | Users | URL |",
    "| **Roo Code** | Role-based modes; Roo Cloud Agents work 24/7 via Slack/GitHub; Apache 2.0 | \u2014 | [github](https://github.com/RooCodeInc/Roo-Code) |"
   ],
   "repository_evidence": [
    "# The Orchestration Landscape (May 2026)",
    "## 3. IDE-Native Orchestration",
    "| IDE / Tool | Key Differentiator | Users | URL |",
    "| **Roo Code** | Role-based modes; Roo Cloud Agents work 24/7 via Slack/GitHub; Apache 2.0 | \u2014 | [github](https://github.com/RooCodeInc/Roo-Code) |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/cameronsjo/spec-compare/blob/main/docs/landscape.md",
   "project": "Sourcegraph Cody + Amp",
   "repository": "https://sourcegraph.com/cody",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# The Orchestration Landscape (May 2026)",
    "## 3. IDE-Native Orchestration",
    "| IDE / Tool | Key Differentiator | Users | URL |",
    "| **Sourcegraph Cody + Amp** | Best codebase understanding for very large monorepos; Apache 2.0 | \u2014 | [sourcegraph.com/cody](https://sourcegraph.com/cody) |"
   ],
   "repository_evidence": [
    "# The Orchestration Landscape (May 2026)",
    "## 3. IDE-Native Orchestration",
    "| IDE / Tool | Key Differentiator | Users | URL |",
    "| **Sourcegraph Cody + Amp** | Best codebase understanding for very large monorepos; Apache 2.0 | \u2014 | [sourcegraph.com/cody](https://sourcegraph.com/cody) |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/cameronsjo/spec-compare/blob/main/docs/landscape.md",
   "project": "OpenAI Codex CLI",
   "repository": "https://github.com/openai/codex",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# The Orchestration Landscape (May 2026)",
    "## 4. CLI-Native Tools",
    "| Tool | Key Differentiator | Stars/Users | URL |",
    "| **OpenAI Codex CLI** | Rust-based; OS-level sandboxing; GPT-5.3-Codex model; Codex App (macOS) | 1M+ MAD | [github](https://github.com/openai/codex) |"
   ],
   "repository_evidence": [
    "# The Orchestration Landscape (May 2026)",
    "## 4. CLI-Native Tools",
    "| Tool | Key Differentiator | Stars/Users | URL |",
    "| **OpenAI Codex CLI** | Rust-based; OS-level sandboxing; GPT-5.3-Codex model; Codex App (macOS) | 1M+ MAD | [github](https://github.com/openai/codex) |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/cameronsjo/spec-compare/blob/main/docs/landscape.md",
   "project": "Gemini CLI",
   "repository": "https://github.com/google-gemini/gemini-cli",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# The Orchestration Landscape (May 2026)",
    "## 4. CLI-Native Tools",
    "| Tool | Key Differentiator | Stars/Users | URL |",
    "| **Gemini CLI** | Generous free tier (60 req/min); 1M token context; ReAct loop | \u2014 | [github](https://github.com/google-gemini/gemini-cli) |"
   ],
   "repository_evidence": [
    "# The Orchestration Landscape (May 2026)",
    "## 4. CLI-Native Tools",
    "| Tool | Key Differentiator | Stars/Users | URL |",
    "| **Gemini CLI** | Generous free tier (60 req/min); 1M token context; ReAct loop | \u2014 | [github](https://github.com/google-gemini/gemini-cli) |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/cameronsjo/spec-compare/blob/main/docs/landscape.md",
   "project": "Aider",
   "repository": null,
   "stars": "39",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# The Orchestration Landscape (May 2026)",
    "## 4. CLI-Native Tools",
    "| Tool | Key Differentiator | Stars/Users | URL |",
    "| **Aider** | Oldest CLI agent; deepest git integration; auto-commits; 100+ languages | 39K+ stars | [aider.chat](https://aider.chat/) |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# The Orchestration Landscape (May 2026)",
    "## 4. CLI-Native Tools",
    "| Tool | Key Differentiator | Stars/Users | URL |",
    "| **Aider** | Oldest CLI agent; deepest git integration; auto-commits; 100+ languages | 39K+ stars | [aider.chat](https://aider.chat/) |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/cameronsjo/spec-compare/blob/main/docs/landscape.md",
   "project": "Goose",
   "repository": "https://github.com/block/goose",
   "stars": "27",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# The Orchestration Landscape (May 2026)",
    "## 4. CLI-Native Tools",
    "| Tool | Key Differentiator | Stars/Users | URL |",
    "| **Goose** (Block) | Desktop + CLI; Apache 2.0; MCP-native; Linux Foundation governed | 27K+ stars | [github](https://github.com/block/goose) |"
   ],
   "repository_evidence": [
    "# The Orchestration Landscape (May 2026)",
    "## 4. CLI-Native Tools",
    "| Tool | Key Differentiator | Stars/Users | URL |",
    "| **Goose** (Block) | Desktop + CLI; Apache 2.0; MCP-native; Linux Foundation governed | 27K+ stars | [github](https://github.com/block/goose) |"
   ],
   "stars_evidence": [
    "# The Orchestration Landscape (May 2026)",
    "## 4. CLI-Native Tools",
    "| Tool | Key Differentiator | Stars/Users | URL |",
    "| **Goose** (Block) | Desktop + CLI; Apache 2.0; MCP-native; Linux Foundation governed | 27K+ stars | [github](https://github.com/block/goose) |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/cameronsjo/spec-compare/blob/main/docs/landscape.md",
   "project": "OpenCode",
   "repository": "https://github.com/opencode-ai/opencode",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# The Orchestration Landscape (May 2026)",
    "## 4. CLI-Native Tools",
    "| Tool | Key Differentiator | Stars/Users | URL |",
    "| **OpenCode** | Go-based; LSP integration; multi-session; 75+ model providers | \u2014 | [github](https://github.com/opencode-ai/opencode) |"
   ],
   "repository_evidence": [
    "# The Orchestration Landscape (May 2026)",
    "## 4. CLI-Native Tools",
    "| Tool | Key Differentiator | Stars/Users | URL |",
    "| **OpenCode** | Go-based; LSP integration; multi-session; 75+ model providers | \u2014 | [github](https://github.com/opencode-ai/opencode) |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/cameronsjo/spec-compare/blob/main/docs/landscape.md",
   "project": "Langflow",
   "repository": "https://github.com/langflow-ai/langflow",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# The Orchestration Landscape (May 2026)",
    "## 7. Workflow Engines",
    "| Engine | Key Differentiator | Category | URL |",
    "| **Langflow** | Visual orchestration of multi-agent conversations; deploy-as-API | Low-code | [github](https://github.com/langflow-ai/langflow) |"
   ],
   "repository_evidence": [
    "# The Orchestration Landscape (May 2026)",
    "## 7. Workflow Engines",
    "| Engine | Key Differentiator | Category | URL |",
    "| **Langflow** | Visual orchestration of multi-agent conversations; deploy-as-API | Low-code | [github](https://github.com/langflow-ai/langflow) |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/cameronsjo/spec-compare/blob/main/docs/landscape.md",
   "project": "A2A",
   "repository": "https://github.com/a2aproject/A2A",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# The Orchestration Landscape (May 2026)",
    "## 9. Protocols & Standards",
    "### A2A (Agent2Agent Protocol)",
    "**URL:**[github](https://github.com/a2aproject/A2A)"
   ],
   "repository_evidence": [
    "# The Orchestration Landscape (May 2026)",
    "## 9. Protocols & Standards",
    "### A2A (Agent2Agent Protocol)",
    "**URL:**[github](https://github.com/a2aproject/A2A)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/cameronsjo/spec-compare/blob/main/docs/landscape.md",
   "project": "Beads",
   "repository": "https://github.com/steveyegge/beads",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# The Orchestration Landscape (May 2026)",
    "## 10. Context & Memory",
    "| Tool | Approach | Key Differentiator | URL |",
    "| **Beads** (Yegge) | Git-backed graph issue tracker | Hash-based IDs prevent merge collisions; compaction for context decay | [github](https://github.com/steveyegge/beads) |"
   ],
   "repository_evidence": [
    "# The Orchestration Landscape (May 2026)",
    "## 10. Context & Memory",
    "| Tool | Approach | Key Differentiator | URL |",
    "| **Beads** (Yegge) | Git-backed graph issue tracker | Hash-based IDs prevent merge collisions; compaction for context decay | [github](https://github.com/steveyegge/beads) |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/cameronsjo/spec-compare/blob/main/docs/landscape.md",
   "project": "MCP Agent Mail",
   "repository": "https://github.com/Dicklesworthstone/mcp_agent_mail",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# The Orchestration Landscape (May 2026)",
    "## 10. Context & Memory",
    "| Tool | Approach | Key Differentiator | URL |",
    "| **MCP Agent Mail** (Emanuel) | Async messaging + file leases | Git + SQLite dual persistence; advisory reservations instead of locks | [github](https://github.com/Dicklesworthstone/mcp_agent_mail) |"
   ],
   "repository_evidence": [
    "# The Orchestration Landscape (May 2026)",
    "## 10. Context & Memory",
    "| Tool | Approach | Key Differentiator | URL |",
    "| **MCP Agent Mail** (Emanuel) | Async messaging + file leases | Git + SQLite dual persistence; advisory reservations instead of locks | [github](https://github.com/Dicklesworthstone/mcp_agent_mail) |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://hvtracker.net",
   "project": "deepset-ai/haystack",
   "repository": "https://github.com/deepset-ai/haystack",
   "stars": "26.4k",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# AI Trust Registry for open-source AI agent projects.",
    "| 1 | = | [deepset-ai/haystack](https://github.com/deepset-ai/haystack) Open-source AI orchestration framework for building context-engineered, production-ready LLM applications. Design modula | A | 26.4k | 2026-08-30 | 188 | 96.9 was 96.5 \u25b20.1 |"
   ],
   "repository_evidence": [
    "# AI Trust Registry for open-source AI agent projects.",
    "| 1 | = | [deepset-ai/haystack](https://github.com/deepset-ai/haystack) Open-source AI orchestration framework for building context-engineered, production-ready LLM applications. Design modula | A | 26.4k | 2026-08-30 | 188 | 96.9 was 96.5 \u25b20.1 |"
   ],
   "stars_evidence": [
    "# AI Trust Registry for open-source AI agent projects.",
    "| 1 | = | [deepset-ai/haystack](https://github.com/deepset-ai/haystack) Open-source AI orchestration framework for building context-engineered, production-ready LLM applications. Design modula | A | 26.4k | 2026-08-30 | 188 | 96.9 was 96.5 \u25b20.1 |",
    "| #\u2191 | \u0394 | Agent | Grade | Stars | Last Push | Commits | HVTrust |",
    "|---|---|---|---|---|---|---|---|",
    "Daily movers",
    "Independent trust scores for 1316 open-source AI agent projects and [331 agent skills](/categories/agent-skills/), based on public, checkable signals across activity, adoption, transparency, safety, and provenance. How every point is earned is documented in the [methodology \u2192](/methodology/)",
    "Track agents with the \u2605 button \u2014 their score, grade, and rank changes show up here on your next visit. [Sign in](/login) to sync across devices and get alerts."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://hvtracker.net",
   "project": "vercel/ai",
   "repository": "https://github.com/vercel/ai",
   "stars": "26.5k",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# AI Trust Registry for open-source AI agent projects.",
    "| 2 | = | [vercel/ai](https://github.com/vercel/ai) The AI Toolkit for TypeScript. From the creators of Next.js, the AI SDK is a free open-source library for building AI-po | A | 26.5k | 2026-08-30 | 489 | 96.4 was 94.8 \u2014 |"
   ],
   "repository_evidence": [
    "# AI Trust Registry for open-source AI agent projects.",
    "| 2 | = | [vercel/ai](https://github.com/vercel/ai) The AI Toolkit for TypeScript. From the creators of Next.js, the AI SDK is a free open-source library for building AI-po | A | 26.5k | 2026-08-30 | 489 | 96.4 was 94.8 \u2014 |"
   ],
   "stars_evidence": [
    "# AI Trust Registry for open-source AI agent projects.",
    "| 2 | = | [vercel/ai](https://github.com/vercel/ai) The AI Toolkit for TypeScript. From the creators of Next.js, the AI SDK is a free open-source library for building AI-po | A | 26.5k | 2026-08-30 | 489 | 96.4 was 94.8 \u2014 |",
    "| #\u2191 | \u0394 | Agent | Grade | Stars | Last Push | Commits | HVTrust |",
    "|---|---|---|---|---|---|---|---|",
    "Daily movers",
    "Independent trust scores for 1316 open-source AI agent projects and [331 agent skills](/categories/agent-skills/), based on public, checkable signals across activity, adoption, transparency, safety, and provenance. How every point is earned is documented in the [methodology \u2192](/methodology/)",
    "Track agents with the \u2605 button \u2014 their score, grade, and rank changes show up here on your next visit. [Sign in](/login) to sync across devices and get alerts."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://aihumanlove.com/pages/llm-frameworks",
   "project": "AutoGen",
   "repository": "https://microsoft.github.io/autogen/",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## Comparison table \u2014 every framework at a glance",
    "| [AutoGen](https://microsoft.github.io/autogen/) | Python / .NET | Agents | Mature | CC-BY-4.0 / MIT | Multi-agent conversation, research-grade experiments |"
   ],
   "repository_evidence": [
    "## Comparison table \u2014 every framework at a glance",
    "| [AutoGen](https://microsoft.github.io/autogen/) | Python / .NET | Agents | Mature | CC-BY-4.0 / MIT | Multi-agent conversation, research-grade experiments |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/imran-siddique/agent-os",
   "project": "Dify",
   "repository": "https://github.com/langgenius/dify-plugins/pull/2060",
   "stars": "65000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "### \ud83c\udfe2 Adopted By Leading AI Frameworks",
    "| Framework | Stars | Status | Link |",
    "| **Dify** | 65K \u2b50 | \u2705 Merged | [dify-plugins#2060](https://github.com/langgenius/dify-plugins/pull/2060) |"
   ],
   "repository_evidence": [
    "### \ud83c\udfe2 Adopted By Leading AI Frameworks",
    "| Framework | Stars | Status | Link |",
    "| **Dify** | 65K \u2b50 | \u2705 Merged | [dify-plugins#2060](https://github.com/langgenius/dify-plugins/pull/2060) |"
   ],
   "stars_evidence": [
    "### \ud83c\udfe2 Adopted By Leading AI Frameworks",
    "| Framework | Stars | Status | Link |",
    "| **Dify** | 65K \u2b50 | \u2705 Merged | [dify-plugins#2060](https://github.com/langgenius/dify-plugins/pull/2060) |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/imran-siddique/agent-os",
   "project": "LlamaIndex",
   "repository": "https://github.com/run-llama/llama_index/pull/20644",
   "stars": "47000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "### \ud83c\udfe2 Adopted By Leading AI Frameworks",
    "| Framework | Stars | Status | Link |",
    "| **LlamaIndex** | 47K \u2b50 | \u2705 Merged | [llama_index#20644](https://github.com/run-llama/llama_index/pull/20644) |"
   ],
   "repository_evidence": [
    "### \ud83c\udfe2 Adopted By Leading AI Frameworks",
    "| Framework | Stars | Status | Link |",
    "| **LlamaIndex** | 47K \u2b50 | \u2705 Merged | [llama_index#20644](https://github.com/run-llama/llama_index/pull/20644) |"
   ],
   "stars_evidence": [
    "### \ud83c\udfe2 Adopted By Leading AI Frameworks",
    "| Framework | Stars | Status | Link |",
    "| **LlamaIndex** | 47K \u2b50 | \u2705 Merged | [llama_index#20644](https://github.com/run-llama/llama_index/pull/20644) |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/imran-siddique/agent-os",
   "project": "Microsoft Agent-Lightning",
   "repository": "https://github.com/microsoft/agent-lightning/pull/478",
   "stars": "15000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "### \ud83c\udfe2 Adopted By Leading AI Frameworks",
    "| Framework | Stars | Status | Link |",
    "| **Microsoft Agent-Lightning** | 15K \u2b50 | \u2705 Merged | [agent-lightning#478](https://github.com/microsoft/agent-lightning/pull/478) |"
   ],
   "repository_evidence": [
    "### \ud83c\udfe2 Adopted By Leading AI Frameworks",
    "| Framework | Stars | Status | Link |",
    "| **Microsoft Agent-Lightning** | 15K \u2b50 | \u2705 Merged | [agent-lightning#478](https://github.com/microsoft/agent-lightning/pull/478) |"
   ],
   "stars_evidence": [
    "### \ud83c\udfe2 Adopted By Leading AI Frameworks",
    "| Framework | Stars | Status | Link |",
    "| **Microsoft Agent-Lightning** | 15K \u2b50 | \u2705 Merged | [agent-lightning#478](https://github.com/microsoft/agent-lightning/pull/478) |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/imran-siddique/agent-os",
   "project": "LangGraph",
   "repository": "https://pypi.org/project/langgraph-trust/",
   "stars": "24000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "### \ud83c\udfe2 Adopted By Leading AI Frameworks",
    "| Framework | Stars | Status | Link |",
    "| **LangGraph** | 24K \u2b50 | \ud83d\udce6 Published on PyPI | [langgraph-trust](https://pypi.org/project/langgraph-trust/) |"
   ],
   "repository_evidence": [
    "### \ud83c\udfe2 Adopted By Leading AI Frameworks",
    "| Framework | Stars | Status | Link |",
    "| **LangGraph** | 24K \u2b50 | \ud83d\udce6 Published on PyPI | [langgraph-trust](https://pypi.org/project/langgraph-trust/) |"
   ],
   "stars_evidence": [
    "### \ud83c\udfe2 Adopted By Leading AI Frameworks",
    "| Framework | Stars | Status | Link |",
    "| **LangGraph** | 24K \u2b50 | \ud83d\udce6 Published on PyPI | [langgraph-trust](https://pypi.org/project/langgraph-trust/) |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/imran-siddique/agent-os",
   "project": "OpenAI Agents SDK",
   "repository": "https://pypi.org/project/openai-agents-trust/",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "### \ud83c\udfe2 Adopted By Leading AI Frameworks",
    "| Framework | Stars | Status | Link |",
    "| **OpenAI Agents SDK** | \u2014 | \ud83d\udce6 Published on PyPI | [openai-agents-trust](https://pypi.org/project/openai-agents-trust/) |"
   ],
   "repository_evidence": [
    "### \ud83c\udfe2 Adopted By Leading AI Frameworks",
    "| Framework | Stars | Status | Link |",
    "| **OpenAI Agents SDK** | \u2014 | \ud83d\udce6 Published on PyPI | [openai-agents-trust](https://pypi.org/project/openai-agents-trust/) |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/imran-siddique/agent-os",
   "project": "OpenClaw",
   "repository": "https://clawhub.ai/imran-siddique/agentmesh-governance",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "### \ud83c\udfe2 Adopted By Leading AI Frameworks",
    "| Framework | Stars | Status | Link |",
    "| **OpenClaw** | \u2014 | \ud83d\udce6 Published on ClawHub | [agentmesh-governance](https://clawhub.ai/imran-siddique/agentmesh-governance) |"
   ],
   "repository_evidence": [
    "### \ud83c\udfe2 Adopted By Leading AI Frameworks",
    "| Framework | Stars | Status | Link |",
    "| **OpenClaw** | \u2014 | \ud83d\udce6 Published on ClawHub | [agentmesh-governance](https://clawhub.ai/imran-siddique/agentmesh-governance) |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/imran-siddique/agent-os",
   "project": "AutoGen",
   "repository": "https://github.com/microsoft/autogen/issues/7242",
   "stars": "54000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "| Framework | Stars | Proposal |",
    "| AutoGen | 54K \u2b50 | [microsoft/autogen#7242](https://github.com/microsoft/autogen/issues/7242) |"
   ],
   "repository_evidence": [
    "| Framework | Stars | Proposal |",
    "| AutoGen | 54K \u2b50 | [microsoft/autogen#7242](https://github.com/microsoft/autogen/issues/7242) |"
   ],
   "stars_evidence": [
    "| Framework | Stars | Proposal |",
    "| AutoGen | 54K \u2b50 | [microsoft/autogen#7242](https://github.com/microsoft/autogen/issues/7242) |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/imran-siddique/agent-os",
   "project": "CrewAI",
   "repository": "https://github.com/crewAIInc/crewAI/issues/4502",
   "stars": "44000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "| Framework | Stars | Proposal |",
    "| CrewAI | 44K \u2b50 | [crewAIInc/crewAI#4502](https://github.com/crewAIInc/crewAI/issues/4502) |"
   ],
   "repository_evidence": [
    "| Framework | Stars | Proposal |",
    "| CrewAI | 44K \u2b50 | [crewAIInc/crewAI#4502](https://github.com/crewAIInc/crewAI/issues/4502) |"
   ],
   "stars_evidence": [
    "| Framework | Stars | Proposal |",
    "| CrewAI | 44K \u2b50 | [crewAIInc/crewAI#4502](https://github.com/crewAIInc/crewAI/issues/4502) |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/imran-siddique/agent-os",
   "project": "Haystack",
   "repository": "https://github.com/deepset-ai/haystack/issues/10615",
   "stars": "22000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "| Framework | Stars | Proposal |",
    "| Haystack | 22K \u2b50 | [deepset-ai/haystack#10615](https://github.com/deepset-ai/haystack/issues/10615) |"
   ],
   "repository_evidence": [
    "| Framework | Stars | Proposal |",
    "| Haystack | 22K \u2b50 | [deepset-ai/haystack#10615](https://github.com/deepset-ai/haystack/issues/10615) |"
   ],
   "stars_evidence": [
    "| Framework | Stars | Proposal |",
    "| Haystack | 22K \u2b50 | [deepset-ai/haystack#10615](https://github.com/deepset-ai/haystack/issues/10615) |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/imran-siddique/agent-os",
   "project": "Semantic Kernel",
   "repository": "https://github.com/microsoft/semantic-kernel/issues/13556",
   "stars": "27000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "| Framework | Stars | Proposal |",
    "| Semantic Kernel | 27K \u2b50 | [microsoft/semantic-kernel#13556](https://github.com/microsoft/semantic-kernel/issues/13556) |"
   ],
   "repository_evidence": [
    "| Framework | Stars | Proposal |",
    "| Semantic Kernel | 27K \u2b50 | [microsoft/semantic-kernel#13556](https://github.com/microsoft/semantic-kernel/issues/13556) |"
   ],
   "stars_evidence": [
    "| Framework | Stars | Proposal |",
    "| Semantic Kernel | 27K \u2b50 | [microsoft/semantic-kernel#13556](https://github.com/microsoft/semantic-kernel/issues/13556) |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/imran-siddique/agent-os",
   "project": "smolagents",
   "repository": "https://github.com/huggingface/smolagents/issues/1989",
   "stars": "25000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "| Framework | Stars | Proposal |",
    "| smolagents | 25K \u2b50 | \u2705 Adapter built \u2014 [huggingface/smolagents#1989](https://github.com/huggingface/smolagents/issues/1989) |"
   ],
   "repository_evidence": [
    "| Framework | Stars | Proposal |",
    "| smolagents | 25K \u2b50 | \u2705 Adapter built \u2014 [huggingface/smolagents#1989](https://github.com/huggingface/smolagents/issues/1989) |"
   ],
   "stars_evidence": [
    "| Framework | Stars | Proposal |",
    "| smolagents | 25K \u2b50 | \u2705 Adapter built \u2014 [huggingface/smolagents#1989](https://github.com/huggingface/smolagents/issues/1989) |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/imran-siddique/agent-os",
   "project": "LangGraph",
   "repository": "https://github.com/langchain-ai/langgraph/issues/6824",
   "stars": "24000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "| Framework | Stars | Proposal |",
    "| LangGraph | 24K \u2b50 | [langchain-ai/langgraph#6824](https://github.com/langchain-ai/langgraph/issues/6824) |"
   ],
   "repository_evidence": [
    "| Framework | Stars | Proposal |",
    "| LangGraph | 24K \u2b50 | [langchain-ai/langgraph#6824](https://github.com/langchain-ai/langgraph/issues/6824) |"
   ],
   "stars_evidence": [
    "| Framework | Stars | Proposal |",
    "| LangGraph | 24K \u2b50 | [langchain-ai/langgraph#6824](https://github.com/langchain-ai/langgraph/issues/6824) |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/imran-siddique/agent-os",
   "project": "Google ADK",
   "repository": "https://github.com/google/adk-python/issues/4517",
   "stars": "18000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "| Framework | Stars | Proposal |",
    "| Google ADK | 18K \u2b50 | \u2705 Adapter built \u2014 [google/adk-python#4517](https://github.com/google/adk-python/issues/4517) |"
   ],
   "repository_evidence": [
    "| Framework | Stars | Proposal |",
    "| Google ADK | 18K \u2b50 | \u2705 Adapter built \u2014 [google/adk-python#4517](https://github.com/google/adk-python/issues/4517) |"
   ],
   "stars_evidence": [
    "| Framework | Stars | Proposal |",
    "| Google ADK | 18K \u2b50 | \u2705 Adapter built \u2014 [google/adk-python#4517](https://github.com/google/adk-python/issues/4517) |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/imran-siddique/agent-os",
   "project": "PydanticAI",
   "repository": "https://github.com/pydantic/pydantic-ai/issues/4335",
   "stars": "15000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "| Framework | Stars | Proposal |",
    "| PydanticAI | 15K \u2b50 | \u2705 Adapter built \u2014 [pydantic/pydantic-ai#4335](https://github.com/pydantic/pydantic-ai/issues/4335) |"
   ],
   "repository_evidence": [
    "| Framework | Stars | Proposal |",
    "| PydanticAI | 15K \u2b50 | \u2705 Adapter built \u2014 [pydantic/pydantic-ai#4335](https://github.com/pydantic/pydantic-ai/issues/4335) |"
   ],
   "stars_evidence": [
    "| Framework | Stars | Proposal |",
    "| PydanticAI | 15K \u2b50 | \u2705 Adapter built \u2014 [pydantic/pydantic-ai#4335](https://github.com/pydantic/pydantic-ai/issues/4335) |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/imran-siddique/agent-os",
   "project": "OpenAI Agents SDK",
   "repository": "https://github.com/openai/openai-agents-python/issues/2515",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "| Framework | Stars | Proposal |",
    "| OpenAI Agents SDK | \u2014 | [openai/openai-agents-python#2515](https://github.com/openai/openai-agents-python/issues/2515) |"
   ],
   "repository_evidence": [
    "| Framework | Stars | Proposal |",
    "| OpenAI Agents SDK | \u2014 | [openai/openai-agents-python#2515](https://github.com/openai/openai-agents-python/issues/2515) |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/imran-siddique/agent-os",
   "project": "A2A Protocol",
   "repository": "https://github.com/a2aproject/A2A/issues/1501",
   "stars": "21000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "| Framework | Stars | Proposal |",
    "| A2A Protocol | 21K \u2b50 | [a2aproject/A2A#1501](https://github.com/a2aproject/A2A/issues/1501) |"
   ],
   "repository_evidence": [
    "| Framework | Stars | Proposal |",
    "| A2A Protocol | 21K \u2b50 | [a2aproject/A2A#1501](https://github.com/a2aproject/A2A/issues/1501) |"
   ],
   "stars_evidence": [
    "| Framework | Stars | Proposal |",
    "| A2A Protocol | 21K \u2b50 | [a2aproject/A2A#1501](https://github.com/a2aproject/A2A/issues/1501) |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/imran-siddique/agent-os",
   "project": "Oracle Agent Spec",
   "repository": "https://github.com/oracle/agent-spec/issues/105",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "| Framework | Stars | Proposal |",
    "| Oracle Agent Spec | \u2014 | [oracle/agent-spec#105](https://github.com/oracle/agent-spec/issues/105) |"
   ],
   "repository_evidence": [
    "| Framework | Stars | Proposal |",
    "| Oracle Agent Spec | \u2014 | [oracle/agent-spec#105](https://github.com/oracle/agent-spec/issues/105) |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/imran-siddique/agent-os",
   "project": "AI Card Spec",
   "repository": "https://github.com/Agent-Card/ai-card/issues/16",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "| Framework | Stars | Proposal |",
    "| AI Card Spec | \u2014 | [agent-card/ai-card#16](https://github.com/Agent-Card/ai-card/issues/16) |"
   ],
   "repository_evidence": [
    "| Framework | Stars | Proposal |",
    "| AI Card Spec | \u2014 | [agent-card/ai-card#16](https://github.com/Agent-Card/ai-card/issues/16) |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://msfconsole.cn",
   "project": "infiniflow / ragflow",
   "repository": "https://github.com/infiniflow/ragflow",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "infiniflow / ragflow:RAGFlow is a leading open-source Retrieval-Augmented Generation (RAG) engine that fuses cutting-edge RAG with Agent capabilities to create a superior context layer for LLMs"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://msfconsole.cn",
   "project": "livekit / agents",
   "repository": "https://github.com/livekit/agents",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "livekit / agents:A framework for building realtime voice AI agents \ud83e\udd16\ud83c\udf99\ufe0f\ud83d\udcf9"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://msfconsole.cn",
   "project": "AstrBotDevs / AstrBot",
   "repository": "https://github.com/AstrBotDevs/AstrBot",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "AstrBotDevs / AstrBot:AI Agent Assistant & development framework that integrates lots of IM platforms, LLMs, plugins and AI feature, and can be your openclaw alternative. \u2728"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://msfconsole.cn",
   "project": "PrefectHQ / fastmcp",
   "repository": "https://github.com/PrefectHQ/fastmcp",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "PrefectHQ / fastmcp:\ud83d\ude80 The fast, Pythonic way to build MCP servers and clients."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://msfconsole.cn",
   "project": "topoteretes / cognee",
   "repository": "https://github.com/topoteretes/cognee",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "topoteretes / cognee:Cognee is the open-source AI memory platform for agents. Give your AI agents persistent long-term memory across sessions with a self-hosted knowledge graph engine."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://msfconsole.cn",
   "project": "embabel / embabel-agent",
   "repository": "https://github.com/embabel/embabel-agent",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "embabel / embabel-agent:Agent framework for the JVM. Pronounced Em-BAY-bel /\u025bm\u02c8be\u026ab\u0259l/"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://msfconsole.cn",
   "project": "TauricResearch / TradingAgents",
   "repository": "https://github.com/TauricResearch/TradingAgents",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "TauricResearch / TradingAgents:TradingAgents: Multi-Agents LLM Financial Trading Framework"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesomeagents.ai/tools/best-ai-agent-frameworks-2026",
   "project": "LangGraph",
   "repository": "https://github.com/langchain-ai/langgraph",
   "stars": "30300",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Compare the top AI agent frameworks of 2026: LangGraph, CrewAI, AutoGen, Agno, PydanticAI, Semantic Kernel, and more.",
    "LangGraph is the production-grade orchestration choice: graph-based state machines, durable execution, 30k GitHub stars, weekly releases",
    "Framework Comparison",
    "| Framework | Stars | License | Python | TypeScript | Best For |",
    "| LangGraph | 30.3k | MIT | Yes | Yes | Complex stateful workflows |",
    "- [LangGraph GitHub](https://github.com/langchain-ai/langgraph)"
   ],
   "repository_evidence": [
    "Compare the top AI agent frameworks of 2026: LangGraph, CrewAI, AutoGen, Agno, PydanticAI, Semantic Kernel, and more.",
    "- [LangGraph GitHub](https://github.com/langchain-ai/langgraph)"
   ],
   "stars_evidence": [
    "Compare the top AI agent frameworks of 2026: LangGraph, CrewAI, AutoGen, Agno, PydanticAI, Semantic Kernel, and more.",
    "LangGraph is the production-grade orchestration choice: graph-based state machines, durable execution, 30k GitHub stars, weekly releases",
    "Framework Comparison",
    "| Framework | Stars | License | Python | TypeScript | Best For |",
    "| LangGraph | 30.3k | MIT | Yes | Yes | Complex stateful workflows |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesomeagents.ai/tools/best-ai-agent-frameworks-2026",
   "project": "CrewAI",
   "repository": "https://github.com/crewAIInc/crewAI",
   "stars": "49800",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Compare the top AI agent frameworks of 2026: LangGraph, CrewAI, AutoGen, Agno, PydanticAI, Semantic Kernel, and more.",
    "CrewAI leads on multi-agent developer adoption: 49.8k stars, FedRAMP High compliance, 25+ LLM providers out of the box",
    "Framework Comparison",
    "| Framework | Stars | License | Python | TypeScript | Best For |",
    "| CrewAI | 49.8k | MIT | Yes | No | Multi-agent role-based teams |",
    "- [CrewAI GitHub](https://github.com/crewAIInc/crewAI)"
   ],
   "repository_evidence": [
    "Compare the top AI agent frameworks of 2026: LangGraph, CrewAI, AutoGen, Agno, PydanticAI, Semantic Kernel, and more.",
    "- [CrewAI GitHub](https://github.com/crewAIInc/crewAI)"
   ],
   "stars_evidence": [
    "Compare the top AI agent frameworks of 2026: LangGraph, CrewAI, AutoGen, Agno, PydanticAI, Semantic Kernel, and more.",
    "CrewAI leads on multi-agent developer adoption: 49.8k stars, FedRAMP High compliance, 25+ LLM providers out of the box",
    "Framework Comparison",
    "| Framework | Stars | License | Python | TypeScript | Best For |",
    "| CrewAI | 49.8k | MIT | Yes | No | Multi-agent role-based teams |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesomeagents.ai/tools/best-ai-agent-frameworks-2026",
   "project": "AutoGen",
   "repository": "https://github.com/microsoft/autogen",
   "stars": "57400",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Compare the top AI agent frameworks of 2026: LangGraph, CrewAI, AutoGen, Agno, PydanticAI, Semantic Kernel, and more.",
    "Framework Comparison",
    "| Framework | Stars | License | Python | TypeScript | Best For |",
    "| AutoGen | 57.4k | MIT | Yes | Partial | Research/prototyping (maintenance) |",
    "- [AutoGen GitHub - maintenance mode notice](https://github.com/microsoft/autogen)"
   ],
   "repository_evidence": [
    "Compare the top AI agent frameworks of 2026: LangGraph, CrewAI, AutoGen, Agno, PydanticAI, Semantic Kernel, and more.",
    "- [AutoGen GitHub - maintenance mode notice](https://github.com/microsoft/autogen)"
   ],
   "stars_evidence": [
    "Compare the top AI agent frameworks of 2026: LangGraph, CrewAI, AutoGen, Agno, PydanticAI, Semantic Kernel, and more.",
    "Framework Comparison",
    "| Framework | Stars | License | Python | TypeScript | Best For |",
    "| AutoGen | 57.4k | MIT | Yes | Partial | Research/prototyping (maintenance) |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesomeagents.ai/tools/best-ai-agent-frameworks-2026",
   "project": "Agno",
   "repository": "https://github.com/agno-agi/agno",
   "stars": "39000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Compare the top AI agent frameworks of 2026: LangGraph, CrewAI, AutoGen, Agno, PydanticAI, Semantic Kernel, and more.",
    "Framework Comparison",
    "| Framework | Stars | License | Python | TypeScript | Best For |",
    "| Agno (ex-Phidata) | ~39k | Apache-2.0 | Yes | No | Production multi-agent with control plane |",
    "- [Agno GitHub (formerly Phidata)](https://github.com/agno-agi/agno)"
   ],
   "repository_evidence": [
    "Compare the top AI agent frameworks of 2026: LangGraph, CrewAI, AutoGen, Agno, PydanticAI, Semantic Kernel, and more.",
    "- [Agno GitHub (formerly Phidata)](https://github.com/agno-agi/agno)"
   ],
   "stars_evidence": [
    "Compare the top AI agent frameworks of 2026: LangGraph, CrewAI, AutoGen, Agno, PydanticAI, Semantic Kernel, and more.",
    "Framework Comparison",
    "| Framework | Stars | License | Python | TypeScript | Best For |",
    "| Agno (ex-Phidata) | ~39k | Apache-2.0 | Yes | No | Production multi-agent with control plane |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesomeagents.ai/tools/best-ai-agent-frameworks-2026",
   "project": "PydanticAI",
   "repository": "https://github.com/pydantic/pydantic-ai",
   "stars": "16600",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Compare the top AI agent frameworks of 2026: LangGraph, CrewAI, AutoGen, Agno, PydanticAI, Semantic Kernel, and more.",
    "Framework Comparison",
    "| Framework | Stars | License | Python | TypeScript | Best For |",
    "| PydanticAI | 16.6k | MIT | Yes | No | Type-safe structured agents |",
    "- [PydanticAI GitHub](https://github.com/pydantic/pydantic-ai)"
   ],
   "repository_evidence": [
    "Compare the top AI agent frameworks of 2026: LangGraph, CrewAI, AutoGen, Agno, PydanticAI, Semantic Kernel, and more.",
    "- [PydanticAI GitHub](https://github.com/pydantic/pydantic-ai)"
   ],
   "stars_evidence": [
    "Compare the top AI agent frameworks of 2026: LangGraph, CrewAI, AutoGen, Agno, PydanticAI, Semantic Kernel, and more.",
    "Framework Comparison",
    "| Framework | Stars | License | Python | TypeScript | Best For |",
    "| PydanticAI | 16.6k | MIT | Yes | No | Type-safe structured agents |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesomeagents.ai/tools/best-ai-agent-frameworks-2026",
   "project": "Semantic Kernel",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Compare the top AI agent frameworks of 2026: LangGraph, CrewAI, AutoGen, Agno, PydanticAI, Semantic Kernel, and more.",
    "Framework Comparison",
    "| Framework | Stars | License | Python | TypeScript | Best For |",
    "| Semantic Kernel | - | MIT | Yes | Yes | Enterprise / Azure integration |"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesomeagents.ai/tools/best-ai-agent-frameworks-2026",
   "project": "OpenAI Agents SDK",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Framework Comparison",
    "| Framework | Stars | License | Python | TypeScript | Best For |",
    "| OpenAI Agents SDK | - | MIT | Yes | Yes | Lightweight OpenAI-native agents |"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesomeagents.ai/tools/best-ai-agent-frameworks-2026",
   "project": "Claude Agent SDK",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Framework Comparison",
    "| Framework | Stars | License | Python | TypeScript | Best For |",
    "| Claude Agent SDK | - | MIT | Yes | Yes | Lightweight Claude-native agents |"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesomeagents.ai/tools/best-ai-agent-frameworks-2026",
   "project": "LlamaIndex",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Framework Comparison",
    "| Framework | Stars | License | Python | TypeScript | Best For |",
    "| LlamaIndex | - | MIT | Yes | Yes | Document-heavy RAG workflows |"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://rywalker.com/research/agent-frameworks",
   "project": "Agno",
   "repository": "https://github.com/agno-agi/agno",
   "stars": "40000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "### [Agno](/research/agno)",
    "The AI agent framework market expanded sharply in 2025-2026.",
    "- **40k+ GitHub stars** (June 2026) \u2014 the most-starred framework in this comparison"
   ],
   "repository_evidence": [
    "### [Agno](/research/agno)",
    "The AI agent framework market expanded sharply in 2025-2026.",
    "- [9] [Agno GitHub](https://github.com/agno-agi/agno)"
   ],
   "stars_evidence": [
    "### [Agno](/research/agno)",
    "The AI agent framework market expanded sharply in 2025-2026.",
    "- **40k+ GitHub stars** (June 2026) \u2014 the most-starred framework in this comparison"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://rywalker.com/research/agent-frameworks",
   "project": "AutoGen",
   "repository": "https://github.com/microsoft/autogen",
   "stars": "58900",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "### [AutoGen](/research/autogen)",
    "The AI agent framework market expanded sharply in 2025-2026.",
    "- **58.9k stars** remain, but Microsoft's own guidance points new projects to its successor"
   ],
   "repository_evidence": [
    "### [AutoGen](/research/autogen)",
    "The AI agent framework market expanded sharply in 2025-2026.",
    "- [6] [AutoGen GitHub](https://github.com/microsoft/autogen)"
   ],
   "stars_evidence": [
    "### [AutoGen](/research/autogen)",
    "The AI agent framework market expanded sharply in 2025-2026.",
    "- **58.9k stars** remain, but Microsoft's own guidance points new projects to its successor"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://rywalker.com/research/agent-frameworks",
   "project": "AWS Strands Agents",
   "repository": null,
   "stars": "6100",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "### [AWS Strands Agents](/research/strands-agents)",
    "The AI agent framework market expanded sharply in 2025-2026.",
    "- **16.7M monthly PyPI downloads** against only 6.1K stars \u2014 distribution via AWS, not community"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "### [AWS Strands Agents](/research/strands-agents)",
    "The AI agent framework market expanded sharply in 2025-2026.",
    "- **16.7M monthly PyPI downloads** against only 6.1K stars \u2014 distribution via AWS, not community"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://rywalker.com/research/agent-frameworks",
   "project": "Cargo AI",
   "repository": "https://github.com/cargo-ai/cargo-ai",
   "stars": "4",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "### [Cargo AI](/research/cargo-ai)",
    "The AI agent framework market expanded sharply in 2025-2026.",
    "- **Very early** \u2014 4 stars, solo developer, bus factor of one; the cargo-ai.org registry is live but unproven"
   ],
   "repository_evidence": [
    "### [Cargo AI](/research/cargo-ai)",
    "The AI agent framework market expanded sharply in 2025-2026.",
    "- [10] [Cargo AI GitHub Repository](https://github.com/cargo-ai/cargo-ai)"
   ],
   "stars_evidence": [
    "### [Cargo AI](/research/cargo-ai)",
    "The AI agent framework market expanded sharply in 2025-2026.",
    "- **Very early** \u2014 4 stars, solo developer, bus factor of one; the cargo-ai.org registry is live but unproven"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://rywalker.com/research/agent-frameworks",
   "project": "CrewAI",
   "repository": null,
   "stars": "53000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "### [CrewAI](/research/crewai)",
    "The AI agent framework market expanded sharply in 2025-2026.",
    "- **63% Fortune 500 adoption**, 450M+ workflows monthly, 53k+ stars (June 2026)"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "### [CrewAI](/research/crewai)",
    "The AI agent framework market expanded sharply in 2025-2026.",
    "- **63% Fortune 500 adoption**, 450M+ workflows monthly, 53k+ stars (June 2026)"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://rywalker.com/research/agent-frameworks",
   "project": "Google ADK",
   "repository": "https://github.com/google/adk-python",
   "stars": "20000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "### [Google ADK](/research/google-adk)",
    "The AI agent framework market expanded sharply in 2025-2026.",
    "- **20k+ stars** (Python), with TS, Go, Java, and Kotlin SDKs"
   ],
   "repository_evidence": [
    "### [Google ADK](/research/google-adk)",
    "The AI agent framework market expanded sharply in 2025-2026.",
    "- [4] [Google ADK GitHub](https://github.com/google/adk-python)"
   ],
   "stars_evidence": [
    "### [Google ADK](/research/google-adk)",
    "The AI agent framework market expanded sharply in 2025-2026.",
    "- **20k+ stars** (Python), with TS, Go, Java, and Kotlin SDKs"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://rywalker.com/research/agent-frameworks",
   "project": "LangChain/LangGraph",
   "repository": null,
   "stars": "139000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "### [LangChain/LangGraph](/research/langchain)",
    "The AI agent framework market expanded sharply in 2025-2026.",
    "- **100M+ monthly downloads**, 139k+ stars, 6k+ LangSmith customers"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "### [LangChain/LangGraph](/research/langchain)",
    "The AI agent framework market expanded sharply in 2025-2026.",
    "- **100M+ monthly downloads**, 139k+ stars, 6k+ LangSmith customers"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://rywalker.com/research/agent-frameworks",
   "project": "LlamaIndex",
   "repository": null,
   "stars": "50000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "### [LlamaIndex](/research/llamaindex)",
    "The AI agent framework market expanded sharply in 2025-2026.",
    "- **1B+ documents processed**; 300k+ LlamaParse users; ~50k stars"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "### [LlamaIndex](/research/llamaindex)",
    "The AI agent framework market expanded sharply in 2025-2026.",
    "- **1B+ documents processed**; 300k+ LlamaParse users; ~50k stars"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://rywalker.com/research/agent-frameworks",
   "project": "Mastra",
   "repository": null,
   "stars": "25000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "### [Mastra](/research/mastra)",
    "The AI agent framework market expanded sharply in 2025-2026.",
    "- **v1.0 stable** (January 2026) with API stability guarantees; ~25k stars"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "### [Mastra](/research/mastra)",
    "The AI agent framework market expanded sharply in 2025-2026.",
    "- **v1.0 stable** (January 2026) with API stability guarantees; ~25k stars"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://rywalker.com/research/agent-frameworks",
   "project": "Microsoft Agent Framework",
   "repository": null,
   "stars": "11000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "### [Microsoft Agent Framework](/research/microsoft-agent-framework)",
    "The AI agent framework market expanded sharply in 2025-2026.",
    "- **11k+ stars** and weekly releases since GA"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "### [Microsoft Agent Framework](/research/microsoft-agent-framework)",
    "The AI agent framework market expanded sharply in 2025-2026.",
    "- **11k+ stars** and weekly releases since GA"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://rywalker.com/research/agent-frameworks",
   "project": "OpenAI Agents SDK",
   "repository": "https://github.com/openai/openai-agents-python",
   "stars": "27000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "### [OpenAI Agents SDK](/research/openai-agents-sdk)",
    "The AI agent framework market expanded sharply in 2025-2026.",
    "- **27k+ stars** (Python) plus a JS/TS SDK; ~weekly releases"
   ],
   "repository_evidence": [
    "### [OpenAI Agents SDK](/research/openai-agents-sdk)",
    "The AI agent framework market expanded sharply in 2025-2026.",
    "- [3] [OpenAI Agents SDK GitHub](https://github.com/openai/openai-agents-python)"
   ],
   "stars_evidence": [
    "### [OpenAI Agents SDK](/research/openai-agents-sdk)",
    "The AI agent framework market expanded sharply in 2025-2026.",
    "- **27k+ stars** (Python) plus a JS/TS SDK; ~weekly releases"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://rywalker.com/research/agent-frameworks",
   "project": "Pydantic AI",
   "repository": null,
   "stars": "17700",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "### [Pydantic AI](/research/pydantic-ai)",
    "The AI agent framework market expanded sharply in 2025-2026.",
    "- **17.7k stars**; v1 stable with a no-breaking-changes policy, v2 in beta; $17.2M raised (Sequoia-led Series A)"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "### [Pydantic AI](/research/pydantic-ai)",
    "The AI agent framework market expanded sharply in 2025-2026.",
    "- **17.7k stars**; v1 stable with a no-breaking-changes policy, v2 in beta; $17.2M raised (Sequoia-led Series A)"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://rywalker.com/research/agent-frameworks",
   "project": "Vercel AI SDK",
   "repository": null,
   "stars": "24800",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "### [Vercel AI SDK](/research/vercel-ai-sdk)",
    "The AI agent framework market expanded sharply in 2025-2026.",
    "- **57M+ monthly downloads** (June 2026, up from 20M at SDK 6 launch); 24.8k stars"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "### [Vercel AI SDK](/research/vercel-ai-sdk)",
    "The AI agent framework market expanded sharply in 2025-2026.",
    "- **57M+ monthly downloads** (June 2026, up from 20M at SDK 6 launch); 24.8k stars"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/openSVM/awesome-stargazer/blob/main/categories/speedrun-tas-1.md",
   "project": "PentaGI",
   "repository": "https://github.com/vxcontrol/pentagi",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# SPEEDRUN TAS 1",
    "\u2728 Fully autonomous AI Agents system capable of performing complex penetration testing tasks",
    "\ud83d\udd17 [https://github.com/vxcontrol/pentagi](https://github.com/vxcontrol/pentagi)"
   ],
   "repository_evidence": [
    "# SPEEDRUN TAS 1",
    "\u2728 Fully autonomous AI Agents system capable of performing complex penetration testing tasks",
    "\ud83d\udd17 [https://github.com/vxcontrol/pentagi](https://github.com/vxcontrol/pentagi)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/openSVM/awesome-stargazer/blob/main/categories/speedrun-tas-1.md",
   "project": "Vibe Check",
   "repository": "https://github.com/PV-Bhat/vibe-check-mcp-server",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# SPEEDRUN TAS 1",
    "Vibe Check is a tool that provides mentor-like feedback to AI Agents, preventing tunnel-vision, over-engineering and reasoning lock-in for complex and long-horizon agent workflows. Effective for: Coding, Ambiguous Tasks, High-Risk tasks",
    "\ud83d\udd17 [https://github.com/PV-Bhat/vibe-check-mcp-server](https://github.com/PV-Bhat/vibe-check-mcp-server)"
   ],
   "repository_evidence": [
    "# SPEEDRUN TAS 1",
    "Vibe Check is a tool that provides mentor-like feedback to AI Agents, preventing tunnel-vision, over-engineering and reasoning lock-in for complex and long-horizon agent workflows. Effective for: Coding, Ambiguous Tasks, High-Risk tasks",
    "\ud83d\udd17 [https://github.com/PV-Bhat/vibe-check-mcp-server](https://github.com/PV-Bhat/vibe-check-mcp-server)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/openSVM/awesome-stargazer/blob/main/categories/speedrun-tas-1.md",
   "project": "Bytebot",
   "repository": "https://github.com/bytebot-ai/bytebot",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# SPEEDRUN TAS 1",
    "Bytebot is a self-hosted AI desktop agent that automates computer tasks through natural language commands, operating within a containerized Linux desktop environment.",
    "\ud83d\udd17 [https://github.com/bytebot-ai/bytebot](https://github.com/bytebot-ai/bytebot)"
   ],
   "repository_evidence": [
    "# SPEEDRUN TAS 1",
    "Bytebot is a self-hosted AI desktop agent that automates computer tasks through natural language commands, operating within a containerized Linux desktop environment.",
    "\ud83d\udd17 [https://github.com/bytebot-ai/bytebot](https://github.com/bytebot-ai/bytebot)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/openSVM/awesome-stargazer/blob/main/categories/speedrun-tas-1.md",
   "project": "SeeAct",
   "repository": "https://github.com/OSU-NLP-Group/SeeAct",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# SPEEDRUN TAS 1",
    "[ICML'24] SeeAct is a system for generalist web agents that autonomously carry out tasks on any given website, with a focus on large multimodal models (LMMs) such as GPT-4V(ision).",
    "\ud83d\udd17 [https://github.com/OSU-NLP-Group/SeeAct](https://github.com/OSU-NLP-Group/SeeAct)"
   ],
   "repository_evidence": [
    "# SPEEDRUN TAS 1",
    "[ICML'24] SeeAct is a system for generalist web agents that autonomously carry out tasks on any given website, with a focus on large multimodal models (LMMs) such as GPT-4V(ision).",
    "\ud83d\udd17 [https://github.com/OSU-NLP-Group/SeeAct](https://github.com/OSU-NLP-Group/SeeAct)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/openSVM/awesome-stargazer/blob/main/categories/speedrun-tas-1.md",
   "project": "OWL",
   "repository": "https://github.com/camel-ai/owl",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# SPEEDRUN TAS 1",
    "\ud83e\udd89 OWL: Optimized Workforce Learning for General Multi-Agent Assistance in Real-World Task Automation",
    "\ud83d\udd17 [https://github.com/camel-ai/owl](https://github.com/camel-ai/owl)"
   ],
   "repository_evidence": [
    "# SPEEDRUN TAS 1",
    "\ud83e\udd89 OWL: Optimized Workforce Learning for General Multi-Agent Assistance in Real-World Task Automation",
    "\ud83d\udd17 [https://github.com/camel-ai/owl](https://github.com/camel-ai/owl)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/openSVM/awesome-stargazer/blob/main/categories/speedrun-tas-1.md",
   "project": "OpenAssistant",
   "repository": "https://github.com/LAION-AI/Open-Assistant",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# SPEEDRUN TAS 1",
    "OpenAssistant is a chat-based assistant that understands tasks, can interact with third-party systems, and retrieve information dynamically to do so.",
    "\ud83d\udd17 [https://github.com/LAION-AI/Open-Assistant](https://github.com/LAION-AI/Open-Assistant)"
   ],
   "repository_evidence": [
    "# SPEEDRUN TAS 1",
    "OpenAssistant is a chat-based assistant that understands tasks, can interact with third-party systems, and retrieve information dynamically to do so.",
    "\ud83d\udd17 [https://github.com/LAION-AI/Open-Assistant](https://github.com/LAION-AI/Open-Assistant)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/openSVM/awesome-stargazer/blob/main/categories/speedrun-tas-1.md",
   "project": "WebRover",
   "repository": "https://github.com/hrithikkoduri/WebRover",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# SPEEDRUN TAS 1",
    "WebRover is an autonomous AI agent designed to interpret user input and execute actions by interacting with web elements to accomplish tasks or answer questions. It leverages advanced language models and web automation tools to navigate the web, gather information, and provide structured responses based on the user's needs.",
    "\ud83d\udd17 [https://github.com/hrithikkoduri/WebRover](https://github.com/hrithikkoduri/WebRover)"
   ],
   "repository_evidence": [
    "# SPEEDRUN TAS 1",
    "WebRover is an autonomous AI agent designed to interpret user input and execute actions by interacting with web elements to accomplish tasks or answer questions. It leverages advanced language models and web automation tools to navigate the web, gather information, and provide structured responses based on the user's needs.",
    "\ud83d\udd17 [https://github.com/hrithikkoduri/WebRover](https://github.com/hrithikkoduri/WebRover)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/openSVM/awesome-stargazer/blob/main/categories/speedrun-tas-1.md",
   "project": "OSWorld",
   "repository": "https://github.com/xlang-ai/OSWorld",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# SPEEDRUN TAS 1",
    "[NeurIPS 2024] OSWorld: Benchmarking Multimodal Agents for Open-Ended Tasks in Real Computer Environments",
    "\ud83d\udd17 [https://github.com/xlang-ai/OSWorld](https://github.com/xlang-ai/OSWorld)"
   ],
   "repository_evidence": [
    "# SPEEDRUN TAS 1",
    "[NeurIPS 2024] OSWorld: Benchmarking Multimodal Agents for Open-Ended Tasks in Real Computer Environments",
    "\ud83d\udd17 [https://github.com/xlang-ai/OSWorld](https://github.com/xlang-ai/OSWorld)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/openSVM/awesome-stargazer/blob/main/categories/speedrun-tas-1.md",
   "project": "VoxelGPT",
   "repository": "https://github.com/voxel51/voxelgpt",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# SPEEDRUN TAS 1",
    "AI assistant that can query visual datasets, search the FiftyOne docs, and answer general computer vision questions",
    "\ud83d\udd17 [https://github.com/voxel51/voxelgpt](https://github.com/voxel51/voxelgpt)"
   ],
   "repository_evidence": [
    "# SPEEDRUN TAS 1",
    "AI assistant that can query visual datasets, search the FiftyOne docs, and answer general computer vision questions",
    "\ud83d\udd17 [https://github.com/voxel51/voxelgpt](https://github.com/voxel51/voxelgpt)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/openSVM/awesome-stargazer/blob/main/categories/speedrun-tas-1.md",
   "project": "ATLAS",
   "repository": "https://github.com/cyanheads/atlas-mcp-server",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# SPEEDRUN TAS 1",
    "A Model Context Protocol (MCP) server for ATLAS, a Neo4j-powered task management system for LLM Agents - implementing a three-tier architecture (Projects, Tasks, Knowledge) to manage complex workflows. Now with Deep Research.",
    "\ud83d\udd17 [https://github.com/cyanheads/atlas-mcp-server](https://github.com/cyanheads/atlas-mcp-server)"
   ],
   "repository_evidence": [
    "# SPEEDRUN TAS 1",
    "A Model Context Protocol (MCP) server for ATLAS, a Neo4j-powered task management system for LLM Agents - implementing a three-tier architecture (Projects, Tasks, Knowledge) to manage complex workflows. Now with Deep Research.",
    "\ud83d\udd17 [https://github.com/cyanheads/atlas-mcp-server](https://github.com/cyanheads/atlas-mcp-server)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/openSVM/awesome-stargazer/blob/main/categories/speedrun-tas-1.md",
   "project": "Habitat-Lab",
   "repository": "https://github.com/facebookresearch/habitat-lab",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# SPEEDRUN TAS 1",
    "A modular high-level library to train embodied AI agents across a variety of tasks and environments.",
    "\ud83d\udd17 [https://github.com/facebookresearch/habitat-lab](https://github.com/facebookresearch/habitat-lab)"
   ],
   "repository_evidence": [
    "# SPEEDRUN TAS 1",
    "A modular high-level library to train embodied AI agents across a variety of tasks and environments.",
    "\ud83d\udd17 [https://github.com/facebookresearch/habitat-lab](https://github.com/facebookresearch/habitat-lab)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/openSVM/awesome-stargazer/blob/main/categories/speedrun-tas-1.md",
   "project": "JungleGym",
   "repository": "https://github.com/a16z-infra/JungleGym",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# SPEEDRUN TAS 1",
    "An Open Source Playground with Agent Datasets and APIs for building and testing your own Autonomous Web Agents",
    "\ud83d\udd17 [https://github.com/a16z-infra/JungleGym](https://github.com/a16z-infra/JungleGym)"
   ],
   "repository_evidence": [
    "# SPEEDRUN TAS 1",
    "An Open Source Playground with Agent Datasets and APIs for building and testing your own Autonomous Web Agents",
    "\ud83d\udd17 [https://github.com/a16z-infra/JungleGym](https://github.com/a16z-infra/JungleGym)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/openSVM/awesome-stargazer/blob/main/categories/speedrun-tas-1.md",
   "project": "Browser-use",
   "repository": "https://github.com/browser-use/browser-use",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# SPEEDRUN TAS 1",
    "\ud83c\udf10 Make websites accessible for AI agents. Automate tasks online with ease.",
    "\ud83d\udd17 [https://github.com/browser-use/browser-use](https://github.com/browser-use/browser-use)"
   ],
   "repository_evidence": [
    "# SPEEDRUN TAS 1",
    "\ud83c\udf10 Make websites accessible for AI agents. Automate tasks online with ease.",
    "\ud83d\udd17 [https://github.com/browser-use/browser-use](https://github.com/browser-use/browser-use)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/openSVM/awesome-stargazer/blob/main/categories/speedrun-tas-1.md",
   "project": "Bisheng",
   "repository": "https://github.com/dataelement/bisheng",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# SPEEDRUN TAS 1",
    "BISHENG is an open LLM devops platform for next generation Enterprise AI applications. Powerful and comprehensive features include: GenAI workflow, RAG, Agent, Unified model management, Evaluation, SFT, Dataset Management, Enterprise-level System Management, Observability and more.",
    "\ud83d\udd17 [https://github.com/dataelement/bisheng](https://github.com/dataelement/bisheng)"
   ],
   "repository_evidence": [
    "# SPEEDRUN TAS 1",
    "BISHENG is an open LLM devops platform for next generation Enterprise AI applications. Powerful and comprehensive features include: GenAI workflow, RAG, Agent, Unified model management, Evaluation, SFT, Dataset Management, Enterprise-level System Management, Observability and more.",
    "\ud83d\udd17 [https://github.com/dataelement/bisheng](https://github.com/dataelement/bisheng)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/openSVM/awesome-stargazer/blob/main/categories/speedrun-tas-1.md",
   "project": "CrewAI",
   "repository": "https://github.com/crewAIInc/crewAI",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# SPEEDRUN TAS 1",
    "Framework for orchestrating role-playing, autonomous AI agents. By fostering collaborative intelligence, CrewAI empowers agents to work together seamlessly, tackling complex tasks.",
    "\ud83d\udd17 [https://github.com/crewAIInc/crewAI](https://github.com/crewAIInc/crewAI)"
   ],
   "repository_evidence": [
    "# SPEEDRUN TAS 1",
    "Framework for orchestrating role-playing, autonomous AI agents. By fostering collaborative intelligence, CrewAI empowers agents to work together seamlessly, tackling complex tasks.",
    "\ud83d\udd17 [https://github.com/crewAIInc/crewAI](https://github.com/crewAIInc/crewAI)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/openSVM/awesome-stargazer/blob/main/categories/speedrun-tas-1.md",
   "project": "XAgent",
   "repository": "https://github.com/OpenBMB/XAgent",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# SPEEDRUN TAS 1",
    "An Autonomous LLM Agent for Complex Task Solving",
    "\ud83d\udd17 [https://github.com/OpenBMB/XAgent](https://github.com/OpenBMB/XAgent)"
   ],
   "repository_evidence": [
    "# SPEEDRUN TAS 1",
    "An Autonomous LLM Agent for Complex Task Solving",
    "\ud83d\udd17 [https://github.com/OpenBMB/XAgent](https://github.com/OpenBMB/XAgent)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/openSVM/awesome-stargazer/blob/main/categories/speedrun-tas-1.md",
   "project": "Codel",
   "repository": "https://github.com/semanser/codel",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# SPEEDRUN TAS 1",
    "\u2728 Fully autonomous AI Agent that can perform complicated tasks and projects using terminal, browser, and editor.",
    "\ud83d\udd17 [https://github.com/semanser/codel](https://github.com/semanser/codel)"
   ],
   "repository_evidence": [
    "# SPEEDRUN TAS 1",
    "\u2728 Fully autonomous AI Agent that can perform complicated tasks and projects using terminal, browser, and editor.",
    "\ud83d\udd17 [https://github.com/semanser/codel](https://github.com/semanser/codel)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/openSVM/awesome-stargazer/blob/main/categories/speedrun-tas-1.md",
   "project": "SmartGPT",
   "repository": "https://github.com/Cormanz/smartgpt",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# SPEEDRUN TAS 1",
    "A program that provides LLMs with the ability to complete complex tasks using plugins.",
    "\ud83d\udd17 [https://github.com/Cormanz/smartgpt](https://github.com/Cormanz/smartgpt)"
   ],
   "repository_evidence": [
    "# SPEEDRUN TAS 1",
    "A program that provides LLMs with the ability to complete complex tasks using plugins.",
    "\ud83d\udd17 [https://github.com/Cormanz/smartgpt](https://github.com/Cormanz/smartgpt)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/openSVM/awesome-stargazer/blob/main/categories/speedrun-tas-1.md",
   "project": "Plandex",
   "repository": "https://github.com/plandex-ai/plandex",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# SPEEDRUN TAS 1",
    "Open source AI coding agent. Designed for large projects and real world tasks.",
    "\ud83d\udd17 [https://github.com/plandex-ai/plandex](https://github.com/plandex-ai/plandex)"
   ],
   "repository_evidence": [
    "# SPEEDRUN TAS 1",
    "Open source AI coding agent. Designed for large projects and real world tasks.",
    "\ud83d\udd17 [https://github.com/plandex-ai/plandex](https://github.com/plandex-ai/plandex)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://ossaihub.com/categories/browser-computer-use-agents",
   "project": "Auto-GPT",
   "repository": null,
   "stars": "185138",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Browser Computer Use Agents",
    "107 open-source tools, ranked by stars with real 7-day velocity.",
    "| # | Tool | Stars | 7-day | Language |",
    "| 1 | [Auto-GPT](/tool/auto-gpt) | 185,138 | +91 | Python |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# Browser Computer Use Agents",
    "107 open-source tools, ranked by stars with real 7-day velocity.",
    "| # | Tool | Stars | 7-day | Language |",
    "| 1 | [Auto-GPT](/tool/auto-gpt) | 185,138 | +91 | Python |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://ossaihub.com/categories/browser-computer-use-agents",
   "project": "Browser Use",
   "repository": null,
   "stars": "100399",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Browser Computer Use Agents",
    "107 open-source tools, ranked by stars with real 7-day velocity.",
    "| # | Tool | Stars | 7-day | Language |",
    "| 2 | [Browser Use](/tool/browser-use-browser-use) | 100,399 | +603 | Python |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# Browser Computer Use Agents",
    "107 open-source tools, ranked by stars with real 7-day velocity.",
    "| # | Tool | Stars | 7-day | Language |",
    "| 2 | [Browser Use](/tool/browser-use-browser-use) | 100,399 | +603 | Python |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://ossaihub.com/categories/browser-computer-use-agents",
   "project": "OpenDevin",
   "repository": null,
   "stars": "78180",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Browser Computer Use Agents",
    "107 open-source tools, ranked by stars with real 7-day velocity.",
    "| # | Tool | Stars | 7-day | Language |",
    "| 3 | [OpenDevin](/tool/openhands-all-hands-ai) | 78,180 | +301 | Python |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# Browser Computer Use Agents",
    "107 open-source tools, ranked by stars with real 7-day velocity.",
    "| # | Tool | Stars | 7-day | Language |",
    "| 3 | [OpenDevin](/tool/openhands-all-hands-ai) | 78,180 | +301 | Python |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://ossaihub.com/categories/browser-computer-use-agents",
   "project": "Open Interpreter",
   "repository": null,
   "stars": "64108",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Browser Computer Use Agents",
    "107 open-source tools, ranked by stars with real 7-day velocity.",
    "| # | Tool | Stars | 7-day | Language |",
    "| 4 | [Open Interpreter](/tool/open-interpreter-openinterpreter) | 64,108 | +35 | Python |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# Browser Computer Use Agents",
    "107 open-source tools, ranked by stars with real 7-day velocity.",
    "| # | Tool | Stars | 7-day | Language |",
    "| 4 | [Open Interpreter](/tool/open-interpreter-openinterpreter) | 64,108 | +35 | Python |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://ossaihub.com/categories/browser-computer-use-agents",
   "project": "OpenManus",
   "repository": null,
   "stars": "56631",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Browser Computer Use Agents",
    "107 open-source tools, ranked by stars with real 7-day velocity.",
    "| # | Tool | Stars | 7-day | Language |",
    "| 5 | [OpenManus](/tool/foundationagents-openmanus) | 56,631 | +23 | Python |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# Browser Computer Use Agents",
    "107 open-source tools, ranked by stars with real 7-day velocity.",
    "| # | Tool | Stars | 7-day | Language |",
    "| 5 | [OpenManus](/tool/foundationagents-openmanus) | 56,631 | +23 | Python |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://ossaihub.com/categories/browser-computer-use-agents",
   "project": "UI-TARS-desktop",
   "repository": null,
   "stars": "37100",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Browser Computer Use Agents",
    "107 open-source tools, ranked by stars with real 7-day velocity.",
    "| # | Tool | Stars | 7-day | Language |",
    "| 6 | [UI-TARS-desktop](/tool/bytedance-ui-tars-desktop) | 37,100 | +89 | TypeScript |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# Browser Computer Use Agents",
    "107 open-source tools, ranked by stars with real 7-day velocity.",
    "| # | Tool | Stars | 7-day | Language |",
    "| 6 | [UI-TARS-desktop](/tool/bytedance-ui-tars-desktop) | 37,100 | +89 | TypeScript |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://ossaihub.com/categories/browser-computer-use-agents",
   "project": "Playwright MCP",
   "repository": null,
   "stars": "34272",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Browser Computer Use Agents",
    "107 open-source tools, ranked by stars with real 7-day velocity.",
    "| # | Tool | Stars | 7-day | Language |",
    "| 7 | [Playwright MCP](/tool/playwright-mcp) | 34,272 | +121 | TypeScript |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# Browser Computer Use Agents",
    "107 open-source tools, ranked by stars with real 7-day velocity.",
    "| # | Tool | Stars | 7-day | Language |",
    "| 7 | [Playwright MCP](/tool/playwright-mcp) | 34,272 | +121 | TypeScript |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://ossaihub.com/categories/browser-computer-use-agents",
   "project": "browser",
   "repository": null,
   "stars": "31376",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Browser Computer Use Agents",
    "107 open-source tools, ranked by stars with real 7-day velocity.",
    "| # | Tool | Stars | 7-day | Language |",
    "| 8 | [browser](/tool/lightpanda-io-browser) | 31,376 | +81 | Zig |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# Browser Computer Use Agents",
    "107 open-source tools, ranked by stars with real 7-day velocity.",
    "| # | Tool | Stars | 7-day | Language |",
    "| 8 | [browser](/tool/lightpanda-io-browser) | 31,376 | +81 | Zig |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://ossaihub.com/categories/browser-computer-use-agents",
   "project": "CloakBrowser",
   "repository": null,
   "stars": "27017",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Browser Computer Use Agents",
    "107 open-source tools, ranked by stars with real 7-day velocity.",
    "| # | Tool | Stars | 7-day | Language |",
    "| 9 | [CloakBrowser](/tool/cloakhq-cloakbrowser) | 27,017 | +286 | Python |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# Browser Computer Use Agents",
    "107 open-source tools, ranked by stars with real 7-day velocity.",
    "| # | Tool | Stars | 7-day | Language |",
    "| 9 | [CloakBrowser](/tool/cloakhq-cloakbrowser) | 27,017 | +286 | Python |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://ossaihub.com/categories/browser-computer-use-agents",
   "project": "OpenCLI",
   "repository": null,
   "stars": "25128",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Browser Computer Use Agents",
    "107 open-source tools, ranked by stars with real 7-day velocity.",
    "| # | Tool | Stars | 7-day | Language |",
    "| 10 | [OpenCLI](/tool/jackwener-opencli) | 25,128 | +263 | JavaScript |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# Browser Computer Use Agents",
    "107 open-source tools, ranked by stars with real 7-day velocity.",
    "| # | Tool | Stars | 7-day | Language |",
    "| 10 | [OpenCLI](/tool/jackwener-opencli) | 25,128 | +263 | JavaScript |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://ossaihub.com/categories/browser-computer-use-agents",
   "project": "OmniParser",
   "repository": null,
   "stars": "24947",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Browser Computer Use Agents",
    "107 open-source tools, ranked by stars with real 7-day velocity.",
    "| # | Tool | Stars | 7-day | Language |",
    "| 11 | [OmniParser](/tool/microsoft-omniparser) | 24,947 | +20 | Jupyter Notebook |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# Browser Computer Use Agents",
    "107 open-source tools, ranked by stars with real 7-day velocity.",
    "| # | Tool | Stars | 7-day | Language |",
    "| 11 | [OmniParser](/tool/microsoft-omniparser) | 24,947 | +20 | Jupyter Notebook |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://ossaihub.com/categories/browser-computer-use-agents",
   "project": "stagehand",
   "repository": null,
   "stars": "23228",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Browser Computer Use Agents",
    "107 open-source tools, ranked by stars with real 7-day velocity.",
    "| # | Tool | Stars | 7-day | Language |",
    "| 12 | [stagehand](/tool/browserbase-stagehand) | 23,228 | +42 | TypeScript |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# Browser Computer Use Agents",
    "107 open-source tools, ranked by stars with real 7-day velocity.",
    "| # | Tool | Stars | 7-day | Language |",
    "| 12 | [stagehand](/tool/browserbase-stagehand) | 23,228 | +42 | TypeScript |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://ossaihub.com/categories/browser-computer-use-agents",
   "project": "skyvern",
   "repository": null,
   "stars": "21991",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Browser Computer Use Agents",
    "107 open-source tools, ranked by stars with real 7-day velocity.",
    "| # | Tool | Stars | 7-day | Language |",
    "| 13 | [skyvern](/tool/skyvern-ai-skyvern) | 21,991 | +32 | Python |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# Browser Computer Use Agents",
    "107 open-source tools, ranked by stars with real 7-day velocity.",
    "| # | Tool | Stars | 7-day | Language |",
    "| 13 | [skyvern](/tool/skyvern-ai-skyvern) | 21,991 | +32 | Python |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://ossaihub.com/categories/browser-computer-use-agents",
   "project": "suna",
   "repository": null,
   "stars": "19877",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Browser Computer Use Agents",
    "107 open-source tools, ranked by stars with real 7-day velocity.",
    "| # | Tool | Stars | 7-day | Language |",
    "| 14 | [suna](/tool/kortix-ai-suna) | 19,877 | +11 | TypeScript |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# Browser Computer Use Agents",
    "107 open-source tools, ranked by stars with real 7-day velocity.",
    "| # | Tool | Stars | 7-day | Language |",
    "| 14 | [suna](/tool/kortix-ai-suna) | 19,877 | +11 | TypeScript |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://ossaihub.com/categories/browser-computer-use-agents",
   "project": "DeepResearch",
   "repository": null,
   "stars": "19526",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Browser Computer Use Agents",
    "107 open-source tools, ranked by stars with real 7-day velocity.",
    "| # | Tool | Stars | 7-day | Language |",
    "| 15 | [DeepResearch](/tool/alibaba-nlp-deepresearch) | 19,526 | +32 | Python |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# Browser Computer Use Agents",
    "107 open-source tools, ranked by stars with real 7-day velocity.",
    "| # | Tool | Stars | 7-day | Language |",
    "| 15 | [DeepResearch](/tool/alibaba-nlp-deepresearch) | 19,526 | +32 | Python |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://ossaihub.com/categories/browser-computer-use-agents",
   "project": "page-agent",
   "repository": null,
   "stars": "19403",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Browser Computer Use Agents",
    "107 open-source tools, ranked by stars with real 7-day velocity.",
    "| # | Tool | Stars | 7-day | Language |",
    "| 16 | [page-agent](/tool/alibaba-page-agent) | 19,403 | +717 | TypeScript |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# Browser Computer Use Agents",
    "107 open-source tools, ranked by stars with real 7-day velocity.",
    "| # | Tool | Stars | 7-day | Language |",
    "| 16 | [page-agent](/tool/alibaba-page-agent) | 19,403 | +717 | TypeScript |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://ossaihub.com/categories/browser-computer-use-agents",
   "project": "cua",
   "repository": null,
   "stars": "18768",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Browser Computer Use Agents",
    "107 open-source tools, ranked by stars with real 7-day velocity.",
    "| # | Tool | Stars | 7-day | Language |",
    "| 17 | [cua](/tool/trycua-cua) | 18,768 | +202 | HTML |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# Browser Computer Use Agents",
    "107 open-source tools, ranked by stars with real 7-day velocity.",
    "| # | Tool | Stars | 7-day | Language |",
    "| 17 | [cua](/tool/trycua-cua) | 18,768 | +202 | HTML |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://ossaihub.com/categories/browser-computer-use-agents",
   "project": "obscura",
   "repository": null,
   "stars": "16140",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Browser Computer Use Agents",
    "107 open-source tools, ranked by stars with real 7-day velocity.",
    "| # | Tool | Stars | 7-day | Language |",
    "| 18 | [obscura](/tool/h4ckf0r0day-obscura) | 16,140 | +118 | Rust |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# Browser Computer Use Agents",
    "107 open-source tools, ranked by stars with real 7-day velocity.",
    "| # | Tool | Stars | 7-day | Language |",
    "| 18 | [obscura](/tool/h4ckf0r0day-obscura) | 16,140 | +118 | Rust |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://ossaihub.com/categories/browser-computer-use-agents",
   "project": "web-ui",
   "repository": null,
   "stars": "16123",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Browser Computer Use Agents",
    "107 open-source tools, ranked by stars with real 7-day velocity.",
    "| # | Tool | Stars | 7-day | Language |",
    "| 19 | [web-ui](/tool/browser-use-web-ui) | 16,123 | +11 | Python |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# Browser Computer Use Agents",
    "107 open-source tools, ranked by stars with real 7-day velocity.",
    "| # | Tool | Stars | 7-day | Language |",
    "| 19 | [web-ui](/tool/browser-use-web-ui) | 16,123 | +11 | Python |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://ossaihub.com/categories/browser-computer-use-agents",
   "project": "maxun",
   "repository": null,
   "stars": "15988",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Browser Computer Use Agents",
    "107 open-source tools, ranked by stars with real 7-day velocity.",
    "| # | Tool | Stars | 7-day | Language |",
    "| 20 | [maxun](/tool/getmaxun-maxun) | 15,988 | +25 | TypeScript |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# Browser Computer Use Agents",
    "107 open-source tools, ranked by stars with real 7-day velocity.",
    "| # | Tool | Stars | 7-day | Language |",
    "| 20 | [maxun](/tool/getmaxun-maxun) | 15,988 | +25 | TypeScript |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://ossaihub.com/categories/browser-computer-use-agents",
   "project": "midscene",
   "repository": null,
   "stars": "13824",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Browser Computer Use Agents",
    "107 open-source tools, ranked by stars with real 7-day velocity.",
    "| # | Tool | Stars | 7-day | Language |",
    "| 21 | [midscene](/tool/web-infra-dev-midscene) | 13,824 | +38 | TypeScript |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# Browser Computer Use Agents",
    "107 open-source tools, ranked by stars with real 7-day velocity.",
    "| # | Tool | Stars | 7-day | Language |",
    "| 21 | [midscene](/tool/web-infra-dev-midscene) | 13,824 | +38 | TypeScript |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://ossaihub.com/categories/browser-computer-use-agents",
   "project": "nanobrowser",
   "repository": null,
   "stars": "13347",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Browser Computer Use Agents",
    "107 open-source tools, ranked by stars with real 7-day velocity.",
    "| # | Tool | Stars | 7-day | Language |",
    "| 22 | [nanobrowser](/tool/nanobrowser-nanobrowser) | 13,347 | +18 | TypeScript |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# Browser Computer Use Agents",
    "107 open-source tools, ranked by stars with real 7-day velocity.",
    "| # | Tool | Stars | 7-day | Language |",
    "| 22 | [nanobrowser](/tool/nanobrowser-nanobrowser) | 13,347 | +18 | TypeScript |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://ossaihub.com/categories/browser-computer-use-agents",
   "project": "GenericAgent",
   "repository": null,
   "stars": "13033",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Browser Computer Use Agents",
    "107 open-source tools, ranked by stars with real 7-day velocity.",
    "| # | Tool | Stars | 7-day | Language |",
    "| 23 | [GenericAgent](/tool/lsdefine-genericagent) | 13,033 | +54 | Python |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# Browser Computer Use Agents",
    "107 open-source tools, ranked by stars with real 7-day velocity.",
    "| # | Tool | Stars | 7-day | Language |",
    "| 23 | [GenericAgent](/tool/lsdefine-genericagent) | 13,033 | +54 | Python |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://ossaihub.com/categories/browser-computer-use-agents",
   "project": "Agent-S",
   "repository": null,
   "stars": "11904",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Browser Computer Use Agents",
    "107 open-source tools, ranked by stars with real 7-day velocity.",
    "| # | Tool | Stars | 7-day | Language |",
    "| 24 | [Agent-S](/tool/agent-s) | 11,904 | +11 | Python |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# Browser Computer Use Agents",
    "107 open-source tools, ranked by stars with real 7-day velocity.",
    "| # | Tool | Stars | 7-day | Language |",
    "| 24 | [Agent-S](/tool/agent-s) | 11,904 | +11 | Python |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://ossaihub.com/categories/browser-computer-use-agents",
   "project": "pinchtab",
   "repository": null,
   "stars": "9324",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Browser Computer Use Agents",
    "107 open-source tools, ranked by stars with real 7-day velocity.",
    "| # | Tool | Stars | 7-day | Language |",
    "| 25 | [pinchtab](/tool/pinchtab-pinchtab) | 9,324 | +21 | Go |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# Browser Computer Use Agents",
    "107 open-source tools, ranked by stars with real 7-day velocity.",
    "| # | Tool | Stars | 7-day | Language |",
    "| 25 | [pinchtab](/tool/pinchtab-pinchtab) | 9,324 | +21 | Go |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://ossaihub.com/categories/browser-computer-use-agents",
   "project": "UFO",
   "repository": null,
   "stars": "9107",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Browser Computer Use Agents",
    "107 open-source tools, ranked by stars with real 7-day velocity.",
    "| # | Tool | Stars | 7-day | Language |",
    "| 26 | [UFO](/tool/microsoft-ufo) | 9,107 | +31 | Python |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# Browser Computer Use Agents",
    "107 open-source tools, ranked by stars with real 7-day velocity.",
    "| # | Tool | Stars | 7-day | Language |",
    "| 26 | [UFO](/tool/microsoft-ufo) | 9,107 | +31 | Python |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://ossaihub.com/categories/browser-computer-use-agents",
   "project": "helium",
   "repository": null,
   "stars": "8307",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Browser Computer Use Agents",
    "107 open-source tools, ranked by stars with real 7-day velocity.",
    "| # | Tool | Stars | 7-day | Language |",
    "| 27 | [helium](/tool/mherrmann-helium) | 8,307 | +0 | Python |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# Browser Computer Use Agents",
    "107 open-source tools, ranked by stars with real 7-day velocity.",
    "| # | Tool | Stars | 7-day | Language |",
    "| 27 | [helium](/tool/mherrmann-helium) | 8,307 | +0 | Python |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://ossaihub.com/categories/browser-computer-use-agents",
   "project": "page-assist",
   "repository": null,
   "stars": "8015",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Browser Computer Use Agents",
    "107 open-source tools, ranked by stars with real 7-day velocity.",
    "| # | Tool | Stars | 7-day | Language |",
    "| 28 | [page-assist](/tool/n4ze3m-page-assist) | 8,015 | +7 | TypeScript |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# Browser Computer Use Agents",
    "107 open-source tools, ranked by stars with real 7-day velocity.",
    "| # | Tool | Stars | 7-day | Language |",
    "| 28 | [page-assist](/tool/n4ze3m-page-assist) | 8,015 | +7 | TypeScript |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://ossaihub.com/categories/browser-computer-use-agents",
   "project": "Upsonic",
   "repository": null,
   "stars": "7899",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Browser Computer Use Agents",
    "107 open-source tools, ranked by stars with real 7-day velocity.",
    "| # | Tool | Stars | 7-day | Language |",
    "| 29 | [Upsonic](/tool/upsonic) | 7,899 | +2 | Python |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# Browser Computer Use Agents",
    "107 open-source tools, ranked by stars with real 7-day velocity.",
    "| # | Tool | Stars | 7-day | Language |",
    "| 29 | [Upsonic](/tool/upsonic) | 7,899 | +2 | Python |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://ossaihub.com/categories/browser-computer-use-agents",
   "project": "steel-browser",
   "repository": null,
   "stars": "7216",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Browser Computer Use Agents",
    "107 open-source tools, ranked by stars with real 7-day velocity.",
    "| # | Tool | Stars | 7-day | Language |",
    "| 30 | [steel-browser](/tool/steel-dev-steel-browser) | 7,216 | +19 | TypeScript |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# Browser Computer Use Agents",
    "107 open-source tools, ranked by stars with real 7-day velocity.",
    "| # | Tool | Stars | 7-day | Language |",
    "| 30 | [steel-browser](/tool/steel-dev-steel-browser) | 7,216 | +19 | TypeScript |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://ossaihub.com/categories/browser-computer-use-agents",
   "project": "camofox-browser",
   "repository": null,
   "stars": "7126",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Browser Computer Use Agents",
    "107 open-source tools, ranked by stars with real 7-day velocity.",
    "| # | Tool | Stars | 7-day | Language |",
    "| 31 | [camofox-browser](/tool/jo-inc-camofox-browser) | 7,126 | +105 | JavaScript |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# Browser Computer Use Agents",
    "107 open-source tools, ranked by stars with real 7-day velocity.",
    "| # | Tool | Stars | 7-day | Language |",
    "| 31 | [camofox-browser](/tool/jo-inc-camofox-browser) | 7,126 | +105 | JavaScript |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://ossaihub.com/categories/browser-computer-use-agents",
   "project": "pydoll",
   "repository": null,
   "stars": "6920",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Browser Computer Use Agents",
    "107 open-source tools, ranked by stars with real 7-day velocity.",
    "| # | Tool | Stars | 7-day | Language |",
    "| 32 | [pydoll](/tool/autoscrape-labs-pydoll) | 6,920 | +5 | Python |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# Browser Computer Use Agents",
    "107 open-source tools, ranked by stars with real 7-day velocity.",
    "| # | Tool | Stars | 7-day | Language |",
    "| 32 | [pydoll](/tool/autoscrape-labs-pydoll) | 6,920 | +5 | Python |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://ossaihub.com/categories/browser-computer-use-agents",
   "project": "llm-scraper",
   "repository": null,
   "stars": "6822",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Browser Computer Use Agents",
    "107 open-source tools, ranked by stars with real 7-day velocity.",
    "| # | Tool | Stars | 7-day | Language |",
    "| 33 | [llm-scraper](/tool/mishushakov-llm-scraper) | 6,822 | +3 | TypeScript |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# Browser Computer Use Agents",
    "107 open-source tools, ranked by stars with real 7-day velocity.",
    "| # | Tool | Stars | 7-day | Language |",
    "| 33 | [llm-scraper](/tool/mishushakov-llm-scraper) | 6,822 | +3 | TypeScript |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://ossaihub.com/categories/browser-computer-use-agents",
   "project": "fara",
   "repository": null,
   "stars": "5906",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Browser Computer Use Agents",
    "107 open-source tools, ranked by stars with real 7-day velocity.",
    "| # | Tool | Stars | 7-day | Language |",
    "| 34 | [fara](/tool/microsoft-fara) | 5,906 | +29 | Python |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# Browser Computer Use Agents",
    "107 open-source tools, ranked by stars with real 7-day velocity.",
    "| # | Tool | Stars | 7-day | Language |",
    "| 34 | [fara](/tool/microsoft-fara) | 5,906 | +29 | Python |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://ossaihub.com/categories/browser-computer-use-agents",
   "project": "eko",
   "repository": null,
   "stars": "4934",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Browser Computer Use Agents",
    "107 open-source tools, ranked by stars with real 7-day velocity.",
    "| # | Tool | Stars | 7-day | Language |",
    "| 35 | [eko](/tool/fellouai-eko) | 4,934 | -1 | TypeScript |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# Browser Computer Use Agents",
    "107 open-source tools, ranked by stars with real 7-day velocity.",
    "| # | Tool | Stars | 7-day | Language |",
    "| 35 | [eko](/tool/fellouai-eko) | 4,934 | -1 | TypeScript |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://ossaihub.com/categories/browser-computer-use-agents",
   "project": "workflow-use",
   "repository": null,
   "stars": "4055",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Browser Computer Use Agents",
    "107 open-source tools, ranked by stars with real 7-day velocity.",
    "| # | Tool | Stars | 7-day | Language |",
    "| 36 | [workflow-use](/tool/browser-use-workflow-use) | 4,055 | +1 | Python |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# Browser Computer Use Agents",
    "107 open-source tools, ranked by stars with real 7-day velocity.",
    "| # | Tool | Stars | 7-day | Language |",
    "| 36 | [workflow-use](/tool/browser-use-workflow-use) | 4,055 | +1 | Python |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://ossaihub.com/categories/browser-computer-use-agents",
   "project": "patchright",
   "repository": null,
   "stars": "3565",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Browser Computer Use Agents",
    "107 open-source tools, ranked by stars with real 7-day velocity.",
    "| # | Tool | Stars | 7-day | Language |",
    "| 37 | [patchright](/tool/kaliiiiiiiiii-vinyzu-patchright) | 3,565 | +20 | TypeScript |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# Browser Computer Use Agents",
    "107 open-source tools, ranked by stars with real 7-day velocity.",
    "| # | Tool | Stars | 7-day | Language |",
    "| 37 | [patchright](/tool/kaliiiiiiiiii-vinyzu-patchright) | 3,565 | +20 | TypeScript |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://ossaihub.com/categories/browser-computer-use-agents",
   "project": "playwright-go",
   "repository": null,
   "stars": "3388",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Browser Computer Use Agents",
    "107 open-source tools, ranked by stars with real 7-day velocity.",
    "| # | Tool | Stars | 7-day | Language |",
    "| 38 | [playwright-go](/tool/playwright-community-playwright-go) | 3,388 | +1 | Go |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# Browser Computer Use Agents",
    "107 open-source tools, ranked by stars with real 7-day velocity.",
    "| # | Tool | Stars | 7-day | Language |",
    "| 38 | [playwright-go](/tool/playwright-community-playwright-go) | 3,388 | +1 | Go |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://ossaihub.com/categories/browser-computer-use-agents",
   "project": "TuriX-CUA",
   "repository": null,
   "stars": "3077",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Browser Computer Use Agents",
    "107 open-source tools, ranked by stars with real 7-day velocity.",
    "| # | Tool | Stars | 7-day | Language |",
    "| 39 | [TuriX-CUA](/tool/turixai-turix-cua) | 3,077 | +6 | Python |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# Browser Computer Use Agents",
    "107 open-source tools, ranked by stars with real 7-day velocity.",
    "| # | Tool | Stars | 7-day | Language |",
    "| 39 | [TuriX-CUA](/tool/turixai-turix-cua) | 3,077 | +6 | Python |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://ossaihub.com/categories/browser-computer-use-agents",
   "project": "OSWorld",
   "repository": null,
   "stars": "2959",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Browser Computer Use Agents",
    "107 open-source tools, ranked by stars with real 7-day velocity.",
    "| # | Tool | Stars | 7-day | Language |",
    "| 40 | [OSWorld](/tool/osworld) | 2,959 | +6 | Python |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# Browser Computer Use Agents",
    "107 open-source tools, ranked by stars with real 7-day velocity.",
    "| # | Tool | Stars | 7-day | Language |",
    "| 40 | [OSWorld](/tool/osworld) | 2,959 | +6 | Python |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://ossaihub.com/categories/browser-computer-use-agents",
   "project": "playwright-skill",
   "repository": null,
   "stars": "2811",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Browser Computer Use Agents",
    "107 open-source tools, ranked by stars with real 7-day velocity.",
    "| # | Tool | Stars | 7-day | Language |",
    "| 41 | [playwright-skill](/tool/lackeyjb-playwright-skill) | 2,811 | +12 | JavaScript |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# Browser Computer Use Agents",
    "107 open-source tools, ranked by stars with real 7-day velocity.",
    "| # | Tool | Stars | 7-day | Language |",
    "| 41 | [playwright-skill](/tool/lackeyjb-playwright-skill) | 2,811 | +12 | JavaScript |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://ossaihub.com/categories/browser-computer-use-agents",
   "project": "Bright Data MCP",
   "repository": null,
   "stars": "2467",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Browser Computer Use Agents",
    "107 open-source tools, ranked by stars with real 7-day velocity.",
    "| # | Tool | Stars | 7-day | Language |",
    "| 42 | [Bright Data MCP](/tool/bright-data-mcp) | 2,467 | +5 | Python |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# Browser Computer Use Agents",
    "107 open-source tools, ranked by stars with real 7-day velocity.",
    "| # | Tool | Stars | 7-day | Language |",
    "| 42 | [Bright Data MCP](/tool/bright-data-mcp) | 2,467 | +5 | Python |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://ossaihub.com/categories/browser-computer-use-agents",
   "project": "tinyfish-cookbook",
   "repository": null,
   "stars": "2052",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Browser Computer Use Agents",
    "107 open-source tools, ranked by stars with real 7-day velocity.",
    "| # | Tool | Stars | 7-day | Language |",
    "| 43 | [tinyfish-cookbook](/tool/tinyfish-io-tinyfish-cookbook) | 2,052 | +2 | TypeScript |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# Browser Computer Use Agents",
    "107 open-source tools, ranked by stars with real 7-day velocity.",
    "| # | Tool | Stars | 7-day | Language |",
    "| 43 | [tinyfish-cookbook](/tool/tinyfish-io-tinyfish-cookbook) | 2,052 | +2 | TypeScript |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://ossaihub.com/categories/browser-computer-use-agents",
   "project": "HeadlessX",
   "repository": null,
   "stars": "1962",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Browser Computer Use Agents",
    "107 open-source tools, ranked by stars with real 7-day velocity.",
    "| # | Tool | Stars | 7-day | Language |",
    "| 44 | [HeadlessX](/tool/saifyxpro-headlessx) | 1,962 | +1 | TypeScript |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# Browser Computer Use Agents",
    "107 open-source tools, ranked by stars with real 7-day velocity.",
    "| # | Tool | Stars | 7-day | Language |",
    "| 44 | [HeadlessX](/tool/saifyxpro-headlessx) | 1,962 | +1 | TypeScript |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://ossaihub.com/categories/browser-computer-use-agents",
   "project": "RPA",
   "repository": null,
   "stars": "1923",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Browser Computer Use Agents",
    "107 open-source tools, ranked by stars with real 7-day velocity.",
    "| # | Tool | Stars | 7-day | Language |",
    "| 45 | [RPA](/tool/a9t9-rpa) | 1,923 | +2 | JavaScript |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# Browser Computer Use Agents",
    "107 open-source tools, ranked by stars with real 7-day velocity.",
    "| # | Tool | Stars | 7-day | Language |",
    "| 45 | [RPA](/tool/a9t9-rpa) | 1,923 | +2 | JavaScript |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://ossaihub.com/categories/browser-computer-use-agents",
   "project": "ShowUI",
   "repository": null,
   "stars": "1870",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Browser Computer Use Agents",
    "107 open-source tools, ranked by stars with real 7-day velocity.",
    "| # | Tool | Stars | 7-day | Language |",
    "| 46 | [ShowUI](/tool/showlab-showui) | 1,870 | +0 | Python |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# Browser Computer Use Agents",
    "107 open-source tools, ranked by stars with real 7-day velocity.",
    "| # | Tool | Stars | 7-day | Language |",
    "| 46 | [ShowUI](/tool/showlab-showui) | 1,870 | +0 | Python |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://ossaihub.com/categories/browser-computer-use-agents",
   "project": "requestium",
   "repository": null,
   "stars": "1836",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Browser Computer Use Agents",
    "107 open-source tools, ranked by stars with real 7-day velocity.",
    "| # | Tool | Stars | 7-day | Language |",
    "| 47 | [requestium](/tool/tryolabs-requestium) | 1,836 | +1 | Python |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# Browser Computer Use Agents",
    "107 open-source tools, ranked by stars with real 7-day velocity.",
    "| # | Tool | Stars | 7-day | Language |",
    "| 47 | [requestium](/tool/tryolabs-requestium) | 1,836 | +1 | Python |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://ossaihub.com/categories/browser-computer-use-agents",
   "project": "MAI-UI",
   "repository": null,
   "stars": "1821",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Browser Computer Use Agents",
    "107 open-source tools, ranked by stars with real 7-day velocity.",
    "| # | Tool | Stars | 7-day | Language |",
    "| 48 | [MAI-UI](/tool/tongyi-mai-mai-ui) | 1,821 | +0 | Jupyter Notebook |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# Browser Computer Use Agents",
    "107 open-source tools, ranked by stars with real 7-day velocity.",
    "| # | Tool | Stars | 7-day | Language |",
    "| 48 | [MAI-UI](/tool/tongyi-mai-mai-ui) | 1,821 | +0 | Jupyter Notebook |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://ossaihub.com/categories/browser-computer-use-agents",
   "project": "browserless",
   "repository": null,
   "stars": "1819",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Browser Computer Use Agents",
    "107 open-source tools, ranked by stars with real 7-day velocity.",
    "| # | Tool | Stars | 7-day | Language |",
    "| 49 | [browserless](/tool/microlinkhq-browserless) | 1,819 | +0 | JavaScript |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# Browser Computer Use Agents",
    "107 open-source tools, ranked by stars with real 7-day velocity.",
    "| # | Tool | Stars | 7-day | Language |",
    "| 49 | [browserless](/tool/microlinkhq-browserless) | 1,819 | +0 | JavaScript |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://ossaihub.com/categories/browser-computer-use-agents",
   "project": "untidetect-tools",
   "repository": null,
   "stars": "1787",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Browser Computer Use Agents",
    "107 open-source tools, ranked by stars with real 7-day velocity.",
    "| # | Tool | Stars | 7-day | Language |",
    "| 50 | [untidetect-tools](/tool/thegp-untidetect-tools) | 1,787 | +7 | \u2014 |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# Browser Computer Use Agents",
    "107 open-source tools, ranked by stars with real 7-day velocity.",
    "| # | Tool | Stars | 7-day | Language |",
    "| 50 | [untidetect-tools](/tool/thegp-untidetect-tools) | 1,787 | +7 | \u2014 |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://ossaihub.com/categories/browser-computer-use-agents",
   "project": "OS-Copilot",
   "repository": null,
   "stars": "1776",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Browser Computer Use Agents",
    "107 open-source tools, ranked by stars with real 7-day velocity.",
    "| # | Tool | Stars | 7-day | Language |",
    "| 51 | [OS-Copilot](/tool/os-copilot-os-copilot) | 1,776 | -1 | Python |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# Browser Computer Use Agents",
    "107 open-source tools, ranked by stars with real 7-day velocity.",
    "| # | Tool | Stars | 7-day | Language |",
    "| 51 | [OS-Copilot](/tool/os-copilot-os-copilot) | 1,776 | -1 | Python |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://ossaihub.com/categories/browser-computer-use-agents",
   "project": "open-cowork",
   "repository": null,
   "stars": "1692",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Browser Computer Use Agents",
    "107 open-source tools, ranked by stars with real 7-day velocity.",
    "| # | Tool | Stars | 7-day | Language |",
    "| 52 | [open-cowork](/tool/opencoworkai-open-cowork) | 1,692 | +20 | TypeScript |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# Browser Computer Use Agents",
    "107 open-source tools, ranked by stars with real 7-day velocity.",
    "| # | Tool | Stars | 7-day | Language |",
    "| 52 | [open-cowork](/tool/opencoworkai-open-cowork) | 1,692 | +20 | TypeScript |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://ossaihub.com/categories/browser-computer-use-agents",
   "project": "jshookmcp",
   "repository": null,
   "stars": "1685",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Browser Computer Use Agents",
    "107 open-source tools, ranked by stars with real 7-day velocity.",
    "| # | Tool | Stars | 7-day | Language |",
    "| 53 | [jshookmcp](/tool/vmoranv-jshookmcp) | 1,685 | +12 | TypeScript |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# Browser Computer Use Agents",
    "107 open-source tools, ranked by stars with real 7-day velocity.",
    "| # | Tool | Stars | 7-day | Language |",
    "| 53 | [jshookmcp](/tool/vmoranv-jshookmcp) | 1,685 | +12 | TypeScript |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://ossaihub.com/categories/browser-computer-use-agents",
   "project": "OpenAdapt",
   "repository": null,
   "stars": "1625",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Browser Computer Use Agents",
    "107 open-source tools, ranked by stars with real 7-day velocity.",
    "| # | Tool | Stars | 7-day | Language |",
    "| 54 | [OpenAdapt](/tool/openadaptai-openadapt) | 1,625 | +5 | Python |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# Browser Computer Use Agents",
    "107 open-source tools, ranked by stars with real 7-day velocity.",
    "| # | Tool | Stars | 7-day | Language |",
    "| 54 | [OpenAdapt](/tool/openadaptai-openadapt) | 1,625 | +5 | Python |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://ossaihub.com/categories/browser-computer-use-agents",
   "project": "Mink",
   "repository": null,
   "stars": "1610",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Browser Computer Use Agents",
    "107 open-source tools, ranked by stars with real 7-day velocity.",
    "| # | Tool | Stars | 7-day | Language |",
    "| 55 | [Mink](/tool/minkphp-mink) | 1,610 | +0 | PHP |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# Browser Computer Use Agents",
    "107 open-source tools, ranked by stars with real 7-day velocity.",
    "| # | Tool | Stars | 7-day | Language |",
    "| 55 | [Mink](/tool/minkphp-mink) | 1,610 | +0 | PHP |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://ossaihub.com/categories/browser-computer-use-agents",
   "project": "actionbook",
   "repository": null,
   "stars": "1571",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Browser Computer Use Agents",
    "107 open-source tools, ranked by stars with real 7-day velocity.",
    "| # | Tool | Stars | 7-day | Language |",
    "| 56 | [actionbook](/tool/actionbook-actionbook) | 1,571 | +2 | Rust |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# Browser Computer Use Agents",
    "107 open-source tools, ranked by stars with real 7-day velocity.",
    "| # | Tool | Stars | 7-day | Language |",
    "| 56 | [actionbook](/tool/actionbook-actionbook) | 1,571 | +2 | Rust |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://ossaihub.com/categories/browser-computer-use-agents",
   "project": "ghost-os",
   "repository": null,
   "stars": "1542",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Browser Computer Use Agents",
    "107 open-source tools, ranked by stars with real 7-day velocity.",
    "| # | Tool | Stars | 7-day | Language |",
    "| 57 | [ghost-os](/tool/ghostwright-ghost-os) | 1,542 | +3 | Swift |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# Browser Computer Use Agents",
    "107 open-source tools, ranked by stars with real 7-day velocity.",
    "| # | Tool | Stars | 7-day | Language |",
    "| 57 | [ghost-os](/tool/ghostwright-ghost-os) | 1,542 | +3 | Swift |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://ossaihub.com/categories/browser-computer-use-agents",
   "project": "WebArena Agents",
   "repository": null,
   "stars": "1523",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Browser Computer Use Agents",
    "107 open-source tools, ranked by stars with real 7-day velocity.",
    "| # | Tool | Stars | 7-day | Language |",
    "| 58 | [WebArena Agents](/tool/webarena-agents) | 1,523 | +1 | Python |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# Browser Computer Use Agents",
    "107 open-source tools, ranked by stars with real 7-day velocity.",
    "| # | Tool | Stars | 7-day | Language |",
    "| 58 | [WebArena Agents](/tool/webarena-agents) | 1,523 | +1 | Python |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://ossaihub.com/categories/browser-computer-use-agents",
   "project": "tavily-key-generator",
   "repository": null,
   "stars": "1520",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Browser Computer Use Agents",
    "107 open-source tools, ranked by stars with real 7-day velocity.",
    "| # | Tool | Stars | 7-day | Language |",
    "| 59 | [tavily-key-generator](/tool/skernelx-tavily-key-generator) | 1,520 | +7 | Python |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# Browser Computer Use Agents",
    "107 open-source tools, ranked by stars with real 7-day velocity.",
    "| # | Tool | Stars | 7-day | Language |",
    "| 59 | [tavily-key-generator](/tool/skernelx-tavily-key-generator) | 1,520 | +7 | Python |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://ossaihub.com/categories/browser-computer-use-agents",
   "project": "awesome-playwright",
   "repository": null,
   "stars": "1503",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Browser Computer Use Agents",
    "107 open-source tools, ranked by stars with real 7-day velocity.",
    "| # | Tool | Stars | 7-day | Language |",
    "| 60 | [awesome-playwright](/tool/mxschmitt-awesome-playwright) | 1,503 | +3 | \u2014 |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# Browser Computer Use Agents",
    "107 open-source tools, ranked by stars with real 7-day velocity.",
    "| # | Tool | Stars | 7-day | Language |",
    "| 60 | [awesome-playwright](/tool/mxschmitt-awesome-playwright) | 1,503 | +3 | \u2014 |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://ossaihub.com/categories/browser-computer-use-agents",
   "project": "awesome-web-agents",
   "repository": null,
   "stars": "1481",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Browser Computer Use Agents",
    "107 open-source tools, ranked by stars with real 7-day velocity.",
    "| # | Tool | Stars | 7-day | Language |",
    "| 61 | [awesome-web-agents](/tool/steel-dev-awesome-web-agents) | 1,481 | +3 | Python |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# Browser Computer Use Agents",
    "107 open-source tools, ranked by stars with real 7-day velocity.",
    "| # | Tool | Stars | 7-day | Language |",
    "| 61 | [awesome-web-agents](/tool/steel-dev-awesome-web-agents) | 1,481 | +3 | Python |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://ossaihub.com/categories/browser-computer-use-agents",
   "project": "agentql",
   "repository": null,
   "stars": "1407",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Browser Computer Use Agents",
    "107 open-source tools, ranked by stars with real 7-day velocity.",
    "| # | Tool | Stars | 7-day | Language |",
    "| 62 | [agentql](/tool/tinyfish-io-agentql) | 1,407 | +3 | Shell |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# Browser Computer Use Agents",
    "107 open-source tools, ranked by stars with real 7-day velocity.",
    "| # | Tool | Stars | 7-day | Language |",
    "| 62 | [agentql](/tool/tinyfish-io-agentql) | 1,407 | +3 | Shell |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://ossaihub.com/categories/browser-computer-use-agents",
   "project": "patchright-python",
   "repository": null,
   "stars": "1399",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Browser Computer Use Agents",
    "107 open-source tools, ranked by stars with real 7-day velocity.",
    "| # | Tool | Stars | 7-day | Language |",
    "| 63 | [patchright-python](/tool/kaliiiiiiiiii-vinyzu-patchright-python) | 1,399 | +1 | Python |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# Browser Computer Use Agents",
    "107 open-source tools, ranked by stars with real 7-day velocity.",
    "| # | Tool | Stars | 7-day | Language |",
    "| 63 | [patchright-python](/tool/kaliiiiiiiiii-vinyzu-patchright-python) | 1,399 | +1 | Python |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://ossaihub.com/categories/browser-computer-use-agents",
   "project": "zendriver",
   "repository": null,
   "stars": "1339",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Browser Computer Use Agents",
    "107 open-source tools, ranked by stars with real 7-day velocity.",
    "| # | Tool | Stars | 7-day | Language |",
    "| 64 | [zendriver](/tool/cdpdriver-zendriver) | 1,339 | +6 | Python |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# Browser Computer Use Agents",
    "107 open-source tools, ranked by stars with real 7-day velocity.",
    "| # | Tool | Stars | 7-day | Language |",
    "| 64 | [zendriver](/tool/cdpdriver-zendriver) | 1,339 | +6 | Python |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://ossaihub.com/categories/browser-computer-use-agents",
   "project": "browser-agent-py",
   "repository": null,
   "stars": "1300",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Browser Computer Use Agents",
    "107 open-source tools, ranked by stars with real 7-day velocity.",
    "| # | Tool | Stars | 7-day | Language |",
    "| 65 | [browser-agent-py](/tool/oxylabs-browser-agent-py) | 1,300 | +31 | \u2014 |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# Browser Computer Use Agents",
    "107 open-source tools, ranked by stars with real 7-day velocity.",
    "| # | Tool | Stars | 7-day | Language |",
    "| 65 | [browser-agent-py](/tool/oxylabs-browser-agent-py) | 1,300 | +31 | \u2014 |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://ossaihub.com/categories/browser-computer-use-agents",
   "project": "AIPex",
   "repository": null,
   "stars": "1218",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Browser Computer Use Agents",
    "107 open-source tools, ranked by stars with real 7-day velocity.",
    "| # | Tool | Stars | 7-day | Language |",
    "| 66 | [AIPex](/tool/aipexstudio-aipex) | 1,218 | +5 | TypeScript |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# Browser Computer Use Agents",
    "107 open-source tools, ranked by stars with real 7-day velocity.",
    "| # | Tool | Stars | 7-day | Language |",
    "| 66 | [AIPex](/tool/aipexstudio-aipex) | 1,218 | +5 | TypeScript |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://ossaihub.com/categories/browser-computer-use-agents",
   "project": "CogAgent",
   "repository": null,
   "stars": "1185",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Browser Computer Use Agents",
    "107 open-source tools, ranked by stars with real 7-day velocity.",
    "| # | Tool | Stars | 7-day | Language |",
    "| 67 | [CogAgent](/tool/cogagent) | 1,185 | +0 | Python |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# Browser Computer Use Agents",
    "107 open-source tools, ranked by stars with real 7-day velocity.",
    "| # | Tool | Stars | 7-day | Language |",
    "| 67 | [CogAgent](/tool/cogagent) | 1,185 | +0 | Python |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://ossaihub.com/categories/browser-computer-use-agents",
   "project": "user-agents",
   "repository": null,
   "stars": "1175",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Browser Computer Use Agents",
    "107 open-source tools, ranked by stars with real 7-day velocity.",
    "| # | Tool | Stars | 7-day | Language |",
    "| 68 | [user-agents](/tool/intoli-user-agents) | 1,175 | +3 | TypeScript |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# Browser Computer Use Agents",
    "107 open-source tools, ranked by stars with real 7-day velocity.",
    "| # | Tool | Stars | 7-day | Language |",
    "| 68 | [user-agents](/tool/intoli-user-agents) | 1,175 | +3 | TypeScript |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://ossaihub.com/categories/browser-computer-use-agents",
   "project": "gemini-nexus",
   "repository": null,
   "stars": "1069",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Browser Computer Use Agents",
    "107 open-source tools, ranked by stars with real 7-day velocity.",
    "| # | Tool | Stars | 7-day | Language |",
    "| 69 | [gemini-nexus](/tool/yeahhe365-gemini-nexus) | 1,069 | +1 | JavaScript |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# Browser Computer Use Agents",
    "107 open-source tools, ranked by stars with real 7-day velocity.",
    "| # | Tool | Stars | 7-day | Language |",
    "| 69 | [gemini-nexus](/tool/yeahhe365-gemini-nexus) | 1,069 | +1 | JavaScript |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://ossaihub.com/categories/browser-computer-use-agents",
   "project": "Browser4",
   "repository": null,
   "stars": "1062",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Browser Computer Use Agents",
    "107 open-source tools, ranked by stars with real 7-day velocity.",
    "| # | Tool | Stars | 7-day | Language |",
    "| 70 | [Browser4](/tool/platonai-browser4) | 1,062 | +1 | Kotlin |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# Browser Computer Use Agents",
    "107 open-source tools, ranked by stars with real 7-day velocity.",
    "| # | Tool | Stars | 7-day | Language |",
    "| 70 | [Browser4](/tool/platonai-browser4) | 1,062 | +1 | Kotlin |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://ossaihub.com/categories/browser-computer-use-agents",
   "project": "WebAI2API",
   "repository": null,
   "stars": "1060",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Browser Computer Use Agents",
    "107 open-source tools, ranked by stars with real 7-day velocity.",
    "| # | Tool | Stars | 7-day | Language |",
    "| 71 | [WebAI2API](/tool/foxhui-webai2api) | 1,060 | +9 | JavaScript |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# Browser Computer Use Agents",
    "107 open-source tools, ranked by stars with real 7-day velocity.",
    "| # | Tool | Stars | 7-day | Language |",
    "| 71 | [WebAI2API](/tool/foxhui-webai2api) | 1,060 | +9 | JavaScript |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://ossaihub.com/categories/browser-computer-use-agents",
   "project": "beachpatrol",
   "repository": null,
   "stars": "921",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Browser Computer Use Agents",
    "107 open-source tools, ranked by stars with real 7-day velocity.",
    "| # | Tool | Stars | 7-day | Language |",
    "| 72 | [beachpatrol](/tool/sebastiancarlos-beachpatrol) | 921 | +0 | JavaScript |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# Browser Computer Use Agents",
    "107 open-source tools, ranked by stars with real 7-day velocity.",
    "| # | Tool | Stars | 7-day | Language |",
    "| 72 | [beachpatrol](/tool/sebastiancarlos-beachpatrol) | 921 | +0 | JavaScript |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://ossaihub.com/categories/browser-computer-use-agents",
   "project": "puppetry",
   "repository": null,
   "stars": "891",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Browser Computer Use Agents",
    "107 open-source tools, ranked by stars with real 7-day velocity.",
    "| # | Tool | Stars | 7-day | Language |",
    "| 73 | [puppetry](/tool/dsheiko-puppetry) | 891 | +0 | JavaScript |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# Browser Computer Use Agents",
    "107 open-source tools, ranked by stars with real 7-day velocity.",
    "| # | Tool | Stars | 7-day | Language |",
    "| 73 | [puppetry](/tool/dsheiko-puppetry) | 891 | +0 | JavaScript |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://ossaihub.com/categories/browser-computer-use-agents",
   "project": "WindowsAgentArena",
   "repository": null,
   "stars": "874",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Browser Computer Use Agents",
    "107 open-source tools, ranked by stars with real 7-day velocity.",
    "| # | Tool | Stars | 7-day | Language |",
    "| 74 | [WindowsAgentArena](/tool/microsoft-windowsagentarena) | 874 | +1 | Python |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# Browser Computer Use Agents",
    "107 open-source tools, ranked by stars with real 7-day velocity.",
    "| # | Tool | Stars | 7-day | Language |",
    "| 74 | [WindowsAgentArena](/tool/microsoft-windowsagentarena) | 874 | +1 | Python |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://ossaihub.com/categories/browser-computer-use-agents",
   "project": "Spider2",
   "repository": null,
   "stars": "831",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Browser Computer Use Agents",
    "107 open-source tools, ranked by stars with real 7-day velocity.",
    "| # | Tool | Stars | 7-day | Language |",
    "| 75 | [Spider2](/tool/xlang-ai-spider2) | 831 | +1 | HTML |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# Browser Computer Use Agents",
    "107 open-source tools, ranked by stars with real 7-day velocity.",
    "| # | Tool | Stars | 7-day | Language |",
    "| 75 | [Spider2](/tool/xlang-ai-spider2) | 831 | +1 | HTML |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://ossaihub.com/categories/browser-computer-use-agents",
   "project": "gemini-skill",
   "repository": null,
   "stars": "826",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Browser Computer Use Agents",
    "107 open-source tools, ranked by stars with real 7-day velocity.",
    "| # | Tool | Stars | 7-day | Language |",
    "| 76 | [gemini-skill](/tool/wjz-p-gemini-skill) | 826 | +1 | JavaScript |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# Browser Computer Use Agents",
    "107 open-source tools, ranked by stars with real 7-day velocity.",
    "| # | Tool | Stars | 7-day | Language |",
    "| 76 | [gemini-skill](/tool/wjz-p-gemini-skill) | 826 | +1 | JavaScript |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://ossaihub.com/categories/browser-computer-use-agents",
   "project": "opentabs",
   "repository": null,
   "stars": "821",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Browser Computer Use Agents",
    "107 open-source tools, ranked by stars with real 7-day velocity.",
    "| # | Tool | Stars | 7-day | Language |",
    "| 77 | [opentabs](/tool/opentabs-dev-opentabs) | 821 | +12 | TypeScript |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# Browser Computer Use Agents",
    "107 open-source tools, ranked by stars with real 7-day velocity.",
    "| # | Tool | Stars | 7-day | Language |",
    "| 77 | [opentabs](/tool/opentabs-dev-opentabs) | 821 | +12 | TypeScript |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://ossaihub.com/categories/browser-computer-use-agents",
   "project": "open-computer-use",
   "repository": null,
   "stars": "790",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Browser Computer Use Agents",
    "107 open-source tools, ranked by stars with real 7-day velocity.",
    "| # | Tool | Stars | 7-day | Language |",
    "| 78 | [open-computer-use](/tool/coasty-ai-open-computer-use) | 790 | +7 | TypeScript |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# Browser Computer Use Agents",
    "107 open-source tools, ranked by stars with real 7-day velocity.",
    "| # | Tool | Stars | 7-day | Language |",
    "| 78 | [open-computer-use](/tool/coasty-ai-open-computer-use) | 790 | +7 | TypeScript |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://ossaihub.com/categories/browser-computer-use-agents",
   "project": "blast",
   "repository": null,
   "stars": "777",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Browser Computer Use Agents",
    "107 open-source tools, ranked by stars with real 7-day velocity.",
    "| # | Tool | Stars | 7-day | Language |",
    "| 79 | [blast](/tool/stanford-mast-blast) | 777 | +1 | Python |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# Browser Computer Use Agents",
    "107 open-source tools, ranked by stars with real 7-day velocity.",
    "| # | Tool | Stars | 7-day | Language |",
    "| 79 | [blast](/tool/stanford-mast-blast) | 777 | +1 | Python |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://ossaihub.com/categories/browser-computer-use-agents",
   "project": "cuga-agent",
   "repository": null,
   "stars": "763",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Browser Computer Use Agents",
    "107 open-source tools, ranked by stars with real 7-day velocity.",
    "| # | Tool | Stars | 7-day | Language |",
    "| 80 | [cuga-agent](/tool/cuga-project-cuga-agent) | 763 | +21 | Python |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# Browser Computer Use Agents",
    "107 open-source tools, ranked by stars with real 7-day velocity.",
    "| # | Tool | Stars | 7-day | Language |",
    "| 80 | [cuga-agent](/tool/cuga-project-cuga-agent) | 763 | +21 | Python |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://ossaihub.com/categories/browser-computer-use-agents",
   "project": "neo",
   "repository": null,
   "stars": "733",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Browser Computer Use Agents",
    "107 open-source tools, ranked by stars with real 7-day velocity.",
    "| # | Tool | Stars | 7-day | Language |",
    "| 81 | [neo](/tool/4ier-neo) | 733 | +2 | JavaScript |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# Browser Computer Use Agents",
    "107 open-source tools, ranked by stars with real 7-day velocity.",
    "| # | Tool | Stars | 7-day | Language |",
    "| 81 | [neo](/tool/4ier-neo) | 733 | +2 | JavaScript |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://ossaihub.com/categories/browser-computer-use-agents",
   "project": "stealth-browser-mcp",
   "repository": null,
   "stars": "698",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Browser Computer Use Agents",
    "107 open-source tools, ranked by stars with real 7-day velocity.",
    "| # | Tool | Stars | 7-day | Language |",
    "| 82 | [stealth-browser-mcp](/tool/vibheksoni-stealth-browser-mcp) | 698 | +5 | Python |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# Browser Computer Use Agents",
    "107 open-source tools, ranked by stars with real 7-day velocity.",
    "| # | Tool | Stars | 7-day | Language |",
    "| 82 | [stealth-browser-mcp](/tool/vibheksoni-stealth-browser-mcp) | 698 | +5 | Python |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://ossaihub.com/categories/browser-computer-use-agents",
   "project": "clickclickclick",
   "repository": null,
   "stars": "694",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Browser Computer Use Agents",
    "107 open-source tools, ranked by stars with real 7-day velocity.",
    "| # | Tool | Stars | 7-day | Language |",
    "| 83 | [clickclickclick](/tool/instavm-clickclickclick) | 694 | +0 | Python |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# Browser Computer Use Agents",
    "107 open-source tools, ranked by stars with real 7-day velocity.",
    "| # | Tool | Stars | 7-day | Language |",
    "| 83 | [clickclickclick](/tool/instavm-clickclickclick) | 694 | +0 | Python |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://ossaihub.com/categories/browser-computer-use-agents",
   "project": "computer-agent",
   "repository": null,
   "stars": "659",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Browser Computer Use Agents",
    "107 open-source tools, ranked by stars with real 7-day velocity.",
    "| # | Tool | Stars | 7-day | Language |",
    "| 84 | [computer-agent](/tool/suitedaces-computer-agent) | 659 | +1 | Rust |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# Browser Computer Use Agents",
    "107 open-source tools, ranked by stars with real 7-day velocity.",
    "| # | Tool | Stars | 7-day | Language |",
    "| 84 | [computer-agent](/tool/suitedaces-computer-agent) | 659 | +1 | Rust |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://ossaihub.com/categories/browser-computer-use-agents",
   "project": "SmolVM",
   "repository": null,
   "stars": "619",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Browser Computer Use Agents",
    "107 open-source tools, ranked by stars with real 7-day velocity.",
    "| # | Tool | Stars | 7-day | Language |",
    "| 85 | [SmolVM](/tool/celestoai-smolvm) | 619 | +5 | Python |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# Browser Computer Use Agents",
    "107 open-source tools, ranked by stars with real 7-day velocity.",
    "| # | Tool | Stars | 7-day | Language |",
    "| 85 | [SmolVM](/tool/celestoai-smolvm) | 619 | +5 | Python |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://ossaihub.com/categories/browser-computer-use-agents",
   "project": "fuji-web",
   "repository": null,
   "stars": "598",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Browser Computer Use Agents",
    "107 open-source tools, ranked by stars with real 7-day velocity.",
    "| # | Tool | Stars | 7-day | Language |",
    "| 86 | [fuji-web](/tool/normal-computing-fuji-web) | 598 | +0 | TypeScript |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# Browser Computer Use Agents",
    "107 open-source tools, ranked by stars with real 7-day velocity.",
    "| # | Tool | Stars | 7-day | Language |",
    "| 86 | [fuji-web](/tool/normal-computing-fuji-web) | 598 | +0 | TypeScript |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://ossaihub.com/categories/browser-computer-use-agents",
   "project": "Open-AgentRL",
   "repository": null,
   "stars": "558",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Browser Computer Use Agents",
    "107 open-source tools, ranked by stars with real 7-day velocity.",
    "| # | Tool | Stars | 7-day | Language |",
    "| 87 | [Open-AgentRL](/tool/gen-verse-open-agentrl) | 558 | +3 | Python |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# Browser Computer Use Agents",
    "107 open-source tools, ranked by stars with real 7-day velocity.",
    "| # | Tool | Stars | 7-day | Language |",
    "| 87 | [Open-AgentRL](/tool/gen-verse-open-agentrl) | 558 | +3 | Python |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://ossaihub.com/categories/browser-computer-use-agents",
   "project": "parchi",
   "repository": null,
   "stars": "539",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Browser Computer Use Agents",
    "107 open-source tools, ranked by stars with real 7-day velocity.",
    "| # | Tool | Stars | 7-day | Language |",
    "| 88 | [parchi](/tool/0xsero-parchi) | 539 | -1 | TypeScript |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# Browser Computer Use Agents",
    "107 open-source tools, ranked by stars with real 7-day velocity.",
    "| # | Tool | Stars | 7-day | Language |",
    "| 88 | [parchi](/tool/0xsero-parchi) | 539 | -1 | TypeScript |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://ossaihub.com/categories/browser-computer-use-agents",
   "project": "surf-cli",
   "repository": null,
   "stars": "519",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Browser Computer Use Agents",
    "107 open-source tools, ranked by stars with real 7-day velocity.",
    "| # | Tool | Stars | 7-day | Language |",
    "| 89 | [surf-cli](/tool/nicobailon-surf-cli) | 519 | -1 | JavaScript |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# Browser Computer Use Agents",
    "107 open-source tools, ranked by stars with real 7-day velocity.",
    "| # | Tool | Stars | 7-day | Language |",
    "| 89 | [surf-cli](/tool/nicobailon-surf-cli) | 519 | -1 | JavaScript |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://ossaihub.com/categories/browser-computer-use-agents",
   "project": "OpenManus",
   "repository": null,
   "stars": "504",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Browser Computer Use Agents",
    "107 open-source tools, ranked by stars with real 7-day velocity.",
    "| # | Tool | Stars | 7-day | Language |",
    "| 90 | [OpenManus](/tool/mannaandpoem-openmanus) | 504 | +2 | \u2014 |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# Browser Computer Use Agents",
    "107 open-source tools, ranked by stars with real 7-day velocity.",
    "| # | Tool | Stars | 7-day | Language |",
    "| 90 | [OpenManus](/tool/mannaandpoem-openmanus) | 504 | +2 | \u2014 |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://ossaihub.com/categories/browser-computer-use-agents",
   "project": "browser-operator-core",
   "repository": null,
   "stars": "488",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Browser Computer Use Agents",
    "107 open-source tools, ranked by stars with real 7-day velocity.",
    "| # | Tool | Stars | 7-day | Language |",
    "| 91 | [browser-operator-core](/tool/browseroperator-browser-operator-core) | 488 | +0 | TypeScript |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# Browser Computer Use Agents",
    "107 open-source tools, ranked by stars with real 7-day velocity.",
    "| # | Tool | Stars | 7-day | Language |",
    "| 91 | [browser-operator-core](/tool/browseroperator-browser-operator-core) | 488 | +0 | TypeScript |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://ossaihub.com/categories/browser-computer-use-agents",
   "project": "VibeSurf",
   "repository": null,
   "stars": "486",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Browser Computer Use Agents",
    "107 open-source tools, ranked by stars with real 7-day velocity.",
    "| # | Tool | Stars | 7-day | Language |",
    "| 92 | [VibeSurf](/tool/vibesurf-ai-vibesurf) | 486 | +0 | Python |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# Browser Computer Use Agents",
    "107 open-source tools, ranked by stars with real 7-day velocity.",
    "| # | Tool | Stars | 7-day | Language |",
    "| 92 | [VibeSurf](/tool/vibesurf-ai-vibesurf) | 486 | +0 | Python |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://ossaihub.com/categories/browser-computer-use-agents",
   "project": "SeeClick",
   "repository": null,
   "stars": "486",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Browser Computer Use Agents",
    "107 open-source tools, ranked by stars with real 7-day velocity.",
    "| # | Tool | Stars | 7-day | Language |",
    "| 93 | [SeeClick](/tool/njucckevin-seeclick) | 486 | +0 | HTML |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# Browser Computer Use Agents",
    "107 open-source tools, ranked by stars with real 7-day velocity.",
    "| # | Tool | Stars | 7-day | Language |",
    "| 93 | [SeeClick](/tool/njucckevin-seeclick) | 486 | +0 | HTML |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://ossaihub.com/categories/browser-computer-use-agents",
   "project": "visualwebarena",
   "repository": null,
   "stars": "481",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Browser Computer Use Agents",
    "107 open-source tools, ranked by stars with real 7-day velocity.",
    "| # | Tool | Stars | 7-day | Language |",
    "| 94 | [visualwebarena](/tool/web-arena-x-visualwebarena) | 481 | +0 | Python |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# Browser Computer Use Agents",
    "107 open-source tools, ranked by stars with real 7-day velocity.",
    "| # | Tool | Stars | 7-day | Language |",
    "| 94 | [visualwebarena](/tool/web-arena-x-visualwebarena) | 481 | +0 | Python |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://ossaihub.com/categories/browser-computer-use-agents",
   "project": "job-application-bot-by-ollama-ai",
   "repository": null,
   "stars": "449",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Browser Computer Use Agents",
    "107 open-source tools, ranked by stars with real 7-day velocity.",
    "| # | Tool | Stars | 7-day | Language |",
    "| 95 | [job-application-bot-by-ollama-ai](/tool/lookr-fyi-job-application-bot-by-ollama-ai) | 449 | +0 | \u2014 |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# Browser Computer Use Agents",
    "107 open-source tools, ranked by stars with real 7-day velocity.",
    "| # | Tool | Stars | 7-day | Language |",
    "| 95 | [job-application-bot-by-ollama-ai](/tool/lookr-fyi-job-application-bot-by-ollama-ai) | 449 | +0 | \u2014 |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://ossaihub.com/categories/browser-computer-use-agents",
   "project": "figranium",
   "repository": null,
   "stars": "429",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Browser Computer Use Agents",
    "107 open-source tools, ranked by stars with real 7-day velocity.",
    "| # | Tool | Stars | 7-day | Language |",
    "| 96 | [figranium](/tool/figranium-figranium) | 429 | +0 | TypeScript |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# Browser Computer Use Agents",
    "107 open-source tools, ranked by stars with real 7-day velocity.",
    "| # | Tool | Stars | 7-day | Language |",
    "| 96 | [figranium](/tool/figranium-figranium) | 429 | +0 | TypeScript |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://ossaihub.com/categories/browser-computer-use-agents",
   "project": "reins",
   "repository": null,
   "stars": "407",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Browser Computer Use Agents",
    "107 open-source tools, ranked by stars with real 7-day velocity.",
    "| # | Tool | Stars | 7-day | Language |",
    "| 97 | [reins](/tool/pegasi-ai-reins) | 407 | -1 | Python |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# Browser Computer Use Agents",
    "107 open-source tools, ranked by stars with real 7-day velocity.",
    "| # | Tool | Stars | 7-day | Language |",
    "| 97 | [reins](/tool/pegasi-ai-reins) | 407 | -1 | Python |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://ossaihub.com/categories/browser-computer-use-agents",
   "project": "gpt4V-scraper",
   "repository": null,
   "stars": "301",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Browser Computer Use Agents",
    "107 open-source tools, ranked by stars with real 7-day velocity.",
    "| # | Tool | Stars | 7-day | Language |",
    "| 98 | [gpt4V-scraper](/tool/vdutts7-gpt4v-scraper) | 301 | +1 | JavaScript |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# Browser Computer Use Agents",
    "107 open-source tools, ranked by stars with real 7-day velocity.",
    "| # | Tool | Stars | 7-day | Language |",
    "| 98 | [gpt4V-scraper](/tool/vdutts7-gpt4v-scraper) | 301 | +1 | JavaScript |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://ossaihub.com/categories/browser-computer-use-agents",
   "project": "Web-Use",
   "repository": null,
   "stars": "291",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Browser Computer Use Agents",
    "107 open-source tools, ranked by stars with real 7-day velocity.",
    "| # | Tool | Stars | 7-day | Language |",
    "| 99 | [Web-Use](/tool/cursortouch-web-use) | 291 | +1 | Python |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# Browser Computer Use Agents",
    "107 open-source tools, ranked by stars with real 7-day velocity.",
    "| # | Tool | Stars | 7-day | Language |",
    "| 99 | [Web-Use](/tool/cursortouch-web-use) | 291 | +1 | Python |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://ossaihub.com/categories/browser-computer-use-agents",
   "project": "login-machine",
   "repository": null,
   "stars": "289",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Browser Computer Use Agents",
    "107 open-source tools, ranked by stars with real 7-day velocity.",
    "| # | Tool | Stars | 7-day | Language |",
    "| 100 | [login-machine](/tool/richardhruby-login-machine) | 289 | +1 | TypeScript |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# Browser Computer Use Agents",
    "107 open-source tools, ranked by stars with real 7-day velocity.",
    "| # | Tool | Stars | 7-day | Language |",
    "| 100 | [login-machine](/tool/richardhruby-login-machine) | 289 | +1 | TypeScript |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://ossaihub.com/categories/browser-computer-use-agents",
   "project": "LibreAutomate",
   "repository": null,
   "stars": "280",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Browser Computer Use Agents",
    "107 open-source tools, ranked by stars with real 7-day velocity.",
    "| # | Tool | Stars | 7-day | Language |",
    "| 101 | [LibreAutomate](/tool/qgindi-libreautomate) | 280 | +0 | C# |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# Browser Computer Use Agents",
    "107 open-source tools, ranked by stars with real 7-day velocity.",
    "| # | Tool | Stars | 7-day | Language |",
    "| 101 | [LibreAutomate](/tool/qgindi-libreautomate) | 280 | +0 | C# |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://ossaihub.com/categories/browser-computer-use-agents",
   "project": "flyto-core",
   "repository": null,
   "stars": "275",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Browser Computer Use Agents",
    "107 open-source tools, ranked by stars with real 7-day velocity.",
    "| # | Tool | Stars | 7-day | Language |",
    "| 102 | [flyto-core](/tool/flytohub-flyto-core) | 275 | +0 | Python |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# Browser Computer Use Agents",
    "107 open-source tools, ranked by stars with real 7-day velocity.",
    "| # | Tool | Stars | 7-day | Language |",
    "| 102 | [flyto-core](/tool/flytohub-flyto-core) | 275 | +0 | Python |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://ossaihub.com/categories/browser-computer-use-agents",
   "project": "teracrawl",
   "repository": null,
   "stars": "269",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Browser Computer Use Agents",
    "107 open-source tools, ranked by stars with real 7-day velocity.",
    "| # | Tool | Stars | 7-day | Language |",
    "| 103 | [teracrawl](/tool/browsercash-teracrawl) | 269 | +0 | TypeScript |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# Browser Computer Use Agents",
    "107 open-source tools, ranked by stars with real 7-day velocity.",
    "| # | Tool | Stars | 7-day | Language |",
    "| 103 | [teracrawl](/tool/browsercash-teracrawl) | 269 | +0 | TypeScript |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://ossaihub.com/categories/browser-computer-use-agents",
   "project": "blitzbrowser",
   "repository": null,
   "stars": "263",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Browser Computer Use Agents",
    "107 open-source tools, ranked by stars with real 7-day velocity.",
    "| # | Tool | Stars | 7-day | Language |",
    "| 104 | [blitzbrowser](/tool/blitzbrowser-blitzbrowser) | 263 | +0 | Svelte |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# Browser Computer Use Agents",
    "107 open-source tools, ranked by stars with real 7-day velocity.",
    "| # | Tool | Stars | 7-day | Language |",
    "| 104 | [blitzbrowser](/tool/blitzbrowser-blitzbrowser) | 263 | +0 | Svelte |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://ossaihub.com/categories/browser-computer-use-agents",
   "project": "RLVR-World",
   "repository": null,
   "stars": "263",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Browser Computer Use Agents",
    "107 open-source tools, ranked by stars with real 7-day velocity.",
    "| # | Tool | Stars | 7-day | Language |",
    "| 105 | [RLVR-World](/tool/thuml-rlvr-world) | 263 | +1 | Python |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# Browser Computer Use Agents",
    "107 open-source tools, ranked by stars with real 7-day velocity.",
    "| # | Tool | Stars | 7-day | Language |",
    "| 105 | [RLVR-World](/tool/thuml-rlvr-world) | 263 | +1 | Python |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://ossaihub.com/categories/browser-computer-use-agents",
   "project": "testdriverai",
   "repository": null,
   "stars": "222",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Browser Computer Use Agents",
    "107 open-source tools, ranked by stars with real 7-day velocity.",
    "| # | Tool | Stars | 7-day | Language |",
    "| 106 | [testdriverai](/tool/testdriverai-testdriverai) | 222 | +0 | JavaScript |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# Browser Computer Use Agents",
    "107 open-source tools, ranked by stars with real 7-day velocity.",
    "| # | Tool | Stars | 7-day | Language |",
    "| 106 | [testdriverai](/tool/testdriverai-testdriverai) | 222 | +0 | JavaScript |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://ossaihub.com/categories/browser-computer-use-agents",
   "project": "webqa-agent",
   "repository": null,
   "stars": "216",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Browser Computer Use Agents",
    "107 open-source tools, ranked by stars with real 7-day velocity.",
    "| # | Tool | Stars | 7-day | Language |",
    "| 107 | [webqa-agent](/tool/migoxlab-webqa-agent) | 216 | +1 | Python |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# Browser Computer Use Agents",
    "107 open-source tools, ranked by stars with real 7-day velocity.",
    "| # | Tool | Stars | 7-day | Language |",
    "| 107 | [webqa-agent](/tool/migoxlab-webqa-agent) | 216 | +1 | Python |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/keon/Awesome-AI-Agents-2",
   "project": "AutoGPT",
   "repository": "https://github.com/Significant-Gravitas/AutoGPT",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome-AI-Agents \ud83e\udd16\ufe0f",
    "Open-source Large Language Model (LLM) driven autonomous agent that can automatically solve various tasks.",
    "- [AutoGPT](https://github.com/Significant-Gravitas/AutoGPT) - AutoGPT is the vision of the power of AI accessible to everyone, to use and to build on. [![GitHub Repo stars](https://camo.githubusercontent.com/5063efacf3bec03186edf6cac23e0c2c7191180ff41dff8095d2e861141711a5/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f5369676e69666963616e742d47726176697461732f4175746f4750543f7374796c653d736f6369616c)](https://camo.githubusercontent.com/5063efacf3bec03186edf6cac23e0c2c7191180ff41dff8095d2e861141711a5/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f5369676e69666963616e742d47726176697461732f4175746f4750543f7374796c653d736f6369616c)"
   ],
   "repository_evidence": [
    "# Awesome-AI-Agents \ud83e\udd16\ufe0f",
    "Open-source Large Language Model (LLM) driven autonomous agent that can automatically solve various tasks.",
    "- [AutoGPT](https://github.com/Significant-Gravitas/AutoGPT) - AutoGPT is the vision of the power of AI accessible to everyone, to use and to build on. [![GitHub Repo stars](https://camo.githubusercontent.com/5063efacf3bec03186edf6cac23e0c2c7191180ff41dff8095d2e861141711a5/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f5369676e69666963616e742d47726176697461732f4175746f4750543f7374796c653d736f6369616c)](https://camo.githubusercontent.com/5063efacf3bec03186edf6cac23e0c2c7191180ff41dff8095d2e861141711a5/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f5369676e69666963616e742d47726176697461732f4175746f4750543f7374796c653d736f6369616c)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/namphuongtran%2Fawesome-ai-coding-agent-tools",
   "project": "Agno",
   "repository": "https://github.com/agno-agi/agno",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-ai-coding-agent-tools",
    "- ## Agent SDKs & Frameworks",
    "  - ### Lightweight & Typed",
    "    - [Agno](/projects/github.com%2Fagno-agi%2Fagno) - Lightweight stateful-agent framework with memory and knowledge (formerly Phidata)."
   ],
   "repository_evidence": [
    "# awesome-ai-coding-agent-tools",
    "- ## Agent SDKs & Frameworks",
    "  - ### Lightweight & Typed",
    "    - [Agno](/projects/github.com%2Fagno-agi%2Fagno) - Lightweight stateful-agent framework with memory and knowledge (formerly Phidata)."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/namphuongtran%2Fawesome-ai-coding-agent-tools",
   "project": "DSPy",
   "repository": "https://github.com/stanfordnlp/dspy",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-ai-coding-agent-tools",
    "- ## Agent SDKs & Frameworks",
    "  - ### Lightweight & Typed",
    "    - [DSPy](/projects/github.com%2Fstanfordnlp%2Fdspy) - Declarative framework for optimizing reasoning pipelines and agents via program synthesis."
   ],
   "repository_evidence": [
    "# awesome-ai-coding-agent-tools",
    "- ## Agent SDKs & Frameworks",
    "  - ### Lightweight & Typed",
    "    - [DSPy](/projects/github.com%2Fstanfordnlp%2Fdspy) - Declarative framework for optimizing reasoning pipelines and agents via program synthesis."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/namphuongtran%2Fawesome-ai-coding-agent-tools",
   "project": "Inngest AgentKit",
   "repository": "https://github.com/inngest/agent-kit",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-ai-coding-agent-tools",
    "- ## Agent SDKs & Frameworks",
    "  - ### Lightweight & Typed",
    "    - [Inngest AgentKit](/projects/github.com%2Finngest%2Fagent-kit) - Multi-agent orchestration in TypeScript with MCP tool support and durable workflows."
   ],
   "repository_evidence": [
    "# awesome-ai-coding-agent-tools",
    "- ## Agent SDKs & Frameworks",
    "  - ### Lightweight & Typed",
    "    - [Inngest AgentKit](/projects/github.com%2Finngest%2Fagent-kit) - Multi-agent orchestration in TypeScript with MCP tool support and durable workflows."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/namphuongtran%2Fawesome-ai-coding-agent-tools",
   "project": "Mirascope",
   "repository": "https://github.com/Mirascope/mirascope",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-ai-coding-agent-tools",
    "- ## Agent SDKs & Frameworks",
    "  - ### Lightweight & Typed",
    "    - [Mirascope](/projects/github.com%2FMirascope%2Fmirascope) - Provider-agnostic Python toolkit for building autonomous agents with tools and memory."
   ],
   "repository_evidence": [
    "# awesome-ai-coding-agent-tools",
    "- ## Agent SDKs & Frameworks",
    "  - ### Lightweight & Typed",
    "    - [Mirascope](/projects/github.com%2FMirascope%2Fmirascope) - Provider-agnostic Python toolkit for building autonomous agents with tools and memory."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/namphuongtran%2Fawesome-ai-coding-agent-tools",
   "project": "Pydantic AI",
   "repository": "https://github.com/pydantic/pydantic-ai",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-ai-coding-agent-tools",
    "- ## Agent SDKs & Frameworks",
    "  - ### Lightweight & Typed",
    "    - [Pydantic AI](/projects/github.com%2Fpydantic%2Fpydantic-ai) - Type-safe Python agent framework with automatic output validation."
   ],
   "repository_evidence": [
    "# awesome-ai-coding-agent-tools",
    "- ## Agent SDKs & Frameworks",
    "  - ### Lightweight & Typed",
    "    - [Pydantic AI](/projects/github.com%2Fpydantic%2Fpydantic-ai) - Type-safe Python agent framework with automatic output validation."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/namphuongtran%2Fawesome-ai-coding-agent-tools",
   "project": "Smolagents",
   "repository": "https://github.com/huggingface/smolagents",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-ai-coding-agent-tools",
    "- ## Agent SDKs & Frameworks",
    "  - ### Lightweight & Typed",
    "    - [Smolagents](/projects/github.com%2Fhuggingface%2Fsmolagents) - Hugging Face's minimal agent library with code-writing agents and sandboxing."
   ],
   "repository_evidence": [
    "# awesome-ai-coding-agent-tools",
    "- ## Agent SDKs & Frameworks",
    "  - ### Lightweight & Typed",
    "    - [Smolagents](/projects/github.com%2Fhuggingface%2Fsmolagents) - Hugging Face's minimal agent library with code-writing agents and sandboxing."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/namphuongtran%2Fawesome-ai-coding-agent-tools",
   "project": "Claude Agent SDK (Python)",
   "repository": "https://github.com/anthropics/claude-agent-sdk-python",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-ai-coding-agent-tools",
    "- ## Agent SDKs & Frameworks",
    "  - ### Official Vendor SDKs",
    "    - [Claude Agent SDK (Python)](/projects/github.com%2Fanthropics%2Fclaude-agent-sdk-python) - Anthropic's Python SDK for building agents on the Claude Code agent loop."
   ],
   "repository_evidence": [
    "# awesome-ai-coding-agent-tools",
    "- ## Agent SDKs & Frameworks",
    "  - ### Official Vendor SDKs",
    "    - [Claude Agent SDK (Python)](/projects/github.com%2Fanthropics%2Fclaude-agent-sdk-python) - Anthropic's Python SDK for building agents on the Claude Code agent loop."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/namphuongtran%2Fawesome-ai-coding-agent-tools",
   "project": "Claude Agent SDK (TypeScript)",
   "repository": "https://github.com/anthropics/claude-agent-sdk-typescript",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-ai-coding-agent-tools",
    "- ## Agent SDKs & Frameworks",
    "  - ### Official Vendor SDKs",
    "    - [Claude Agent SDK (TypeScript)](/projects/github.com%2Fanthropics%2Fclaude-agent-sdk-typescript) - Anthropic's TypeScript SDK for building agents on the Claude Code agent loop."
   ],
   "repository_evidence": [
    "# awesome-ai-coding-agent-tools",
    "- ## Agent SDKs & Frameworks",
    "  - ### Official Vendor SDKs",
    "    - [Claude Agent SDK (TypeScript)](/projects/github.com%2Fanthropics%2Fclaude-agent-sdk-typescript) - Anthropic's TypeScript SDK for building agents on the Claude Code agent loop."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/namphuongtran%2Fawesome-ai-coding-agent-tools",
   "project": "OpenAI Agents SDK",
   "repository": "https://github.com/openai/openai-agents-python",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-ai-coding-agent-tools",
    "- ## Agent SDKs & Frameworks",
    "  - ### Official Vendor SDKs",
    "    - [OpenAI Agents SDK](/projects/github.com%2Fopenai%2Fopenai-agents-python) - Lightweight multi-agent framework with sandbox execution and observability."
   ],
   "repository_evidence": [
    "# awesome-ai-coding-agent-tools",
    "- ## Agent SDKs & Frameworks",
    "  - ### Official Vendor SDKs",
    "    - [OpenAI Agents SDK](/projects/github.com%2Fopenai%2Fopenai-agents-python) - Lightweight multi-agent framework with sandbox execution and observability."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/namphuongtran%2Fawesome-ai-coding-agent-tools",
   "project": "Vercel AI SDK",
   "repository": "https://github.com/vercel/ai",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-ai-coding-agent-tools",
    "- ## Agent SDKs & Frameworks",
    "  - ### Official Vendor SDKs",
    "    - [Vercel AI SDK](/projects/github.com%2Fvercel%2Fai) - TypeScript toolkit for agents across React, Next.js, Vue, Node.js, and Svelte."
   ],
   "repository_evidence": [
    "# awesome-ai-coding-agent-tools",
    "- ## Agent SDKs & Frameworks",
    "  - ### Official Vendor SDKs",
    "    - [Vercel AI SDK](/projects/github.com%2Fvercel%2Fai) - TypeScript toolkit for agents across React, Next.js, Vue, Node.js, and Svelte."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/namphuongtran%2Fawesome-ai-coding-agent-tools",
   "project": "AutoGen / Microsoft Agent Framework",
   "repository": "https://github.com/microsoft/autogen",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-ai-coding-agent-tools",
    "- ## Agent SDKs & Frameworks",
    "  - ### Orchestration Frameworks",
    "    - [AutoGen / Microsoft Agent Framework](/projects/github.com%2Fmicrosoft%2Fautogen) - Microsoft's open-source framework combining multi-agent patterns with enterprise features."
   ],
   "repository_evidence": [
    "# awesome-ai-coding-agent-tools",
    "- ## Agent SDKs & Frameworks",
    "  - ### Orchestration Frameworks",
    "    - [AutoGen / Microsoft Agent Framework](/projects/github.com%2Fmicrosoft%2Fautogen) - Microsoft's open-source framework combining multi-agent patterns with enterprise features."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/namphuongtran%2Fawesome-ai-coding-agent-tools",
   "project": "CrewAI",
   "repository": "https://github.com/crewAIInc/crewAI",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-ai-coding-agent-tools",
    "- ## Agent SDKs & Frameworks",
    "  - ### Orchestration Frameworks",
    "    - [CrewAI](/projects/github.com%2FcrewAIInc%2FcrewAI) - Role-based multi-agent framework with crew coordination and shared context."
   ],
   "repository_evidence": [
    "# awesome-ai-coding-agent-tools",
    "- ## Agent SDKs & Frameworks",
    "  - ### Orchestration Frameworks",
    "    - [CrewAI](/projects/github.com%2FcrewAIInc%2FcrewAI) - Role-based multi-agent framework with crew coordination and shared context."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/namphuongtran%2Fawesome-ai-coding-agent-tools",
   "project": "Dify",
   "repository": "https://github.com/langgenius/dify",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-ai-coding-agent-tools",
    "- ## Agent SDKs & Frameworks",
    "  - ### Orchestration Frameworks",
    "    - [Dify](/projects/github.com%2Flanggenius%2Fdify) - Open-source LLMOps platform with workflows, RAG, agents, and observability."
   ],
   "repository_evidence": [
    "# awesome-ai-coding-agent-tools",
    "- ## Agent SDKs & Frameworks",
    "  - ### Orchestration Frameworks",
    "    - [Dify](/projects/github.com%2Flanggenius%2Fdify) - Open-source LLMOps platform with workflows, RAG, agents, and observability."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/namphuongtran%2Fawesome-ai-coding-agent-tools",
   "project": "LangChain",
   "repository": "https://github.com/langchain-ai/langchain",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-ai-coding-agent-tools",
    "- ## Agent SDKs & Frameworks",
    "  - ### Orchestration Frameworks",
    "    - [LangChain](/projects/github.com%2Flangchain-ai%2Flangchain) - High-level framework for building LLM applications with provider-agnostic tool calling."
   ],
   "repository_evidence": [
    "# awesome-ai-coding-agent-tools",
    "- ## Agent SDKs & Frameworks",
    "  - ### Orchestration Frameworks",
    "    - [LangChain](/projects/github.com%2Flangchain-ai%2Flangchain) - High-level framework for building LLM applications with provider-agnostic tool calling."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/namphuongtran%2Fawesome-ai-coding-agent-tools",
   "project": "LangGraph",
   "repository": "https://github.com/langchain-ai/langgraph",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-ai-coding-agent-tools",
    "- ## Agent SDKs & Frameworks",
    "  - ### Orchestration Frameworks",
    "    - [LangGraph](/projects/github.com%2Flangchain-ai%2Flanggraph) - Low-level graph-based orchestration for production stateful agents with checkpointing."
   ],
   "repository_evidence": [
    "# awesome-ai-coding-agent-tools",
    "- ## Agent SDKs & Frameworks",
    "  - ### Orchestration Frameworks",
    "    - [LangGraph](/projects/github.com%2Flangchain-ai%2Flanggraph) - Low-level graph-based orchestration for production stateful agents with checkpointing."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/namphuongtran%2Fawesome-ai-coding-agent-tools",
   "project": "LlamaIndex",
   "repository": "https://github.com/run-llama/llama_index",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-ai-coding-agent-tools",
    "- ## Agent SDKs & Frameworks",
    "  - ### Orchestration Frameworks",
    "    - [LlamaIndex](/projects/github.com%2Frun-llama%2Fllama_index) - RAG framework with agent workflows and context-aware AI agents."
   ],
   "repository_evidence": [
    "# awesome-ai-coding-agent-tools",
    "- ## Agent SDKs & Frameworks",
    "  - ### Orchestration Frameworks",
    "    - [LlamaIndex](/projects/github.com%2Frun-llama%2Fllama_index) - RAG framework with agent workflows and context-aware AI agents."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/namphuongtran%2Fawesome-ai-coding-agent-tools",
   "project": "Mastra",
   "repository": "https://github.com/mastra-ai/mastra",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-ai-coding-agent-tools",
    "- ## Agent SDKs & Frameworks",
    "  - ### Orchestration Frameworks",
    "    - [Mastra](/projects/github.com%2Fmastra-ai%2Fmastra) - TypeScript-first agent framework with workflows, memory, and evals."
   ],
   "repository_evidence": [
    "# awesome-ai-coding-agent-tools",
    "- ## Agent SDKs & Frameworks",
    "  - ### Orchestration Frameworks",
    "    - [Mastra](/projects/github.com%2Fmastra-ai%2Fmastra) - TypeScript-first agent framework with workflows, memory, and evals."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/namphuongtran%2Fawesome-ai-coding-agent-tools",
   "project": "Paperclip",
   "repository": "https://github.com/paperclipai/paperclip",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-ai-coding-agent-tools",
    "- ## Agent SDKs & Frameworks",
    "  - ### Orchestration Frameworks",
    "    - [Paperclip](/projects/github.com%2Fpaperclipai%2Fpaperclip) - Open-source multi-agent orchestration framework aimed at autonomous \"zero-human company\" operation."
   ],
   "repository_evidence": [
    "# awesome-ai-coding-agent-tools",
    "- ## Agent SDKs & Frameworks",
    "  - ### Orchestration Frameworks",
    "    - [Paperclip](/projects/github.com%2Fpaperclipai%2Fpaperclip) - Open-source multi-agent orchestration framework aimed at autonomous \"zero-human company\" operation."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/namphuongtran%2Fawesome-ai-coding-agent-tools",
   "project": "Semantic Kernel",
   "repository": "https://github.com/microsoft/semantic-kernel",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-ai-coding-agent-tools",
    "- ## Agent SDKs & Frameworks",
    "  - ### Orchestration Frameworks",
    "    - [Semantic Kernel](/projects/github.com%2Fmicrosoft%2Fsemantic-kernel) - Microsoft's open SDK for LLM integration with plugins, prompt templates, and memory."
   ],
   "repository_evidence": [
    "# awesome-ai-coding-agent-tools",
    "- ## Agent SDKs & Frameworks",
    "  - ### Orchestration Frameworks",
    "    - [Semantic Kernel](/projects/github.com%2Fmicrosoft%2Fsemantic-kernel) - Microsoft's open SDK for LLM integration with plugins, prompt templates, and memory."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/namphuongtran%2Fawesome-ai-coding-agent-tools",
   "project": "Letta",
   "repository": "https://github.com/letta-ai/letta",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-ai-coding-agent-tools",
    "- ## Agent SDKs & Frameworks",
    "  - ### Stateful Agents",
    "    - [Letta](/projects/github.com%2Fletta-ai%2Fletta) - Platform for stateful agents with advanced memory management (formerly MemGPT)."
   ],
   "repository_evidence": [
    "# awesome-ai-coding-agent-tools",
    "- ## Agent SDKs & Frameworks",
    "  - ### Stateful Agents",
    "    - [Letta](/projects/github.com%2Fletta-ai%2Fletta) - Platform for stateful agents with advanced memory management (formerly MemGPT)."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/namphuongtran%2Fawesome-ai-coding-agent-tools",
   "project": "Guidance",
   "repository": "https://github.com/guidance-ai/guidance",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-ai-coding-agent-tools",
    "- ## Agent SDKs & Frameworks",
    "  - ### Structured Output & Multi-Provider",
    "    - [Guidance](/projects/github.com%2Fguidance-ai%2Fguidance) - Declarative control for LLM generation via guidance language with FSM/regex/grammar constraints."
   ],
   "repository_evidence": [
    "# awesome-ai-coding-agent-tools",
    "- ## Agent SDKs & Frameworks",
    "  - ### Structured Output & Multi-Provider",
    "    - [Guidance](/projects/github.com%2Fguidance-ai%2Fguidance) - Declarative control for LLM generation via guidance language with FSM/regex/grammar constraints."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/namphuongtran%2Fawesome-ai-coding-agent-tools",
   "project": "Instructor",
   "repository": "https://github.com/567-labs/instructor",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-ai-coding-agent-tools",
    "- ## Agent SDKs & Frameworks",
    "  - ### Structured Output & Multi-Provider",
    "    - [Instructor](/projects/github.com%2F567-labs%2Finstructor) - Multi-language structured outputs for LLMs with Pydantic-style validation and retries."
   ],
   "repository_evidence": [
    "# awesome-ai-coding-agent-tools",
    "- ## Agent SDKs & Frameworks",
    "  - ### Structured Output & Multi-Provider",
    "    - [Instructor](/projects/github.com%2F567-labs%2Finstructor) - Multi-language structured outputs for LLMs with Pydantic-style validation and retries."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/namphuongtran%2Fawesome-ai-coding-agent-tools",
   "project": "LiteLLM",
   "repository": "https://github.com/BerriAI/litellm",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-ai-coding-agent-tools",
    "- ## Agent SDKs & Frameworks",
    "  - ### Structured Output & Multi-Provider",
    "    - [LiteLLM](/projects/github.com%2FBerriAI%2Flitellm) - Unified LLM API wrapper exposing 100+ models in OpenAI-compatible format with proxy server."
   ],
   "repository_evidence": [
    "# awesome-ai-coding-agent-tools",
    "- ## Agent SDKs & Frameworks",
    "  - ### Structured Output & Multi-Provider",
    "    - [LiteLLM](/projects/github.com%2FBerriAI%2Flitellm) - Unified LLM API wrapper exposing 100+ models in OpenAI-compatible format with proxy server."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/namphuongtran%2Fawesome-ai-coding-agent-tools",
   "project": "Outlines",
   "repository": "https://github.com/dottxt-ai/outlines",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-ai-coding-agent-tools",
    "- ## Agent SDKs & Frameworks",
    "  - ### Structured Output & Multi-Provider",
    "    - [Outlines](/projects/github.com%2Fdottxt-ai%2Foutlines) - Fast structured generation via FSM/regex/grammar; works with Ollama, vLLM, OpenAI."
   ],
   "repository_evidence": [
    "# awesome-ai-coding-agent-tools",
    "- ## Agent SDKs & Frameworks",
    "  - ### Structured Output & Multi-Provider",
    "    - [Outlines](/projects/github.com%2Fdottxt-ai%2Foutlines) - Fast structured generation via FSM/regex/grammar; works with Ollama, vLLM, OpenAI."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/namphuongtran%2Fawesome-ai-coding-agent-tools",
   "project": "claude-mem",
   "repository": "https://github.com/thedotmack/claude-mem",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-ai-coding-agent-tools",
    "- ## Extensions, Skills & Rules",
    "  - ### Claude Code Skills & Plugins",
    "    - [claude-mem](/projects/github.com%2Fthedotmack%2Fclaude-mem) - Plugin that captures and injects session context for cross-session memory."
   ],
   "repository_evidence": [
    "# awesome-ai-coding-agent-tools",
    "- ## Extensions, Skills & Rules",
    "  - ### Claude Code Skills & Plugins",
    "    - [claude-mem](/projects/github.com%2Fthedotmack%2Fclaude-mem) - Plugin that captures and injects session context for cross-session memory."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/namphuongtran%2Fawesome-ai-coding-agent-tools",
   "project": "Everything Claude Code",
   "repository": "https://github.com/affaan-m/everything-claude-code",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-ai-coding-agent-tools",
    "- ## Extensions, Skills & Rules",
    "  - ### Claude Code Skills & Plugins",
    "    - [Everything Claude Code](https://github.com/affaan-m/everything-claude-code) - Performance-optimization system and tuning reference for the Claude Code agent harness."
   ],
   "repository_evidence": [
    "# awesome-ai-coding-agent-tools",
    "- ## Extensions, Skills & Rules",
    "  - ### Claude Code Skills & Plugins",
    "    - [Everything Claude Code](https://github.com/affaan-m/everything-claude-code) - Performance-optimization system and tuning reference for the Claude Code agent harness."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/namphuongtran%2Fawesome-ai-coding-agent-tools",
   "project": "get-shit-done",
   "repository": "https://github.com/gsd-build/get-shit-done",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-ai-coding-agent-tools",
    "- ## Extensions, Skills & Rules",
    "  - ### Claude Code Skills & Plugins",
    "    - [get-shit-done](/projects/github.com%2Fgsd-build%2Fget-shit-done) - Meta-prompting and context-engineering system for agent-distributed large projects."
   ],
   "repository_evidence": [
    "# awesome-ai-coding-agent-tools",
    "- ## Extensions, Skills & Rules",
    "  - ### Claude Code Skills & Plugins",
    "    - [get-shit-done](/projects/github.com%2Fgsd-build%2Fget-shit-done) - Meta-prompting and context-engineering system for agent-distributed large projects."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/namphuongtran%2Fawesome-ai-coding-agent-tools",
   "project": "graphify",
   "repository": "https://github.com/safishamsi/graphify",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-ai-coding-agent-tools",
    "- ## Extensions, Skills & Rules",
    "  - ### Claude Code Skills & Plugins",
    "    - [graphify](/projects/github.com%2Fsafishamsi%2Fgraphify) - Skill that turns code, docs, and media into navigable knowledge graphs."
   ],
   "repository_evidence": [
    "# awesome-ai-coding-agent-tools",
    "- ## Extensions, Skills & Rules",
    "  - ### Claude Code Skills & Plugins",
    "    - [graphify](/projects/github.com%2Fsafishamsi%2Fgraphify) - Skill that turns code, docs, and media into navigable knowledge graphs."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/namphuongtran%2Fawesome-ai-coding-agent-tools",
   "project": "gstack",
   "repository": "https://github.com/garrytan/gstack",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-ai-coding-agent-tools",
    "- ## Extensions, Skills & Rules",
    "  - ### Claude Code Skills & Plugins",
    "    - [gstack](https://github.com/garrytan/gstack) - Garry Tan's exact Claude Code setup with 23 opinionated role-based tools (CEO, Designer, Eng Manager, Release Manager, Doc Engineer, QA)."
   ],
   "repository_evidence": [
    "# awesome-ai-coding-agent-tools",
    "- ## Extensions, Skills & Rules",
    "  - ### Claude Code Skills & Plugins",
    "    - [gstack](https://github.com/garrytan/gstack) - Garry Tan's exact Claude Code setup with 23 opinionated role-based tools (CEO, Designer, Eng Manager, Release Manager, Doc Engineer, QA)."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/namphuongtran%2Fawesome-ai-coding-agent-tools",
   "project": "Karpathy-Inspired Claude Code Skills",
   "repository": "https://github.com/forrestchang/andrej-karpathy-skills",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-ai-coding-agent-tools",
    "- ## Extensions, Skills & Rules",
    "  - ### Claude Code Skills & Plugins",
    "    - [Karpathy-Inspired Claude Code Skills](/projects/github.com%2Fforrestchang%2Fandrej-karpathy-skills) - Compact Karpathy-style coding skills distilled into Claude Code-compatible format."
   ],
   "repository_evidence": [
    "# awesome-ai-coding-agent-tools",
    "- ## Extensions, Skills & Rules",
    "  - ### Claude Code Skills & Plugins",
    "    - [Karpathy-Inspired Claude Code Skills](/projects/github.com%2Fforrestchang%2Fandrej-karpathy-skills) - Compact Karpathy-style coding skills distilled into Claude Code-compatible format."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/namphuongtran%2Fawesome-ai-coding-agent-tools",
   "project": "Matt Pocock's Skills",
   "repository": "https://github.com/mattpocock/skills",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-ai-coding-agent-tools",
    "- ## Extensions, Skills & Rules",
    "  - ### Claude Code Skills & Plugins",
    "    - [Matt Pocock's Skills](/projects/github.com%2Fmattpocock%2Fskills) - Personal Claude Code skill pack from Matt Pocock, drawn straight from his `.claude` directory."
   ],
   "repository_evidence": [
    "# awesome-ai-coding-agent-tools",
    "- ## Extensions, Skills & Rules",
    "  - ### Claude Code Skills & Plugins",
    "    - [Matt Pocock's Skills](/projects/github.com%2Fmattpocock%2Fskills) - Personal Claude Code skill pack from Matt Pocock, drawn straight from his `.claude` directory."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/namphuongtran%2Fawesome-ai-coding-agent-tools",
   "project": "superpowers",
   "repository": "https://github.com/obra/superpowers",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-ai-coding-agent-tools",
    "- ## Extensions, Skills & Rules",
    "  - ### Claude Code Skills & Plugins",
    "    - [superpowers](/projects/github.com%2Fobra%2Fsuperpowers) - Agentic skills framework and methodology for Claude Code, Cursor, Codex, and Gemini CLI."
   ],
   "repository_evidence": [
    "# awesome-ai-coding-agent-tools",
    "- ## Extensions, Skills & Rules",
    "  - ### Claude Code Skills & Plugins",
    "    - [superpowers](/projects/github.com%2Fobra%2Fsuperpowers) - Agentic skills framework and methodology for Claude Code, Cursor, Codex, and Gemini CLI."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/namphuongtran%2Fawesome-ai-coding-agent-tools",
   "project": "Understand-Anything",
   "repository": "https://github.com/Lum1104/Understand-Anything",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-ai-coding-agent-tools",
    "- ## Extensions, Skills & Rules",
    "  - ### Claude Code Skills & Plugins",
    "    - [Understand-Anything](/projects/github.com%2FLum1104%2FUnderstand-Anything) - Interactive knowledge-graph explorer for codebases and documents."
   ],
   "repository_evidence": [
    "# awesome-ai-coding-agent-tools",
    "- ## Extensions, Skills & Rules",
    "  - ### Claude Code Skills & Plugins",
    "    - [Understand-Anything](/projects/github.com%2FLum1104%2FUnderstand-Anything) - Interactive knowledge-graph explorer for codebases and documents."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/namphuongtran%2Fawesome-ai-coding-agent-tools",
   "project": "awesome-agents",
   "repository": "https://github.com/kyrolabs/awesome-agents",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-ai-coding-agent-tools",
    "- ## Extensions, Skills & Rules",
    "  - ### Curated Awesome Lists",
    "    - [awesome-agents](/projects/github.com%2Fkyrolabs%2Fawesome-agents) - Curated list of AI agents and frameworks."
   ],
   "repository_evidence": [
    "# awesome-ai-coding-agent-tools",
    "- ## Extensions, Skills & Rules",
    "  - ### Curated Awesome Lists",
    "    - [awesome-agents](/projects/github.com%2Fkyrolabs%2Fawesome-agents) - Curated list of AI agents and frameworks."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/namphuongtran%2Fawesome-ai-coding-agent-tools",
   "project": "awesome-ai-agents",
   "repository": "https://github.com/jim-schwoebel/awesome_ai_agents",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-ai-coding-agent-tools",
    "- ## Extensions, Skills & Rules",
    "  - ### Curated Awesome Lists",
    "    - [awesome-ai-agents](/projects/github.com%2Fjim-schwoebel%2Fawesome_ai_agents) - Large index of resources and tools across the AI agents ecosystem."
   ],
   "repository_evidence": [
    "# awesome-ai-coding-agent-tools",
    "- ## Extensions, Skills & Rules",
    "  - ### Curated Awesome Lists",
    "    - [awesome-ai-agents](/projects/github.com%2Fjim-schwoebel%2Fawesome_ai_agents) - Large index of resources and tools across the AI agents ecosystem."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/namphuongtran%2Fawesome-ai-coding-agent-tools",
   "project": "awesome-claude-code (hesreallyhim)",
   "repository": "https://github.com/hesreallyhim/awesome-claude-code",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-ai-coding-agent-tools",
    "- ## Extensions, Skills & Rules",
    "  - ### Curated Awesome Lists",
    "    - [awesome-claude-code (hesreallyhim)](/projects/github.com%2Fhesreallyhim%2Fawesome-claude-code) - Skills, hooks, slash commands, agents, and plugins for Claude Code."
   ],
   "repository_evidence": [
    "# awesome-ai-coding-agent-tools",
    "- ## Extensions, Skills & Rules",
    "  - ### Curated Awesome Lists",
    "    - [awesome-claude-code (hesreallyhim)](/projects/github.com%2Fhesreallyhim%2Fawesome-claude-code) - Skills, hooks, slash commands, agents, and plugins for Claude Code."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/namphuongtran%2Fawesome-ai-coding-agent-tools",
   "project": "awesome-claude-code (jqueryscript)",
   "repository": "https://github.com/jqueryscript/awesome-claude-code",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-ai-coding-agent-tools",
    "- ## Extensions, Skills & Rules",
    "  - ### Curated Awesome Lists",
    "    - [awesome-claude-code (jqueryscript)](/projects/github.com%2Fjqueryscript%2Fawesome-claude-code) - Curated tools, IDE integrations, and frameworks for Claude Code."
   ],
   "repository_evidence": [
    "# awesome-ai-coding-agent-tools",
    "- ## Extensions, Skills & Rules",
    "  - ### Curated Awesome Lists",
    "    - [awesome-claude-code (jqueryscript)](/projects/github.com%2Fjqueryscript%2Fawesome-claude-code) - Curated tools, IDE integrations, and frameworks for Claude Code."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/namphuongtran%2Fawesome-ai-coding-agent-tools",
   "project": "awesome-llm-apps",
   "repository": "https://github.com/Shubhamsaboo/awesome-llm-apps",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-ai-coding-agent-tools",
    "- ## Extensions, Skills & Rules",
    "  - ### Curated Awesome Lists",
    "    - [awesome-llm-apps](/projects/github.com%2FShubhamsaboo%2Fawesome-llm-apps) - 100+ AI agent and RAG application templates ready to clone and ship."
   ],
   "repository_evidence": [
    "# awesome-ai-coding-agent-tools",
    "- ## Extensions, Skills & Rules",
    "  - ### Curated Awesome Lists",
    "    - [awesome-llm-apps](/projects/github.com%2FShubhamsaboo%2Fawesome-llm-apps) - 100+ AI agent and RAG application templates ready to clone and ship."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/namphuongtran%2Fawesome-ai-coding-agent-tools",
   "project": "awesome-cursor-rules-mdc",
   "repository": "https://github.com/sanjeed5/awesome-cursor-rules-mdc",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-ai-coding-agent-tools",
    "- ## Extensions, Skills & Rules",
    "  - ### Cursor Rules",
    "    - [awesome-cursor-rules-mdc](/projects/github.com%2Fsanjeed5%2Fawesome-cursor-rules-mdc) - Collection of Cursor `.mdc` rule files covering popular stacks."
   ],
   "repository_evidence": [
    "# awesome-ai-coding-agent-tools",
    "- ## Extensions, Skills & Rules",
    "  - ### Cursor Rules",
    "    - [awesome-cursor-rules-mdc](/projects/github.com%2Fsanjeed5%2Fawesome-cursor-rules-mdc) - Collection of Cursor `.mdc` rule files covering popular stacks."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/namphuongtran%2Fawesome-ai-coding-agent-tools",
   "project": "awesome-cursorrules",
   "repository": "https://github.com/PatrickJS/awesome-cursorrules",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-ai-coding-agent-tools",
    "- ## Extensions, Skills & Rules",
    "  - ### Cursor Rules",
    "    - [awesome-cursorrules](/projects/github.com%2FPatrickJS%2Fawesome-cursorrules) - Configuration files that customize Cursor's behavior per project."
   ],
   "repository_evidence": [
    "# awesome-ai-coding-agent-tools",
    "- ## Extensions, Skills & Rules",
    "  - ### Cursor Rules",
    "    - [awesome-cursorrules](/projects/github.com%2FPatrickJS%2Fawesome-cursorrules) - Configuration files that customize Cursor's behavior per project."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/namphuongtran%2Fawesome-ai-coding-agent-tools",
   "project": "awesome-mcp-servers (punkpeye)",
   "repository": "https://github.com/punkpeye/awesome-mcp-servers",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-ai-coding-agent-tools",
    "- ## Extensions, Skills & Rules",
    "  - ### MCP Servers",
    "    - [awesome-mcp-servers (punkpeye)](/projects/github.com%2Fpunkpeye%2Fawesome-mcp-servers) - Community catalog of Model Context Protocol servers."
   ],
   "repository_evidence": [
    "# awesome-ai-coding-agent-tools",
    "- ## Extensions, Skills & Rules",
    "  - ### MCP Servers",
    "    - [awesome-mcp-servers (punkpeye)](/projects/github.com%2Fpunkpeye%2Fawesome-mcp-servers) - Community catalog of Model Context Protocol servers."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/namphuongtran%2Fawesome-ai-coding-agent-tools",
   "project": "awesome-mcp-servers (wong2)",
   "repository": "https://github.com/wong2/awesome-mcp-servers",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-ai-coding-agent-tools",
    "- ## Extensions, Skills & Rules",
    "  - ### MCP Servers",
    "    - [awesome-mcp-servers (wong2)](/projects/github.com%2Fwong2%2Fawesome-mcp-servers) - Curated list of Model Context Protocol servers."
   ],
   "repository_evidence": [
    "# awesome-ai-coding-agent-tools",
    "- ## Extensions, Skills & Rules",
    "  - ### MCP Servers",
    "    - [awesome-mcp-servers (wong2)](/projects/github.com%2Fwong2%2Fawesome-mcp-servers) - Curated list of Model Context Protocol servers."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/namphuongtran%2Fawesome-ai-coding-agent-tools",
   "project": "best-of-mcp-servers",
   "repository": "https://github.com/tolkonepiu/best-of-mcp-servers",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-ai-coding-agent-tools",
    "- ## Extensions, Skills & Rules",
    "  - ### MCP Servers",
    "    - [best-of-mcp-servers](/projects/github.com%2Ftolkonepiu%2Fbest-of-mcp-servers) - Weekly-updated ranked list of MCP servers across the ecosystem."
   ],
   "repository_evidence": [
    "# awesome-ai-coding-agent-tools",
    "- ## Extensions, Skills & Rules",
    "  - ### MCP Servers",
    "    - [best-of-mcp-servers](/projects/github.com%2Ftolkonepiu%2Fbest-of-mcp-servers) - Weekly-updated ranked list of MCP servers across the ecosystem."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/namphuongtran%2Fawesome-ai-coding-agent-tools",
   "project": "Figma MCP",
   "repository": "https://github.com/GLips/Figma-Context-MCP",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-ai-coding-agent-tools",
    "- ## Extensions, Skills & Rules",
    "  - ### MCP Servers",
    "    - [Figma MCP](/projects/github.com%2FGLips%2FFigma-Context-MCP) - MCP server giving agents semantic access to Figma designs for design-to-code."
   ],
   "repository_evidence": [
    "# awesome-ai-coding-agent-tools",
    "- ## Extensions, Skills & Rules",
    "  - ### MCP Servers",
    "    - [Figma MCP](/projects/github.com%2FGLips%2FFigma-Context-MCP) - MCP server giving agents semantic access to Figma designs for design-to-code."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/namphuongtran%2Fawesome-ai-coding-agent-tools",
   "project": "microsoft/mcp",
   "repository": "https://github.com/microsoft/mcp",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-ai-coding-agent-tools",
    "- ## Extensions, Skills & Rules",
    "  - ### MCP Servers",
    "    - [microsoft/mcp](/projects/github.com%2Fmicrosoft%2Fmcp) - Microsoft's official MCP server implementations."
   ],
   "repository_evidence": [
    "# awesome-ai-coding-agent-tools",
    "- ## Extensions, Skills & Rules",
    "  - ### MCP Servers",
    "    - [microsoft/mcp](/projects/github.com%2Fmicrosoft%2Fmcp) - Microsoft's official MCP server implementations."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/namphuongtran%2Fawesome-ai-coding-agent-tools",
   "project": "modelcontextprotocol/servers",
   "repository": "https://github.com/modelcontextprotocol/servers",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-ai-coding-agent-tools",
    "- ## Extensions, Skills & Rules",
    "  - ### MCP Servers",
    "    - [modelcontextprotocol/servers](/projects/github.com%2Fmodelcontextprotocol%2Fservers) - Official MCP reference servers for filesystem, Git, GitHub, memory, and more."
   ],
   "repository_evidence": [
    "# awesome-ai-coding-agent-tools",
    "- ## Extensions, Skills & Rules",
    "  - ### MCP Servers",
    "    - [modelcontextprotocol/servers](/projects/github.com%2Fmodelcontextprotocol%2Fservers) - Official MCP reference servers for filesystem, Git, GitHub, memory, and more."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/namphuongtran%2Fawesome-ai-coding-agent-tools",
   "project": "Playwright MCP",
   "repository": "https://github.com/microsoft/playwright-mcp",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-ai-coding-agent-tools",
    "- ## Extensions, Skills & Rules",
    "  - ### MCP Servers",
    "    - [Playwright MCP](/projects/github.com%2Fmicrosoft%2Fplaywright-mcp) - Microsoft's MCP server for browser automation and end-to-end testing."
   ],
   "repository_evidence": [
    "# awesome-ai-coding-agent-tools",
    "- ## Extensions, Skills & Rules",
    "  - ### MCP Servers",
    "    - [Playwright MCP](/projects/github.com%2Fmicrosoft%2Fplaywright-mcp) - Microsoft's MCP server for browser automation and end-to-end testing."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/namphuongtran%2Fawesome-ai-coding-agent-tools",
   "project": "Serena",
   "repository": "https://github.com/oraios/serena",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-ai-coding-agent-tools",
    "- ## Extensions, Skills & Rules",
    "  - ### MCP Servers",
    "    - [Serena](/projects/github.com%2Foraios%2Fserena) - MCP toolkit giving agents IDE-like semantic retrieval and editing via Language Server Protocol."
   ],
   "repository_evidence": [
    "# awesome-ai-coding-agent-tools",
    "- ## Extensions, Skills & Rules",
    "  - ### MCP Servers",
    "    - [Serena](/projects/github.com%2Foraios%2Fserena) - MCP toolkit giving agents IDE-like semantic retrieval and editing via Language Server Protocol."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/namphuongtran%2Fawesome-ai-coding-agent-tools",
   "project": "Supabase MCP",
   "repository": "https://github.com/supabase-community/supabase-mcp",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-ai-coding-agent-tools",
    "- ## Extensions, Skills & Rules",
    "  - ### MCP Servers",
    "    - [Supabase MCP](/projects/github.com%2Fsupabase-community%2Fsupabase-mcp) - Connect Supabase databases to Claude Code, Cursor, and other LLMs."
   ],
   "repository_evidence": [
    "# awesome-ai-coding-agent-tools",
    "- ## Extensions, Skills & Rules",
    "  - ### MCP Servers",
    "    - [Supabase MCP](/projects/github.com%2Fsupabase-community%2Fsupabase-mcp) - Connect Supabase databases to Claude Code, Cursor, and other LLMs."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/namphuongtran%2Fawesome-ai-coding-agent-tools",
   "project": "BMAD-METHOD",
   "repository": "https://github.com/bmad-code-org/BMAD-METHOD",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-ai-coding-agent-tools",
    "- ## Extensions, Skills & Rules",
    "  - ### Methodologies & Spec-Driven Workflows",
    "    - [BMAD-METHOD](/projects/github.com%2Fbmad-code-org%2FBMAD-METHOD) - Open-source agentic agile framework with guided workflows from ideation to autonomous implementation."
   ],
   "repository_evidence": [
    "# awesome-ai-coding-agent-tools",
    "- ## Extensions, Skills & Rules",
    "  - ### Methodologies & Spec-Driven Workflows",
    "    - [BMAD-METHOD](/projects/github.com%2Fbmad-code-org%2FBMAD-METHOD) - Open-source agentic agile framework with guided workflows from ideation to autonomous implementation."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/namphuongtran%2Fawesome-ai-coding-agent-tools",
   "project": "claude-code-best-practice",
   "repository": "https://github.com/shanraisshan/claude-code-best-practice",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-ai-coding-agent-tools",
    "- ## Extensions, Skills & Rules",
    "  - ### Methodologies & Spec-Driven Workflows",
    "    - [claude-code-best-practice](/projects/github.com%2Fshanraisshan%2Fclaude-code-best-practice) - Distilled best-practice patterns and conventions for Claude Code teams."
   ],
   "repository_evidence": [
    "# awesome-ai-coding-agent-tools",
    "- ## Extensions, Skills & Rules",
    "  - ### Methodologies & Spec-Driven Workflows",
    "    - [claude-code-best-practice](/projects/github.com%2Fshanraisshan%2Fclaude-code-best-practice) - Distilled best-practice patterns and conventions for Claude Code teams."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/namphuongtran%2Fawesome-ai-coding-agent-tools",
   "project": "dotnet/skills",
   "repository": "https://github.com/dotnet/skills",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-ai-coding-agent-tools",
    "- ## Extensions, Skills & Rules",
    "  - ### Methodologies & Spec-Driven Workflows",
    "    - [dotnet/skills](/projects/github.com%2Fdotnet%2Fskills) - Microsoft's curated collection of 11 .NET-specialized agent skills."
   ],
   "repository_evidence": [
    "# awesome-ai-coding-agent-tools",
    "- ## Extensions, Skills & Rules",
    "  - ### Methodologies & Spec-Driven Workflows",
    "    - [dotnet/skills](/projects/github.com%2Fdotnet%2Fskills) - Microsoft's curated collection of 11 .NET-specialized agent skills."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/namphuongtran%2Fawesome-ai-coding-agent-tools",
   "project": "spec-kit",
   "repository": "https://github.com/github/spec-kit",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-ai-coding-agent-tools",
    "- ## Extensions, Skills & Rules",
    "  - ### Methodologies & Spec-Driven Workflows",
    "    - [spec-kit](/projects/github.com%2Fgithub%2Fspec-kit) - GitHub's open-source spec-driven development toolkit for AI agents."
   ],
   "repository_evidence": [
    "# awesome-ai-coding-agent-tools",
    "- ## Extensions, Skills & Rules",
    "  - ### Methodologies & Spec-Driven Workflows",
    "    - [spec-kit](/projects/github.com%2Fgithub%2Fspec-kit) - GitHub's open-source spec-driven development toolkit for AI agents."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/namphuongtran%2Fawesome-ai-coding-agent-tools",
   "project": "CodeAlpaca-20k",
   "repository": "https://github.com/sahil280114/codealpaca",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-ai-coding-agent-tools",
    "- ## Learning Resources",
    "  - ### Datasets",
    "    - [CodeAlpaca-20k](/projects/github.com%2Fsahil280114%2Fcodealpaca) - 20k instruction-following code dataset for affordable fine-tuning."
   ],
   "repository_evidence": [
    "# awesome-ai-coding-agent-tools",
    "- ## Learning Resources",
    "  - ### Datasets",
    "    - [CodeAlpaca-20k](/projects/github.com%2Fsahil280114%2Fcodealpaca) - 20k instruction-following code dataset for affordable fine-tuning."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/namphuongtran%2Fawesome-ai-coding-agent-tools",
   "project": "Cleaned Alpaca Dataset",
   "repository": "https://github.com/gururise/AlpacaDataCleaned",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-ai-coding-agent-tools",
    "- ## Learning Resources",
    "  - ### Datasets",
    "    - [Cleaned Alpaca Dataset](/projects/github.com%2Fgururise%2FAlpacaDataCleaned) - Cleaned Alpaca instruction dataset for fine-tuning LLMs."
   ],
   "repository_evidence": [
    "# awesome-ai-coding-agent-tools",
    "- ## Learning Resources",
    "  - ### Datasets",
    "    - [Cleaned Alpaca Dataset](/projects/github.com%2Fgururise%2FAlpacaDataCleaned) - Cleaned Alpaca instruction dataset for fine-tuning LLMs."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/namphuongtran%2Fawesome-ai-coding-agent-tools",
   "project": "AI Agents for Beginners",
   "repository": "https://github.com/microsoft/ai-agents-for-beginners",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-ai-coding-agent-tools",
    "- ## Learning Resources",
    "  - ### Tutorials & Courses",
    "    - [AI Agents for Beginners](/projects/github.com%2Fmicrosoft%2Fai-agents-for-beginners) - Microsoft's free 11-lesson course on building AI agents with frameworks and patterns."
   ],
   "repository_evidence": [
    "# awesome-ai-coding-agent-tools",
    "- ## Learning Resources",
    "  - ### Tutorials & Courses",
    "    - [AI Agents for Beginners](/projects/github.com%2Fmicrosoft%2Fai-agents-for-beginners) - Microsoft's free 11-lesson course on building AI agents with frameworks and patterns."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/namphuongtran%2Fawesome-ai-coding-agent-tools",
   "project": "GenAI Agents",
   "repository": "https://github.com/NirDiamant/GenAI_Agents",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-ai-coding-agent-tools",
    "- ## Learning Resources",
    "  - ### Tutorials & Courses",
    "    - [GenAI Agents](/projects/github.com%2FNirDiamant%2FGenAI_Agents) - Tutorials and reference implementations covering AI agent techniques and architectures."
   ],
   "repository_evidence": [
    "# awesome-ai-coding-agent-tools",
    "- ## Learning Resources",
    "  - ### Tutorials & Courses",
    "    - [GenAI Agents](/projects/github.com%2FNirDiamant%2FGenAI_Agents) - Tutorials and reference implementations covering AI agent techniques and architectures."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/namphuongtran%2Fawesome-ai-coding-agent-tools",
   "project": "Prompt Engineering Guide",
   "repository": "https://github.com/dair-ai/Prompt-Engineering-Guide",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-ai-coding-agent-tools",
    "- ## Learning Resources",
    "  - ### Tutorials & Courses",
    "    - [Prompt Engineering Guide](/projects/github.com%2Fdair-ai%2FPrompt-Engineering-Guide) - Curated reference for prompt engineering techniques, papers, and tools."
   ],
   "repository_evidence": [
    "# awesome-ai-coding-agent-tools",
    "- ## Learning Resources",
    "  - ### Tutorials & Courses",
    "    - [Prompt Engineering Guide](/projects/github.com%2Fdair-ai%2FPrompt-Engineering-Guide) - Curated reference for prompt engineering techniques, papers, and tools."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/namphuongtran%2Fawesome-ai-coding-agent-tools",
   "project": "RAG Techniques",
   "repository": "https://github.com/NirDiamant/RAG_Techniques",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-ai-coding-agent-tools",
    "- ## Learning Resources",
    "  - ### Tutorials & Courses",
    "    - [RAG Techniques](/projects/github.com%2FNirDiamant%2FRAG_Techniques) - Comprehensive collection of RAG implementation patterns from basic to advanced."
   ],
   "repository_evidence": [
    "# awesome-ai-coding-agent-tools",
    "- ## Learning Resources",
    "  - ### Tutorials & Courses",
    "    - [RAG Techniques](/projects/github.com%2FNirDiamant%2FRAG_Techniques) - Comprehensive collection of RAG implementation patterns from basic to advanced."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/namphuongtran%2Fawesome-ai-coding-agent-tools",
   "project": "ast-grep",
   "repository": "https://github.com/ast-grep/ast-grep",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-ai-coding-agent-tools",
    "- ## Supporting Infrastructure",
    "  - ### Codebase Context",
    "    - [ast-grep](/projects/github.com%2Fast-grep%2Fast-grep) - Code search and structural pattern matching tool for codebases."
   ],
   "repository_evidence": [
    "# awesome-ai-coding-agent-tools",
    "- ## Supporting Infrastructure",
    "  - ### Codebase Context",
    "    - [ast-grep](/projects/github.com%2Fast-grep%2Fast-grep) - Code search and structural pattern matching tool for codebases."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/namphuongtran%2Fawesome-ai-coding-agent-tools",
   "project": "Code2Prompt",
   "repository": "https://github.com/mufeedvh/code2prompt",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-ai-coding-agent-tools",
    "- ## Supporting Infrastructure",
    "  - ### Codebase Context",
    "    - [Code2Prompt](/projects/github.com%2Fmufeedvh%2Fcode2prompt) - Fast CLI that converts a codebase into LLM-friendly prompts with token counts."
   ],
   "repository_evidence": [
    "# awesome-ai-coding-agent-tools",
    "- ## Supporting Infrastructure",
    "  - ### Codebase Context",
    "    - [Code2Prompt](/projects/github.com%2Fmufeedvh%2Fcode2prompt) - Fast CLI that converts a codebase into LLM-friendly prompts with token counts."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/namphuongtran%2Fawesome-ai-coding-agent-tools",
   "project": "context-hub",
   "repository": "https://github.com/andrewyng/context-hub",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-ai-coding-agent-tools",
    "- ## Supporting Infrastructure",
    "  - ### Codebase Context",
    "    - [context-hub](/projects/github.com%2Fandrewyng%2Fcontext-hub) - Context-management tool that organizes codebase information into structured docs with agent feedback loops."
   ],
   "repository_evidence": [
    "# awesome-ai-coding-agent-tools",
    "- ## Supporting Infrastructure",
    "  - ### Codebase Context",
    "    - [context-hub](/projects/github.com%2Fandrewyng%2Fcontext-hub) - Context-management tool that organizes codebase information into structured docs with agent feedback loops."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/namphuongtran%2Fawesome-ai-coding-agent-tools",
   "project": "Context7",
   "repository": "https://github.com/upstash/context7",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-ai-coding-agent-tools",
    "- ## Supporting Infrastructure",
    "  - ### Codebase Context",
    "    - [Context7](/projects/github.com%2Fupstash%2Fcontext7) - Up-to-date version-specific documentation injection for LLMs via CLI or MCP."
   ],
   "repository_evidence": [
    "# awesome-ai-coding-agent-tools",
    "- ## Supporting Infrastructure",
    "  - ### Codebase Context",
    "    - [Context7](/projects/github.com%2Fupstash%2Fcontext7) - Up-to-date version-specific documentation injection for LLMs via CLI or MCP."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/namphuongtran%2Fawesome-ai-coding-agent-tools",
   "project": "GitNexus",
   "repository": "https://github.com/abhigyanpatwari/GitNexus",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-ai-coding-agent-tools",
    "- ## Supporting Infrastructure",
    "  - ### Codebase Context",
    "    - [GitNexus](/projects/github.com%2Fabhigyanpatwari%2FGitNexus) - Client-side knowledge-graph engine for repos with zero-server, in-browser indexing."
   ],
   "repository_evidence": [
    "# awesome-ai-coding-agent-tools",
    "- ## Supporting Infrastructure",
    "  - ### Codebase Context",
    "    - [GitNexus](/projects/github.com%2Fabhigyanpatwari%2FGitNexus) - Client-side knowledge-graph engine for repos with zero-server, in-browser indexing."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/namphuongtran%2Fawesome-ai-coding-agent-tools",
   "project": "Repomix",
   "repository": "https://github.com/yamadashy/repomix",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-ai-coding-agent-tools",
    "- ## Supporting Infrastructure",
    "  - ### Codebase Context",
    "    - [Repomix](/projects/github.com%2Fyamadashy%2Frepomix) - AI-friendly codebase packing with tree-sitter compression for big token reductions."
   ],
   "repository_evidence": [
    "# awesome-ai-coding-agent-tools",
    "- ## Supporting Infrastructure",
    "  - ### Codebase Context",
    "    - [Repomix](/projects/github.com%2Fyamadashy%2Frepomix) - AI-friendly codebase packing with tree-sitter compression for big token reductions."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/namphuongtran%2Fawesome-ai-coding-agent-tools",
   "project": "semgrep",
   "repository": "https://github.com/semgrep/semgrep",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-ai-coding-agent-tools",
    "- ## Supporting Infrastructure",
    "  - ### Codebase Context",
    "    - [semgrep](/projects/github.com%2Fsemgrep%2Fsemgrep) - Lightweight static analysis for 30+ languages with natural-syntax pattern matching."
   ],
   "repository_evidence": [
    "# awesome-ai-coding-agent-tools",
    "- ## Supporting Infrastructure",
    "  - ### Codebase Context",
    "    - [semgrep](/projects/github.com%2Fsemgrep%2Fsemgrep) - Lightweight static analysis for 30+ languages with natural-syntax pattern matching."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/namphuongtran%2Fawesome-ai-coding-agent-tools",
   "project": "tree-sitter",
   "repository": "https://github.com/tree-sitter/tree-sitter",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-ai-coding-agent-tools",
    "- ## Supporting Infrastructure",
    "  - ### Codebase Context",
    "    - [tree-sitter](/projects/github.com%2Ftree-sitter%2Ftree-sitter) - Incremental parsing library for 50+ languages, powering VS Code/GitHub/LSP tooling."
   ],
   "repository_evidence": [
    "# awesome-ai-coding-agent-tools",
    "- ## Supporting Infrastructure",
    "  - ### Codebase Context",
    "    - [tree-sitter](/projects/github.com%2Ftree-sitter%2Ftree-sitter) - Incremental parsing library for 50+ languages, powering VS Code/GitHub/LSP tooling."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/namphuongtran%2Fawesome-ai-coding-agent-tools",
   "project": "DeepEval",
   "repository": "https://github.com/confident-ai/deepeval",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-ai-coding-agent-tools",
    "- ## Supporting Infrastructure",
    "  - ### Evaluation",
    "    - [DeepEval](/projects/github.com%2Fconfident-ai%2Fdeepeval) - Local LLM evaluation framework with agent-specific metrics."
   ],
   "repository_evidence": [
    "# awesome-ai-coding-agent-tools",
    "- ## Supporting Infrastructure",
    "  - ### Evaluation",
    "    - [DeepEval](/projects/github.com%2Fconfident-ai%2Fdeepeval) - Local LLM evaluation framework with agent-specific metrics."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/namphuongtran%2Fawesome-ai-coding-agent-tools",
   "project": "Inspect AI",
   "repository": "https://github.com/UKGovernmentBEIS/inspect_ai",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-ai-coding-agent-tools",
    "- ## Supporting Infrastructure",
    "  - ### Evaluation",
    "    - [Inspect AI](/projects/github.com%2FUKGovernmentBEIS%2Finspect_ai) - UK AI Safety Institute's framework with 200+ pre-built evals for agents and reasoning."
   ],
   "repository_evidence": [
    "# awesome-ai-coding-agent-tools",
    "- ## Supporting Infrastructure",
    "  - ### Evaluation",
    "    - [Inspect AI](/projects/github.com%2FUKGovernmentBEIS%2Finspect_ai) - UK AI Safety Institute's framework with 200+ pre-built evals for agents and reasoning."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/namphuongtran%2Fawesome-ai-coding-agent-tools",
   "project": "Promptfoo",
   "repository": "https://github.com/promptfoo/promptfoo",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-ai-coding-agent-tools",
    "- ## Supporting Infrastructure",
    "  - ### Evaluation",
    "    - [Promptfoo](/projects/github.com%2Fpromptfoo%2Fpromptfoo) - Red-teaming and evaluation for prompts, agents, and RAG."
   ],
   "repository_evidence": [
    "# awesome-ai-coding-agent-tools",
    "- ## Supporting Infrastructure",
    "  - ### Evaluation",
    "    - [Promptfoo](/projects/github.com%2Fpromptfoo%2Fpromptfoo) - Red-teaming and evaluation for prompts, agents, and RAG."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/namphuongtran%2Fawesome-ai-coding-agent-tools",
   "project": "RAGAS",
   "repository": "https://github.com/explodinggradients/ragas",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-ai-coding-agent-tools",
    "- ## Supporting Infrastructure",
    "  - ### Evaluation",
    "    - [RAGAS](/projects/github.com%2Fexplodinggradients%2Fragas) - Automated evaluation for RAG and agent systems with tool-call and goal-accuracy metrics."
   ],
   "repository_evidence": [
    "# awesome-ai-coding-agent-tools",
    "- ## Supporting Infrastructure",
    "  - ### Evaluation",
    "    - [RAGAS](/projects/github.com%2Fexplodinggradients%2Fragas) - Automated evaluation for RAG and agent systems with tool-call and goal-accuracy metrics."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/namphuongtran%2Fawesome-ai-coding-agent-tools",
   "project": "llama.cpp",
   "repository": "https://github.com/ggml-org/llama.cpp",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-ai-coding-agent-tools",
    "- ## Supporting Infrastructure",
    "  - ### Local LLM Runners",
    "    - [llama.cpp](/projects/github.com%2Fggml-org%2Fllama.cpp) - Lightweight C++ LLM inference with minimal dependencies."
   ],
   "repository_evidence": [
    "# awesome-ai-coding-agent-tools",
    "- ## Supporting Infrastructure",
    "  - ### Local LLM Runners",
    "    - [llama.cpp](/projects/github.com%2Fggml-org%2Fllama.cpp) - Lightweight C++ LLM inference with minimal dependencies."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/namphuongtran%2Fawesome-ai-coding-agent-tools",
   "project": "Llamafile",
   "repository": "https://github.com/Mozilla-Ocho/llamafile",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-ai-coding-agent-tools",
    "- ## Supporting Infrastructure",
    "  - ### Local LLM Runners",
    "    - [Llamafile](/projects/github.com%2FMozilla-Ocho%2Fllamafile) - Single-file executable bundling model and runtime via Cosmopolitan."
   ],
   "repository_evidence": [
    "# awesome-ai-coding-agent-tools",
    "- ## Supporting Infrastructure",
    "  - ### Local LLM Runners",
    "    - [Llamafile](/projects/github.com%2FMozilla-Ocho%2Fllamafile) - Single-file executable bundling model and runtime via Cosmopolitan."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/namphuongtran%2Fawesome-ai-coding-agent-tools",
   "project": "Ollama",
   "repository": "https://github.com/ollama/ollama",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-ai-coding-agent-tools",
    "- ## Supporting Infrastructure",
    "  - ### Local LLM Runners",
    "    - [Ollama](/projects/github.com%2Follama%2Follama) - Single-binary LLM server with built-in model registry and GPU detection."
   ],
   "repository_evidence": [
    "# awesome-ai-coding-agent-tools",
    "- ## Supporting Infrastructure",
    "  - ### Local LLM Runners",
    "    - [Ollama](/projects/github.com%2Follama%2Follama) - Single-binary LLM server with built-in model registry and GPU detection."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/namphuongtran%2Fawesome-ai-coding-agent-tools",
   "project": "vLLM",
   "repository": "https://github.com/vllm-project/vllm",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-ai-coding-agent-tools",
    "- ## Supporting Infrastructure",
    "  - ### Local LLM Runners",
    "    - [vLLM](/projects/github.com%2Fvllm-project%2Fvllm) - High-throughput Python LLM server with PagedAttention."
   ],
   "repository_evidence": [
    "# awesome-ai-coding-agent-tools",
    "- ## Supporting Infrastructure",
    "  - ### Local LLM Runners",
    "    - [vLLM](/projects/github.com%2Fvllm-project%2Fvllm) - High-throughput Python LLM server with PagedAttention."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/namphuongtran%2Fawesome-ai-coding-agent-tools",
   "project": "agentmemory",
   "repository": "https://github.com/rohitg00/agentmemory",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-ai-coding-agent-tools",
    "- ## Supporting Infrastructure",
    "  - ### Memory",
    "    - [agentmemory](/projects/github.com%2Frohitg00%2Fagentmemory) - Persistent memory layer that captures, compresses, and replays coding-agent sessions across 15+ tools via MCP."
   ],
   "repository_evidence": [
    "# awesome-ai-coding-agent-tools",
    "- ## Supporting Infrastructure",
    "  - ### Memory",
    "    - [agentmemory](/projects/github.com%2Frohitg00%2Fagentmemory) - Persistent memory layer that captures, compresses, and replays coding-agent sessions across 15+ tools via MCP."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/namphuongtran%2Fawesome-ai-coding-agent-tools",
   "project": "Cognee",
   "repository": "https://github.com/topoteretes/cognee",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-ai-coding-agent-tools",
    "- ## Supporting Infrastructure",
    "  - ### Memory",
    "    - [Cognee](/projects/github.com%2Ftopoteretes%2Fcognee) - Memory engine with knowledge graphs, ECL pipeline, and multi-hop reasoning."
   ],
   "repository_evidence": [
    "# awesome-ai-coding-agent-tools",
    "- ## Supporting Infrastructure",
    "  - ### Memory",
    "    - [Cognee](/projects/github.com%2Ftopoteretes%2Fcognee) - Memory engine with knowledge graphs, ECL pipeline, and multi-hop reasoning."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/namphuongtran%2Fawesome-ai-coding-agent-tools",
   "project": "context-mode",
   "repository": "https://github.com/mksglu/context-mode",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-ai-coding-agent-tools",
    "- ## Supporting Infrastructure",
    "  - ### Memory",
    "    - [context-mode](/projects/github.com%2Fmksglu%2Fcontext-mode) - MCP plugin that sandboxes tool output and reduces context window usage via FTS5 indexing."
   ],
   "repository_evidence": [
    "# awesome-ai-coding-agent-tools",
    "- ## Supporting Infrastructure",
    "  - ### Memory",
    "    - [context-mode](/projects/github.com%2Fmksglu%2Fcontext-mode) - MCP plugin that sandboxes tool output and reduces context window usage via FTS5 indexing."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/namphuongtran%2Fawesome-ai-coding-agent-tools",
   "project": "Mem0",
   "repository": "https://github.com/mem0ai/mem0",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-ai-coding-agent-tools",
    "- ## Supporting Infrastructure",
    "  - ### Memory",
    "    - [Mem0](/projects/github.com%2Fmem0ai%2Fmem0) - Universal memory layer with semantic, BM25, and entity-linked retrieval."
   ],
   "repository_evidence": [
    "# awesome-ai-coding-agent-tools",
    "- ## Supporting Infrastructure",
    "  - ### Memory",
    "    - [Mem0](/projects/github.com%2Fmem0ai%2Fmem0) - Universal memory layer with semantic, BM25, and entity-linked retrieval."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/namphuongtran%2Fawesome-ai-coding-agent-tools",
   "project": "Zep",
   "repository": "https://github.com/getzep/zep",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-ai-coding-agent-tools",
    "- ## Supporting Infrastructure",
    "  - ### Memory",
    "    - [Zep](/projects/github.com%2Fgetzep%2Fzep) - Long-term memory management for agents with semantic search and summarization."
   ],
   "repository_evidence": [
    "# awesome-ai-coding-agent-tools",
    "- ## Supporting Infrastructure",
    "  - ### Memory",
    "    - [Zep](/projects/github.com%2Fgetzep%2Fzep) - Long-term memory management for agents with semantic search and summarization."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/namphuongtran%2Fawesome-ai-coding-agent-tools",
   "project": "Helicone",
   "repository": "https://github.com/Helicone/helicone",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-ai-coding-agent-tools",
    "- ## Supporting Infrastructure",
    "  - ### Observability",
    "    - [Helicone](/projects/github.com%2FHelicone%2Fhelicone) - Open-source LLM observability platform for tracing and monitoring."
   ],
   "repository_evidence": [
    "# awesome-ai-coding-agent-tools",
    "- ## Supporting Infrastructure",
    "  - ### Observability",
    "    - [Helicone](/projects/github.com%2FHelicone%2Fhelicone) - Open-source LLM observability platform for tracing and monitoring."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/namphuongtran%2Fawesome-ai-coding-agent-tools",
   "project": "Langfuse",
   "repository": "https://github.com/langfuse/langfuse",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-ai-coding-agent-tools",
    "- ## Supporting Infrastructure",
    "  - ### Observability",
    "    - [Langfuse](/projects/github.com%2Flangfuse%2Flangfuse) - Open-source observability with tracing, evals, and prompt management."
   ],
   "repository_evidence": [
    "# awesome-ai-coding-agent-tools",
    "- ## Supporting Infrastructure",
    "  - ### Observability",
    "    - [Langfuse](/projects/github.com%2Flangfuse%2Flangfuse) - Open-source observability with tracing, evals, and prompt management."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/namphuongtran%2Fawesome-ai-coding-agent-tools",
   "project": "OpenLLMetry",
   "repository": "https://github.com/traceloop/openllmetry",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-ai-coding-agent-tools",
    "- ## Supporting Infrastructure",
    "  - ### Observability",
    "    - [OpenLLMetry](/projects/github.com%2Ftraceloop%2Fopenllmetry) - OpenTelemetry-based agent observability for 20+ providers."
   ],
   "repository_evidence": [
    "# awesome-ai-coding-agent-tools",
    "- ## Supporting Infrastructure",
    "  - ### Observability",
    "    - [OpenLLMetry](/projects/github.com%2Ftraceloop%2Fopenllmetry) - OpenTelemetry-based agent observability for 20+ providers."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/namphuongtran%2Fawesome-ai-coding-agent-tools",
   "project": "Phoenix",
   "repository": "https://github.com/Arize-ai/phoenix",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-ai-coding-agent-tools",
    "- ## Supporting Infrastructure",
    "  - ### Observability",
    "    - [Phoenix](/projects/github.com%2FArize-ai%2Fphoenix) - Arize's open-source LLM observability platform for tracing and evaluation."
   ],
   "repository_evidence": [
    "# awesome-ai-coding-agent-tools",
    "- ## Supporting Infrastructure",
    "  - ### Observability",
    "    - [Phoenix](/projects/github.com%2FArize-ai%2Fphoenix) - Arize's open-source LLM observability platform for tracing and evaluation."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/namphuongtran%2Fawesome-ai-coding-agent-tools",
   "project": "Agenta",
   "repository": "https://github.com/Agenta-AI/agenta",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-ai-coding-agent-tools",
    "- ## Supporting Infrastructure",
    "  - ### Prompt Management",
    "    - [Agenta](/projects/github.com%2FAgenta-AI%2Fagenta) - LLMOps platform with Git-like prompt versioning and parallel experimentation."
   ],
   "repository_evidence": [
    "# awesome-ai-coding-agent-tools",
    "- ## Supporting Infrastructure",
    "  - ### Prompt Management",
    "    - [Agenta](/projects/github.com%2FAgenta-AI%2Fagenta) - LLMOps platform with Git-like prompt versioning and parallel experimentation."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/namphuongtran%2Fawesome-ai-coding-agent-tools",
   "project": "Latitude",
   "repository": "https://github.com/latitude-dev/latitude-llm",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-ai-coding-agent-tools",
    "- ## Supporting Infrastructure",
    "  - ### Prompt Management",
    "    - [Latitude](/projects/github.com%2Flatitude-dev%2Flatitude-llm) - Enterprise prompt engineering with collaboration and real-time validation."
   ],
   "repository_evidence": [
    "# awesome-ai-coding-agent-tools",
    "- ## Supporting Infrastructure",
    "  - ### Prompt Management",
    "    - [Latitude](/projects/github.com%2Flatitude-dev%2Flatitude-llm) - Enterprise prompt engineering with collaboration and real-time validation."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/namphuongtran%2Fawesome-ai-coding-agent-tools",
   "project": "Daytona",
   "repository": "https://github.com/daytonaio/daytona",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-ai-coding-agent-tools",
    "- ## Supporting Infrastructure",
    "  - ### Sandboxing & Execution",
    "    - [Daytona](/projects/github.com%2Fdaytonaio%2Fdaytona) - Sub-90ms sandbox creation for AI-generated code with lifecycle automation."
   ],
   "repository_evidence": [
    "# awesome-ai-coding-agent-tools",
    "- ## Supporting Infrastructure",
    "  - ### Sandboxing & Execution",
    "    - [Daytona](/projects/github.com%2Fdaytonaio%2Fdaytona) - Sub-90ms sandbox creation for AI-generated code with lifecycle automation."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/namphuongtran%2Fawesome-ai-coding-agent-tools",
   "project": "E2B",
   "repository": "https://github.com/e2b-dev/E2B",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-ai-coding-agent-tools",
    "- ## Supporting Infrastructure",
    "  - ### Sandboxing & Execution",
    "    - [E2B](/projects/github.com%2Fe2b-dev%2FE2B) - Open-source cloud sandboxes via Firecracker for secure AI code execution."
   ],
   "repository_evidence": [
    "# awesome-ai-coding-agent-tools",
    "- ## Supporting Infrastructure",
    "  - ### Sandboxing & Execution",
    "    - [E2B](/projects/github.com%2Fe2b-dev%2FE2B) - Open-source cloud sandboxes via Firecracker for secure AI code execution."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/namphuongtran%2Fawesome-ai-coding-agent-tools",
   "project": "Chroma",
   "repository": "https://github.com/chroma-core/chroma",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-ai-coding-agent-tools",
    "- ## Supporting Infrastructure",
    "  - ### Vector Databases",
    "    - [Chroma](/projects/github.com%2Fchroma-core%2Fchroma) - Open-source AI embedding database for RAG with native embedding and retrieval."
   ],
   "repository_evidence": [
    "# awesome-ai-coding-agent-tools",
    "- ## Supporting Infrastructure",
    "  - ### Vector Databases",
    "    - [Chroma](/projects/github.com%2Fchroma-core%2Fchroma) - Open-source AI embedding database for RAG with native embedding and retrieval."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/namphuongtran%2Fawesome-ai-coding-agent-tools",
   "project": "LanceDB",
   "repository": "https://github.com/lancedb/lancedb",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-ai-coding-agent-tools",
    "- ## Supporting Infrastructure",
    "  - ### Vector Databases",
    "    - [LanceDB](/projects/github.com%2Flancedb%2Flancedb) - Developer-friendly embedded retrieval library for multimodal AI (Python/JS/Rust)."
   ],
   "repository_evidence": [
    "# awesome-ai-coding-agent-tools",
    "- ## Supporting Infrastructure",
    "  - ### Vector Databases",
    "    - [LanceDB](/projects/github.com%2Flancedb%2Flancedb) - Developer-friendly embedded retrieval library for multimodal AI (Python/JS/Rust)."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/namphuongtran%2Fawesome-ai-coding-agent-tools",
   "project": "Milvus",
   "repository": "https://github.com/milvus-io/milvus",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-ai-coding-agent-tools",
    "- ## Supporting Infrastructure",
    "  - ### Vector Databases",
    "    - [Milvus](/projects/github.com%2Fmilvus-io%2Fmilvus) - Cloud-native distributed vector database supporting billions of vectors with GPU acceleration."
   ],
   "repository_evidence": [
    "# awesome-ai-coding-agent-tools",
    "- ## Supporting Infrastructure",
    "  - ### Vector Databases",
    "    - [Milvus](/projects/github.com%2Fmilvus-io%2Fmilvus) - Cloud-native distributed vector database supporting billions of vectors with GPU acceleration."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/namphuongtran%2Fawesome-ai-coding-agent-tools",
   "project": "pgvector",
   "repository": "https://github.com/pgvector/pgvector",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-ai-coding-agent-tools",
    "- ## Supporting Infrastructure",
    "  - ### Vector Databases",
    "    - [pgvector](/projects/github.com%2Fpgvector%2Fpgvector) - PostgreSQL extension for vector similarity search with IVFFlat and HNSW indices."
   ],
   "repository_evidence": [
    "# awesome-ai-coding-agent-tools",
    "- ## Supporting Infrastructure",
    "  - ### Vector Databases",
    "    - [pgvector](/projects/github.com%2Fpgvector%2Fpgvector) - PostgreSQL extension for vector similarity search with IVFFlat and HNSW indices."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/namphuongtran%2Fawesome-ai-coding-agent-tools",
   "project": "Qdrant",
   "repository": "https://github.com/qdrant/qdrant",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-ai-coding-agent-tools",
    "- ## Supporting Infrastructure",
    "  - ### Vector Databases",
    "    - [Qdrant](/projects/github.com%2Fqdrant%2Fqdrant) - High-performance Rust vector database with filtering, reranking, and hybrid search."
   ],
   "repository_evidence": [
    "# awesome-ai-coding-agent-tools",
    "- ## Supporting Infrastructure",
    "  - ### Vector Databases",
    "    - [Qdrant](/projects/github.com%2Fqdrant%2Fqdrant) - High-performance Rust vector database with filtering, reranking, and hybrid search."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/namphuongtran%2Fawesome-ai-coding-agent-tools",
   "project": "Weaviate",
   "repository": "https://github.com/weaviate/weaviate",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-ai-coding-agent-tools",
    "- ## Supporting Infrastructure",
    "  - ### Vector Databases",
    "    - [Weaviate](/projects/github.com%2Fweaviate%2Fweaviate) - Vector database with hybrid semantic + keyword search and ML-ready architecture."
   ],
   "repository_evidence": [
    "# awesome-ai-coding-agent-tools",
    "- ## Supporting Infrastructure",
    "  - ### Vector Databases",
    "    - [Weaviate](/projects/github.com%2Fweaviate%2Fweaviate) - Vector database with hybrid semantic + keyword search and ML-ready architecture."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/namphuongtran%2Fawesome-ai-coding-agent-tools",
   "project": "Dagger",
   "repository": "https://github.com/dagger/dagger",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-ai-coding-agent-tools",
    "- ## Supporting Infrastructure",
    "  - ### Workflow & Pipeline Orchestration",
    "    - [Dagger](/projects/github.com%2Fdagger%2Fdagger) - Containerized pipelines as code (TypeScript/Go/Python) that run locally, in CI, or cloud."
   ],
   "repository_evidence": [
    "# awesome-ai-coding-agent-tools",
    "- ## Supporting Infrastructure",
    "  - ### Workflow & Pipeline Orchestration",
    "    - [Dagger](/projects/github.com%2Fdagger%2Fdagger) - Containerized pipelines as code (TypeScript/Go/Python) that run locally, in CI, or cloud."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/namphuongtran%2Fawesome-ai-coding-agent-tools",
   "project": "Flowise",
   "repository": "https://github.com/FlowiseAI/Flowise",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-ai-coding-agent-tools",
    "- ## Supporting Infrastructure",
    "  - ### Workflow & Pipeline Orchestration",
    "    - [Flowise](/projects/github.com%2FFlowiseAI%2FFlowise) - Visual low-code LLM app builder with drag-drop workflows for agents, RAG, and chatbots."
   ],
   "repository_evidence": [
    "# awesome-ai-coding-agent-tools",
    "- ## Supporting Infrastructure",
    "  - ### Workflow & Pipeline Orchestration",
    "    - [Flowise](/projects/github.com%2FFlowiseAI%2FFlowise) - Visual low-code LLM app builder with drag-drop workflows for agents, RAG, and chatbots."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/namphuongtran%2Fawesome-ai-coding-agent-tools",
   "project": "Kestra",
   "repository": "https://github.com/kestra-io/kestra",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-ai-coding-agent-tools",
    "- ## Supporting Infrastructure",
    "  - ### Workflow & Pipeline Orchestration",
    "    - [Kestra](/projects/github.com%2Fkestra-io%2Fkestra) - Event-driven workflow orchestration with YAML; real-time scheduling, retries, sub-flows."
   ],
   "repository_evidence": [
    "# awesome-ai-coding-agent-tools",
    "- ## Supporting Infrastructure",
    "  - ### Workflow & Pipeline Orchestration",
    "    - [Kestra](/projects/github.com%2Fkestra-io%2Fkestra) - Event-driven workflow orchestration with YAML; real-time scheduling, retries, sub-flows."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/namphuongtran%2Fawesome-ai-coding-agent-tools",
   "project": "n8n",
   "repository": "https://github.com/n8n-io/n8n",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-ai-coding-agent-tools",
    "- ## Supporting Infrastructure",
    "  - ### Workflow & Pipeline Orchestration",
    "    - [n8n](/projects/github.com%2Fn8n-io%2Fn8n) - Fair-code workflow automation with 1000+ native integrations and hybrid visual + code editor."
   ],
   "repository_evidence": [
    "# awesome-ai-coding-agent-tools",
    "- ## Supporting Infrastructure",
    "  - ### Workflow & Pipeline Orchestration",
    "    - [n8n](/projects/github.com%2Fn8n-io%2Fn8n) - Fair-code workflow automation with 1000+ native integrations and hybrid visual + code editor."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/namphuongtran%2Fawesome-ai-coding-agent-tools",
   "project": "Prefect",
   "repository": "https://github.com/PrefectHQ/prefect",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-ai-coding-agent-tools",
    "- ## Supporting Infrastructure",
    "  - ### Workflow & Pipeline Orchestration",
    "    - [Prefect](/projects/github.com%2FPrefectHQ%2Fprefect) - Pythonic workflow orchestration for data pipelines with growing AI/agent positioning."
   ],
   "repository_evidence": [
    "# awesome-ai-coding-agent-tools",
    "- ## Supporting Infrastructure",
    "  - ### Workflow & Pipeline Orchestration",
    "    - [Prefect](/projects/github.com%2FPrefectHQ%2Fprefect) - Pythonic workflow orchestration for data pipelines with growing AI/agent positioning."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://futureagi.com/blog/oss-agent-frameworks-2026",
   "project": "LangGraph",
   "repository": "https://github.com/langchain-ai/langgraph",
   "stars": "31000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Comparing Open-Source AI Agent Frameworks in 2026",
    "## TL;DR: open-source agent frameworks compared",
    "| Framework | Best for | Language | Architecture | Maturity or License |",
    "| LangGraph | Stateful multi-agent workflows | Python, JS/TS | Graph nodes, edges, shared state, checkpointing | MIT, about 31k stars, `langgraph` 1.1.10 |"
   ],
   "repository_evidence": [
    "Comparing Open-Source AI Agent Frameworks in 2026",
    "### LangGraph. Best for stateful multi-agent workflows",
    "**License:** MIT at [github.com/langchain-ai/langgraph](https://github.com/langchain-ai/langgraph)."
   ],
   "stars_evidence": [
    "Comparing Open-Source AI Agent Frameworks in 2026",
    "## TL;DR: open-source agent frameworks compared",
    "| Framework | Best for | Language | Architecture | Maturity or License |",
    "| LangGraph | Stateful multi-agent workflows | Python, JS/TS | Graph nodes, edges, shared state, checkpointing | MIT, about 31k stars, `langgraph` 1.1.10 |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://futureagi.com/blog/oss-agent-frameworks-2026",
   "project": "CrewAI",
   "repository": "https://github.com/crewAIInc/crewAI",
   "stars": "51000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Comparing Open-Source AI Agent Frameworks in 2026",
    "## TL;DR: open-source agent frameworks compared",
    "| Framework | Best for | Language | Architecture | Maturity or License |",
    "| CrewAI | Role-based agent teams | Python | Agents, Tasks, Crews, Flows | MIT, about 51k stars, `crewai` 1.14.4 |"
   ],
   "repository_evidence": [
    "Comparing Open-Source AI Agent Frameworks in 2026",
    "### CrewAI. Best for role-based agent teams",
    "**License:** MIT at [github.com/crewAIInc/crewAI](https://github.com/crewAIInc/crewAI)."
   ],
   "stars_evidence": [
    "Comparing Open-Source AI Agent Frameworks in 2026",
    "## TL;DR: open-source agent frameworks compared",
    "| Framework | Best for | Language | Architecture | Maturity or License |",
    "| CrewAI | Role-based agent teams | Python | Agents, Tasks, Crews, Flows | MIT, about 51k stars, `crewai` 1.14.4 |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://futureagi.com/blog/oss-agent-frameworks-2026",
   "project": "AutoGen",
   "repository": "https://github.com/microsoft/autogen",
   "stars": "58000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Comparing Open-Source AI Agent Frameworks in 2026",
    "## TL;DR: open-source agent frameworks compared",
    "| Framework | Best for | Language | Architecture | Maturity or License |",
    "| AutoGen | Microsoft and research-style multi-agent | Python, .NET path via Agent Framework | Core, AgentChat, Extensions, conversational agents | Code MIT, docs CC-BY-4.0, about 58k stars, maintenance mode |"
   ],
   "repository_evidence": [
    "Comparing Open-Source AI Agent Frameworks in 2026",
    "### AutoGen. Best for Microsoft + research-style multi-agent",
    "**License:** [microsoft/autogen](https://github.com/microsoft/autogen) uses MIT for code and CC-BY-4.0 for docs."
   ],
   "stars_evidence": [
    "Comparing Open-Source AI Agent Frameworks in 2026",
    "## TL;DR: open-source agent frameworks compared",
    "| Framework | Best for | Language | Architecture | Maturity or License |",
    "| AutoGen | Microsoft and research-style multi-agent | Python, .NET path via Agent Framework | Core, AgentChat, Extensions, conversational agents | Code MIT, docs CC-BY-4.0, about 58k stars, maintenance mode |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://futureagi.com/blog/oss-agent-frameworks-2026",
   "project": "smolagents",
   "repository": "https://github.com/huggingface/smolagents",
   "stars": "27000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Comparing Open-Source AI Agent Frameworks in 2026",
    "## TL;DR: open-source agent frameworks compared",
    "| Framework | Best for | Language | Architecture | Maturity or License |",
    "| smolagents | Minimal-code agent prototyping | Python | CodeAgent, ToolCallingAgent, code-as-action | Apache 2.0, about 27k stars, 1.24.0 |"
   ],
   "repository_evidence": [
    "Comparing Open-Source AI Agent Frameworks in 2026",
    "### smolagents. Best for minimal-code agent prototyping",
    "**License:** Apache 2.0 at [github.com/huggingface/smolagents](https://github.com/huggingface/smolagents)."
   ],
   "stars_evidence": [
    "Comparing Open-Source AI Agent Frameworks in 2026",
    "## TL;DR: open-source agent frameworks compared",
    "| Framework | Best for | Language | Architecture | Maturity or License |",
    "| smolagents | Minimal-code agent prototyping | Python | CodeAgent, ToolCallingAgent, code-as-action | Apache 2.0, about 27k stars, 1.24.0 |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://futureagi.com/blog/oss-agent-frameworks-2026",
   "project": "AGNO",
   "repository": "https://github.com/agno-agi/agno",
   "stars": "40000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Comparing Open-Source AI Agent Frameworks in 2026",
    "## TL;DR: open-source agent frameworks compared",
    "| Framework | Best for | Language | Architecture | Maturity or License |",
    "| AGNO | Lightweight production agents | Python | SDK, FastAPI runtime, AgentOS control plane | Apache 2.0, about 40k stars, 2.6.5 |"
   ],
   "repository_evidence": [
    "Comparing Open-Source AI Agent Frameworks in 2026",
    "### AGNO. Best for lightweight production agents",
    "**License:** Apache 2.0 at [github.com/agno-agi/agno](https://github.com/agno-agi/agno)."
   ],
   "stars_evidence": [
    "Comparing Open-Source AI Agent Frameworks in 2026",
    "## TL;DR: open-source agent frameworks compared",
    "| Framework | Best for | Language | Architecture | Maturity or License |",
    "| AGNO | Lightweight production agents | Python | SDK, FastAPI runtime, AgentOS control plane | Apache 2.0, about 40k stars, 2.6.5 |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://futureagi.com/blog/oss-agent-frameworks-2026",
   "project": "Letta",
   "repository": "https://github.com/letta-ai/letta",
   "stars": "22000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Comparing Open-Source AI Agent Frameworks in 2026",
    "## TL;DR: open-source agent frameworks compared",
    "| Framework | Best for | Language | Architecture | Maturity or License |",
    "| Letta | Persistent-memory agents | Python server, Python and TS clients | Self-editing memory blocks and stateful agents | Apache 2.0, about 22k stars, 0.16.7 |"
   ],
   "repository_evidence": [
    "Comparing Open-Source AI Agent Frameworks in 2026",
    "### Letta (formerly MemGPT). Best for persistent-memory agents",
    "**License:** Apache 2.0 at [github.com/letta-ai/letta](https://github.com/letta-ai/letta)."
   ],
   "stars_evidence": [
    "Comparing Open-Source AI Agent Frameworks in 2026",
    "## TL;DR: open-source agent frameworks compared",
    "| Framework | Best for | Language | Architecture | Maturity or License |",
    "| Letta | Persistent-memory agents | Python server, Python and TS clients | Self-editing memory blocks and stateful agents | Apache 2.0, about 22k stars, 0.16.7 |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://futureagi.com/blog/oss-agent-frameworks-2026",
   "project": "LlamaIndex Agent",
   "repository": "https://github.com/run-llama/llama_index",
   "stars": "49000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Comparing Open-Source AI Agent Frameworks in 2026",
    "## TL;DR: open-source agent frameworks compared",
    "| Framework | Best for | Language | Architecture | Maturity or License |",
    "| LlamaIndex Agent | Retrieval-centered agents | Python, JS/TS | AgentWorkflow, FunctionAgent, ReActAgent over data tools | MIT, about 49k stars, `llama-index` 0.14.21 |"
   ],
   "repository_evidence": [
    "Comparing Open-Source AI Agent Frameworks in 2026",
    "### LlamaIndex Agent. Best when retrieval is the centerpiece",
    "**License:** MIT at [github.com/run-llama/llama_index](https://github.com/run-llama/llama_index)."
   ],
   "stars_evidence": [
    "Comparing Open-Source AI Agent Frameworks in 2026",
    "## TL;DR: open-source agent frameworks compared",
    "| Framework | Best for | Language | Architecture | Maturity or License |",
    "| LlamaIndex Agent | Retrieval-centered agents | Python, JS/TS | AgentWorkflow, FunctionAgent, ReActAgent over data tools | MIT, about 49k stars, `llama-index` 0.14.21 |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://futureagi.com/blog/oss-agent-frameworks-2026",
   "project": "AG2",
   "repository": "https://github.com/ag2ai/ag2",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Comparing Open-Source AI Agent Frameworks in 2026",
    "**License:** [microsoft/autogen](https://github.com/microsoft/autogen) uses MIT for code and CC-BY-4.0 for docs.",
    "[ag2ai/ag2](https://github.com/ag2ai/ag2) is Apache 2.0, with latest release checked at 0.12.3 on May 6, 2026."
   ],
   "repository_evidence": [
    "Comparing Open-Source AI Agent Frameworks in 2026",
    "[ag2ai/ag2](https://github.com/ag2ai/ag2) is Apache 2.0, with latest release checked at 0.12.3 on May 6, 2026."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/Scottcjn/awesome-agents/blob/main/README.md",
   "project": "AutoGPT",
   "repository": "https://github.com/Significant-Gravitas/AutoGPT",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "A curated list of AI agent platforms, frameworks, protocols, tools, and resources.",
    "Hosted platforms and services for building, deploying, and running AI agents.",
    "- [AutoGPT](https://github.com/Significant-Gravitas/AutoGPT) - Open-source attempt to make GPT-4 fully autonomous with self-prompting and task decomposition."
   ],
   "repository_evidence": [
    "A curated list of AI agent platforms, frameworks, protocols, tools, and resources.",
    "Hosted platforms and services for building, deploying, and running AI agents.",
    "- [AutoGPT](https://github.com/Significant-Gravitas/AutoGPT) - Open-source attempt to make GPT-4 fully autonomous with self-prompting and task decomposition."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/Scottcjn/awesome-agents/blob/main/README.md",
   "project": "AgentGPT",
   "repository": "https://github.com/reworkd/AgentGPT",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "A curated list of AI agent platforms, frameworks, protocols, tools, and resources.",
    "Hosted platforms and services for building, deploying, and running AI agents.",
    "- [AgentGPT](https://github.com/reworkd/AgentGPT) - Browser-based tool for assembling, configuring, and deploying autonomous AI agents."
   ],
   "repository_evidence": [
    "A curated list of AI agent platforms, frameworks, protocols, tools, and resources.",
    "Hosted platforms and services for building, deploying, and running AI agents.",
    "- [AgentGPT](https://github.com/reworkd/AgentGPT) - Browser-based tool for assembling, configuring, and deploying autonomous AI agents."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/Scottcjn/awesome-agents/blob/main/README.md",
   "project": "BabyAGI",
   "repository": "https://github.com/yoheinakajima/babyagi",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "A curated list of AI agent platforms, frameworks, protocols, tools, and resources.",
    "Hosted platforms and services for building, deploying, and running AI agents.",
    "- [BabyAGI](https://github.com/yoheinakajima/babyagi) - Task management system using OpenAI and vector databases to create and prioritize tasks autonomously."
   ],
   "repository_evidence": [
    "A curated list of AI agent platforms, frameworks, protocols, tools, and resources.",
    "Hosted platforms and services for building, deploying, and running AI agents.",
    "- [BabyAGI](https://github.com/yoheinakajima/babyagi) - Task management system using OpenAI and vector databases to create and prioritize tasks autonomously."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/Scottcjn/awesome-agents/blob/main/README.md",
   "project": "SuperAGI",
   "repository": "https://github.com/TransformerOptimus/SuperAGI",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "A curated list of AI agent platforms, frameworks, protocols, tools, and resources.",
    "Hosted platforms and services for building, deploying, and running AI agents.",
    "- [SuperAGI](https://github.com/TransformerOptimus/SuperAGI) - Dev-first open-source autonomous AI agent framework with tools, logs, and agent provisioning."
   ],
   "repository_evidence": [
    "A curated list of AI agent platforms, frameworks, protocols, tools, and resources.",
    "Hosted platforms and services for building, deploying, and running AI agents.",
    "- [SuperAGI](https://github.com/TransformerOptimus/SuperAGI) - Dev-first open-source autonomous AI agent framework with tools, logs, and agent provisioning."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/Scottcjn/awesome-agents/blob/main/README.md",
   "project": "MetaGPT",
   "repository": "https://github.com/geekan/MetaGPT",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "A curated list of AI agent platforms, frameworks, protocols, tools, and resources.",
    "Hosted platforms and services for building, deploying, and running AI agents.",
    "- [MetaGPT](https://github.com/geekan/MetaGPT) - Multi-agent framework assigning different GPT roles to form collaborative software entities."
   ],
   "repository_evidence": [
    "A curated list of AI agent platforms, frameworks, protocols, tools, and resources.",
    "Hosted platforms and services for building, deploying, and running AI agents.",
    "- [MetaGPT](https://github.com/geekan/MetaGPT) - Multi-agent framework assigning different GPT roles to form collaborative software entities."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/Scottcjn/awesome-agents/blob/main/README.md",
   "project": "OpenHands",
   "repository": "https://github.com/All-Hands-AI/OpenHands",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "A curated list of AI agent platforms, frameworks, protocols, tools, and resources.",
    "Hosted platforms and services for building, deploying, and running AI agents.",
    "- [OpenHands](https://github.com/All-Hands-AI/OpenHands) - Open-source platform for autonomous software engineering agents (formerly OpenDevin)."
   ],
   "repository_evidence": [
    "A curated list of AI agent platforms, frameworks, protocols, tools, and resources.",
    "Hosted platforms and services for building, deploying, and running AI agents.",
    "- [OpenHands](https://github.com/All-Hands-AI/OpenHands) - Open-source platform for autonomous software engineering agents (formerly OpenDevin)."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/Scottcjn/awesome-agents/blob/main/README.md",
   "project": "E2B",
   "repository": "https://github.com/e2b-dev/e2b",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "A curated list of AI agent platforms, frameworks, protocols, tools, and resources.",
    "Hosted platforms and services for building, deploying, and running AI agents.",
    "- [E2B](https://github.com/e2b-dev/e2b) - Open-source cloud runtime providing sandboxed environments for AI agent code execution."
   ],
   "repository_evidence": [
    "A curated list of AI agent platforms, frameworks, protocols, tools, and resources.",
    "Hosted platforms and services for building, deploying, and running AI agents.",
    "- [E2B](https://github.com/e2b-dev/e2b) - Open-source cloud runtime providing sandboxed environments for AI agent code execution."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/Scottcjn/awesome-agents/blob/main/README.md",
   "project": "Flowise",
   "repository": "https://github.com/FlowiseAI/Flowise",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "A curated list of AI agent platforms, frameworks, protocols, tools, and resources.",
    "Hosted platforms and services for building, deploying, and running AI agents.",
    "- [Flowise](https://github.com/FlowiseAI/Flowise) - Drag-and-drop UI for building customized LLM orchestration flows and AI agents."
   ],
   "repository_evidence": [
    "A curated list of AI agent platforms, frameworks, protocols, tools, and resources.",
    "Hosted platforms and services for building, deploying, and running AI agents.",
    "- [Flowise](https://github.com/FlowiseAI/Flowise) - Drag-and-drop UI for building customized LLM orchestration flows and AI agents."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/Scottcjn/awesome-agents/blob/main/README.md",
   "project": "Dify",
   "repository": "https://github.com/langgenius/dify",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "A curated list of AI agent platforms, frameworks, protocols, tools, and resources.",
    "Hosted platforms and services for building, deploying, and running AI agents.",
    "- [Dify](https://github.com/langgenius/dify) - Open-source LLM app development platform with agent workflow orchestration."
   ],
   "repository_evidence": [
    "A curated list of AI agent platforms, frameworks, protocols, tools, and resources.",
    "Hosted platforms and services for building, deploying, and running AI agents.",
    "- [Dify](https://github.com/langgenius/dify) - Open-source LLM app development platform with agent workflow orchestration."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/Scottcjn/awesome-agents/blob/main/README.md",
   "project": "Letta",
   "repository": "https://github.com/letta-ai/letta",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "A curated list of AI agent platforms, frameworks, protocols, tools, and resources.",
    "Hosted platforms and services for building, deploying, and running AI agents.",
    "- [Letta](https://github.com/letta-ai/letta) - Framework for creating stateful LLM agents with long-term memory (formerly MemGPT)."
   ],
   "repository_evidence": [
    "A curated list of AI agent platforms, frameworks, protocols, tools, and resources.",
    "Hosted platforms and services for building, deploying, and running AI agents.",
    "- [Letta](https://github.com/letta-ai/letta) - Framework for creating stateful LLM agents with long-term memory (formerly MemGPT)."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/Scottcjn/awesome-agents/blob/main/README.md",
   "project": "Hivekeep",
   "repository": "https://github.com/MarlBurroW/hivekeep",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "A curated list of AI agent platforms, frameworks, protocols, tools, and resources.",
    "Hosted platforms and services for building, deploying, and running AI agents.",
    "- [Hivekeep](https://github.com/MarlBurroW/hivekeep) - Self-hosted platform to run a team of specialized AI agents with persistent memory and a web UI, reachable over Telegram, Slack, Discord and Matrix, in a single Bun and SQLite container."
   ],
   "repository_evidence": [
    "A curated list of AI agent platforms, frameworks, protocols, tools, and resources.",
    "Hosted platforms and services for building, deploying, and running AI agents.",
    "- [Hivekeep](https://github.com/MarlBurroW/hivekeep) - Self-hosted platform to run a team of specialized AI agents with persistent memory and a web UI, reachable over Telegram, Slack, Discord and Matrix, in a single Bun and SQLite container."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/Scottcjn/awesome-agents/blob/main/README.md",
   "project": "LangChain",
   "repository": "https://github.com/langchain-ai/langchain",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "A curated list of AI agent platforms, frameworks, protocols, tools, and resources.",
    "Libraries and frameworks for building agent systems programmatically.",
    "- [LangChain](https://github.com/langchain-ai/langchain) - Framework for developing applications powered by language models with chains, agents, and retrieval."
   ],
   "repository_evidence": [
    "A curated list of AI agent platforms, frameworks, protocols, tools, and resources.",
    "Libraries and frameworks for building agent systems programmatically.",
    "- [LangChain](https://github.com/langchain-ai/langchain) - Framework for developing applications powered by language models with chains, agents, and retrieval."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/Scottcjn/awesome-agents/blob/main/README.md",
   "project": "LlamaIndex",
   "repository": "https://github.com/run-llama/llama_index",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "A curated list of AI agent platforms, frameworks, protocols, tools, and resources.",
    "Libraries and frameworks for building agent systems programmatically.",
    "- [LlamaIndex](https://github.com/run-llama/llama_index) - Data framework for connecting custom data sources to large language models."
   ],
   "repository_evidence": [
    "A curated list of AI agent platforms, frameworks, protocols, tools, and resources.",
    "Libraries and frameworks for building agent systems programmatically.",
    "- [LlamaIndex](https://github.com/run-llama/llama_index) - Data framework for connecting custom data sources to large language models."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/Scottcjn/awesome-agents/blob/main/README.md",
   "project": "CrewAI",
   "repository": "https://github.com/crewAIInc/crewAI",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "A curated list of AI agent platforms, frameworks, protocols, tools, and resources.",
    "Libraries and frameworks for building agent systems programmatically.",
    "- [CrewAI](https://github.com/crewAIInc/crewAI) - Framework for orchestrating role-playing autonomous AI agents that work together as a crew."
   ],
   "repository_evidence": [
    "A curated list of AI agent platforms, frameworks, protocols, tools, and resources.",
    "Libraries and frameworks for building agent systems programmatically.",
    "- [CrewAI](https://github.com/crewAIInc/crewAI) - Framework for orchestrating role-playing autonomous AI agents that work together as a crew."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/Scottcjn/awesome-agents/blob/main/README.md",
   "project": "Autogen",
   "repository": "https://github.com/microsoft/autogen",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "A curated list of AI agent platforms, frameworks, protocols, tools, and resources.",
    "Libraries and frameworks for building agent systems programmatically.",
    "- [Autogen](https://github.com/microsoft/autogen) - Microsoft's framework for building multi-agent conversational AI systems."
   ],
   "repository_evidence": [
    "A curated list of AI agent platforms, frameworks, protocols, tools, and resources.",
    "Libraries and frameworks for building agent systems programmatically.",
    "- [Autogen](https://github.com/microsoft/autogen) - Microsoft's framework for building multi-agent conversational AI systems."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/Scottcjn/awesome-agents/blob/main/README.md",
   "project": "Semantic Kernel",
   "repository": "https://github.com/microsoft/semantic-kernel",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "A curated list of AI agent platforms, frameworks, protocols, tools, and resources.",
    "Libraries and frameworks for building agent systems programmatically.",
    "- [Semantic Kernel](https://github.com/microsoft/semantic-kernel) - Microsoft's SDK for integrating LLMs into apps with planners, plugins, and agent patterns."
   ],
   "repository_evidence": [
    "A curated list of AI agent platforms, frameworks, protocols, tools, and resources.",
    "Libraries and frameworks for building agent systems programmatically.",
    "- [Semantic Kernel](https://github.com/microsoft/semantic-kernel) - Microsoft's SDK for integrating LLMs into apps with planners, plugins, and agent patterns."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/Scottcjn/awesome-agents/blob/main/README.md",
   "project": "Phidata",
   "repository": "https://github.com/phidatahq/phidata",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "A curated list of AI agent platforms, frameworks, protocols, tools, and resources.",
    "Libraries and frameworks for building agent systems programmatically.",
    "- [Phidata](https://github.com/phidatahq/phidata) - Toolkit for building AI assistants with memory, knowledge, and tool use."
   ],
   "repository_evidence": [
    "A curated list of AI agent platforms, frameworks, protocols, tools, and resources.",
    "Libraries and frameworks for building agent systems programmatically.",
    "- [Phidata](https://github.com/phidatahq/phidata) - Toolkit for building AI assistants with memory, knowledge, and tool use."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/Scottcjn/awesome-agents/blob/main/README.md",
   "project": "Haystack",
   "repository": "https://github.com/deepset-ai/haystack",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "A curated list of AI agent platforms, frameworks, protocols, tools, and resources.",
    "Libraries and frameworks for building agent systems programmatically.",
    "- [Haystack](https://github.com/deepset-ai/haystack) - End-to-end NLP framework for building production-ready LLM applications and agents."
   ],
   "repository_evidence": [
    "A curated list of AI agent platforms, frameworks, protocols, tools, and resources.",
    "Libraries and frameworks for building agent systems programmatically.",
    "- [Haystack](https://github.com/deepset-ai/haystack) - End-to-end NLP framework for building production-ready LLM applications and agents."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/Scottcjn/awesome-agents/blob/main/README.md",
   "project": "Pydantic AI",
   "repository": "https://github.com/pydantic/pydantic-ai",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "A curated list of AI agent platforms, frameworks, protocols, tools, and resources.",
    "Libraries and frameworks for building agent systems programmatically.",
    "- [Pydantic AI](https://github.com/pydantic/pydantic-ai) - Production-grade type-safe agent framework from the creators of Pydantic."
   ],
   "repository_evidence": [
    "A curated list of AI agent platforms, frameworks, protocols, tools, and resources.",
    "Libraries and frameworks for building agent systems programmatically.",
    "- [Pydantic AI](https://github.com/pydantic/pydantic-ai) - Production-grade type-safe agent framework from the creators of Pydantic."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/Scottcjn/awesome-agents/blob/main/README.md",
   "project": "Swarm",
   "repository": "https://github.com/openai/swarm",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "A curated list of AI agent platforms, frameworks, protocols, tools, and resources.",
    "Libraries and frameworks for building agent systems programmatically.",
    "- [Swarm](https://github.com/openai/swarm) - OpenAI's experimental lightweight multi-agent orchestration framework."
   ],
   "repository_evidence": [
    "A curated list of AI agent platforms, frameworks, protocols, tools, and resources.",
    "Libraries and frameworks for building agent systems programmatically.",
    "- [Swarm](https://github.com/openai/swarm) - OpenAI's experimental lightweight multi-agent orchestration framework."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/Scottcjn/awesome-agents/blob/main/README.md",
   "project": "Smolagents",
   "repository": "https://github.com/huggingface/smolagents",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "A curated list of AI agent platforms, frameworks, protocols, tools, and resources.",
    "Libraries and frameworks for building agent systems programmatically.",
    "- [Smolagents](https://github.com/huggingface/smolagents) - Hugging Face's minimalist library for building powerful agents in a few lines of code."
   ],
   "repository_evidence": [
    "A curated list of AI agent platforms, frameworks, protocols, tools, and resources.",
    "Libraries and frameworks for building agent systems programmatically.",
    "- [Smolagents](https://github.com/huggingface/smolagents) - Hugging Face's minimalist library for building powerful agents in a few lines of code."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/Scottcjn/awesome-agents/blob/main/README.md",
   "project": "LangGraph",
   "repository": "https://github.com/langchain-ai/langgraph",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "A curated list of AI agent platforms, frameworks, protocols, tools, and resources.",
    "Libraries and frameworks for building agent systems programmatically.",
    "- [LangGraph](https://github.com/langchain-ai/langgraph) - Library for building stateful, multi-actor applications with LLMs using graph-based workflows."
   ],
   "repository_evidence": [
    "A curated list of AI agent platforms, frameworks, protocols, tools, and resources.",
    "Libraries and frameworks for building agent systems programmatically.",
    "- [LangGraph](https://github.com/langchain-ai/langgraph) - Library for building stateful, multi-actor applications with LLMs using graph-based workflows."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/Scottcjn/awesome-agents/blob/main/README.md",
   "project": "DSPy",
   "repository": "https://github.com/stanfordnlp/dspy",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "A curated list of AI agent platforms, frameworks, protocols, tools, and resources.",
    "Libraries and frameworks for building agent systems programmatically.",
    "- [DSPy](https://github.com/stanfordnlp/dspy) - Stanford's framework for programming with foundation models through declarative modules rather than prompting."
   ],
   "repository_evidence": [
    "A curated list of AI agent platforms, frameworks, protocols, tools, and resources.",
    "Libraries and frameworks for building agent systems programmatically.",
    "- [DSPy](https://github.com/stanfordnlp/dspy) - Stanford's framework for programming with foundation models through declarative modules rather than prompting."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/Scottcjn/awesome-agents/blob/main/README.md",
   "project": "Rivet",
   "repository": "https://github.com/Ironclad/rivet",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "A curated list of AI agent platforms, frameworks, protocols, tools, and resources.",
    "Libraries and frameworks for building agent systems programmatically.",
    "- [Rivet](https://github.com/Ironclad/rivet) - Visual programming environment for building complex AI agent workflows with a node-based editor."
   ],
   "repository_evidence": [
    "A curated list of AI agent platforms, frameworks, protocols, tools, and resources.",
    "Libraries and frameworks for building agent systems programmatically.",
    "- [Rivet](https://github.com/Ironclad/rivet) - Visual programming environment for building complex AI agent workflows with a node-based editor."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/Scottcjn/awesome-agents/blob/main/README.md",
   "project": "Composio",
   "repository": "https://github.com/ComposioHQ/composio",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "A curated list of AI agent platforms, frameworks, protocols, tools, and resources.",
    "Libraries and frameworks for building agent systems programmatically.",
    "- [Composio](https://github.com/ComposioHQ/composio) - Platform providing 250+ tool integrations for AI agents across popular frameworks."
   ],
   "repository_evidence": [
    "A curated list of AI agent platforms, frameworks, protocols, tools, and resources.",
    "Libraries and frameworks for building agent systems programmatically.",
    "- [Composio](https://github.com/ComposioHQ/composio) - Platform providing 250+ tool integrations for AI agents across popular frameworks."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/Scottcjn/awesome-agents/blob/main/README.md",
   "project": "Coinbase AgentKit",
   "repository": "https://github.com/coinbase/agentkit",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "A curated list of AI agent platforms, frameworks, protocols, tools, and resources.",
    "Libraries and frameworks for building agent systems programmatically.",
    "- [Coinbase AgentKit](https://github.com/coinbase/agentkit) - Toolkit for building AI agents with onchain capabilities and wallet management."
   ],
   "repository_evidence": [
    "A curated list of AI agent platforms, frameworks, protocols, tools, and resources.",
    "Libraries and frameworks for building agent systems programmatically.",
    "- [Coinbase AgentKit](https://github.com/coinbase/agentkit) - Toolkit for building AI agents with onchain capabilities and wallet management."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/Scottcjn/awesome-agents/blob/main/README.md",
   "project": "Vercel AI SDK",
   "repository": "https://github.com/vercel/ai",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "A curated list of AI agent platforms, frameworks, protocols, tools, and resources.",
    "Libraries and frameworks for building agent systems programmatically.",
    "- [Vercel AI SDK](https://github.com/vercel/ai) - TypeScript toolkit for building AI-powered applications with streaming, tool calling, and agent support."
   ],
   "repository_evidence": [
    "A curated list of AI agent platforms, frameworks, protocols, tools, and resources.",
    "Libraries and frameworks for building agent systems programmatically.",
    "- [Vercel AI SDK](https://github.com/vercel/ai) - TypeScript toolkit for building AI-powered applications with streaming, tool calling, and agent support."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/Scottcjn/awesome-agents/blob/main/README.md",
   "project": "Instructor",
   "repository": "https://github.com/instructor-ai/instructor",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "A curated list of AI agent platforms, frameworks, protocols, tools, and resources.",
    "Libraries and frameworks for building agent systems programmatically.",
    "- [Instructor](https://github.com/instructor-ai/instructor) - Library for structured data extraction from LLMs using Pydantic models."
   ],
   "repository_evidence": [
    "A curated list of AI agent platforms, frameworks, protocols, tools, and resources.",
    "Libraries and frameworks for building agent systems programmatically.",
    "- [Instructor](https://github.com/instructor-ai/instructor) - Library for structured data extraction from LLMs using Pydantic models."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/Scottcjn/awesome-agents/blob/main/README.md",
   "project": "Camel",
   "repository": "https://github.com/camel-ai/camel",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "A curated list of AI agent platforms, frameworks, protocols, tools, and resources.",
    "Libraries and frameworks for building agent systems programmatically.",
    "- [Camel](https://github.com/camel-ai/camel) - Communicative agents framework for exploring multi-agent cooperation and competition."
   ],
   "repository_evidence": [
    "A curated list of AI agent platforms, frameworks, protocols, tools, and resources.",
    "Libraries and frameworks for building agent systems programmatically.",
    "- [Camel](https://github.com/camel-ai/camel) - Communicative agents framework for exploring multi-agent cooperation and competition."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/Scottcjn/awesome-agents/blob/main/README.md",
   "project": "Agency Swarm",
   "repository": "https://github.com/VRSEN/agency-swarm",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "A curated list of AI agent platforms, frameworks, protocols, tools, and resources.",
    "Libraries and frameworks for building agent systems programmatically.",
    "- [Agency Swarm](https://github.com/VRSEN/agency-swarm) - Framework for creating collaborative swarms of AI agents based on the agency model."
   ],
   "repository_evidence": [
    "A curated list of AI agent platforms, frameworks, protocols, tools, and resources.",
    "Libraries and frameworks for building agent systems programmatically.",
    "- [Agency Swarm](https://github.com/VRSEN/agency-swarm) - Framework for creating collaborative swarms of AI agents based on the agency model."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/Scottcjn/awesome-agents/blob/main/README.md",
   "project": "TaskWeaver",
   "repository": "https://github.com/microsoft/TaskWeaver",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "A curated list of AI agent platforms, frameworks, protocols, tools, and resources.",
    "Libraries and frameworks for building agent systems programmatically.",
    "- [TaskWeaver](https://github.com/microsoft/TaskWeaver) - Microsoft's code-first agent framework converting natural language requests into executable code."
   ],
   "repository_evidence": [
    "A curated list of AI agent platforms, frameworks, protocols, tools, and resources.",
    "Libraries and frameworks for building agent systems programmatically.",
    "- [TaskWeaver](https://github.com/microsoft/TaskWeaver) - Microsoft's code-first agent framework converting natural language requests into executable code."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/Scottcjn/awesome-agents/blob/main/README.md",
   "project": "Mastra",
   "repository": "https://github.com/mastra-ai/mastra",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "A curated list of AI agent platforms, frameworks, protocols, tools, and resources.",
    "Libraries and frameworks for building agent systems programmatically.",
    "- [Mastra](https://github.com/mastra-ai/mastra) - TypeScript framework for building AI applications with agents, workflows, and RAG."
   ],
   "repository_evidence": [
    "A curated list of AI agent platforms, frameworks, protocols, tools, and resources.",
    "Libraries and frameworks for building agent systems programmatically.",
    "- [Mastra](https://github.com/mastra-ai/mastra) - TypeScript framework for building AI applications with agents, workflows, and RAG."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/Scottcjn/awesome-agents/blob/main/README.md",
   "project": "rust-norion",
   "repository": "https://github.com/yanghao1143/rust-norion",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "A curated list of AI agent platforms, frameworks, protocols, tools, and resources.",
    "Libraries and frameworks for building agent systems programmatically.",
    "- [rust-norion](https://github.com/yanghao1143/rust-norion) - Rust prototype for building agent runtime control layers with memory gates, model routing policy, audit evidence, and self-evolution loop tooling."
   ],
   "repository_evidence": [
    "A curated list of AI agent platforms, frameworks, protocols, tools, and resources.",
    "Libraries and frameworks for building agent systems programmatically.",
    "- [rust-norion](https://github.com/yanghao1143/rust-norion) - Rust prototype for building agent runtime control layers with memory gates, model routing policy, audit evidence, and self-evolution loop tooling."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/Scottcjn/awesome-agents/blob/main/README.md",
   "project": "Agno",
   "repository": "https://github.com/agno-agi/agno",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "A curated list of AI agent platforms, frameworks, protocols, tools, and resources.",
    "Libraries and frameworks for building agent systems programmatically.",
    "- [Agno](https://github.com/agno-agi/agno) - Lightweight library for building multi-modal agents with memory and knowledge."
   ],
   "repository_evidence": [
    "A curated list of AI agent platforms, frameworks, protocols, tools, and resources.",
    "Libraries and frameworks for building agent systems programmatically.",
    "- [Agno](https://github.com/agno-agi/agno) - Lightweight library for building multi-modal agents with memory and knowledge."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/Scottcjn/awesome-agents/blob/main/README.md",
   "project": "Bernstein",
   "repository": "https://github.com/sipyourdrink-ltd/bernstein",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "A curated list of AI agent platforms, frameworks, protocols, tools, and resources.",
    "Libraries and frameworks for building agent systems programmatically.",
    "- [Bernstein](https://github.com/sipyourdrink-ltd/bernstein) - Python orchestrator that drives 40+ CLI coding agents (Claude Code, Codex, Gemini CLI, Cursor, Aider) in parallel git worktrees with deterministic scheduling, quality gates, and an HMAC-chained audit log."
   ],
   "repository_evidence": [
    "A curated list of AI agent platforms, frameworks, protocols, tools, and resources.",
    "Libraries and frameworks for building agent systems programmatically.",
    "- [Bernstein](https://github.com/sipyourdrink-ltd/bernstein) - Python orchestrator that drives 40+ CLI coding agents (Claude Code, Codex, Gemini CLI, Cursor, Aider) in parallel git worktrees with deterministic scheduling, quality gates, and an HMAC-chained audit log."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/Scottcjn/awesome-agents/blob/main/README.md",
   "project": "Google A2A",
   "repository": "https://github.com/google/A2A",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "A curated list of AI agent platforms, frameworks, protocols, tools, and resources.",
    "Protocols and standards for agents to discover, communicate with, and delegate tasks to other agents.",
    "- [Google A2A](https://github.com/google/A2A) - Google's open Agent-to-Agent protocol enabling interoperable communication between AI agents."
   ],
   "repository_evidence": [
    "A curated list of AI agent platforms, frameworks, protocols, tools, and resources.",
    "Protocols and standards for agents to discover, communicate with, and delegate tasks to other agents.",
    "- [Google A2A](https://github.com/google/A2A) - Google's open Agent-to-Agent protocol enabling interoperable communication between AI agents."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/Scottcjn/awesome-agents/blob/main/README.md",
   "project": "Model Context Protocol (MCP)",
   "repository": "https://github.com/modelcontextprotocol",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "A curated list of AI agent platforms, frameworks, protocols, tools, and resources.",
    "Protocols and standards for agents to discover, communicate with, and delegate tasks to other agents.",
    "- [Model Context Protocol (MCP)](https://github.com/modelcontextprotocol) - Anthropic's open protocol for connecting AI models to external data sources and tools."
   ],
   "repository_evidence": [
    "A curated list of AI agent platforms, frameworks, protocols, tools, and resources.",
    "Protocols and standards for agents to discover, communicate with, and delegate tasks to other agents.",
    "- [Model Context Protocol (MCP)](https://github.com/modelcontextprotocol) - Anthropic's open protocol for connecting AI models to external data sources and tools."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/Scottcjn/awesome-agents/blob/main/README.md",
   "project": "OpenClaw Beacon",
   "repository": "https://github.com/Scottcjn/beacon-skill",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "A curated list of AI agent platforms, frameworks, protocols, tools, and resources.",
    "Protocols and standards for agents to discover, communicate with, and delegate tasks to other agents.",
    "- [OpenClaw Beacon](https://github.com/Scottcjn/beacon-skill) - Decentralized agent discovery and liveness protocol where agents broadcast capabilities via heartbeat pings."
   ],
   "repository_evidence": [
    "A curated list of AI agent platforms, frameworks, protocols, tools, and resources.",
    "Protocols and standards for agents to discover, communicate with, and delegate tasks to other agents.",
    "- [OpenClaw Beacon](https://github.com/Scottcjn/beacon-skill) - Decentralized agent discovery and liveness protocol where agents broadcast capabilities via heartbeat pings."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/Scottcjn/awesome-agents/blob/main/README.md",
   "project": "Grazer",
   "repository": "https://github.com/Scottcjn/grazer-skill",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "A curated list of AI agent platforms, frameworks, protocols, tools, and resources.",
    "Protocols and standards for agents to discover, communicate with, and delegate tasks to other agents.",
    "- [Grazer](https://github.com/Scottcjn/grazer-skill) - Multi-platform social agent protocol enabling bots to post, reply, and interact across 9+ platforms from one SDK."
   ],
   "repository_evidence": [
    "A curated list of AI agent platforms, frameworks, protocols, tools, and resources.",
    "Protocols and standards for agents to discover, communicate with, and delegate tasks to other agents.",
    "- [Grazer](https://github.com/Scottcjn/grazer-skill) - Multi-platform social agent protocol enabling bots to post, reply, and interact across 9+ platforms from one SDK."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/Scottcjn/awesome-agents/blob/main/README.md",
   "project": "Agent Protocol",
   "repository": "https://github.com/AI-Engineer-Foundation/agent-protocol",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "A curated list of AI agent platforms, frameworks, protocols, tools, and resources.",
    "Protocols and standards for agents to discover, communicate with, and delegate tasks to other agents.",
    "- [Agent Protocol](https://github.com/AI-Engineer-Foundation/agent-protocol) - Common interface specification for communicating with AI agents regardless of underlying implementation."
   ],
   "repository_evidence": [
    "A curated list of AI agent platforms, frameworks, protocols, tools, and resources.",
    "Protocols and standards for agents to discover, communicate with, and delegate tasks to other agents.",
    "- [Agent Protocol](https://github.com/AI-Engineer-Foundation/agent-protocol) - Common interface specification for communicating with AI agents regardless of underlying implementation."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/Scottcjn/awesome-agents/blob/main/README.md",
   "project": "Agora Protocol",
   "repository": "https://github.com/agoraprotocol/agora",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "A curated list of AI agent platforms, frameworks, protocols, tools, and resources.",
    "Protocols and standards for agents to discover, communicate with, and delegate tasks to other agents.",
    "- [Agora Protocol](https://github.com/agoraprotocol/agora) - Open protocol for agent-to-agent marketplace interactions and task negotiation."
   ],
   "repository_evidence": [
    "A curated list of AI agent platforms, frameworks, protocols, tools, and resources.",
    "Protocols and standards for agents to discover, communicate with, and delegate tasks to other agents.",
    "- [Agora Protocol](https://github.com/agoraprotocol/agora) - Open protocol for agent-to-agent marketplace interactions and task negotiation."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/Scottcjn/awesome-agents/blob/main/README.md",
   "project": "ANP",
   "repository": "https://github.com/agent-network-protocol/AgentNetworkProtocol",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "A curated list of AI agent platforms, frameworks, protocols, tools, and resources.",
    "Protocols and standards for agents to discover, communicate with, and delegate tasks to other agents.",
    "- [ANP](https://github.com/agent-network-protocol/AgentNetworkProtocol) - Agent Network Protocol for building an open, secure, and efficient collaboration network for AI agents."
   ],
   "repository_evidence": [
    "A curated list of AI agent platforms, frameworks, protocols, tools, and resources.",
    "Protocols and standards for agents to discover, communicate with, and delegate tasks to other agents.",
    "- [ANP](https://github.com/agent-network-protocol/AgentNetworkProtocol) - Agent Network Protocol for building an open, secure, and efficient collaboration network for AI agents."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/Scottcjn/awesome-agents/blob/main/README.md",
   "project": "ComfyUI",
   "repository": "https://github.com/comfyanonymous/ComfyUI",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "A curated list of AI agent platforms, frameworks, protocols, tools, and resources.",
    "Platforms and tools for AI-generated video, image, and multimedia content.",
    "- [ComfyUI](https://github.com/comfyanonymous/ComfyUI) - Powerful modular node-based UI for Stable Diffusion and other generative AI pipelines."
   ],
   "repository_evidence": [
    "A curated list of AI agent platforms, frameworks, protocols, tools, and resources.",
    "Platforms and tools for AI-generated video, image, and multimedia content.",
    "- [ComfyUI](https://github.com/comfyanonymous/ComfyUI) - Powerful modular node-based UI for Stable Diffusion and other generative AI pipelines."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/Scottcjn/awesome-agents/blob/main/README.md",
   "project": "SillyTavern",
   "repository": "https://github.com/SillyTavern/SillyTavern",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "A curated list of AI agent platforms, frameworks, protocols, tools, and resources.",
    "Social platforms, directories, and community hubs for AI agents.",
    "- [SillyTavern](https://github.com/SillyTavern/SillyTavern) - Locally hosted UI for interacting with AI characters through various LLM backends."
   ],
   "repository_evidence": [
    "A curated list of AI agent platforms, frameworks, protocols, tools, and resources.",
    "Social platforms, directories, and community hubs for AI agents.",
    "- [SillyTavern](https://github.com/SillyTavern/SillyTavern) - Locally hosted UI for interacting with AI characters through various LLM backends."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/Scottcjn/awesome-agents/blob/main/README.md",
   "project": "RustChain",
   "repository": "https://github.com/Scottcjn/Rustchain",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "A curated list of AI agent platforms, frameworks, protocols, tools, and resources.",
    "Blockchain networks, tokens, and reward systems for AI agents.",
    "- [RustChain](https://github.com/Scottcjn/Rustchain) - Proof-of-Antiquity blockchain rewarding vintage and exotic hardware miners with RTC tokens."
   ],
   "repository_evidence": [
    "A curated list of AI agent platforms, frameworks, protocols, tools, and resources.",
    "Blockchain networks, tokens, and reward systems for AI agents.",
    "- [RustChain](https://github.com/Scottcjn/Rustchain) - Proof-of-Antiquity blockchain rewarding vintage and exotic hardware miners with RTC tokens."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/Scottcjn/awesome-agents/blob/main/README.md",
   "project": "x402 Payment Protocol",
   "repository": "https://github.com/coinbase/x402",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "A curated list of AI agent platforms, frameworks, protocols, tools, and resources.",
    "Blockchain networks, tokens, and reward systems for AI agents.",
    "- [x402 Payment Protocol](https://github.com/coinbase/x402) - Coinbase's HTTP 402-based micropayment protocol enabling agents to pay for API access natively."
   ],
   "repository_evidence": [
    "A curated list of AI agent platforms, frameworks, protocols, tools, and resources.",
    "Blockchain networks, tokens, and reward systems for AI agents.",
    "- [x402 Payment Protocol](https://github.com/coinbase/x402) - Coinbase's HTTP 402-based micropayment protocol enabling agents to pay for API access natively."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/Scottcjn/awesome-agents/blob/main/README.md",
   "project": "x402-proxy",
   "repository": "https://github.com/cascade-protocol/x402-proxy",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "A curated list of AI agent platforms, frameworks, protocols, tools, and resources.",
    "Blockchain networks, tokens, and reward systems for AI agents.",
    "- [x402-proxy](https://github.com/cascade-protocol/x402-proxy) - `curl` for x402 paid APIs. CLI that auto-pays HTTP 402 responses with USDC on Base and Solana, with MCP stdio proxy for AI agents."
   ],
   "repository_evidence": [
    "A curated list of AI agent platforms, frameworks, protocols, tools, and resources.",
    "Blockchain networks, tokens, and reward systems for AI agents.",
    "- [x402-proxy](https://github.com/cascade-protocol/x402-proxy) - `curl` for x402 paid APIs. CLI that auto-pays HTTP 402 responses with USDC on Base and Solana, with MCP stdio proxy for AI agents."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/Scottcjn/awesome-agents/blob/main/README.md",
   "project": "Fetch.ai",
   "repository": "https://github.com/fetchai/fetchd",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "A curated list of AI agent platforms, frameworks, protocols, tools, and resources.",
    "Blockchain networks, tokens, and reward systems for AI agents.",
    "- [Fetch.ai](https://github.com/fetchai/fetchd) - Decentralized machine learning platform with autonomous economic agents on a dedicated blockchain."
   ],
   "repository_evidence": [
    "A curated list of AI agent platforms, frameworks, protocols, tools, and resources.",
    "Blockchain networks, tokens, and reward systems for AI agents.",
    "- [Fetch.ai](https://github.com/fetchai/fetchd) - Decentralized machine learning platform with autonomous economic agents on a dedicated blockchain."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/Scottcjn/awesome-agents/blob/main/README.md",
   "project": "Autonolas",
   "repository": "https://github.com/valory-xyz/open-autonomy",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "A curated list of AI agent platforms, frameworks, protocols, tools, and resources.",
    "Blockchain networks, tokens, and reward systems for AI agents.",
    "- [Autonolas](https://github.com/valory-xyz/open-autonomy) - Platform for creating and deploying autonomous agent services on-chain."
   ],
   "repository_evidence": [
    "A curated list of AI agent platforms, frameworks, protocols, tools, and resources.",
    "Blockchain networks, tokens, and reward systems for AI agents.",
    "- [Autonolas](https://github.com/valory-xyz/open-autonomy) - Platform for creating and deploying autonomous agent services on-chain."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/Scottcjn/awesome-agents/blob/main/README.md",
   "project": "ai16z ELIZA",
   "repository": "https://github.com/ai16z/eliza",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "A curated list of AI agent platforms, frameworks, protocols, tools, and resources.",
    "Blockchain networks, tokens, and reward systems for AI agents.",
    "- [ai16z ELIZA](https://github.com/ai16z/eliza) - Multi-agent simulation framework enabling AI agents to interact on social media and manage crypto wallets."
   ],
   "repository_evidence": [
    "A curated list of AI agent platforms, frameworks, protocols, tools, and resources.",
    "Blockchain networks, tokens, and reward systems for AI agents.",
    "- [ai16z ELIZA](https://github.com/ai16z/eliza) - Multi-agent simulation framework enabling AI agents to interact on social media and manage crypto wallets."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/Scottcjn/awesome-agents/blob/main/README.md",
   "project": "Morpheus",
   "repository": "https://github.com/MorpheusAIs/Morpheus",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "A curated list of AI agent platforms, frameworks, protocols, tools, and resources.",
    "Blockchain networks, tokens, and reward systems for AI agents.",
    "- [Morpheus](https://github.com/MorpheusAIs/Morpheus) - Decentralized network of personal AI agents connected to smart contracts and crypto wallets."
   ],
   "repository_evidence": [
    "A curated list of AI agent platforms, frameworks, protocols, tools, and resources.",
    "Blockchain networks, tokens, and reward systems for AI agents.",
    "- [Morpheus](https://github.com/MorpheusAIs/Morpheus) - Decentralized network of personal AI agents connected to smart contracts and crypto wallets."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/Scottcjn/awesome-agents/blob/main/README.md",
   "project": "SingularityNET",
   "repository": "https://github.com/singnet",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "A curated list of AI agent platforms, frameworks, protocols, tools, and resources.",
    "Blockchain networks, tokens, and reward systems for AI agents.",
    "- [SingularityNET](https://github.com/singnet) - Decentralized marketplace for AI services where agents can buy and sell algorithms."
   ],
   "repository_evidence": [
    "A curated list of AI agent platforms, frameworks, protocols, tools, and resources.",
    "Blockchain networks, tokens, and reward systems for AI agents.",
    "- [SingularityNET](https://github.com/singnet) - Decentralized marketplace for AI services where agents can buy and sell algorithms."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/Scottcjn/awesome-agents/blob/main/README.md",
   "project": "Ocean Protocol",
   "repository": "https://github.com/oceanprotocol",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "A curated list of AI agent platforms, frameworks, protocols, tools, and resources.",
    "Blockchain networks, tokens, and reward systems for AI agents.",
    "- [Ocean Protocol](https://github.com/oceanprotocol) - Decentralized data exchange protocol enabling AI agents to access and monetize data."
   ],
   "repository_evidence": [
    "A curated list of AI agent platforms, frameworks, protocols, tools, and resources.",
    "Blockchain networks, tokens, and reward systems for AI agents.",
    "- [Ocean Protocol](https://github.com/oceanprotocol) - Decentralized data exchange protocol enabling AI agents to access and monetize data."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/Scottcjn/awesome-agents/blob/main/README.md",
   "project": "agenttrace",
   "repository": "https://github.com/luoyuctl/agenttrace",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "A curated list of AI agent platforms, frameworks, protocols, tools, and resources.",
    "Tools for monitoring, debugging, and evaluating AI agent performance.",
    "- [agenttrace](https://github.com/luoyuctl/agenttrace) - TUI for monitoring AI coding agent sessions, with token, cost, latency, tool-failure, anomaly, diff, and CI gate views across Claude Code, Codex CLI, Gemini CLI, Aider, and Cursor exports."
   ],
   "repository_evidence": [
    "A curated list of AI agent platforms, frameworks, protocols, tools, and resources.",
    "Tools for monitoring, debugging, and evaluating AI agent performance.",
    "- [agenttrace](https://github.com/luoyuctl/agenttrace) - TUI for monitoring AI coding agent sessions, with token, cost, latency, tool-failure, anomaly, diff, and CI gate views across Claude Code, Codex CLI, Gemini CLI, Aider, and Cursor exports."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/Scottcjn/awesome-agents/blob/main/README.md",
   "project": "ax (agent telemetry)",
   "repository": "https://github.com/Necmttn/ax",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "A curated list of AI agent platforms, frameworks, protocols, tools, and resources.",
    "Tools for monitoring, debugging, and evaluating AI agent performance.",
    "- [ax (agent telemetry)](https://github.com/Necmttn/ax) - Local-first telemetry graph for coding agents, with read-only MCP queries for sessions, tool calls, skills, and costs across Claude Code, Codex, Cursor, OpenCode, and Pi."
   ],
   "repository_evidence": [
    "A curated list of AI agent platforms, frameworks, protocols, tools, and resources.",
    "Tools for monitoring, debugging, and evaluating AI agent performance.",
    "- [ax (agent telemetry)](https://github.com/Necmttn/ax) - Local-first telemetry graph for coding agents, with read-only MCP queries for sessions, tool calls, skills, and costs across Claude Code, Codex, Cursor, OpenCode, and Pi."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/Scottcjn/awesome-agents/blob/main/README.md",
   "project": "OpenClaw Beacon Scorecard",
   "repository": "https://github.com/Scottcjn/beacon-skill",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "A curated list of AI agent platforms, frameworks, protocols, tools, and resources.",
    "Tools for monitoring, debugging, and evaluating AI agent performance.",
    "- [OpenClaw Beacon Scorecard](https://github.com/Scottcjn/beacon-skill) - Liveness and capability scoring system for agents participating in the Beacon discovery network."
   ],
   "repository_evidence": [
    "A curated list of AI agent platforms, frameworks, protocols, tools, and resources.",
    "Tools for monitoring, debugging, and evaluating AI agent performance.",
    "- [OpenClaw Beacon Scorecard](https://github.com/Scottcjn/beacon-skill) - Liveness and capability scoring system for agents participating in the Beacon discovery network."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/Scottcjn/awesome-agents/blob/main/README.md",
   "project": "Helicone",
   "repository": "https://github.com/Helicone/helicone",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "A curated list of AI agent platforms, frameworks, protocols, tools, and resources.",
    "Tools for monitoring, debugging, and evaluating AI agent performance.",
    "- [Helicone](https://github.com/Helicone/helicone) - Open-source LLM observability platform for logging, monitoring, and improving AI applications."
   ],
   "repository_evidence": [
    "A curated list of AI agent platforms, frameworks, protocols, tools, and resources.",
    "Tools for monitoring, debugging, and evaluating AI agent performance.",
    "- [Helicone](https://github.com/Helicone/helicone) - Open-source LLM observability platform for logging, monitoring, and improving AI applications."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/Scottcjn/awesome-agents/blob/main/README.md",
   "project": "Langfuse",
   "repository": "https://github.com/langfuse/langfuse",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "A curated list of AI agent platforms, frameworks, protocols, tools, and resources.",
    "Tools for monitoring, debugging, and evaluating AI agent performance.",
    "- [Langfuse](https://github.com/langfuse/langfuse) - Open-source LLM engineering platform with tracing, evaluations, prompt management, and metrics."
   ],
   "repository_evidence": [
    "A curated list of AI agent platforms, frameworks, protocols, tools, and resources.",
    "Tools for monitoring, debugging, and evaluating AI agent performance.",
    "- [Langfuse](https://github.com/langfuse/langfuse) - Open-source LLM engineering platform with tracing, evaluations, prompt management, and metrics."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/Scottcjn/awesome-agents/blob/main/README.md",
   "project": "Arize Phoenix",
   "repository": "https://github.com/Arize-ai/phoenix",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "A curated list of AI agent platforms, frameworks, protocols, tools, and resources.",
    "Tools for monitoring, debugging, and evaluating AI agent performance.",
    "- [Arize Phoenix](https://github.com/Arize-ai/phoenix) - Open-source AI observability tool for monitoring and evaluating LLM applications in real time."
   ],
   "repository_evidence": [
    "A curated list of AI agent platforms, frameworks, protocols, tools, and resources.",
    "Tools for monitoring, debugging, and evaluating AI agent performance.",
    "- [Arize Phoenix](https://github.com/Arize-ai/phoenix) - Open-source AI observability tool for monitoring and evaluating LLM applications in real time."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/Scottcjn/awesome-agents/blob/main/README.md",
   "project": "Future AGI",
   "repository": "https://github.com/future-agi/future-agi",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "A curated list of AI agent platforms, frameworks, protocols, tools, and resources.",
    "Tools for monitoring, debugging, and evaluating AI agent performance.",
    "- [Future AGI](https://github.com/future-agi/future-agi) - Open-source platform to simulate, evaluate, trace, guardrail, route, and optimize LLM and AI agent apps in one feedback loop, so agents don't just get monitored, they self-improve. Self-hostable. Apache-2.0."
   ],
   "repository_evidence": [
    "A curated list of AI agent platforms, frameworks, protocols, tools, and resources.",
    "Tools for monitoring, debugging, and evaluating AI agent performance.",
    "- [Future AGI](https://github.com/future-agi/future-agi) - Open-source platform to simulate, evaluate, trace, guardrail, route, and optimize LLM and AI agent apps in one feedback loop, so agents don't just get monitored, they self-improve. Self-hostable. Apache-2.0."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/Scottcjn/awesome-agents/blob/main/README.md",
   "project": "Weights & Biases",
   "repository": "https://github.com/wandb/wandb",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "A curated list of AI agent platforms, frameworks, protocols, tools, and resources.",
    "Tools for monitoring, debugging, and evaluating AI agent performance.",
    "- [Weights & Biases](https://github.com/wandb/wandb) - Platform for experiment tracking, model management, and ML pipeline observability."
   ],
   "repository_evidence": [
    "A curated list of AI agent platforms, frameworks, protocols, tools, and resources.",
    "Tools for monitoring, debugging, and evaluating AI agent performance.",
    "- [Weights & Biases](https://github.com/wandb/wandb) - Platform for experiment tracking, model management, and ML pipeline observability."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/Scottcjn/awesome-agents/blob/main/README.md",
   "project": "Portkey",
   "repository": "https://github.com/Portkey-AI/gateway",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "A curated list of AI agent platforms, frameworks, protocols, tools, and resources.",
    "Tools for monitoring, debugging, and evaluating AI agent performance.",
    "- [Portkey](https://github.com/Portkey-AI/gateway) - AI gateway for routing, monitoring, and managing requests across 200+ LLM providers."
   ],
   "repository_evidence": [
    "A curated list of AI agent platforms, frameworks, protocols, tools, and resources.",
    "Tools for monitoring, debugging, and evaluating AI agent performance.",
    "- [Portkey](https://github.com/Portkey-AI/gateway) - AI gateway for routing, monitoring, and managing requests across 200+ LLM providers."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/Scottcjn/awesome-agents/blob/main/README.md",
   "project": "AgentOps",
   "repository": "https://github.com/AgentOps-AI/agentops",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "A curated list of AI agent platforms, frameworks, protocols, tools, and resources.",
    "Tools for monitoring, debugging, and evaluating AI agent performance.",
    "- [AgentOps](https://github.com/AgentOps-AI/agentops) - Toolkit for agent monitoring, testing, and replay debugging with session recordings."
   ],
   "repository_evidence": [
    "A curated list of AI agent platforms, frameworks, protocols, tools, and resources.",
    "Tools for monitoring, debugging, and evaluating AI agent performance.",
    "- [AgentOps](https://github.com/AgentOps-AI/agentops) - Toolkit for agent monitoring, testing, and replay debugging with session recordings."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/Scottcjn/awesome-agents/blob/main/README.md",
   "project": "BrowserTrace",
   "repository": "https://github.com/aaronlab/browsertrace",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "A curated list of AI agent platforms, frameworks, protocols, tools, and resources.",
    "Tools for monitoring, debugging, and evaluating AI agent performance.",
    "- [BrowserTrace](https://github.com/aaronlab/browsertrace) - Local-first trace viewer for debugging failed AI browser-agent and computer-use runs with screenshots, URLs, actions, model output, status, and redacted shareable exports."
   ],
   "repository_evidence": [
    "A curated list of AI agent platforms, frameworks, protocols, tools, and resources.",
    "Tools for monitoring, debugging, and evaluating AI agent performance.",
    "- [BrowserTrace](https://github.com/aaronlab/browsertrace) - Local-first trace viewer for debugging failed AI browser-agent and computer-use runs with screenshots, URLs, actions, model output, status, and redacted shareable exports."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/Scottcjn/awesome-agents/blob/main/README.md",
   "project": "beacon-skill",
   "repository": "https://github.com/Scottcjn/beacon-skill",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "A curated list of AI agent platforms, frameworks, protocols, tools, and resources.",
    "Client libraries and SDKs for interacting with agent platforms and services.",
    "- [beacon-skill](https://github.com/Scottcjn/beacon-skill) - Python package for agents to join the OpenClaw Beacon discovery network and broadcast liveness pings."
   ],
   "repository_evidence": [
    "A curated list of AI agent platforms, frameworks, protocols, tools, and resources.",
    "Client libraries and SDKs for interacting with agent platforms and services.",
    "- [beacon-skill](https://github.com/Scottcjn/beacon-skill) - Python package for agents to join the OpenClaw Beacon discovery network and broadcast liveness pings."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/Scottcjn/awesome-agents/blob/main/README.md",
   "project": "OpenAI Python",
   "repository": "https://github.com/openai/openai-python",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "A curated list of AI agent platforms, frameworks, protocols, tools, and resources.",
    "Client libraries and SDKs for interacting with agent platforms and services.",
    "- [OpenAI Python](https://github.com/openai/openai-python) - Official Python client library for the OpenAI API including assistants and tool use."
   ],
   "repository_evidence": [
    "A curated list of AI agent platforms, frameworks, protocols, tools, and resources.",
    "Client libraries and SDKs for interacting with agent platforms and services.",
    "- [OpenAI Python](https://github.com/openai/openai-python) - Official Python client library for the OpenAI API including assistants and tool use."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/Scottcjn/awesome-agents/blob/main/README.md",
   "project": "Anthropic Python",
   "repository": "https://github.com/anthropics/anthropic-sdk-python",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "A curated list of AI agent platforms, frameworks, protocols, tools, and resources.",
    "Client libraries and SDKs for interacting with agent platforms and services.",
    "- [Anthropic Python](https://github.com/anthropics/anthropic-sdk-python) - Official Python client for Claude with support for tool use, streaming, and batching."
   ],
   "repository_evidence": [
    "A curated list of AI agent platforms, frameworks, protocols, tools, and resources.",
    "Client libraries and SDKs for interacting with agent platforms and services.",
    "- [Anthropic Python](https://github.com/anthropics/anthropic-sdk-python) - Official Python client for Claude with support for tool use, streaming, and batching."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/Scottcjn/awesome-agents/blob/main/README.md",
   "project": "Google GenAI",
   "repository": "https://github.com/google/generative-ai-python",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "A curated list of AI agent platforms, frameworks, protocols, tools, and resources.",
    "Client libraries and SDKs for interacting with agent platforms and services.",
    "- [Google GenAI](https://github.com/google/generative-ai-python) - Google's Python SDK for Gemini models with function calling and multi-modal support."
   ],
   "repository_evidence": [
    "A curated list of AI agent platforms, frameworks, protocols, tools, and resources.",
    "Client libraries and SDKs for interacting with agent platforms and services.",
    "- [Google GenAI](https://github.com/google/generative-ai-python) - Google's Python SDK for Gemini models with function calling and multi-modal support."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/Scottcjn/awesome-agents/blob/main/README.md",
   "project": "Ollama Python",
   "repository": "https://github.com/ollama/ollama-python",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "A curated list of AI agent platforms, frameworks, protocols, tools, and resources.",
    "Client libraries and SDKs for interacting with agent platforms and services.",
    "- [Ollama Python](https://github.com/ollama/ollama-python) - Python library for running and interacting with local LLMs via the Ollama runtime."
   ],
   "repository_evidence": [
    "A curated list of AI agent platforms, frameworks, protocols, tools, and resources.",
    "Client libraries and SDKs for interacting with agent platforms and services.",
    "- [Ollama Python](https://github.com/ollama/ollama-python) - Python library for running and interacting with local LLMs via the Ollama runtime."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/Scottcjn/awesome-agents/blob/main/README.md",
   "project": "LiteLLM",
   "repository": "https://github.com/BerriAI/litellm",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "A curated list of AI agent platforms, frameworks, protocols, tools, and resources.",
    "Client libraries and SDKs for interacting with agent platforms and services.",
    "- [LiteLLM](https://github.com/BerriAI/litellm) - Unified interface to call 100+ LLM APIs using the OpenAI format with load balancing and spend tracking."
   ],
   "repository_evidence": [
    "A curated list of AI agent platforms, frameworks, protocols, tools, and resources.",
    "Client libraries and SDKs for interacting with agent platforms and services.",
    "- [LiteLLM](https://github.com/BerriAI/litellm) - Unified interface to call 100+ LLM APIs using the OpenAI format with load balancing and spend tracking."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/Scottcjn/awesome-agents/blob/main/README.md",
   "project": "Marvin",
   "repository": "https://github.com/prefecthq/marvin",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "A curated list of AI agent platforms, frameworks, protocols, tools, and resources.",
    "Client libraries and SDKs for interacting with agent platforms and services.",
    "- [Marvin](https://github.com/prefecthq/marvin) - Lightweight AI engineering toolkit for building natural language interfaces and AI functions."
   ],
   "repository_evidence": [
    "A curated list of AI agent platforms, frameworks, protocols, tools, and resources.",
    "Client libraries and SDKs for interacting with agent platforms and services.",
    "- [Marvin](https://github.com/prefecthq/marvin) - Lightweight AI engineering toolkit for building natural language interfaces and AI functions."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/Scottcjn/awesome-agents/blob/main/README.md",
   "project": "AgentWallet SDK",
   "repository": "https://github.com/up2itnow0822/agentwallet-sdk",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "A curated list of AI agent platforms, frameworks, protocols, tools, and resources.",
    "Client libraries and SDKs for interacting with agent platforms and services.",
    "- [AgentWallet SDK](https://github.com/up2itnow0822/agentwallet-sdk) - Non-custodial wallet SDK for AI agents with x402 payments, CCTP cross-chain bridging, and SpendingPolicy guardrails."
   ],
   "repository_evidence": [
    "A curated list of AI agent platforms, frameworks, protocols, tools, and resources.",
    "Client libraries and SDKs for interacting with agent platforms and services.",
    "- [AgentWallet SDK](https://github.com/up2itnow0822/agentwallet-sdk) - Non-custodial wallet SDK for AI agents with x402 payments, CCTP cross-chain bridging, and SpendingPolicy guardrails."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/Scottcjn/awesome-agents/blob/main/README.md",
   "project": "RIP-200",
   "repository": "https://github.com/Scottcjn/Rustchain",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "A curated list of AI agent platforms, frameworks, protocols, tools, and resources.",
    "Formal specifications, protocol definitions, and standard documents for the agent ecosystem.",
    "- [RIP-200](https://github.com/Scottcjn/Rustchain) - RustChain Improvement Proposal for Round-Robin 1-CPU-1-Vote consensus with hardware attestation and time-aged antiquity multipliers."
   ],
   "repository_evidence": [
    "A curated list of AI agent platforms, frameworks, protocols, tools, and resources.",
    "Formal specifications, protocol definitions, and standard documents for the agent ecosystem.",
    "- [RIP-200](https://github.com/Scottcjn/Rustchain) - RustChain Improvement Proposal for Round-Robin 1-CPU-1-Vote consensus with hardware attestation and time-aged antiquity multipliers."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/Scottcjn/awesome-agents/blob/main/README.md",
   "project": "OpenAPI Specification",
   "repository": "https://github.com/OAI/OpenAPI-Specification",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "A curated list of AI agent platforms, frameworks, protocols, tools, and resources.",
    "Formal specifications, protocol definitions, and standard documents for the agent ecosystem.",
    "- [OpenAPI Specification](https://github.com/OAI/OpenAPI-Specification) - Industry-standard specification for describing HTTP APIs, widely used for agent tool definitions."
   ],
   "repository_evidence": [
    "A curated list of AI agent platforms, frameworks, protocols, tools, and resources.",
    "Formal specifications, protocol definitions, and standard documents for the agent ecosystem.",
    "- [OpenAPI Specification](https://github.com/OAI/OpenAPI-Specification) - Industry-standard specification for describing HTTP APIs, widely used for agent tool definitions."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/Scottcjn/awesome-agents/blob/main/README.md",
   "project": "A2A Protocol Spec",
   "repository": "https://github.com/google/A2A",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "A curated list of AI agent platforms, frameworks, protocols, tools, and resources.",
    "Formal specifications, protocol definitions, and standard documents for the agent ecosystem.",
    "- [A2A Protocol Spec](https://github.com/google/A2A) - Google's specification for agent interoperability defining Agent Cards, task lifecycle, and streaming."
   ],
   "repository_evidence": [
    "A curated list of AI agent platforms, frameworks, protocols, tools, and resources.",
    "Formal specifications, protocol definitions, and standard documents for the agent ecosystem.",
    "- [A2A Protocol Spec](https://github.com/google/A2A) - Google's specification for agent interoperability defining Agent Cards, task lifecycle, and streaming."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/Scottcjn/awesome-agents/blob/main/README.md",
   "project": "N64 nano-GPT",
   "repository": "https://github.com/sophiaeagent-beep/n64llm-legend-of-Elya",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "A curated list of AI agent platforms, frameworks, protocols, tools, and resources.",
    "Running AI models on constrained, embedded, and vintage hardware.",
    "- [N64 nano-GPT](https://github.com/sophiaeagent-beep/n64llm-legend-of-Elya) - First LLM running on Nintendo 64 hardware \u2014 Q4 fixed-point nano-GPT inference on a 93MHz VR4300 with 4MB RAM."
   ],
   "repository_evidence": [
    "A curated list of AI agent platforms, frameworks, protocols, tools, and resources.",
    "Running AI models on constrained, embedded, and vintage hardware.",
    "- [N64 nano-GPT](https://github.com/sophiaeagent-beep/n64llm-legend-of-Elya) - First LLM running on Nintendo 64 hardware \u2014 Q4 fixed-point nano-GPT inference on a 93MHz VR4300 with 4MB RAM."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/Scottcjn/awesome-agents/blob/main/README.md",
   "project": "llama.cpp",
   "repository": "https://github.com/ggml-org/llama.cpp",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "A curated list of AI agent platforms, frameworks, protocols, tools, and resources.",
    "Running AI models on constrained, embedded, and vintage hardware.",
    "- [llama.cpp](https://github.com/ggml-org/llama.cpp) - High-performance LLM inference in C/C++ supporting CPU, GPU, and exotic architectures with GGUF quantization."
   ],
   "repository_evidence": [
    "A curated list of AI agent platforms, frameworks, protocols, tools, and resources.",
    "Running AI models on constrained, embedded, and vintage hardware.",
    "- [llama.cpp](https://github.com/ggml-org/llama.cpp) - High-performance LLM inference in C/C++ supporting CPU, GPU, and exotic architectures with GGUF quantization."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/Scottcjn/awesome-agents/blob/main/README.md",
   "project": "TinyLlama",
   "repository": "https://github.com/jzhang38/TinyLlama",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "A curated list of AI agent platforms, frameworks, protocols, tools, and resources.",
    "Running AI models on constrained, embedded, and vintage hardware.",
    "- [TinyLlama](https://github.com/jzhang38/TinyLlama) - 1.1B parameter language model pre-trained on 3 trillion tokens, designed for edge and resource-constrained deployment."
   ],
   "repository_evidence": [
    "A curated list of AI agent platforms, frameworks, protocols, tools, and resources.",
    "Running AI models on constrained, embedded, and vintage hardware.",
    "- [TinyLlama](https://github.com/jzhang38/TinyLlama) - 1.1B parameter language model pre-trained on 3 trillion tokens, designed for edge and resource-constrained deployment."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/Scottcjn/awesome-agents/blob/main/README.md",
   "project": "MLC LLM",
   "repository": "https://github.com/mlc-ai/mlc-llm",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "A curated list of AI agent platforms, frameworks, protocols, tools, and resources.",
    "Running AI models on constrained, embedded, and vintage hardware.",
    "- [MLC LLM](https://github.com/mlc-ai/mlc-llm) - Universal LLM deployment engine running models natively on phones, browsers, and embedded devices."
   ],
   "repository_evidence": [
    "A curated list of AI agent platforms, frameworks, protocols, tools, and resources.",
    "Running AI models on constrained, embedded, and vintage hardware.",
    "- [MLC LLM](https://github.com/mlc-ai/mlc-llm) - Universal LLM deployment engine running models natively on phones, browsers, and embedded devices."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/Scottcjn/awesome-agents/blob/main/README.md",
   "project": "ExecuTorch",
   "repository": "https://github.com/pytorch/executorch",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "A curated list of AI agent platforms, frameworks, protocols, tools, and resources.",
    "Running AI models on constrained, embedded, and vintage hardware.",
    "- [ExecuTorch](https://github.com/pytorch/executorch) - PyTorch's on-device inference framework for mobile and edge AI with optimized backends."
   ],
   "repository_evidence": [
    "A curated list of AI agent platforms, frameworks, protocols, tools, and resources.",
    "Running AI models on constrained, embedded, and vintage hardware.",
    "- [ExecuTorch](https://github.com/pytorch/executorch) - PyTorch's on-device inference framework for mobile and edge AI with optimized backends."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/Scottcjn/awesome-agents/blob/main/README.md",
   "project": "Whisper.cpp",
   "repository": "https://github.com/ggml-org/whisper.cpp",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "A curated list of AI agent platforms, frameworks, protocols, tools, and resources.",
    "Running AI models on constrained, embedded, and vintage hardware.",
    "- [Whisper.cpp](https://github.com/ggml-org/whisper.cpp) - Port of OpenAI's Whisper speech recognition to C/C++ for CPU-only and embedded inference."
   ],
   "repository_evidence": [
    "A curated list of AI agent platforms, frameworks, protocols, tools, and resources.",
    "Running AI models on constrained, embedded, and vintage hardware.",
    "- [Whisper.cpp](https://github.com/ggml-org/whisper.cpp) - Port of OpenAI's Whisper speech recognition to C/C++ for CPU-only and embedded inference."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/Scottcjn/awesome-agents/blob/main/README.md",
   "project": "TensorFlow Lite Micro",
   "repository": "https://github.com/tensorflow/tflite-micro",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "A curated list of AI agent platforms, frameworks, protocols, tools, and resources.",
    "Running AI models on constrained, embedded, and vintage hardware.",
    "- [TensorFlow Lite Micro](https://github.com/tensorflow/tflite-micro) - TensorFlow Lite for microcontrollers \u2014 ML inference on devices with kilobytes of memory."
   ],
   "repository_evidence": [
    "A curated list of AI agent platforms, frameworks, protocols, tools, and resources.",
    "Running AI models on constrained, embedded, and vintage hardware.",
    "- [TensorFlow Lite Micro](https://github.com/tensorflow/tflite-micro) - TensorFlow Lite for microcontrollers \u2014 ML inference on devices with kilobytes of memory."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/Scottcjn/awesome-agents/blob/main/README.md",
   "project": "AgentBench",
   "repository": "https://github.com/THUDM/AgentBench",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "A curated list of AI agent platforms, frameworks, protocols, tools, and resources.",
    "Academic papers, surveys, and foundational research on AI agents.",
    "- [AgentBench](https://github.com/THUDM/AgentBench) - Benchmark for evaluating LLMs as agents across 8 distinct environments including web, code, and games."
   ],
   "repository_evidence": [
    "A curated list of AI agent platforms, frameworks, protocols, tools, and resources.",
    "Academic papers, surveys, and foundational research on AI agents.",
    "- [AgentBench](https://github.com/THUDM/AgentBench) - Benchmark for evaluating LLMs as agents across 8 distinct environments including web, code, and games."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/Scottcjn/awesome-agents/blob/main/README.md",
   "project": "Voyager",
   "repository": "https://github.com/MineDojo/Voyager",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "A curated list of AI agent platforms, frameworks, protocols, tools, and resources.",
    "Academic papers, surveys, and foundational research on AI agents.",
    "- [Voyager](https://github.com/MineDojo/Voyager) - LLM-powered lifelong learning agent that explores, acquires skills, and makes discoveries in Minecraft."
   ],
   "repository_evidence": [
    "A curated list of AI agent platforms, frameworks, protocols, tools, and resources.",
    "Academic papers, surveys, and foundational research on AI agents.",
    "- [Voyager](https://github.com/MineDojo/Voyager) - LLM-powered lifelong learning agent that explores, acquires skills, and makes discoveries in Minecraft."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/Scottcjn/awesome-agents/blob/main/README.md",
   "project": "POWER8 Non-Bijunctive Collapse",
   "repository": "https://github.com/Scottcjn/ram-coffers",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "A curated list of AI agent platforms, frameworks, protocols, tools, and resources.",
    "Academic papers, surveys, and foundational research on AI agents.",
    "- [POWER8 Non-Bijunctive Collapse](https://github.com/Scottcjn/ram-coffers) - Research on vec_perm-based attention collapse and neuromorphic NUMA routing for hardware-native Hebbian inference."
   ],
   "repository_evidence": [
    "A curated list of AI agent platforms, frameworks, protocols, tools, and resources.",
    "Academic papers, surveys, and foundational research on AI agents.",
    "- [POWER8 Non-Bijunctive Collapse](https://github.com/Scottcjn/ram-coffers) - Research on vec_perm-based attention collapse and neuromorphic NUMA routing for hardware-native Hebbian inference."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://7busyboss.com/skills/cpacker-mem-gpt",
   "project": "MemGPT (Letta)",
   "repository": "https://github.com/letta-ai",
   "stars": "16000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# MemGPT (Letta)",
    "**MemGPT (Letta)** is a Python open-source ai frameworks project by letta-ai."
   ],
   "repository_evidence": [
    "[by letta-ai](https://github.com/letta-ai)",
    "# MemGPT (Letta)"
   ],
   "stars_evidence": [
    "\u2b50 16,000 stars\ud83c\udf74 0 forksPythonmemorylong-contextstateful",
    "# MemGPT (Letta)"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://7busyboss.com/skills/cpacker-mem-gpt",
   "project": "LlamaIndex",
   "repository": null,
   "stars": "38000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# MemGPT (Letta)",
    "Try [LlamaIndex](/skills/run-llama-llama-index), [Semantic Kernel](/skills/microsoft-semantic-kernel) or [DSPy](/skills/stanfordnlp-dspy) instead, or browse all [ai frameworks tools](/skills?category=ai-frameworks).",
    "[LlamaIndex\u2b50 38,000\nData framework for LLM applications \u2014 ingest, structure, and access private or domain-specific data via RAG and indexing.](/skills/run-llama-llama-index)"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# MemGPT (Letta)",
    "[LlamaIndex\u2b50 38,000\nData framework for LLM applications \u2014 ingest, structure, and access private or domain-specific data via RAG and indexing.](/skills/run-llama-llama-index)"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://7busyboss.com/skills/cpacker-mem-gpt",
   "project": "Semantic Kernel",
   "repository": null,
   "stars": "22000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# MemGPT (Letta)",
    "Try [LlamaIndex](/skills/run-llama-llama-index), [Semantic Kernel](/skills/microsoft-semantic-kernel) or [DSPy](/skills/stanfordnlp-dspy) instead, or browse all [ai frameworks tools](/skills?category=ai-frameworks).",
    "[Semantic Kernel\u2b50 22,000\nMicrosoft's lightweight SDK to integrate LLMs (OpenAI, Azure OpenAI, Hugging Face) with conventional programming languages \u2014 C#, Python, Java.](/skills/microsoft-semantic-kernel)"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# MemGPT (Letta)",
    "[Semantic Kernel\u2b50 22,000\nMicrosoft's lightweight SDK to integrate LLMs (OpenAI, Azure OpenAI, Hugging Face) with conventional programming languages \u2014 C#, Python, Java.](/skills/microsoft-semantic-kernel)"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://7busyboss.com/skills/cpacker-mem-gpt",
   "project": "DSPy",
   "repository": null,
   "stars": "19000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# MemGPT (Letta)",
    "Try [LlamaIndex](/skills/run-llama-llama-index), [Semantic Kernel](/skills/microsoft-semantic-kernel) or [DSPy](/skills/stanfordnlp-dspy) instead, or browse all [ai frameworks tools](/skills?category=ai-frameworks).",
    "[DSPy\u2b50 19,000\nFramework for programming \u2014 rather than prompting \u2014 language models. Compiles LLM pipelines into self-improving, reproducible programs.](/skills/stanfordnlp-dspy)"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# MemGPT (Letta)",
    "[DSPy\u2b50 19,000\nFramework for programming \u2014 rather than prompting \u2014 language models. Compiles LLM pipelines into self-improving, reproducible programs.](/skills/stanfordnlp-dspy)"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://7busyboss.com/skills/cpacker-mem-gpt",
   "project": "Haystack",
   "repository": null,
   "stars": "17000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# MemGPT (Letta)",
    "[Haystack\u2b50 17,000\nProduction-ready LLM framework focused on RAG pipelines. Modular components for retrieval, generation and evaluation.](/skills/deepset-ai-haystack)"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# MemGPT (Letta)",
    "[Haystack\u2b50 17,000\nProduction-ready LLM framework focused on RAG pipelines. Modular components for retrieval, generation and evaluation.](/skills/deepset-ai-haystack)"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://7busyboss.com/skills/cpacker-mem-gpt",
   "project": "Pydantic AI",
   "repository": null,
   "stars": "8000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# MemGPT (Letta)",
    "[Pydantic AI\u2b50 8,000\nType-safe agent framework from the Pydantic team. Structured outputs, dependency injection, model-agnostic.](/skills/pydantic-pydantic-ai)"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# MemGPT (Letta)",
    "[Pydantic AI\u2b50 8,000\nType-safe agent framework from the Pydantic team. Structured outputs, dependency injection, model-agnostic.](/skills/pydantic-pydantic-ai)"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://skillget.dev/listings/aloth-awesome-ai-agents",
   "project": "OpenCode",
   "repository": "https://github.com/opencode-ai/opencode",
   "stars": "160K",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "A curated list of AI agent frameworks, tools, platforms, research papers, and resources",
    "## Frameworks & Libraries",
    "### Code Agents",
    "- [OpenCode](https://github.com/opencode-ai/opencode) \u2014 Open-source terminal-native AI coding agent built in Go by SST. 160K+ stars, 7.5M monthly developers. Works in terminal, IDE, or desktop with any LLM."
   ],
   "repository_evidence": [
    "A curated list of AI agent frameworks, tools, platforms, research papers, and resources",
    "## Frameworks & Libraries",
    "### Code Agents",
    "- [OpenCode](https://github.com/opencode-ai/opencode) \u2014 Open-source terminal-native AI coding agent built in Go by SST. 160K+ stars, 7.5M monthly developers. Works in terminal, IDE, or desktop with any LLM."
   ],
   "stars_evidence": [
    "A curated list of AI agent frameworks, tools, platforms, research papers, and resources",
    "## Frameworks & Libraries",
    "### Code Agents",
    "- [OpenCode](https://github.com/opencode-ai/opencode) \u2014 Open-source terminal-native AI coding agent built in Go by SST. 160K+ stars, 7.5M monthly developers. Works in terminal, IDE, or desktop with any LLM."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://gist.github.com/onewesong/bd072f0a8a8689c4906bee2b936b7ee5",
   "project": "AutoGPT",
   "repository": "https://github.com/Significant-Gravitas/AutoGPT",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "GitHub Stars \u5b8c\u6574\u5206\u7c7b (3043\u4e2a)",
    "# GitHub Stars \u5206\u7c7b\u6574\u7406",
    "## \ud83e\udd16 AI Agent & CLI (590 \u4e2a)",
    "- Significant-Gravitas/AutoGPT"
   ],
   "repository_evidence": [
    "GitHub Stars \u5b8c\u6574\u5206\u7c7b (3043\u4e2a)",
    "# GitHub Stars \u5206\u7c7b\u6574\u7406",
    "## \ud83e\udd16 AI Agent & CLI (590 \u4e2a)",
    "- Significant-Gravitas/AutoGPT"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://gist.github.com/onewesong/bd072f0a8a8689c4906bee2b936b7ee5",
   "project": "crewAI",
   "repository": "https://github.com/crewAIInc/crewAI",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "GitHub Stars \u5b8c\u6574\u5206\u7c7b (3043\u4e2a)",
    "# GitHub Stars \u5206\u7c7b\u6574\u7406",
    "## \ud83e\udd16 AI Agent & CLI (590 \u4e2a)",
    "- crewAIInc/crewAI"
   ],
   "repository_evidence": [
    "GitHub Stars \u5b8c\u6574\u5206\u7c7b (3043\u4e2a)",
    "# GitHub Stars \u5206\u7c7b\u6574\u7406",
    "## \ud83e\udd16 AI Agent & CLI (590 \u4e2a)",
    "- crewAIInc/crewAI"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://gist.github.com/onewesong/bd072f0a8a8689c4906bee2b936b7ee5",
   "project": "OpenHands",
   "repository": "https://github.com/OpenHands/OpenHands",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "GitHub Stars \u5b8c\u6574\u5206\u7c7b (3043\u4e2a)",
    "# GitHub Stars \u5206\u7c7b\u6574\u7406",
    "## \ud83e\udd16 AI Agent & CLI (590 \u4e2a)",
    "- OpenHands/OpenHands"
   ],
   "repository_evidence": [
    "GitHub Stars \u5b8c\u6574\u5206\u7c7b (3043\u4e2a)",
    "# GitHub Stars \u5206\u7c7b\u6574\u7406",
    "## \ud83e\udd16 AI Agent & CLI (590 \u4e2a)",
    "- OpenHands/OpenHands"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://langfuse.com/blog/2025-03-19-ai-agent-comparison",
   "project": "LangGraph",
   "repository": "https://github.com/langchain-ai/langgraph",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Open-Source AI Agent Frameworks: Which One Is Right for You?",
    "Compare the leading open-source AI agent frameworks in 2026, including LangGraph, OpenAI Agents SDK, Claude Agent SDK, Google ADK, Pydantic AI, CrewAI, Strands Agents, Mastra, Vercel AI SDK, and Microsoft Agent Framework.",
    "[LangGraph](https://github.com/langchain-ai/langgraph) extends the well-known [LangChain](https://github.com/langchain-ai/langchain) ecosystem with a graph-based architecture that treats agent steps like nodes in a directed graph."
   ],
   "repository_evidence": [
    "Open-Source AI Agent Frameworks: Which One Is Right for You?",
    "[LangGraph](https://github.com/langchain-ai/langgraph) extends the well-known [LangChain](https://github.com/langchain-ai/langchain) ecosystem with a graph-based architecture that treats agent steps like nodes in a directed graph."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://langfuse.com/blog/2025-03-19-ai-agent-comparison",
   "project": "LangChain",
   "repository": "https://github.com/langchain-ai/langchain",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Open-Source AI Agent Frameworks: Which One Is Right for You?",
    "[LangGraph](https://github.com/langchain-ai/langgraph) extends the well-known [LangChain](https://github.com/langchain-ai/langchain) ecosystem with a graph-based architecture that treats agent steps like nodes in a directed graph."
   ],
   "repository_evidence": [
    "Open-Source AI Agent Frameworks: Which One Is Right for You?",
    "[LangGraph](https://github.com/langchain-ai/langgraph) extends the well-known [LangChain](https://github.com/langchain-ai/langchain) ecosystem with a graph-based architecture that treats agent steps like nodes in a directed graph."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://langfuse.com/blog/2025-03-19-ai-agent-comparison",
   "project": "DeepAgents",
   "repository": "https://github.com/langchain-ai/deepagents",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Open-Source AI Agent Frameworks: Which One Is Right for You?",
    "This post offers an in-depth look at the leading open-source AI agent frameworks as of July 2026: **LangGraph, LangChain DeepAgents, the OpenAI Agents SDK, the Claude Agent SDK, Google ADK, Pydantic AI, CrewAI, Strands Agents, Mastra, the Vercel AI SDK, Microsoft Agent Framework, Agno, and Smolagents**.",
    "[DeepAgents](https://github.com/langchain-ai/deepagents) is LangChain's opinionated agent harness built on top of LangGraph."
   ],
   "repository_evidence": [
    "Open-Source AI Agent Frameworks: Which One Is Right for You?",
    "[DeepAgents](https://github.com/langchain-ai/deepagents) is LangChain's opinionated agent harness built on top of LangGraph."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://langfuse.com/blog/2025-03-19-ai-agent-comparison",
   "project": "OpenAI Agents SDK",
   "repository": "https://github.com/openai/openai-agents-python",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Open-Source AI Agent Frameworks: Which One Is Right for You?",
    "Compare the leading open-source AI agent frameworks in 2026, including LangGraph, OpenAI Agents SDK, Claude Agent SDK, Google ADK, Pydantic AI, CrewAI, Strands Agents, Mastra, Vercel AI SDK, and Microsoft Agent Framework.",
    "The [OpenAI Agents SDK](https://github.com/openai/openai-agents-python) packages OpenAI's agent patterns into a small set of primitives: agents (an LLM with instructions and tools), handoffs for delegating between agents, guardrails for validating inputs and outputs, and sessions that manage conversation history automatically."
   ],
   "repository_evidence": [
    "Open-Source AI Agent Frameworks: Which One Is Right for You?",
    "The [OpenAI Agents SDK](https://github.com/openai/openai-agents-python) packages OpenAI's agent patterns into a small set of primitives: agents (an LLM with instructions and tools), handoffs for delegating between agents, guardrails for validating inputs and outputs, and sessions that manage conversation history automatically."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://langfuse.com/blog/2025-03-19-ai-agent-comparison",
   "project": "Claude Agent SDK",
   "repository": "https://github.com/anthropics/claude-agent-sdk-python",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Open-Source AI Agent Frameworks: Which One Is Right for You?",
    "Compare the leading open-source AI agent frameworks in 2026, including LangGraph, OpenAI Agents SDK, Claude Agent SDK, Google ADK, Pydantic AI, CrewAI, Strands Agents, Mastra, Vercel AI SDK, and Microsoft Agent Framework.",
    "The [Claude Agent SDK](https://github.com/anthropics/claude-agent-sdk-python) is Anthropic's framework for building agents on the same harness that powers Claude Code."
   ],
   "repository_evidence": [
    "Open-Source AI Agent Frameworks: Which One Is Right for You?",
    "The [Claude Agent SDK](https://github.com/anthropics/claude-agent-sdk-python) is Anthropic's framework for building agents on the same harness that powers Claude Code."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://langfuse.com/blog/2025-03-19-ai-agent-comparison",
   "project": "Google ADK",
   "repository": "https://github.com/google/adk-python",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Open-Source AI Agent Frameworks: Which One Is Right for You?",
    "Compare the leading open-source AI agent frameworks in 2026, including LangGraph, OpenAI Agents SDK, Claude Agent SDK, Google ADK, Pydantic AI, CrewAI, Strands Agents, Mastra, Vercel AI SDK, and Microsoft Agent Framework.",
    "[Google ADK](https://github.com/google/adk-python) is Google's open-source, code-first framework for building, evaluating, and deploying AI agents."
   ],
   "repository_evidence": [
    "Open-Source AI Agent Frameworks: Which One Is Right for You?",
    "[Google ADK](https://github.com/google/adk-python) is Google's open-source, code-first framework for building, evaluating, and deploying AI agents."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://langfuse.com/blog/2025-03-19-ai-agent-comparison",
   "project": "Pydantic AI",
   "repository": "https://ai.pydantic.dev/",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Open-Source AI Agent Frameworks: Which One Is Right for You?",
    "Compare the leading open-source AI agent frameworks in 2026, including LangGraph, OpenAI Agents SDK, Claude Agent SDK, Google ADK, Pydantic AI, CrewAI, Strands Agents, Mastra, Vercel AI SDK, and Microsoft Agent Framework.",
    "[Pydantic AI](https://ai.pydantic.dev/) brings Pydantic's type safety and ergonomic developer experience to agent development."
   ],
   "repository_evidence": [
    "Open-Source AI Agent Frameworks: Which One Is Right for You?",
    "[Pydantic AI](https://ai.pydantic.dev/) brings Pydantic's type safety and ergonomic developer experience to agent development."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://langfuse.com/blog/2025-03-19-ai-agent-comparison",
   "project": "CrewAI",
   "repository": "https://github.com/crewAIInc/crewAI",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Open-Source AI Agent Frameworks: Which One Is Right for You?",
    "Compare the leading open-source AI agent frameworks in 2026, including LangGraph, OpenAI Agents SDK, Claude Agent SDK, Google ADK, Pydantic AI, CrewAI, Strands Agents, Mastra, Vercel AI SDK, and Microsoft Agent Framework.",
    "[CrewAI](https://github.com/crewAIInc/crewAI) is all about role-based collaboration among multiple agents."
   ],
   "repository_evidence": [
    "Open-Source AI Agent Frameworks: Which One Is Right for You?",
    "[CrewAI](https://github.com/crewAIInc/crewAI) is all about role-based collaboration among multiple agents."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://langfuse.com/blog/2025-03-19-ai-agent-comparison",
   "project": "Strands Agents",
   "repository": "https://github.com/strands-agents/sdk-python",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Open-Source AI Agent Frameworks: Which One Is Right for You?",
    "Compare the leading open-source AI agent frameworks in 2026, including LangGraph, OpenAI Agents SDK, Claude Agent SDK, Google ADK, Pydantic AI, CrewAI, Strands Agents, Mastra, Vercel AI SDK, and Microsoft Agent Framework.",
    "[Strands Agents](https://github.com/strands-agents/sdk-python) is AWS's open-source, model-driven agent framework: you define a model, tools, and a prompt, and the SDK runs the agent loop with context management, guardrails, and execution limits built in."
   ],
   "repository_evidence": [
    "Open-Source AI Agent Frameworks: Which One Is Right for You?",
    "[Strands Agents](https://github.com/strands-agents/sdk-python) is AWS's open-source, model-driven agent framework: you define a model, tools, and a prompt, and the SDK runs the agent loop with context management, guardrails, and execution limits built in."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://langfuse.com/blog/2025-03-19-ai-agent-comparison",
   "project": "Mastra",
   "repository": "https://github.com/mastra-ai/mastra",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Open-Source AI Agent Frameworks: Which One Is Right for You?",
    "Compare the leading open-source AI agent frameworks in 2026, including LangGraph, OpenAI Agents SDK, Claude Agent SDK, Google ADK, Pydantic AI, CrewAI, Strands Agents, Mastra, Vercel AI SDK, and Microsoft Agent Framework.",
    "[Mastra](https://github.com/mastra-ai/mastra) is a TypeScript-first agent framework that provides the essential primitives for building AI applications: agents with memory and tool calling, graph-based workflows with `.then()`, `.branch()`, and `.parallel()` control flow, RAG for knowledge integration, and built-in evals and observability."
   ],
   "repository_evidence": [
    "Open-Source AI Agent Frameworks: Which One Is Right for You?",
    "[Mastra](https://github.com/mastra-ai/mastra) is a TypeScript-first agent framework that provides the essential primitives for building AI applications: agents with memory and tool calling, graph-based workflows with `.then()`, `.branch()`, and `.parallel()` control flow, RAG for knowledge integration, and built-in evals and observability."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://langfuse.com/blog/2025-03-19-ai-agent-comparison",
   "project": "Vercel AI SDK",
   "repository": "https://github.com/vercel/ai",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Open-Source AI Agent Frameworks: Which One Is Right for You?",
    "Compare the leading open-source AI agent frameworks in 2026, including LangGraph, OpenAI Agents SDK, Claude Agent SDK, Google ADK, Pydantic AI, CrewAI, Strands Agents, Mastra, Vercel AI SDK, and Microsoft Agent Framework.",
    "The [Vercel AI SDK](https://github.com/vercel/ai) started as a set of LLM primitives for TypeScript and has grown into a full agent toolkit."
   ],
   "repository_evidence": [
    "Open-Source AI Agent Frameworks: Which One Is Right for You?",
    "The [Vercel AI SDK](https://github.com/vercel/ai) started as a set of LLM primitives for TypeScript and has grown into a full agent toolkit."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://langfuse.com/blog/2025-03-19-ai-agent-comparison",
   "project": "Microsoft Agent Framework",
   "repository": "https://github.com/microsoft/agent-framework",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Open-Source AI Agent Frameworks: Which One Is Right for You?",
    "Compare the leading open-source AI agent frameworks in 2026, including LangGraph, OpenAI Agents SDK, Claude Agent SDK, Google ADK, Pydantic AI, CrewAI, Strands Agents, Mastra, Vercel AI SDK, and Microsoft Agent Framework.",
    "The [Microsoft Agent Framework](https://github.com/microsoft/agent-framework) is Microsoft's consolidated agent framework and the successor to both AutoGen and Semantic Kernel for new agent work."
   ],
   "repository_evidence": [
    "Open-Source AI Agent Frameworks: Which One Is Right for You?",
    "The [Microsoft Agent Framework](https://github.com/microsoft/agent-framework) is Microsoft's consolidated agent framework and the successor to both AutoGen and Semantic Kernel for new agent work."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://langfuse.com/blog/2025-03-19-ai-agent-comparison",
   "project": "AutoGen",
   "repository": "https://github.com/microsoft/autogen",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Open-Source AI Agent Frameworks: Which One Is Right for You?",
    "Two facts matter if you are choosing within the Microsoft ecosystem (verified July 2026):",
    "- **[AutoGen](https://github.com/microsoft/autogen) is in maintenance mode.**"
   ],
   "repository_evidence": [
    "Open-Source AI Agent Frameworks: Which One Is Right for You?",
    "Two facts matter if you are choosing within the Microsoft ecosystem (verified July 2026):",
    "- **[AutoGen](https://github.com/microsoft/autogen) is in maintenance mode.**"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://langfuse.com/blog/2025-03-19-ai-agent-comparison",
   "project": "Semantic Kernel",
   "repository": "https://github.com/microsoft/semantic-kernel",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Open-Source AI Agent Frameworks: Which One Is Right for You?",
    "Two facts matter if you are choosing within the Microsoft ecosystem (verified July 2026):",
    "- **[Semantic Kernel](https://github.com/microsoft/semantic-kernel) still ships releases** and remains a solid library for embedding AI \"skills\" into .NET applications, but Microsoft's agent investment now flows into Agent Framework, which provides a Semantic Kernel migration guide."
   ],
   "repository_evidence": [
    "Open-Source AI Agent Frameworks: Which One Is Right for You?",
    "Two facts matter if you are choosing within the Microsoft ecosystem (verified July 2026):",
    "- **[Semantic Kernel](https://github.com/microsoft/semantic-kernel) still ships releases** and remains a solid library for embedding AI \"skills\" into .NET applications, but Microsoft's agent investment now flows into Agent Framework, which provides a Semantic Kernel migration guide."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://langfuse.com/blog/2025-03-19-ai-agent-comparison",
   "project": "Agno",
   "repository": "https://github.com/agno-agi/agno",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Open-Source AI Agent Frameworks: Which One Is Right for You?",
    "This post offers an in-depth look at the leading open-source AI agent frameworks as of July 2026: **LangGraph, LangChain DeepAgents, the OpenAI Agents SDK, the Claude Agent SDK, Google ADK, Pydantic AI, CrewAI, Strands Agents, Mastra, the Vercel AI SDK, Microsoft Agent Framework, Agno, and Smolagents**.",
    "[Agno](https://github.com/agno-agi/agno) is a framework and runtime for building agent platforms while keeping ownership of your infrastructure and data."
   ],
   "repository_evidence": [
    "Open-Source AI Agent Frameworks: Which One Is Right for You?",
    "This post offers an in-depth look at the leading open-source AI agent frameworks as of July 2026: **LangGraph, LangChain DeepAgents, the OpenAI Agents SDK, the Claude Agent SDK, Google ADK, Pydantic AI, CrewAI, Strands Agents, Mastra, the Vercel AI SDK, Microsoft Agent Framework, Agno, and Smolagents**.",
    "[Agno](https://github.com/agno-agi/agno) is a framework and runtime for building agent platforms while keeping ownership of your infrastructure and data."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://langfuse.com/blog/2025-03-19-ai-agent-comparison",
   "project": "Smolagents",
   "repository": "https://github.com/huggingface/smolagents",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Open-Source AI Agent Frameworks: Which One Is Right for You?",
    "This post offers an in-depth look at the leading open-source AI agent frameworks as of July 2026: **LangGraph, LangChain DeepAgents, the OpenAI Agents SDK, the Claude Agent SDK, Google ADK, Pydantic AI, CrewAI, Strands Agents, Mastra, the Vercel AI SDK, Microsoft Agent Framework, Agno, and Smolagents**.",
    "Hugging Face's [smolagents](https://github.com/huggingface/smolagents) takes a radically simple, code-centric approach: its core logic is roughly 1,000 lines of code, and its signature `CodeAgent` writes its actions as executable Python instead of JSON tool calls."
   ],
   "repository_evidence": [
    "Open-Source AI Agent Frameworks: Which One Is Right for You?",
    "Hugging Face's [smolagents](https://github.com/huggingface/smolagents) takes a radically simple, code-centric approach: its core logic is roughly 1,000 lines of code, and its signature `CodeAgent` writes its actions as executable Python instead of JSON tool calls."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://langfuse.com/blog/2025-03-19-ai-agent-comparison",
   "project": "LibreChat",
   "repository": "https://www.librechat.ai/",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Open-Source AI Agent Frameworks: Which One Is Right for You?",
    "Several low-code and no-code tools now ship agent capabilities and can be a better fit for automation-heavy teams: [LibreChat](https://www.librechat.ai/) for workflow automation with AI agent nodes, [Langflow](/integrations/no-code/langflow) and [Flowise](/integrations/no-code/flowise) for visual agent building, and [Dify](/integrations/no-code/dify) for LLM app development."
   ],
   "repository_evidence": [
    "Open-Source AI Agent Frameworks: Which One Is Right for You?",
    "Several low-code and no-code tools now ship agent capabilities and can be a better fit for automation-heavy teams: [LibreChat](https://www.librechat.ai/) for workflow automation with AI agent nodes, [Langflow](/integrations/no-code/langflow) and [Flowise](/integrations/no-code/flowise) for visual agent building, and [Dify](/integrations/no-code/dify) for LLM app development."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://iternal.ai/blockify-rag-frameworks",
   "project": "LangChain",
   "repository": null,
   "stars": "90000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Top RAG Frameworks in 2026: Maximize Accuracy with Blockify Data Optimization",
    "## Quick Comparison: RAG Frameworks",
    "| Feature | LangChain | LlamaIndex | Haystack | DSPy | LangGraph | RAGFlow |",
    "### LangChain",
    "LangChain is the most widely adopted framework for building LLM-powered applications."
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "Top RAG Frameworks in 2026: Maximize Accuracy with Blockify Data Optimization",
    "## Quick Comparison: RAG Frameworks",
    "| Feature | LangChain | LlamaIndex | Haystack | DSPy | LangGraph | RAGFlow |",
    "| **GitHub Stars** | 90k+ | 35k+ | 15k+ | 18k+ | 10k+ | 8k+ |",
    "- Largest ecosystem with 90,000+ GitHub stars"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://iternal.ai/blockify-rag-frameworks",
   "project": "LlamaIndex",
   "repository": null,
   "stars": "35000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Top RAG Frameworks in 2026: Maximize Accuracy with Blockify Data Optimization",
    "## Quick Comparison: RAG Frameworks",
    "| Feature | LangChain | LlamaIndex | Haystack | DSPy | LangGraph | RAGFlow |",
    "### LlamaIndex",
    "LlamaIndex is the data framework for LLMs, specializing in ingestion, indexing, and querying of complex data structures."
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "Top RAG Frameworks in 2026: Maximize Accuracy with Blockify Data Optimization",
    "## Quick Comparison: RAG Frameworks",
    "| Feature | LangChain | LlamaIndex | Haystack | DSPy | LangGraph | RAGFlow |",
    "| **GitHub Stars** | 90k+ | 35k+ | 15k+ | 18k+ | 10k+ | 8k+ |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://iternal.ai/blockify-rag-frameworks",
   "project": "Haystack",
   "repository": null,
   "stars": "15000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Top RAG Frameworks in 2026: Maximize Accuracy with Blockify Data Optimization",
    "## Quick Comparison: RAG Frameworks",
    "| Feature | LangChain | LlamaIndex | Haystack | DSPy | LangGraph | RAGFlow |",
    "### Haystack",
    "Haystack by deepset is an enterprise-ready framework for building production RAG systems."
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "Top RAG Frameworks in 2026: Maximize Accuracy with Blockify Data Optimization",
    "## Quick Comparison: RAG Frameworks",
    "| Feature | LangChain | LlamaIndex | Haystack | DSPy | LangGraph | RAGFlow |",
    "| **GitHub Stars** | 90k+ | 35k+ | 15k+ | 18k+ | 10k+ | 8k+ |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://iternal.ai/blockify-rag-frameworks",
   "project": "DSPy",
   "repository": null,
   "stars": "18000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Top RAG Frameworks in 2026: Maximize Accuracy with Blockify Data Optimization",
    "## Quick Comparison: RAG Frameworks",
    "| Feature | LangChain | LlamaIndex | Haystack | DSPy | LangGraph | RAGFlow |",
    "### DSPy",
    "DSPy from Stanford represents the future of LLM development: programmatic prompt compilation instead of manual prompt engineering."
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "Top RAG Frameworks in 2026: Maximize Accuracy with Blockify Data Optimization",
    "## Quick Comparison: RAG Frameworks",
    "| Feature | LangChain | LlamaIndex | Haystack | DSPy | LangGraph | RAGFlow |",
    "| **GitHub Stars** | 90k+ | 35k+ | 15k+ | 18k+ | 10k+ | 8k+ |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://iternal.ai/blockify-rag-frameworks",
   "project": "LangGraph",
   "repository": null,
   "stars": "10000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Top RAG Frameworks in 2026: Maximize Accuracy with Blockify Data Optimization",
    "## Quick Comparison: RAG Frameworks",
    "| Feature | LangChain | LlamaIndex | Haystack | DSPy | LangGraph | RAGFlow |",
    "### LangGraph",
    "LangGraph extends LangChain for building stateful, multi-actor AI applications."
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "Top RAG Frameworks in 2026: Maximize Accuracy with Blockify Data Optimization",
    "## Quick Comparison: RAG Frameworks",
    "| Feature | LangChain | LlamaIndex | Haystack | DSPy | LangGraph | RAGFlow |",
    "| **GitHub Stars** | 90k+ | 35k+ | 15k+ | 18k+ | 10k+ | 8k+ |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://iternal.ai/blockify-rag-frameworks",
   "project": "RAGFlow",
   "repository": null,
   "stars": "8000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Top RAG Frameworks in 2026: Maximize Accuracy with Blockify Data Optimization",
    "## Quick Comparison: RAG Frameworks",
    "| Feature | LangChain | LlamaIndex | Haystack | DSPy | LangGraph | RAGFlow |",
    "### RAGFlow",
    "RAGFlow is an open-source RAG engine that excels at deep document understanding."
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "Top RAG Frameworks in 2026: Maximize Accuracy with Blockify Data Optimization",
    "## Quick Comparison: RAG Frameworks",
    "| Feature | LangChain | LlamaIndex | Haystack | DSPy | LangGraph | RAGFlow |",
    "| **GitHub Stars** | 90k+ | 35k+ | 15k+ | 18k+ | 10k+ | 8k+ |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://rywalker.com/research/letta",
   "project": "Letta",
   "repository": "https://github.com/letta-ai/letta",
   "stars": "23300",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Letta is a platform for building stateful AI agents with advanced memory systems.",
    "| **Company** | Letta (formerly MemGPT) |",
    "- [2] [Letta GitHub Repository](https://github.com/letta-ai/letta)"
   ],
   "repository_evidence": [
    "- [2] [Letta GitHub Repository](https://github.com/letta-ai/letta)",
    "Letta is a platform for building stateful AI agents with advanced memory systems."
   ],
   "stars_evidence": [
    "| **GitHub Stars** | 23.3K+ (as of June 2026) |",
    "Letta is a platform for building stateful AI agents with advanced memory systems.",
    "| Attribute | Value |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://rywalker.com/research/letta",
   "project": "LettaBot",
   "repository": "https://github.com/letta-ai/lettabot",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "**Channels (beta)** \u2014 connect agents to Telegram, Slack, Discord, WhatsApp, and Signal directly from Letta Code; the standalone LettaBot project was archived in May 2026 in favor of Channels plus Remote Environments and `letta cron`",
    "- [8] [LettaBot GitHub (archived May 2026, replaced by Letta Code Channels)](https://github.com/letta-ai/lettabot)",
    "Letta has expanded beyond pure memory into a full agent platform, and as of June 2026 Letta Code is clearly the company's center of gravity:"
   ],
   "repository_evidence": [
    "- [8] [LettaBot GitHub (archived May 2026, replaced by Letta Code Channels)](https://github.com/letta-ai/lettabot)",
    "Letta has expanded beyond pure memory into a full agent platform, and as of June 2026 Letta Code is clearly the company's center of gravity:"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://arxiv.org/html/2604.03515v1",
   "project": "Aider",
   "repository": null,
   "stars": "43k",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Inside the Scaffold: A Source-Code Taxonomy of Coding Agent Architectures",
    "Tools such as Aider (23), SWE-agent (57), and OpenHands (52) can navigate unfamiliar repositories, localize bugs, generate patches, and run test suites with diminishing human oversight.",
    "| Agent | Category | Language | Stars | Origin |",
    "| Aider (23) | CLI | Python | 43k | Independent |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "Inside the Scaffold: A Source-Code Taxonomy of Coding Agent Architectures",
    "The most capable of these systems resolve over half of real-world GitHub issues on the SWE-bench Verified benchmark (27), and seven of the agents analyzed in this study have each accumulated over 15,000 GitHub stars (7) (Table 1), suggesting adoption by substantial developer communities.",
    "| Agent | Category | Language | Stars | Origin |",
    "| Aider (23) | CLI | Python | 43k | Independent |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://arxiv.org/html/2604.03515v1",
   "project": "SWE-agent",
   "repository": null,
   "stars": "19k",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Inside the Scaffold: A Source-Code Taxonomy of Coding Agent Architectures",
    "Tools such as Aider (23), SWE-agent (57), and OpenHands (52) can navigate unfamiliar repositories, localize bugs, generate patches, and run test suites with diminishing human oversight.",
    "| Agent | Category | Language | Stars | Origin |",
    "| SWE-agent (57) | SWE-bench | Python | 19k | Princeton / CMU |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "Inside the Scaffold: A Source-Code Taxonomy of Coding Agent Architectures",
    "The most capable of these systems resolve over half of real-world GitHub issues on the SWE-bench Verified benchmark (27), and seven of the agents analyzed in this study have each accumulated over 15,000 GitHub stars (7) (Table 1), suggesting adoption by substantial developer communities.",
    "| Agent | Category | Language | Stars | Origin |",
    "| SWE-agent (57) | SWE-bench | Python | 19k | Princeton / CMU |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://arxiv.org/html/2604.03515v1",
   "project": "OpenHands",
   "repository": null,
   "stars": "70k",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Inside the Scaffold: A Source-Code Taxonomy of Coding Agent Architectures",
    "Tools such as Aider (23), SWE-agent (57), and OpenHands (52) can navigate unfamiliar repositories, localize bugs, generate patches, and run test suites with diminishing human oversight.",
    "| Agent | Category | Language | Stars | Origin |",
    "| OpenHands (52) | SWE-bench | Python | 70k | All Hands AI |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "Inside the Scaffold: A Source-Code Taxonomy of Coding Agent Architectures",
    "The most capable of these systems resolve over half of real-world GitHub issues on the SWE-bench Verified benchmark (27), and seven of the agents analyzed in this study have each accumulated over 15,000 GitHub stars (7) (Table 1), suggesting adoption by substantial developer communities.",
    "| Agent | Category | Language | Stars | Origin |",
    "| OpenHands (52) | SWE-bench | Python | 70k | All Hands AI |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://arxiv.org/html/2604.03515v1",
   "project": "OpenCode",
   "repository": null,
   "stars": "135k",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Inside the Scaffold: A Source-Code Taxonomy of Coding Agent Architectures",
    "| Agent | Category | Language | Stars | Origin |",
    "| OpenCode (3) | CLI | TypeScript | 135k | SST |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "Inside the Scaffold: A Source-Code Taxonomy of Coding Agent Architectures",
    "The most capable of these systems resolve over half of real-world GitHub issues on the SWE-bench Verified benchmark (27), and seven of the agents analyzed in this study have each accumulated over 15,000 GitHub stars (7) (Table 1), suggesting adoption by substantial developer communities.",
    "| Agent | Category | Language | Stars | Origin |",
    "| OpenCode (3) | CLI | TypeScript | 135k | SST |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://arxiv.org/html/2604.03515v1",
   "project": "Gemini CLI",
   "repository": null,
   "stars": "100k",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Inside the Scaffold: A Source-Code Taxonomy of Coding Agent Architectures",
    "| Agent | Category | Language | Stars | Origin |",
    "| Gemini CLI (25) | CLI | TypeScript | 100k | Google |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "Inside the Scaffold: A Source-Code Taxonomy of Coding Agent Architectures",
    "The most capable of these systems resolve over half of real-world GitHub issues on the SWE-bench Verified benchmark (27), and seven of the agents analyzed in this study have each accumulated over 15,000 GitHub stars (7) (Table 1), suggesting adoption by substantial developer communities.",
    "| Agent | Category | Language | Stars | Origin |",
    "| Gemini CLI (25) | CLI | TypeScript | 100k | Google |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://arxiv.org/html/2604.03515v1",
   "project": "Codex CLI",
   "repository": null,
   "stars": "72k",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Inside the Scaffold: A Source-Code Taxonomy of Coding Agent Architectures",
    "| Agent | Category | Language | Stars | Origin |",
    "| Codex CLI (39) | CLI | Rust / TS | 72k | OpenAI |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "Inside the Scaffold: A Source-Code Taxonomy of Coding Agent Architectures",
    "The most capable of these systems resolve over half of real-world GitHub issues on the SWE-bench Verified benchmark (27), and seven of the agents analyzed in this study have each accumulated over 15,000 GitHub stars (7) (Table 1), suggesting adoption by substantial developer communities.",
    "| Agent | Category | Language | Stars | Origin |",
    "| Codex CLI (39) | CLI | Rust / TS | 72k | OpenAI |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://arxiv.org/html/2604.03515v1",
   "project": "Cline",
   "repository": null,
   "stars": "60k",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Inside the Scaffold: A Source-Code Taxonomy of Coding Agent Architectures",
    "| Agent | Category | Language | Stars | Origin |",
    "| Cline (43) | CLI | TypeScript | 60k | Independent |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "Inside the Scaffold: A Source-Code Taxonomy of Coding Agent Architectures",
    "The most capable of these systems resolve over half of real-world GitHub issues on the SWE-bench Verified benchmark (27), and seven of the agents analyzed in this study have each accumulated over 15,000 GitHub stars (7) (Table 1), suggesting adoption by substantial developer communities.",
    "| Agent | Category | Language | Stars | Origin |",
    "| Cline (43) | CLI | TypeScript | 60k | Independent |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://arxiv.org/html/2604.03515v1",
   "project": "mini-swe-agent",
   "repository": null,
   "stars": "4k",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Inside the Scaffold: A Source-Code Taxonomy of Coding Agent Architectures",
    "| Agent | Category | Language | Stars | Origin |",
    "| mini-swe-agent (56) | Baseline | Python | 4k | Princeton / CMU |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "Inside the Scaffold: A Source-Code Taxonomy of Coding Agent Architectures",
    "| Agent | Category | Language | Stars | Origin |",
    "| mini-swe-agent (56) | Baseline | Python | 4k | Princeton / CMU |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://arxiv.org/html/2604.03515v1",
   "project": "AutoCodeRover",
   "repository": null,
   "stars": "3k",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Inside the Scaffold: A Source-Code Taxonomy of Coding Agent Architectures",
    "| Agent | Category | Language | Stars | Origin |",
    "| AutoCodeRover (62) | SWE-bench | Python | 3k | NUS / SonarSource |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "Inside the Scaffold: A Source-Code Taxonomy of Coding Agent Architectures",
    "| Agent | Category | Language | Stars | Origin |",
    "| AutoCodeRover (62) | SWE-bench | Python | 3k | NUS / SonarSource |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://arxiv.org/html/2604.03515v1",
   "project": "Agentless",
   "repository": null,
   "stars": "2k",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Inside the Scaffold: A Source-Code Taxonomy of Coding Agent Architectures",
    "| Agent | Category | Language | Stars | Origin |",
    "| Agentless (54) | SWE-bench | Python | 2k | UIUC |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "Inside the Scaffold: A Source-Code Taxonomy of Coding Agent Architectures",
    "| Agent | Category | Language | Stars | Origin |",
    "| Agentless (54) | SWE-bench | Python | 2k | UIUC |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://arxiv.org/html/2604.03515v1",
   "project": "Prometheus",
   "repository": null,
   "stars": "1k",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Inside the Scaffold: A Source-Code Taxonomy of Coding Agent Architectures",
    "| Agent | Category | Language | Stars | Origin |",
    "| Prometheus (41) | SWE-bench | Python | 1k | EuniAI |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "Inside the Scaffold: A Source-Code Taxonomy of Coding Agent Architectures",
    "| Agent | Category | Language | Stars | Origin |",
    "| Prometheus (41) | SWE-bench | Python | 1k | EuniAI |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://arxiv.org/html/2604.03515v1",
   "project": "Moatless Tools",
   "repository": null,
   "stars": "600",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Inside the Scaffold: A Source-Code Taxonomy of Coding Agent Architectures",
    "| Agent | Category | Language | Stars | Origin |",
    "| Moatless Tools (40) | SWE-bench | Python | 600 | Independent |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "Inside the Scaffold: A Source-Code Taxonomy of Coding Agent Architectures",
    "| Agent | Category | Language | Stars | Origin |",
    "| Moatless Tools (40) | SWE-bench | Python | 600 | Independent |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://arxiv.org/html/2604.03515v1",
   "project": "DARS-Agent",
   "repository": null,
   "stars": "70",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Inside the Scaffold: A Source-Code Taxonomy of Coding Agent Architectures",
    "| Agent | Category | Language | Stars | Origin |",
    "| DARS-Agent (2) | SWE-bench | Python | 70 | Independent |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "Inside the Scaffold: A Source-Code Taxonomy of Coding Agent Architectures",
    "| Agent | Category | Language | Stars | Origin |",
    "| DARS-Agent (2) | SWE-bench | Python | 70 | Independent |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://firecrawl.dev/blog/best-browser-agents",
   "project": "Firecrawl",
   "repository": "https://github.com/firecrawl/firecrawl",
   "stars": "130000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# 11 Best AI Browser Agents in 2026",
    "## TL;DR: Quick comparison",
    "| Tool | Best for | Type | Pricing | GitHub stars |",
    "| **Firecrawl** | Web data layer + Firecrawl Browser Sandbox for AI agents | API + open-source | Free tier, then $16/mo+ | 130,000+ |"
   ],
   "repository_evidence": [
    "# 11 Best AI Browser Agents in 2026",
    "On GitHub, Browser Use hit 97,000+ stars and [Firecrawl](https://github.com/firecrawl/firecrawl) crossed 130,000+ \u2014 landing in GitHub's top 100 repos."
   ],
   "stars_evidence": [
    "# 11 Best AI Browser Agents in 2026",
    "## TL;DR: Quick comparison",
    "| Tool | Best for | Type | Pricing | GitHub stars |",
    "| **Firecrawl** | Web data layer + Firecrawl Browser Sandbox for AI agents | API + open-source | Free tier, then $16/mo+ | 130,000+ |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://firecrawl.dev/blog/best-browser-agents",
   "project": "Browser Use",
   "repository": null,
   "stars": "97000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# 11 Best AI Browser Agents in 2026",
    "## TL;DR: Quick comparison",
    "| Tool | Best for | Type | Pricing | GitHub stars |",
    "| **Browser Use** | Developers building custom agents | Open-source framework | Free (+ LLM costs) | 97,000+ |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# 11 Best AI Browser Agents in 2026",
    "## TL;DR: Quick comparison",
    "| Tool | Best for | Type | Pricing | GitHub stars |",
    "| **Browser Use** | Developers building custom agents | Open-source framework | Free (+ LLM costs) | 97,000+ |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://firecrawl.dev/blog/best-browser-agents",
   "project": "Stagehand",
   "repository": null,
   "stars": "23000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# 11 Best AI Browser Agents in 2026",
    "## TL;DR: Quick comparison",
    "| Tool | Best for | Type | Pricing | GitHub stars |",
    "| **Stagehand** | TypeScript developers | Open-source SDK | Free (+ LLM costs) | 23,000+ |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# 11 Best AI Browser Agents in 2026",
    "## TL;DR: Quick comparison",
    "| Tool | Best for | Type | Pricing | GitHub stars |",
    "| **Stagehand** | TypeScript developers | Open-source SDK | Free (+ LLM costs) | 23,000+ |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://firecrawl.dev/blog/best-browser-agents",
   "project": "Agent Browser",
   "repository": "https://github.com/vercel-labs/agent-browser",
   "stars": "35000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# 11 Best AI Browser Agents in 2026",
    "## TL;DR: Quick comparison",
    "| Tool | Best for | Type | Pricing | GitHub stars |",
    "| **Agent Browser** | CLI-first browser control for AI agents | Open-source CLI | Free | 35,000+ |"
   ],
   "repository_evidence": [
    "# 11 Best AI Browser Agents in 2026",
    "Each session runs in a disposable container with Playwright and [Agent Browser](https://github.com/vercel-labs/agent-browser) pre-installed."
   ],
   "stars_evidence": [
    "# 11 Best AI Browser Agents in 2026",
    "## TL;DR: Quick comparison",
    "| Tool | Best for | Type | Pricing | GitHub stars |",
    "| **Agent Browser** | CLI-first browser control for AI agents | Open-source CLI | Free | 35,000+ |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://firecrawl.dev/blog/best-browser-agents",
   "project": "Skyvern",
   "repository": null,
   "stars": "20000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# 11 Best AI Browser Agents in 2026",
    "## TL;DR: Quick comparison",
    "| Tool | Best for | Type | Pricing | GitHub stars |",
    "| **Skyvern** | No-code workflow automation | Open-source + cloud | Free tier, usage-based | 20,000+ |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# 11 Best AI Browser Agents in 2026",
    "## TL;DR: Quick comparison",
    "| Tool | Best for | Type | Pricing | GitHub stars |",
    "| **Skyvern** | No-code workflow automation | Open-source + cloud | Free tier, usage-based | 20,000+ |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://firecrawl.dev/blog/best-browser-agents",
   "project": "Steel",
   "repository": null,
   "stars": "7100",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# 11 Best AI Browser Agents in 2026",
    "## TL;DR: Quick comparison",
    "| Tool | Best for | Type | Pricing | GitHub stars |",
    "| **Steel** | Open-source browser API | Infrastructure | Open-source | 7,100+ |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# 11 Best AI Browser Agents in 2026",
    "## TL;DR: Quick comparison",
    "| Tool | Best for | Type | Pricing | GitHub stars |",
    "| **Steel** | Open-source browser API | Infrastructure | Open-source | 7,100+ |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://huggingface.co/blog/open-deep-research",
   "project": "smolagents",
   "repository": "https://github.com/huggingface/smolagents",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Community",
    "- Check the [smolagents](https://github.com/huggingface/smolagents) repo."
   ],
   "repository_evidence": [
    "Community",
    "- Check the [smolagents](https://github.com/huggingface/smolagents) repo."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://huggingface.co/blog/open-deep-research",
   "project": "gpt-researcher",
   "repository": "https://github.com/assafelovic/gpt-researcher",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Community Reproductions",
    "While we were working on this and focusing on GAIA, other great open implementations of Deep Research emerged from the community, specifically from",
    "- [assafelovic](https://github.com/assafelovic/gpt-researcher),"
   ],
   "repository_evidence": [
    "Community Reproductions",
    "While we were working on this and focusing on GAIA, other great open implementations of Deep Research emerged from the community, specifically from",
    "- [assafelovic](https://github.com/assafelovic/gpt-researcher),"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://huggingface.co/blog/open-deep-research",
   "project": "open-deep-research",
   "repository": "https://github.com/nickscamara/open-deep-research",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Community Reproductions",
    "While we were working on this and focusing on GAIA, other great open implementations of Deep Research emerged from the community, specifically from",
    "- [nickscamara](https://github.com/nickscamara/open-deep-research),"
   ],
   "repository_evidence": [
    "Community Reproductions",
    "While we were working on this and focusing on GAIA, other great open implementations of Deep Research emerged from the community, specifically from",
    "- [nickscamara](https://github.com/nickscamara/open-deep-research),"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://huggingface.co/blog/open-deep-research",
   "project": "node-DeepResearch",
   "repository": "https://github.com/jina-ai/node-DeepResearch",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Community Reproductions",
    "While we were working on this and focusing on GAIA, other great open implementations of Deep Research emerged from the community, specifically from",
    "- [jina-ai](https://github.com/jina-ai/node-DeepResearch) and"
   ],
   "repository_evidence": [
    "Community Reproductions",
    "While we were working on this and focusing on GAIA, other great open implementations of Deep Research emerged from the community, specifically from",
    "- [jina-ai](https://github.com/jina-ai/node-DeepResearch) and"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://arxiv.org/html/2311.13148v3",
   "project": "Auto-GPT",
   "repository": "https://github.com/Significant-Gravitas/Auto-GPT",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Towards Responsible Generative AI:\nA Reference Architecture for Designing Foundation Model based Agents",
    "## 1 Introduction",
    "There have been recently a rapidly growing interest in the development of FM-based autonomous agents [2, 3], such as Auto-GPT11 1 https://github.com/Significant-Gravitas/Auto-GPT and BabyAGI22 2 https://github.com/yoheinakajima/babyagi."
   ],
   "repository_evidence": [
    "# Towards Responsible Generative AI:\nA Reference Architecture for Designing Foundation Model based Agents",
    "## 1 Introduction",
    "There have been recently a rapidly growing interest in the development of FM-based autonomous agents [2, 3], such as Auto-GPT11 1 https://github.com/Significant-Gravitas/Auto-GPT and BabyAGI22 2 https://github.com/yoheinakajima/babyagi."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://arxiv.org/html/2311.13148v3",
   "project": "BabyAGI",
   "repository": "https://github.com/yoheinakajima/babyagi",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Towards Responsible Generative AI:\nA Reference Architecture for Designing Foundation Model based Agents",
    "## 1 Introduction",
    "There have been recently a rapidly growing interest in the development of FM-based autonomous agents [2, 3], such as Auto-GPT11 1 https://github.com/Significant-Gravitas/Auto-GPT and BabyAGI22 2 https://github.com/yoheinakajima/babyagi."
   ],
   "repository_evidence": [
    "# Towards Responsible Generative AI:\nA Reference Architecture for Designing Foundation Model based Agents",
    "## 1 Introduction",
    "There have been recently a rapidly growing interest in the development of FM-based autonomous agents [2, 3], such as Auto-GPT11 1 https://github.com/Significant-Gravitas/Auto-GPT and BabyAGI22 2 https://github.com/yoheinakajima/babyagi."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://arxiv.org/html/2402.07939v5",
   "project": "UFO",
   "repository": "https://github.com/microsoft/UFO",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "In this section, we review research efforts relevant to UFO, with a focus on the domains of LLM agents and LLM-based GUI intelligence.",
    "The open-source code for UFO is available on [https://github.com/microsoft/UFO](https://github.com/microsoft/UFO)."
   ],
   "repository_evidence": [
    "In this section, we review research efforts relevant to UFO, with a focus on the domains of LLM agents and LLM-based GUI intelligence.",
    "The open-source code for UFO is available on [https://github.com/microsoft/UFO](https://github.com/microsoft/UFO)."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/i-am-bee/beeai-framework",
   "project": "BeeAI Framework",
   "repository": "https://github.com/i-am-bee/beeai-framework",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# BeeAI Framework",
    "BeeAI Framework is a comprehensive toolkit for building intelligent, autonomous agents and multi-agent systems.",
    "## What is BeeAI Framework?"
   ],
   "repository_evidence": [
    "**Build production-ready multi-agent systems in [Python](https://github.com/i-am-bee/beeai-framework/tree/main/python) or [TypeScript](https://github.com/i-am-bee/beeai-framework/tree/main/typescript).**",
    "# BeeAI Framework"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/FoundationAgents/OpenManus",
   "project": "OpenManus",
   "repository": "https://github.com/FoundationAgents/OpenManus",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Manus is incredible, but OpenManus can achieve any idea without an *Invite Code* \ud83d\udeeb!",
    "# \ud83d\udc4b OpenManus"
   ],
   "repository_evidence": [
    "git clone https://github.com/FoundationAgents/OpenManus.git",
    "# \ud83d\udc4b OpenManus"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/FoundationAgents/OpenManus",
   "project": "OpenManus-RL",
   "repository": "https://github.com/OpenManus/OpenManus-RL",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "We're also excited to introduce [OpenManus-RL](https://github.com/OpenManus/OpenManus-RL), an open-source project dedicated to reinforcement learning (RL)- based (such as GRPO) tuning methods for LLM agents, developed collaboratively by researchers from UIUC and OpenManus.",
    "# \ud83d\udc4b OpenManus"
   ],
   "repository_evidence": [
    "We're also excited to introduce [OpenManus-RL](https://github.com/OpenManus/OpenManus-RL), an open-source project dedicated to reinforcement learning (RL)- based (such as GRPO) tuning methods for LLM agents, developed collaboratively by researchers from UIUC and OpenManus.",
    "# \ud83d\udc4b OpenManus"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/TaskingAI/TaskingAI",
   "project": "TaskingAI",
   "repository": "https://github.com/taskingai/taskingai.git",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# TaskingAI"
   ],
   "repository_evidence": [
    "First, clone the TaskingAI (community edition) repository from GitHub.",
    "git clone https://github.com/taskingai/taskingai.git cd taskingai",
    "# TaskingAI"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/TaskingAI/TaskingAI",
   "project": "LangChain",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "**LangChain** is a tool framework for LLM application development, but it faces practical limitations:",
    "# Why TaskingAI?",
    "### Problems with existing solutions \ud83d\ude41"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://zenml.io/blog/haystack-vs-llamaindex",
   "project": "Haystack",
   "repository": null,
   "stars": "22700",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Both Haystack and LlamaIndex help you build agentic AI workflows.",
    "## Haystack vs LlamaIndex: Key Takeaways",
    "**\ud83e\uddd1\ud83d\udcbb **[Haystack](https://haystack.deepset.ai/)**:** An AI orchestration framework for building customizable, production-ready LLM applications."
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "The table below compares the framework maturity of Haystack vs LlamaIndex:",
    "| Metric | Haystack | LlamaIndex |",
    "| GitHub Stars | 22,700 | 44,300 |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://zenml.io/blog/haystack-vs-llamaindex",
   "project": "LlamaIndex",
   "repository": null,
   "stars": "44300",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Both Haystack and LlamaIndex help you build agentic AI workflows.",
    "## Haystack vs LlamaIndex: Key Takeaways",
    "**\ud83e\uddd1\ud83d\udcbb** [LlamaIndex](https://www.llamaindex.ai/)**:** A RAG-first toolkit designed to build LLM-powered applications and agents over your data."
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "The table below compares the framework maturity of Haystack vs LlamaIndex:",
    "| Metric | Haystack | LlamaIndex |",
    "| GitHub Stars | 22,700 | 44,300 |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/letta-ai/letta",
   "project": "Letta",
   "repository": "https://github.com/letta-ai/letta-code",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Letta",
    "Build stateful agents with memory that can learn and improve over time."
   ],
   "repository_evidence": [
    "# Letta",
    "Build stateful agents with memory that can learn and improve over time.",
    "The current source code lives in [`letta-ai/letta-code`](https://github.com/letta-ai/letta-code), which includes the agent harness, interactive terminal UI, App Server, channels, and the runtime used by the desktop and web apps."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/strands-agents",
   "project": "Strands Agents",
   "repository": "https://github.com/strands-agents",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Strands Agents",
    "Strands Agents"
   ],
   "repository_evidence": [
    "[![Stars](https://camo.githubusercontent.com/4814e7480aa51935362091e3d368c8bef36cc2dc00327bcf7d6294c7fa573d2a/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f737472616e64732d6167656e74733f7374796c653d736f6369616c)](https://github.com/strands-agents)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/ai-for-developers/awesome-ai-coding-tools",
   "project": "OpenCode",
   "repository": "https://github.com/opencode-ai/opencode",
   "stars": "95000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome AI Coding Tools",
    "## Coding Agents",
    "- **[OpenCode](https://github.com/opencode-ai/opencode)** \u2013 Open-source terminal AI agent (95K+ GitHub stars) supporting 75+ providers. Free, privacy-first, with LSP integration."
   ],
   "repository_evidence": [
    "# Awesome AI Coding Tools",
    "## Coding Agents",
    "- **[OpenCode](https://github.com/opencode-ai/opencode)** \u2013 Open-source terminal AI agent (95K+ GitHub stars) supporting 75+ providers. Free, privacy-first, with LSP integration."
   ],
   "stars_evidence": [
    "# Awesome AI Coding Tools",
    "## Coding Agents",
    "- **[OpenCode](https://github.com/opencode-ai/opencode)** \u2013 Open-source terminal AI agent (95K+ GitHub stars) supporting 75+ providers. Free, privacy-first, with LSP integration."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://trilogyai.substack.com/p/comparative-analysis-of-deep-research",
   "project": "Ollama Deep Researcher",
   "repository": "https://github.com/langchain-ai/ollama-deep-researcher",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Comparative Analysis of Deep Research Tools",
    "Open-Source Projects\u2019 Capabilities:",
    "- **[Ollama Deep Researcher](https://github.com/langchain-ai/ollama-deep-researcher)** (by [LangChain](http://magentic-one) team) is a *fully local web research and report-writing assistant*\u200b."
   ],
   "repository_evidence": [
    "# Comparative Analysis of Deep Research Tools",
    "Open-Source Projects\u2019 Capabilities:",
    "- **[Ollama Deep Researcher](https://github.com/langchain-ai/ollama-deep-researcher)** (by [LangChain](http://magentic-one) team) is a *fully local web research and report-writing assistant*\u200b."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://trilogyai.substack.com/p/comparative-analysis-of-deep-research",
   "project": "Open Deep Research",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Comparative Analysis of Deep Research Tools",
    "Open-Source Projects\u2019 Capabilities:",
    "- **[HuggingFace\u2019s](https://huggingface.co/blog/open-deep-research)****[Open Deep Research](https://huggingface.co/blog/open-deep-research)** project used a \u201c**CodeAgent**\u201d approach\u200b."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://trilogyai.substack.com/p/comparative-analysis-of-deep-research",
   "project": "Open Deep Research",
   "repository": "https://github.com/nickscamara/open-deep-research",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Comparative Analysis of Deep Research Tools",
    "Open-Source Projects\u2019 Capabilities:",
    "- **[Open Deep Research](https://github.com/nickscamara/open-deep-research)** (**[Nick Scamara](https://x.com/nickscamara_)**\u2019s project) is an open-source clone of OpenAI\u2019s tool, using available components."
   ],
   "repository_evidence": [
    "# Comparative Analysis of Deep Research Tools",
    "Open-Source Projects\u2019 Capabilities:",
    "- **[Open Deep Research](https://github.com/nickscamara/open-deep-research)** (**[Nick Scamara](https://x.com/nickscamara_)**\u2019s project) is an open-source clone of OpenAI\u2019s tool, using available components."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://trilogyai.substack.com/p/comparative-analysis-of-deep-research",
   "project": "GPT-Researcher",
   "repository": null,
   "stars": "19000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Comparative Analysis of Deep Research Tools",
    "Open-Source Projects\u2019 Capabilities:",
    "- **[GPT-Researcher](https://gptr.dev/)** (**[Assaf Elovic](https://x.com/assaf_elovic)**\u2019s project) is one of the most feature-rich open offerings."
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# Comparative Analysis of Deep Research Tools",
    "Adoption in Different Communities:",
    "Meanwhile, **open-source tools** are being eagerly tried in academic and open science communities, because they can be self-hosted and customized.",
    "For example, GPT-Researcher (assafelovic\u2019s) reaching **19k stars on GitHub**\u200b indicates huge interest, and contributors are already adding features (there are many community pull requests and forks)."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://trilogyai.substack.com/p/comparative-analysis-of-deep-research",
   "project": "Jina AI\u2019s DeepResearch",
   "repository": "https://github.com/jina-ai/node-DeepResearch",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Comparative Analysis of Deep Research Tools",
    "Open-Source Projects\u2019 Capabilities:",
    "- **[Jina AI\u2019s DeepResearch](https://github.com/jina-ai/node-DeepResearch)** \u2013 This project focuses on **iterative Q&A** rather than report generation."
   ],
   "repository_evidence": [
    "# Comparative Analysis of Deep Research Tools",
    "Open-Source Projects\u2019 Capabilities:",
    "- **[Jina AI\u2019s DeepResearch](https://github.com/jina-ai/node-DeepResearch)** \u2013 This project focuses on **iterative Q&A** rather than report generation."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://trilogyai.substack.com/p/comparative-analysis-of-deep-research",
   "project": "OpenDeepResearcher",
   "repository": "https://github.com/mshumer/OpenDeepResearcher",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Comparative Analysis of Deep Research Tools",
    "Open-Source Projects\u2019 Capabilities:",
    "- **[OpenDeepResearcher](https://github.com/mshumer/OpenDeepResearcher)** (Michael Shumer) is implemented as a research notebook/Colab notebook."
   ],
   "repository_evidence": [
    "# Comparative Analysis of Deep Research Tools",
    "Open-Source Projects\u2019 Capabilities:",
    "- **[OpenDeepResearcher](https://github.com/mshumer/OpenDeepResearcher)** (Michael Shumer) is implemented as a research notebook/Colab notebook."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://trilogyai.substack.com/p/comparative-analysis-of-deep-research",
   "project": "DeepResearch by dzhng",
   "repository": "https://github.com/dzhng/deep-research",
   "stars": "12000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Comparative Analysis of Deep Research Tools",
    "Open-Source Projects\u2019 Capabilities:",
    "- **[DeepResearch by dzhng](https://github.com/dzhng/deep-research)**, aims to be a minimal deep research agent combining search, scraping, and an LLM in a simple loop \u2013 demonstrating that even a relatively small amount of code can implement this behavior (its goal is \u201cthe simplest implementation of a deep research agent\u201d\u200b)."
   ],
   "repository_evidence": [
    "# Comparative Analysis of Deep Research Tools",
    "Open-Source Projects\u2019 Capabilities:",
    "- **[DeepResearch by dzhng](https://github.com/dzhng/deep-research)**, aims to be a minimal deep research agent combining search, scraping, and an LLM in a simple loop \u2013 demonstrating that even a relatively small amount of code can implement this behavior (its goal is \u201cthe simplest implementation of a deep research agent\u201d\u200b)."
   ],
   "stars_evidence": [
    "# Comparative Analysis of Deep Research Tools",
    "Adoption in Different Communities:",
    "Within days of OpenAI\u2019s release, **multiple GitHub projects named \u201cOpen Deep Research\u201d or similar popped up**, each gaining thousands of stars (dzhng\u2019s *deep-research* repo has ~12k stars\u200b, Nickscamara\u2019s 4k+, etc.)."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://mashable.com/article/autogpt-ai-agents-how-to-get-access",
   "project": "Auto-GPT",
   "repository": "https://github.com/Significant-Gravitas/Auto-GPT",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Auto-GPT, BabyAGI, and AgentGPT: How to use AI agents",
    "Created by game developer Toran Bruce Richards, [Auto-GPT](https://github.com/Significant-Gravitas/Auto-GPT) is the original application that set off a flurry of other AI agent tools."
   ],
   "repository_evidence": [
    "# Auto-GPT, BabyAGI, and AgentGPT: How to use AI agents",
    "Created by game developer Toran Bruce Richards, [Auto-GPT](https://github.com/Significant-Gravitas/Auto-GPT) is the original application that set off a flurry of other AI agent tools."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://mashable.com/article/autogpt-ai-agents-how-to-get-access",
   "project": "BabyAGI",
   "repository": "https://github.com/yoheinakajima/babyagi",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Auto-GPT, BabyAGI, and AgentGPT: How to use AI agents"
   ],
   "repository_evidence": [
    "# Auto-GPT, BabyAGI, and AgentGPT: How to use AI agents"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/wjhou/awesome-computer-use-agents/blob/main/reports/ecosystem/frameworks-and-tools/desktop-agent-frameworks-ufo-microsoft.md",
   "project": "UFO",
   "repository": "https://github.com/microsoft/UFO",
   "stars": "8258",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# UFO (Microsoft)",
    "| Repo entry | UFO (Microsoft) |"
   ],
   "repository_evidence": [
    "| Actual target | [GitHub](https://github.com/microsoft/UFO) |"
   ],
   "stars_evidence": [
    "| GitHub stars | 8258 |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://ai.riera.co.uk/new-sources/2026-03-02",
   "project": "LangGraph",
   "repository": "https://github.com/langchain-ai/langgraph?update=2026-03-02",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "LangGraph\n[https://github.com/langchain-ai/langgraph?update=2026-03-02](https://github.com/langchain-ai/langgraph?update=2026-03-02)\ntool, framework\nintegrated\n[docs/tools/agents/langgraph.md](../tools/agents/langgraph.md)\nStateful agent orchestration by LangChain."
   ],
   "repository_evidence": [
    "LangGraph\n[https://github.com/langchain-ai/langgraph?update=2026-03-02](https://github.com/langchain-ai/langgraph?update=2026-03-02)\ntool, framework\nintegrated\n[docs/tools/agents/langgraph.md](../tools/agents/langgraph.md)\nStateful agent orchestration by LangChain."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://ai.riera.co.uk/new-sources/2026-03-02",
   "project": "Agency Swarm",
   "repository": "https://github.com/VRSEN/agency-swarm?update=2026-03-02",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Agency Swarm\n[https://github.com/VRSEN/agency-swarm?update=2026-03-02](https://github.com/VRSEN/agency-swarm?update=2026-03-02)\ntool, framework\nintegrated\n[docs/tools/agents/agency-swarm.md](../../tools/agents/agency-swarm/)\nCollaborative multi-agent orchestration framework."
   ],
   "repository_evidence": [
    "Agency Swarm\n[https://github.com/VRSEN/agency-swarm?update=2026-03-02](https://github.com/VRSEN/agency-swarm?update=2026-03-02)\ntool, framework\nintegrated\n[docs/tools/agents/agency-swarm.md](../../tools/agents/agency-swarm/)\nCollaborative multi-agent orchestration framework."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://ai.riera.co.uk/new-sources/2026-03-02",
   "project": "Composio",
   "repository": "https://github.com/composiohq/composio?update=2026-03-02",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Composio\n[https://github.com/composiohq/composio?update=2026-03-02](https://github.com/composiohq/composio?update=2026-03-02)\ntool\nintegrated\n[docs/tools/agents/composio.md](../../tools/agents/composio/)\nTool integration platform for AI agents."
   ],
   "repository_evidence": [
    "Composio\n[https://github.com/composiohq/composio?update=2026-03-02](https://github.com/composiohq/composio?update=2026-03-02)\ntool\nintegrated\n[docs/tools/agents/composio.md](../../tools/agents/composio/)\nTool integration platform for AI agents."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://ai.riera.co.uk/new-sources/2026-03-02",
   "project": "Phidata",
   "repository": "https://github.com/agno-agi/agno?update=2026-03-02",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Phidata\n[https://github.com/agno-agi/agno?update=2026-03-02](https://github.com/agno-agi/agno?update=2026-03-02)\ntool, framework\nintegrated\n[docs/tools/agents/phidata.md](../../tools/agents/phidata/)\nFramework for building AI assistants with memory and tools."
   ],
   "repository_evidence": [
    "Phidata\n[https://github.com/agno-agi/agno?update=2026-03-02](https://github.com/agno-agi/agno?update=2026-03-02)\ntool, framework\nintegrated\n[docs/tools/agents/phidata.md](../../tools/agents/phidata/)\nFramework for building AI assistants with memory and tools."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://ai.riera.co.uk/new-sources/2026-03-02",
   "project": "Bee Agent Framework",
   "repository": "https://github.com/i-am-bee/beeai-framework?update=2026-03-02",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Bee Agent Framework\n[https://github.com/i-am-bee/beeai-framework?update=2026-03-02](https://github.com/i-am-bee/beeai-framework?update=2026-03-02)\ntool, framework\nintegrated\n[docs/tools/agents/bee-agent-framework.md](../../tools/agents/bee-agent-framework/)\nIBM's TypeScript/Python agent framework."
   ],
   "repository_evidence": [
    "Bee Agent Framework\n[https://github.com/i-am-bee/beeai-framework?update=2026-03-02](https://github.com/i-am-bee/beeai-framework?update=2026-03-02)\ntool, framework\nintegrated\n[docs/tools/agents/bee-agent-framework.md](../../tools/agents/bee-agent-framework/)\nIBM's TypeScript/Python agent framework."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://ai.riera.co.uk/new-sources/2026-03-02",
   "project": "Agno",
   "repository": "https://github.com/agno-agi/agno?update=2026-03-02",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Agno\n[https://github.com/agno-agi/agno?update=2026-03-02](https://github.com/agno-agi/agno?update=2026-03-02)\ntool, framework\nintegrated\n[docs/tools/agents/agno.md](../../tools/agents/agno/)\nLightweight Python framework (formerly Phidata v2)."
   ],
   "repository_evidence": [
    "Agno\n[https://github.com/agno-agi/agno?update=2026-03-02](https://github.com/agno-agi/agno?update=2026-03-02)\ntool, framework\nintegrated\n[docs/tools/agents/agno.md](../../tools/agents/agno/)\nLightweight Python framework (formerly Phidata v2)."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://ai.riera.co.uk/new-sources/2026-03-02",
   "project": "DSPy",
   "repository": "https://github.com/stanfordnlp/dspy",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "DSPy\n[https://github.com/stanfordnlp/dspy](https://github.com/stanfordnlp/dspy)\ntool, framework\nintegrated\n[tools/frameworks/dspy.md](../../tools/frameworks/dspy/)\nProgramming framework for algorithmically optimizing LLM prompts."
   ],
   "repository_evidence": [
    "DSPy\n[https://github.com/stanfordnlp/dspy](https://github.com/stanfordnlp/dspy)\ntool, framework\nintegrated\n[tools/frameworks/dspy.md](../../tools/frameworks/dspy/)\nProgramming framework for algorithmically optimizing LLM prompts."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://ai.riera.co.uk/new-sources/2026-03-02",
   "project": "Haystack",
   "repository": "https://github.com/deepset-ai/haystack",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Haystack\n[https://github.com/deepset-ai/haystack](https://github.com/deepset-ai/haystack)\ntool, framework\nintegrated\n[tools/frameworks/haystack.md](../../tools/frameworks/haystack/)\nModular LLM framework for building RAG and search pipelines."
   ],
   "repository_evidence": [
    "Haystack\n[https://github.com/deepset-ai/haystack](https://github.com/deepset-ai/haystack)\ntool, framework\nintegrated\n[tools/frameworks/haystack.md](../../tools/frameworks/haystack/)\nModular LLM framework for building RAG and search pipelines."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://ai.riera.co.uk/new-sources/2026-03-02",
   "project": "Semantic Kernel",
   "repository": "https://github.com/microsoft/semantic-kernel",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Semantic Kernel\n[https://github.com/microsoft/semantic-kernel](https://github.com/microsoft/semantic-kernel)\ntool, framework\nintegrated\n[tools/frameworks/semantic-kernel.md](../../tools/frameworks/semantic-kernel/)\nMicrosoft's SDK for integrating LLMs into applications."
   ],
   "repository_evidence": [
    "Semantic Kernel\n[https://github.com/microsoft/semantic-kernel](https://github.com/microsoft/semantic-kernel)\ntool, framework\nintegrated\n[tools/frameworks/semantic-kernel.md](../../tools/frameworks/semantic-kernel/)\nMicrosoft's SDK for integrating LLMs into applications."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://ai.riera.co.uk/new-sources/2026-03-02",
   "project": "CrewAI",
   "repository": "https://github.com/joaomdmoura/crewAI",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "CrewAI\n[https://github.com/joaomdmoura/crewAI](https://github.com/joaomdmoura/crewAI)\ntool, framework\nintegrated\n[tools/frameworks/crewai.md](../../tools/frameworks/crewai/)\nMulti-agent orchestration framework."
   ],
   "repository_evidence": [
    "CrewAI\n[https://github.com/joaomdmoura/crewAI](https://github.com/joaomdmoura/crewAI)\ntool, framework\nintegrated\n[tools/frameworks/crewai.md](../../tools/frameworks/crewai/)\nMulti-agent orchestration framework."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://ai.riera.co.uk/new-sources/2026-03-02",
   "project": "AutoGen",
   "repository": "https://github.com/microsoft/autogen",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "AutoGen\n[https://github.com/microsoft/autogen](https://github.com/microsoft/autogen)\ntool, framework\nintegrated\n[tools/frameworks/autogen.md](../../tools/frameworks/autogen/)\nMicrosoft's multi-agent conversation framework."
   ],
   "repository_evidence": [
    "AutoGen\n[https://github.com/microsoft/autogen](https://github.com/microsoft/autogen)\ntool, framework\nintegrated\n[tools/frameworks/autogen.md](../../tools/frameworks/autogen/)\nMicrosoft's multi-agent conversation framework."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://ai.riera.co.uk/new-sources/2026-03-02",
   "project": "Smolagents",
   "repository": "https://github.com/huggingface/smolagents",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Smolagents\n[https://github.com/huggingface/smolagents](https://github.com/huggingface/smolagents)\ntool, framework\nintegrated\n[tools/frameworks/smolagents.md](../../tools/frameworks/smolagents/)\nHugging Face's lightweight agent framework."
   ],
   "repository_evidence": [
    "Smolagents\n[https://github.com/huggingface/smolagents](https://github.com/huggingface/smolagents)\ntool, framework\nintegrated\n[tools/frameworks/smolagents.md](../../tools/frameworks/smolagents/)\nHugging Face's lightweight agent framework."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://dev.to/mehmetakar/openmanus-manus-ai-open-source-1kjj",
   "project": "OpenManus",
   "repository": "https://github.com/mannaandpoem/OpenManus.git",
   "stars": "16000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Openmanus (Manus AI Open Source)(+16k Stars on Github in just 2 Days!",
    "**OpenManus** was developed in just **three hours** by core contributors of **MetaGPT**, making it an ultra-fast, accessible alternative to Manus AI."
   ],
   "repository_evidence": [
    "# Openmanus (Manus AI Open Source)(+16k Stars on Github in just 2 Days!",
    "1. **Clone the repository**",
    " git clone https://github.com/mannaandpoem/OpenManus.git cd OpenManus"
   ],
   "stars_evidence": [
    "# Openmanus (Manus AI Open Source)(+16k Stars on Github in just 2 Days!"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://medium.com/@mohitcharan04/comprehensive-comparison-of-ai-agent-frameworks-bec7d25df8a6",
   "project": "AutoGen",
   "repository": null,
   "stars": "41000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Comprehensive Comparison of AI Agent Frameworks",
    "## 1. Overview of Each Framework",
    "## AutoGen (Microsoft Research)",
    "Very active GitHub (41k+ stars) and a dedicated subreddit and Discord."
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# Comprehensive Comparison of AI Agent Frameworks",
    "## 1. Overview of Each Framework",
    "## AutoGen (Microsoft Research)",
    "Very active GitHub (41k+ stars) and a dedicated subreddit and Discord."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://medium.com/@mohitcharan04/comprehensive-comparison-of-ai-agent-frameworks-bec7d25df8a6",
   "project": "Smolagents",
   "repository": null,
   "stars": "14000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Comprehensive Comparison of AI Agent Frameworks",
    "## 1. Overview of Each Framework",
    "## Smolagents (Hugging Face)",
    "Smolagents is new (launched late 2024) but quickly gained traction (over 3,000 stars shortly after launch, sparking discussions; now ~14k stars )."
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# Comprehensive Comparison of AI Agent Frameworks",
    "## 1. Overview of Each Framework",
    "## Smolagents (Hugging Face)",
    "Smolagents is new (launched late 2024) but quickly gained traction (over 3,000 stars shortly after launch, sparking discussions; now ~14k stars )."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://medium.com/@mohitcharan04/comprehensive-comparison-of-ai-agent-frameworks-bec7d25df8a6",
   "project": "CrewAI",
   "repository": null,
   "stars": "28000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Comprehensive Comparison of AI Agent Frameworks",
    "## 1. Overview of Each Framework",
    "## CrewAI",
    "~28k stars on GitHub indicates strong adoption."
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# Comprehensive Comparison of AI Agent Frameworks",
    "## 1. Overview of Each Framework",
    "## CrewAI",
    "~28k stars on GitHub indicates strong adoption."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://medium.com/@mohitcharan04/comprehensive-comparison-of-ai-agent-frameworks-bec7d25df8a6",
   "project": "PydanticAI",
   "repository": null,
   "stars": "6900",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Comprehensive Comparison of AI Agent Frameworks",
    "## 1. Overview of Each Framework",
    "## PydanticAI",
    "GitHub shows ~6.9k stars ."
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# Comprehensive Comparison of AI Agent Frameworks",
    "## 1. Overview of Each Framework",
    "## PydanticAI",
    "GitHub shows ~6.9k stars ."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://medium.com/@mohitcharan04/comprehensive-comparison-of-ai-agent-frameworks-bec7d25df8a6",
   "project": "Semantic Kernel",
   "repository": null,
   "stars": "23000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Comprehensive Comparison of AI Agent Frameworks",
    "## 1. Overview of Each Framework",
    "## Semantic Kernel (Microsoft)",
    "SK has ~23k stars on GitHub (Python + C# repos combined) and is backed by Microsoft."
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# Comprehensive Comparison of AI Agent Frameworks",
    "## 1. Overview of Each Framework",
    "## Semantic Kernel (Microsoft)",
    "SK has ~23k stars on GitHub (Python + C# repos combined) and is backed by Microsoft."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://medium.com/@mohitcharan04/comprehensive-comparison-of-ai-agent-frameworks-bec7d25df8a6",
   "project": "LangGraph",
   "repository": null,
   "stars": "10000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Comprehensive Comparison of AI Agent Frameworks",
    "## 1. Overview of Each Framework",
    "## LangGraph",
    "About ~10k stars on GitHub ."
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# Comprehensive Comparison of AI Agent Frameworks",
    "## 1. Overview of Each Framework",
    "## LangGraph",
    "About ~10k stars on GitHub ."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://medium.com/@mohitcharan04/comprehensive-comparison-of-ai-agent-frameworks-bec7d25df8a6",
   "project": "Agno",
   "repository": null,
   "stars": "20000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Comprehensive Comparison of AI Agent Frameworks",
    "## 1. Overview of Each Framework",
    "## Agno (formerly Phidata)",
    "It was known as Phidata before, and has gained a lot of attention (20k+ stars) as a competitor in the agent framework space."
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# Comprehensive Comparison of AI Agent Frameworks",
    "## 1. Overview of Each Framework",
    "## Agno (formerly Phidata)",
    "It was known as Phidata before, and has gained a lot of attention (20k+ stars) as a competitor in the agent framework space."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://medium.com/@mohitcharan04/comprehensive-comparison-of-ai-agent-frameworks-bec7d25df8a6",
   "project": "LlamaIndex",
   "repository": null,
   "stars": "40000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Comprehensive Comparison of AI Agent Frameworks",
    "## 1. Overview of Each Framework",
    "## LlamaIndex (formerly GPT Index)",
    "LlamaIndex has around 40k stars \u2014 very popular, nearly as much as LangChain."
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# Comprehensive Comparison of AI Agent Frameworks",
    "## 1. Overview of Each Framework",
    "## LlamaIndex (formerly GPT Index)",
    "LlamaIndex has around 40k stars \u2014 very popular, nearly as much as LangChain."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://ai-buzz.com/compare/flowise-vs-letta",
   "project": "Flowise",
   "repository": null,
   "stars": "50.7K",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "FlowiseLetta 9.1K14.1K Downloads (30d) $500K$10M Disclosed Funding 50.7K21.6K GitHub Stars 218 HN Mentions (30d) 3940 Momentum (0-100) | Metric | Flowise | Letta |",
    "| Description | Open-source visual builder for LLM application workflows | Stateful AI agents with persistent memory, formerly MemGPT |",
    "Flowise: 9.1K downloads/mo (+22%), 50.7K GitHub stars, 4 active contributors, 3 dependents, $500K funded vs Letta: 14.1K downloads/mo (+46%), 21.6K GitHub stars, 13 active contributors, $10M funded"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "FlowiseLetta 9.1K14.1K Downloads (30d) $500K$10M Disclosed Funding 50.7K21.6K GitHub Stars 218 HN Mentions (30d) 3940 Momentum (0-100) | Metric | Flowise | Letta |",
    "| GitHub Stars | 50.7K \u2713 | 21.6K |",
    "Flowise: 9.1K downloads/mo (+22%), 50.7K GitHub stars, 4 active contributors, 3 dependents, $500K funded vs Letta: 14.1K downloads/mo (+46%), 21.6K GitHub stars, 13 active contributors, $10M funded"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://ai-buzz.com/compare/flowise-vs-letta",
   "project": "Letta",
   "repository": null,
   "stars": "21.6K",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Letta leads in package downloads at 2x; Letta has raised more funding at $10M; Letta leads in active contributors with 13 (30d); both compete in AI Agents.",
    "FlowiseLetta 9.1K14.1K Downloads (30d) $500K$10M Disclosed Funding 50.7K21.6K GitHub Stars 218 HN Mentions (30d) 3940 Momentum (0-100) | Metric | Flowise | Letta |",
    "| Description | Open-source visual builder for LLM application workflows | Stateful AI agents with persistent memory, formerly MemGPT |",
    "Flowise: 9.1K downloads/mo (+22%), 50.7K GitHub stars, 4 active contributors, 3 dependents, $500K funded vs Letta: 14.1K downloads/mo (+46%), 21.6K GitHub stars, 13 active contributors, $10M funded"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "FlowiseLetta 9.1K14.1K Downloads (30d) $500K$10M Disclosed Funding 50.7K21.6K GitHub Stars 218 HN Mentions (30d) 3940 Momentum (0-100) | Metric | Flowise | Letta |",
    "| GitHub Stars | 50.7K \u2713 | 21.6K |",
    "Flowise: 9.1K downloads/mo (+22%), 50.7K GitHub stars, 4 active contributors, 3 dependents, $500K funded vs Letta: 14.1K downloads/mo (+46%), 21.6K GitHub stars, 13 active contributors, $10M funded"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://dev.to/stevengonsalvez/browser-tools-for-ai-agents-part-2-the-framework-wars-browser-use-stagehand-skyvern-4gn",
   "project": "browser-use",
   "repository": null,
   "stars": "85000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Now we're going up a level. The frameworks. The SDKs. The bits that actually let your agent *do things* in a browser instead of just staring at one.",
    "## browser-use: The Python Gorilla",
    "85,000 GitHub stars. 9,000 forks. MIT licensed."
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "Now we're going up a level. The frameworks. The SDKs. The bits that actually let your agent *do things* in a browser instead of just staring at one.",
    "## browser-use: The Python Gorilla",
    "85,000 GitHub stars. 9,000 forks. MIT licensed."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://dev.to/stevengonsalvez/browser-tools-for-ai-agents-part-2-the-framework-wars-browser-use-stagehand-skyvern-4gn",
   "project": "Stagehand",
   "repository": null,
   "stars": "21800",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Now we're going up a level. The frameworks. The SDKs. The bits that actually let your agent *do things* in a browser instead of just staring at one.",
    "## Stagehand: The TypeScript Caching Play",
    "21,800 stars. Browserbase's baby."
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "Now we're going up a level. The frameworks. The SDKs. The bits that actually let your agent *do things* in a browser instead of just staring at one.",
    "## Stagehand: The TypeScript Caching Play",
    "21,800 stars. Browserbase's baby."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://dev.to/stevengonsalvez/browser-tools-for-ai-agents-part-2-the-framework-wars-browser-use-stagehand-skyvern-4gn",
   "project": "Skyvern",
   "repository": null,
   "stars": "21000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Now we're going up a level. The frameworks. The SDKs. The bits that actually let your agent *do things* in a browser instead of just staring at one.",
    "## Skyvern: The Vision Bet",
    "21,000 stars. The one that looks at screenshots instead of parsing HTML."
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "Now we're going up a level. The frameworks. The SDKs. The bits that actually let your agent *do things* in a browser instead of just staring at one.",
    "## Skyvern: The Vision Bet",
    "21,000 stars. The one that looks at screenshots instead of parsing HTML."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://dev.to/stevengonsalvez/browser-tools-for-ai-agents-part-2-the-framework-wars-browser-use-stagehand-skyvern-4gn",
   "project": "Notte",
   "repository": null,
   "stars": "1900",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Now we're going up a level. The frameworks. The SDKs. The bits that actually let your agent *do things* in a browser instead of just staring at one.",
    "## Notte: The Full-Stack Edge Play",
    "1,900 stars. YC S25. SSPL licensed."
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "Now we're going up a level. The frameworks. The SDKs. The bits that actually let your agent *do things* in a browser instead of just staring at one.",
    "## Notte: The Full-Stack Edge Play",
    "1,900 stars. YC S25. SSPL licensed."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://dev.to/stevengonsalvez/browser-tools-for-ai-agents-part-2-the-framework-wars-browser-use-stagehand-skyvern-4gn",
   "project": "expect",
   "repository": null,
   "stars": "3000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Now we're going up a level. The frameworks. The SDKs. The bits that actually let your agent *do things* in a browser instead of just staring at one.",
    "## expect: The Categorical Misfit (and Something I Use Daily)",
    "3,000 stars. FSL-1.1-MIT license (functional source license)."
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "Now we're going up a level. The frameworks. The SDKs. The bits that actually let your agent *do things* in a browser instead of just staring at one.",
    "## expect: The Categorical Misfit (and Something I Use Daily)",
    "3,000 stars. FSL-1.1-MIT license (functional source license)."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/TIGER-AI-Lab/OpenResearcher?:~:text=The%20deep%20research%20agent%20will%20automatically%20search_answer%20along%20with%20all%20intermediate%20reasoning%20steps.",
   "project": "OpenResearcher",
   "repository": "https://github.com/TIGER-AI-Lab/OpenResearcher",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## \ud83d\udca5 Introduction",
    "**OpenResearcher** is a fully open agentic large language model (30B-A3B) designed for **long-horizon deep research** scenarios."
   ],
   "repository_evidence": [
    "[![](/TIGER-AI-Lab/OpenResearcher/raw/main/assets/imgs/openresearcher-title.svg)](/TIGER-AI-Lab/OpenResearcher/blob/main/assets/imgs/openresearcher-title.svg)",
    "[![Blog](https://camo.githubusercontent.com/e749e568a8e794879fa11d7d5f412525cff4c444278744bd2ae7f86be45bf97f/68747470733a2f2f696d672e736869656c64732e696f2f62616467652f4769746875622d3138313731373f7374796c653d666f722d7468652d6261646765266c6f676f3d676974687562266c6f676f436f6c6f723d7768697465)](https://github.com/TIGER-AI-Lab/OpenResearcher)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://medium.com/@roseserene/agentic-ai-autogpt-babyagi-and-autonomous-llm-agents-substance-or-hype-8fa5a14ee265",
   "project": "AutoGPT",
   "repository": "https://www.reddit.com/r/AutoGPT/comments/136ncs8/why_all_the_hype_around_autogpt/#:~:text=Why%20all%20the%20hype%20around,GPT",
   "stars": "100000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Agentic AI: AutoGPT, BabyAGI, and Autonomous LLM Agents \u2014 Substance or Hype?"
   ],
   "repository_evidence": [
    "Agentic AI: AutoGPT, BabyAGI, and Autonomous LLM Agents \u2014 Substance or Hype?"
   ],
   "stars_evidence": [
    "Agentic AI: AutoGPT, BabyAGI, and Autonomous LLM Agents \u2014 Substance or Hype?"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://medium.com/@roseserene/agentic-ai-autogpt-babyagi-and-autonomous-llm-agents-substance-or-hype-8fa5a14ee265",
   "project": "BabyAGI",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Agentic AI: AutoGPT, BabyAGI, and Autonomous LLM Agents \u2014 Substance or Hype?",
    "In early 2023, projects such as **AutoGPT**, **BabyAGI**, and **AgentGPT** burst onto the scene, promising AI agents that could plan and execute multi-step tasks with minimal human intervention."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://medium.com/@roseserene/agentic-ai-autogpt-babyagi-and-autonomous-llm-agents-substance-or-hype-8fa5a14ee265",
   "project": "AgentGPT",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Agentic AI: AutoGPT, BabyAGI, and Autonomous LLM Agents \u2014 Substance or Hype?",
    "In early 2023, projects such as **AutoGPT**, **BabyAGI**, and **AgentGPT** burst onto the scene, promising AI agents that could plan and execute multi-step tasks with minimal human intervention."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://medium.com/@roseserene/agentic-ai-autogpt-babyagi-and-autonomous-llm-agents-substance-or-hype-8fa5a14ee265",
   "project": "BabyBeeAGI",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Agentic AI: AutoGPT, BabyAGI, and Autonomous LLM Agents \u2014 Substance or Hype?",
    "Dozens of spin-offs emerged \u2014 e.g. **BabyBeeAGI**, **SuperAGI**, **AgentVerse**, **GPT-Engineer** \u2014 but these were largely incremental tweaks (adding more tools, different prompting strategies, etc.) rather than fundamentally different approaches."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://medium.com/@roseserene/agentic-ai-autogpt-babyagi-and-autonomous-llm-agents-substance-or-hype-8fa5a14ee265",
   "project": "SuperAGI",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Agentic AI: AutoGPT, BabyAGI, and Autonomous LLM Agents \u2014 Substance or Hype?",
    "Dozens of spin-offs emerged \u2014 e.g. **BabyBeeAGI**, **SuperAGI**, **AgentVerse**, **GPT-Engineer** \u2014 but these were largely incremental tweaks (adding more tools, different prompting strategies, etc.) rather than fundamentally different approaches."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://medium.com/@roseserene/agentic-ai-autogpt-babyagi-and-autonomous-llm-agents-substance-or-hype-8fa5a14ee265",
   "project": "AgentVerse",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Agentic AI: AutoGPT, BabyAGI, and Autonomous LLM Agents \u2014 Substance or Hype?",
    "Dozens of spin-offs emerged \u2014 e.g. **BabyBeeAGI**, **SuperAGI**, **AgentVerse**, **GPT-Engineer** \u2014 but these were largely incremental tweaks (adding more tools, different prompting strategies, etc.) rather than fundamentally different approaches."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://medium.com/@roseserene/agentic-ai-autogpt-babyagi-and-autonomous-llm-agents-substance-or-hype-8fa5a14ee265",
   "project": "GPT-Engineer",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Agentic AI: AutoGPT, BabyAGI, and Autonomous LLM Agents \u2014 Substance or Hype?",
    "Dozens of spin-offs emerged \u2014 e.g. **BabyBeeAGI**, **SuperAGI**, **AgentVerse**, **GPT-Engineer** \u2014 but these were largely incremental tweaks (adding more tools, different prompting strategies, etc.) rather than fundamentally different approaches."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://medium.com/@roseserene/agentic-ai-autogpt-babyagi-and-autonomous-llm-agents-substance-or-hype-8fa5a14ee265",
   "project": "LangChain",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Agentic AI: AutoGPT, BabyAGI, and Autonomous LLM Agents \u2014 Substance or Hype?"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://medium.com/@roseserene/agentic-ai-autogpt-babyagi-and-autonomous-llm-agents-substance-or-hype-8fa5a14ee265",
   "project": "LangGraph",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Agentic AI: AutoGPT, BabyAGI, and Autonomous LLM Agents \u2014 Substance or Hype?"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://medium.com/@roseserene/agentic-ai-autogpt-babyagi-and-autonomous-llm-agents-substance-or-hype-8fa5a14ee265",
   "project": "Autogen",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Agentic AI: AutoGPT, BabyAGI, and Autonomous LLM Agents \u2014 Substance or Hype?",
    "Newer entrants like **Microsoft\u2019s Autogen** and **CrewAI** further refined the concept: Autogen enabled multi-agent conversations (multiple LLMs chatting to solve a task), and CrewAI made it easy to configure a \u201cteam\u201d of agents with different roles."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://medium.com/@roseserene/agentic-ai-autogpt-babyagi-and-autonomous-llm-agents-substance-or-hype-8fa5a14ee265",
   "project": "CrewAI",
   "repository": "https://github.com/crewAIInc/crewAI",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Agentic AI: AutoGPT, BabyAGI, and Autonomous LLM Agents \u2014 Substance or Hype?",
    "Newer entrants like **Microsoft\u2019s Autogen** and **CrewAI** further refined the concept: Autogen enabled multi-agent conversations (multiple LLMs chatting to solve a task), and CrewAI made it easy to configure a \u201cteam\u201d of agents with different roles."
   ],
   "repository_evidence": [
    "Agentic AI: AutoGPT, BabyAGI, and Autonomous LLM Agents \u2014 Substance or Hype?"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/vince-lam%2Fawesome-agents",
   "project": "langchain",
   "repository": "https://github.com/langchain-ai/langchain",
   "stars": "107188",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-agents",
    "- ## Table of Open-Source AI Agents Projects",
    "- [langchain](/projects/github.com%2Flangchain-ai%2Flangchain) - aware reasoning applications | framework | 107,188 | 17,419 | 326 | 476 | 0 days, 8 hrs, 0 mins | 885 | MIT License |"
   ],
   "repository_evidence": [
    "# awesome-agents",
    "- ## Table of Open-Source AI Agents Projects",
    "- [langchain](/projects/github.com%2Flangchain-ai%2Flangchain) - aware reasoning applications | framework | 107,188 | 17,419 | 326 | 476 | 0 days, 8 hrs, 0 mins | 885 | MIT License |"
   ],
   "stars_evidence": [
    "# awesome-agents",
    "- ## Table of Open-Source AI Agents Projects",
    "- [langchain](/projects/github.com%2Flangchain-ai%2Flangchain) - aware reasoning applications | framework | 107,188 | 17,419 | 326 | 476 | 0 days, 8 hrs, 0 mins | 885 | MIT License |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/vince-lam%2Fawesome-agents",
   "project": "MetaGPT",
   "repository": "https://github.com/geekan/MetaGPT",
   "stars": "55468",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-agents",
    "- ## Table of Open-Source AI Agents Projects",
    "- [MetaGPT](/projects/github.com%2Fgeekan%2FMetaGPT) - Agent Framework: First AI Software Company, Towards Natural Language Programming | coding, framework | 55,468 | 6,596 | 111 | 113 | 41 days, 15 hrs, 1 mins | 22 | MIT License |"
   ],
   "repository_evidence": [
    "# awesome-agents",
    "- ## Table of Open-Source AI Agents Projects",
    "- [MetaGPT](/projects/github.com%2Fgeekan%2FMetaGPT) - Agent Framework: First AI Software Company, Towards Natural Language Programming | coding, framework | 55,468 | 6,596 | 111 | 113 | 41 days, 15 hrs, 1 mins | 22 | MIT License |"
   ],
   "stars_evidence": [
    "# awesome-agents",
    "- ## Table of Open-Source AI Agents Projects",
    "- [MetaGPT](/projects/github.com%2Fgeekan%2FMetaGPT) - Agent Framework: First AI Software Company, Towards Natural Language Programming | coding, framework | 55,468 | 6,596 | 111 | 113 | 41 days, 15 hrs, 1 mins | 22 | MIT License |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/vince-lam%2Fawesome-agents",
   "project": "llama_index",
   "repository": "https://github.com/run-llama/llama_index",
   "stars": "41549",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-agents",
    "- ## Table of Open-Source AI Agents Projects",
    "- [llama_index](/projects/github.com%2Frun-llama%2Fllama_index) - powered agents over your data. | framework | 41,549 | 5,924 | 332 | 476 | 0 days, 20 hrs, 51 mins | 378 | MIT License |"
   ],
   "repository_evidence": [
    "# awesome-agents",
    "- ## Table of Open-Source AI Agents Projects",
    "- [llama_index](/projects/github.com%2Frun-llama%2Fllama_index) - powered agents over your data. | framework | 41,549 | 5,924 | 332 | 476 | 0 days, 20 hrs, 51 mins | 378 | MIT License |"
   ],
   "stars_evidence": [
    "# awesome-agents",
    "- ## Table of Open-Source AI Agents Projects",
    "- [llama_index](/projects/github.com%2Frun-llama%2Fllama_index) - powered agents over your data. | framework | 41,549 | 5,924 | 332 | 476 | 0 days, 20 hrs, 51 mins | 378 | MIT License |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/vince-lam%2Fawesome-agents",
   "project": "autogen",
   "repository": "https://github.com/microsoft/autogen",
   "stars": "44300",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-agents",
    "- ## Table of Open-Source AI Agents Projects",
    "- [autogen](/projects/github.com%2Fmicrosoft%2Fautogen) - agentchat Discord: https://aka.ms/autogen-discord Office Hour: https://aka.ms/autogen-officehour | framework | 44,300 | 6,677 | 556 | 444 | 1 days, 6 hrs, 6 mins | 88 | Creative Commons Attribution 4.0 International |"
   ],
   "repository_evidence": [
    "# awesome-agents",
    "- ## Table of Open-Source AI Agents Projects",
    "- [autogen](/projects/github.com%2Fmicrosoft%2Fautogen) - agentchat Discord: https://aka.ms/autogen-discord Office Hour: https://aka.ms/autogen-officehour | framework | 44,300 | 6,677 | 556 | 444 | 1 days, 6 hrs, 6 mins | 88 | Creative Commons Attribution 4.0 International |"
   ],
   "stars_evidence": [
    "# awesome-agents",
    "- ## Table of Open-Source AI Agents Projects",
    "- [autogen](/projects/github.com%2Fmicrosoft%2Fautogen) - agentchat Discord: https://aka.ms/autogen-discord Office Hour: https://aka.ms/autogen-officehour | framework | 44,300 | 6,677 | 556 | 444 | 1 days, 6 hrs, 6 mins | 88 | Creative Commons Attribution 4.0 International |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/vince-lam%2Fawesome-agents",
   "project": "ChatDev",
   "repository": "https://github.com/OpenBMB/ChatDev",
   "stars": "26823",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-agents",
    "- ## Table of Open-Source AI Agents Projects",
    "- [ChatDev](/projects/github.com%2FOpenBMB%2FChatDev) - powered Multi-Agent Collaboration) | coding, framework | 26,823 | 3,387 | 47 | 55 | 38 days, 13 hrs, 17 mins | 9 | Apache License 2.0 |"
   ],
   "repository_evidence": [
    "# awesome-agents",
    "- ## Table of Open-Source AI Agents Projects",
    "- [ChatDev](/projects/github.com%2FOpenBMB%2FChatDev) - powered Multi-Agent Collaboration) | coding, framework | 26,823 | 3,387 | 47 | 55 | 38 days, 13 hrs, 17 mins | 9 | Apache License 2.0 |"
   ],
   "stars_evidence": [
    "# awesome-agents",
    "- ## Table of Open-Source AI Agents Projects",
    "- [ChatDev](/projects/github.com%2FOpenBMB%2FChatDev) - powered Multi-Agent Collaboration) | coding, framework | 26,823 | 3,387 | 47 | 55 | 38 days, 13 hrs, 17 mins | 9 | Apache License 2.0 |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/vince-lam%2Fawesome-agents",
   "project": "semantic-kernel",
   "repository": "https://github.com/microsoft/semantic-kernel",
   "stars": "24374",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-agents",
    "- ## Table of Open-Source AI Agents Projects",
    "- [semantic-kernel](/projects/github.com%2Fmicrosoft%2Fsemantic-kernel) - edge LLM technology quickly and easily into your apps | framework | 24,374 | 3,802 | 475 | 344 | 0 days, 14 hrs, 52 mins | 204 | MIT License |"
   ],
   "repository_evidence": [
    "# awesome-agents",
    "- ## Table of Open-Source AI Agents Projects",
    "- [semantic-kernel](/projects/github.com%2Fmicrosoft%2Fsemantic-kernel) - edge LLM technology quickly and easily into your apps | framework | 24,374 | 3,802 | 475 | 344 | 0 days, 14 hrs, 52 mins | 204 | MIT License |"
   ],
   "stars_evidence": [
    "# awesome-agents",
    "- ## Table of Open-Source AI Agents Projects",
    "- [semantic-kernel](/projects/github.com%2Fmicrosoft%2Fsemantic-kernel) - edge LLM technology quickly and easily into your apps | framework | 24,374 | 3,802 | 475 | 344 | 0 days, 14 hrs, 52 mins | 204 | MIT License |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/vince-lam%2Fawesome-agents",
   "project": "crewAI",
   "repository": "https://github.com/crewAIInc/crewAI",
   "stars": "31378",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-agents",
    "- ## Table of Open-Source AI Agents Projects",
    "- [crewAI](/projects/github.com%2FcrewAIInc%2FcrewAI) - playing, autonomous AI agents. By fostering collaborative intelligence, CrewAI empowers agents to work together seamlessly, tackling complex tasks. | framework | 31,378 | 4,198 | 120 | 234 | 0 days, 19 hrs, 30 mins | 83 | MIT License |"
   ],
   "repository_evidence": [
    "# awesome-agents",
    "- ## Table of Open-Source AI Agents Projects",
    "- [crewAI](/projects/github.com%2FcrewAIInc%2FcrewAI) - playing, autonomous AI agents. By fostering collaborative intelligence, CrewAI empowers agents to work together seamlessly, tackling complex tasks. | framework | 31,378 | 4,198 | 120 | 234 | 0 days, 19 hrs, 30 mins | 83 | MIT License |"
   ],
   "stars_evidence": [
    "# awesome-agents",
    "- ## Table of Open-Source AI Agents Projects",
    "- [crewAI](/projects/github.com%2FcrewAIInc%2FcrewAI) - playing, autonomous AI agents. By fostering collaborative intelligence, CrewAI empowers agents to work together seamlessly, tackling complex tasks. | framework | 31,378 | 4,198 | 120 | 234 | 0 days, 19 hrs, 30 mins | 83 | MIT License |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/vince-lam%2Fawesome-agents",
   "project": "continue",
   "repository": "https://github.com/continuedev/continue",
   "stars": "26141",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-agents",
    "- ## Table of Open-Source AI Agents Projects",
    "- [continue](/projects/github.com%2Fcontinuedev%2Fcontinue) - source IDE extensions and hub of models, rules, prompts, docs, and other building blocks | coding | 26,141 | 2,744 | 847 | 340 | 0 days, 19 hrs, 48 mins | 296 | Apache License 2.0 |"
   ],
   "repository_evidence": [
    "# awesome-agents",
    "- ## Table of Open-Source AI Agents Projects",
    "- [continue](/projects/github.com%2Fcontinuedev%2Fcontinue) - source IDE extensions and hub of models, rules, prompts, docs, and other building blocks | coding | 26,141 | 2,744 | 847 | 340 | 0 days, 19 hrs, 48 mins | 296 | Apache License 2.0 |"
   ],
   "stars_evidence": [
    "# awesome-agents",
    "- ## Table of Open-Source AI Agents Projects",
    "- [continue](/projects/github.com%2Fcontinuedev%2Fcontinue) - source IDE extensions and hub of models, rules, prompts, docs, and other building blocks | coding | 26,141 | 2,744 | 847 | 340 | 0 days, 19 hrs, 48 mins | 296 | Apache License 2.0 |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/vince-lam%2Fawesome-agents",
   "project": "devika",
   "repository": "https://github.com/stitionai/devika",
   "stars": "18457",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-agents",
    "- ## Table of Open-Source AI Agents Projects",
    "- [devika](/projects/github.com%2Fstitionai%2Fdevika) - level human instructions, break them down into steps, research relevant information, and write code to achieve the given objective. Devika aims to be a competitive open-source alternative to Devin by Cognition AI. | coding | 18,457 | 2,395 | 163 | 46 | 48 days, 23 hrs, 47 mins | 0 | MIT License |"
   ],
   "repository_evidence": [
    "# awesome-agents",
    "- ## Table of Open-Source AI Agents Projects",
    "- [devika](/projects/github.com%2Fstitionai%2Fdevika) - level human instructions, break them down into steps, research relevant information, and write code to achieve the given objective. Devika aims to be a competitive open-source alternative to Devin by Cognition AI. | coding | 18,457 | 2,395 | 163 | 46 | 48 days, 23 hrs, 47 mins | 0 | MIT License |"
   ],
   "stars_evidence": [
    "# awesome-agents",
    "- ## Table of Open-Source AI Agents Projects",
    "- [devika](/projects/github.com%2Fstitionai%2Fdevika) - level human instructions, break them down into steps, research relevant information, and write code to achieve the given objective. Devika aims to be a competitive open-source alternative to Devin by Cognition AI. | coding | 18,457 | 2,395 | 163 | 46 | 48 days, 23 hrs, 47 mins | 0 | MIT License |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/vince-lam%2Fawesome-agents",
   "project": "haystack",
   "repository": "https://github.com/deepset-ai/haystack",
   "stars": "20639",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-agents",
    "- ## Table of Open-Source AI Agents Projects",
    "- [haystack](/projects/github.com%2Fdeepset-ai%2Fhaystack) - ready LLM applications. Connect components (models, vector DBs, file converters) to pipelines or agents that can interact with your data. With advanced retrieval methods, it's best suited for building RAG, question answering, semantic search or conversational agent chatbots. | framework | 20,639 | 2,160 | 141 | 273 | 1 days, 4 hrs, 50 mins | 166 | Apache License 2.0 |"
   ],
   "repository_evidence": [
    "# awesome-agents",
    "- ## Table of Open-Source AI Agents Projects",
    "- [haystack](/projects/github.com%2Fdeepset-ai%2Fhaystack) - ready LLM applications. Connect components (models, vector DBs, file converters) to pipelines or agents that can interact with your data. With advanced retrieval methods, it's best suited for building RAG, question answering, semantic search or conversational agent chatbots. | framework | 20,639 | 2,160 | 141 | 273 | 1 days, 4 hrs, 50 mins | 166 | Apache License 2.0 |"
   ],
   "stars_evidence": [
    "# awesome-agents",
    "- ## Table of Open-Source AI Agents Projects",
    "- [haystack](/projects/github.com%2Fdeepset-ai%2Fhaystack) - ready LLM applications. Connect components (models, vector DBs, file converters) to pipelines or agents that can interact with your data. With advanced retrieval methods, it's best suited for building RAG, question answering, semantic search or conversational agent chatbots. | framework | 20,639 | 2,160 | 141 | 273 | 1 days, 4 hrs, 50 mins | 166 | Apache License 2.0 |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/vince-lam%2Fawesome-agents",
   "project": "swarm",
   "repository": "https://github.com/openai/swarm",
   "stars": "15626",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-agents",
    "- ## Table of Open-Source AI Agents Projects",
    "- [swarm](/projects/github.com%2Fopenai%2Fswarm) - agent orchestration. Managed by OpenAI Solution team. | framework | 15,626 | 1,510 | 11 | 14 | 23 days, 11 hrs, 36 mins | 0 | MIT License |"
   ],
   "repository_evidence": [
    "# awesome-agents",
    "- ## Table of Open-Source AI Agents Projects",
    "- [swarm](/projects/github.com%2Fopenai%2Fswarm) - agent orchestration. Managed by OpenAI Solution team. | framework | 15,626 | 1,510 | 11 | 14 | 23 days, 11 hrs, 36 mins | 0 | MIT License |"
   ],
   "stars_evidence": [
    "# awesome-agents",
    "- ## Table of Open-Source AI Agents Projects",
    "- [swarm](/projects/github.com%2Fopenai%2Fswarm) - agent orchestration. Managed by OpenAI Solution team. | framework | 15,626 | 1,510 | 11 | 14 | 23 days, 11 hrs, 36 mins | 0 | MIT License |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/vince-lam%2Fawesome-agents",
   "project": "storm",
   "repository": "https://github.com/stanford-oval/storm",
   "stars": "24258",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-agents",
    "- ## Table of Open-Source AI Agents Projects",
    "- [storm](/projects/github.com%2Fstanford-oval%2Fstorm) - powered knowledge curation system that researches a topic and generates a full-length report with citations. | research | 24,258 | 2,147 | 65 | 23 | 8 days, 23 hrs, 35 mins | 6 | MIT License |"
   ],
   "repository_evidence": [
    "# awesome-agents",
    "- ## Table of Open-Source AI Agents Projects",
    "- [storm](/projects/github.com%2Fstanford-oval%2Fstorm) - powered knowledge curation system that researches a topic and generates a full-length report with citations. | research | 24,258 | 2,147 | 65 | 23 | 8 days, 23 hrs, 35 mins | 6 | MIT License |"
   ],
   "stars_evidence": [
    "# awesome-agents",
    "- ## Table of Open-Source AI Agents Projects",
    "- [storm](/projects/github.com%2Fstanford-oval%2Fstorm) - powered knowledge curation system that researches a topic and generates a full-length report with citations. | research | 24,258 | 2,147 | 65 | 23 | 8 days, 23 hrs, 35 mins | 6 | MIT License |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/vince-lam%2Fawesome-agents",
   "project": "botpress",
   "repository": "https://github.com/botpress/botpress",
   "stars": "13642",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-agents",
    "- ## Table of Open-Source AI Agents Projects",
    "- [botpress](/projects/github.com%2Fbotpress%2Fbotpress) - source hub to build & deploy GPT/LLM Agents \u26a1\ufe0f | framework | 13,642 | 1,988 | 20 | 30 | 2 days, 0 hrs, 53 mins | 126 | MIT License |"
   ],
   "repository_evidence": [
    "# awesome-agents",
    "- ## Table of Open-Source AI Agents Projects",
    "- [botpress](/projects/github.com%2Fbotpress%2Fbotpress) - source hub to build & deploy GPT/LLM Agents \u26a1\ufe0f | framework | 13,642 | 1,988 | 20 | 30 | 2 days, 0 hrs, 53 mins | 126 | MIT License |"
   ],
   "stars_evidence": [
    "# awesome-agents",
    "- ## Table of Open-Source AI Agents Projects",
    "- [botpress](/projects/github.com%2Fbotpress%2Fbotpress) - source hub to build & deploy GPT/LLM Agents \u26a1\ufe0f | framework | 13,642 | 1,988 | 20 | 30 | 2 days, 0 hrs, 53 mins | 126 | MIT License |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/vince-lam%2Fawesome-agents",
   "project": "vanna",
   "repository": "https://github.com/vanna-ai/vanna",
   "stars": "17567",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-agents",
    "- ## Table of Open-Source AI Agents Projects",
    "- [vanna](/projects/github.com%2Fvanna-ai%2Fvanna) - to-SQL Generation via LLMs using RAG \ud83d\udd04. | data analysis | 17,567 | 1,561 | 187 | 68 | 31 days, 19 hrs, 3 mins | 74 | MIT License |"
   ],
   "repository_evidence": [
    "# awesome-agents",
    "- ## Table of Open-Source AI Agents Projects",
    "- [vanna](/projects/github.com%2Fvanna-ai%2Fvanna) - to-SQL Generation via LLMs using RAG \ud83d\udd04. | data analysis | 17,567 | 1,561 | 187 | 68 | 31 days, 19 hrs, 3 mins | 74 | MIT License |"
   ],
   "stars_evidence": [
    "# awesome-agents",
    "- ## Table of Open-Source AI Agents Projects",
    "- [vanna](/projects/github.com%2Fvanna-ai%2Fvanna) - to-SQL Generation via LLMs using RAG \ud83d\udd04. | data analysis | 17,567 | 1,561 | 187 | 68 | 31 days, 19 hrs, 3 mins | 74 | MIT License |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/vince-lam%2Fawesome-agents",
   "project": "composio",
   "repository": "https://github.com/ComposioHQ/composio",
   "stars": "25230",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-agents",
    "- ## Table of Open-Source AI Agents Projects",
    "- [composio](/projects/github.com%2FComposioHQ%2Fcomposio) - quality integrations via function calling | framework | 25,230 | 4,419 | 89 | 56 | 2 days, 1 hrs, 47 mins | 153 | Other |"
   ],
   "repository_evidence": [
    "# awesome-agents",
    "- ## Table of Open-Source AI Agents Projects",
    "- [composio](/projects/github.com%2FComposioHQ%2Fcomposio) - quality integrations via function calling | framework | 25,230 | 4,419 | 89 | 56 | 2 days, 1 hrs, 47 mins | 153 | Other |"
   ],
   "stars_evidence": [
    "# awesome-agents",
    "- ## Table of Open-Source AI Agents Projects",
    "- [composio](/projects/github.com%2FComposioHQ%2Fcomposio) - quality integrations via function calling | framework | 25,230 | 4,419 | 89 | 56 | 2 days, 1 hrs, 47 mins | 153 | Other |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/vince-lam%2Fawesome-agents",
   "project": "claude-engineer",
   "repository": "https://github.com/Doriandarko/claude-engineer",
   "stars": "10667",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-agents",
    "- ## Table of Open-Source AI Agents Projects",
    "- [claude-engineer](/projects/github.com%2FDoriandarko%2Fclaude-engineer) - line interface (CLI) that leverages the power of Anthropic's Claude-3.5-Sonnet model to assist with software development tasks.This framework enables Claude to generate and manage its own tools, continuously expanding its capabilities through conversation. Available both as a CLI and a modern web interface | coding | 10,667 | 1,133 | 15 | 1 | 45 days, 10 hrs, 32 mins | 0 | No license |"
   ],
   "repository_evidence": [
    "# awesome-agents",
    "- ## Table of Open-Source AI Agents Projects",
    "- [claude-engineer](/projects/github.com%2FDoriandarko%2Fclaude-engineer) - line interface (CLI) that leverages the power of Anthropic's Claude-3.5-Sonnet model to assist with software development tasks.This framework enables Claude to generate and manage its own tools, continuously expanding its capabilities through conversation. Available both as a CLI and a modern web interface | coding | 10,667 | 1,133 | 15 | 1 | 45 days, 10 hrs, 32 mins | 0 | No license |"
   ],
   "stars_evidence": [
    "# awesome-agents",
    "- ## Table of Open-Source AI Agents Projects",
    "- [claude-engineer](/projects/github.com%2FDoriandarko%2Fclaude-engineer) - line interface (CLI) that leverages the power of Anthropic's Claude-3.5-Sonnet model to assist with software development tasks.This framework enables Claude to generate and manage its own tools, continuously expanding its capabilities through conversation. Available both as a CLI and a modern web interface | coding | 10,667 | 1,133 | 15 | 1 | 45 days, 10 hrs, 32 mins | 0 | No license |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/vince-lam%2Fawesome-agents",
   "project": "AI-Scientist",
   "repository": "https://github.com/SakanaAI/AI-Scientist",
   "stars": "10921",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-agents",
    "- ## Table of Open-Source AI Agents Projects",
    "- [AI-Scientist](/projects/github.com%2FSakanaAI%2FAI-Scientist) - Ended Scientific Discovery \ud83e\uddd1\u200d\ud83d\udd2c | research | 10,921 | 1,579 | 100 | 21 | 15 days, 5 hrs, 50 mins | 0 | Apache License 2.0 |"
   ],
   "repository_evidence": [
    "# awesome-agents",
    "- ## Table of Open-Source AI Agents Projects",
    "- [AI-Scientist](/projects/github.com%2FSakanaAI%2FAI-Scientist) - Ended Scientific Discovery \ud83e\uddd1\u200d\ud83d\udd2c | research | 10,921 | 1,579 | 100 | 21 | 15 days, 5 hrs, 50 mins | 0 | Apache License 2.0 |"
   ],
   "stars_evidence": [
    "# awesome-agents",
    "- ## Table of Open-Source AI Agents Projects",
    "- [AI-Scientist](/projects/github.com%2FSakanaAI%2FAI-Scientist) - Ended Scientific Discovery \ud83e\uddd1\u200d\ud83d\udd2c | research | 10,921 | 1,579 | 100 | 21 | 15 days, 5 hrs, 50 mins | 0 | Apache License 2.0 |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/vince-lam%2Fawesome-agents",
   "project": "TaskWeaver",
   "repository": "https://github.com/microsoft/TaskWeaver",
   "stars": "5704",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-agents",
    "- ## Table of Open-Source AI Agents Projects",
    "- [TaskWeaver](/projects/github.com%2Fmicrosoft%2FTaskWeaver) - first agent framework for seamlessly planning and executing data analytics tasks. | coding, data-analysis | 5,704 | 730 | 52 | 24 | 2 days, 19 hrs, 11 mins | 2 | MIT License |"
   ],
   "repository_evidence": [
    "# awesome-agents",
    "- ## Table of Open-Source AI Agents Projects",
    "- [TaskWeaver](/projects/github.com%2Fmicrosoft%2FTaskWeaver) - first agent framework for seamlessly planning and executing data analytics tasks. | coding, data-analysis | 5,704 | 730 | 52 | 24 | 2 days, 19 hrs, 11 mins | 2 | MIT License |"
   ],
   "stars_evidence": [
    "# awesome-agents",
    "- ## Table of Open-Source AI Agents Projects",
    "- [TaskWeaver](/projects/github.com%2Fmicrosoft%2FTaskWeaver) - first agent framework for seamlessly planning and executing data analytics tasks. | coding, data-analysis | 5,704 | 730 | 52 | 24 | 2 days, 19 hrs, 11 mins | 2 | MIT License |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/vince-lam%2Fawesome-agents",
   "project": "superagent",
   "repository": "https://github.com/superagent-ai/superagent",
   "stars": "5811",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-agents",
    "- ## Table of Open-Source AI Agents Projects",
    "- [superagent](/projects/github.com%2Fsuperagent-ai%2Fsuperagent) - agents with an API | coding, framework | 5,811 | 877 | 64 | 57 | 40 days, 14 hrs, 33 mins | 176 | MIT License |"
   ],
   "repository_evidence": [
    "# awesome-agents",
    "- ## Table of Open-Source AI Agents Projects",
    "- [superagent](/projects/github.com%2Fsuperagent-ai%2Fsuperagent) - agents with an API | coding, framework | 5,811 | 877 | 64 | 57 | 40 days, 14 hrs, 33 mins | 176 | MIT License |"
   ],
   "stars_evidence": [
    "# awesome-agents",
    "- ## Table of Open-Source AI Agents Projects",
    "- [superagent](/projects/github.com%2Fsuperagent-ai%2Fsuperagent) - agents with an API | coding, framework | 5,811 | 877 | 64 | 57 | 40 days, 14 hrs, 33 mins | 176 | MIT License |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/vince-lam%2Fawesome-agents",
   "project": "agentverse",
   "repository": "https://github.com/openbmb/agentverse",
   "stars": "4179",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-agents",
    "- ## Table of Open-Source AI Agents Projects",
    "- [agentverse](/projects/github.com%2Fopenbmb%2Fagentverse) - based agents in various applications, which primarily provides two frameworks: task-solving and simulation | framework, general | 4,179 | 404 | 26 | 22 | 59 days, 10 hrs, 8 mins | 3 | Apache License 2.0 |"
   ],
   "repository_evidence": [
    "# awesome-agents",
    "- ## Table of Open-Source AI Agents Projects",
    "- [agentverse](/projects/github.com%2Fopenbmb%2Fagentverse) - based agents in various applications, which primarily provides two frameworks: task-solving and simulation | framework, general | 4,179 | 404 | 26 | 22 | 59 days, 10 hrs, 8 mins | 3 | Apache License 2.0 |"
   ],
   "stars_evidence": [
    "# awesome-agents",
    "- ## Table of Open-Source AI Agents Projects",
    "- [agentverse](/projects/github.com%2Fopenbmb%2Fagentverse) - based agents in various applications, which primarily provides two frameworks: task-solving and simulation | framework, general | 4,179 | 404 | 26 | 22 | 59 days, 10 hrs, 8 mins | 3 | Apache License 2.0 |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/vince-lam%2Fawesome-agents",
   "project": "WrenAI",
   "repository": "https://github.com/Canner/WrenAI",
   "stars": "7760",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-agents",
    "- ## Table of Open-Source AI Agents Projects",
    "- [WrenAI](/projects/github.com%2FCanner%2FWrenAI) - source GenBI AI Agent that empowers data-driven teams to chat with their data to generate Text-to-SQL, charts, spreadsheets, reports, dashboards, BI and embedded AI. \ud83d\udcc8\ud83d\udcca\ud83d\udccb\ud83e\uddd1\u200d\ud83d\udcbb | data analysis | 7,760 | 748 | 157 | 37 | 2 days, 10 hrs, 42 mins | 126 | GNU Affero General Public License v3.0 |"
   ],
   "repository_evidence": [
    "# awesome-agents",
    "- ## Table of Open-Source AI Agents Projects",
    "- [WrenAI](/projects/github.com%2FCanner%2FWrenAI) - source GenBI AI Agent that empowers data-driven teams to chat with their data to generate Text-to-SQL, charts, spreadsheets, reports, dashboards, BI and embedded AI. \ud83d\udcc8\ud83d\udcca\ud83d\udccb\ud83e\uddd1\u200d\ud83d\udcbb | data analysis | 7,760 | 748 | 157 | 37 | 2 days, 10 hrs, 42 mins | 126 | GNU Affero General Public License v3.0 |"
   ],
   "stars_evidence": [
    "# awesome-agents",
    "- ## Table of Open-Source AI Agents Projects",
    "- [WrenAI](/projects/github.com%2FCanner%2FWrenAI) - source GenBI AI Agent that empowers data-driven teams to chat with their data to generate Text-to-SQL, charts, spreadsheets, reports, dashboards, BI and embedded AI. \ud83d\udcc8\ud83d\udcca\ud83d\udccb\ud83e\uddd1\u200d\ud83d\udcbb | data analysis | 7,760 | 748 | 157 | 37 | 2 days, 10 hrs, 42 mins | 126 | GNU Affero General Public License v3.0 |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/vince-lam%2Fawesome-agents",
   "project": "lagent",
   "repository": "https://github.com/InternLM/lagent",
   "stars": "2122",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-agents",
    "- ## Table of Open-Source AI Agents Projects",
    "- [lagent](/projects/github.com%2FInternLM%2Flagent) - based agents | framework | 2,122 | 219 | 13 | 33 | 58 days, 18 hrs, 30 mins | 11 | Apache License 2.0 |"
   ],
   "repository_evidence": [
    "# awesome-agents",
    "- ## Table of Open-Source AI Agents Projects",
    "- [lagent](/projects/github.com%2FInternLM%2Flagent) - based agents | framework | 2,122 | 219 | 13 | 33 | 58 days, 18 hrs, 30 mins | 11 | Apache License 2.0 |"
   ],
   "stars_evidence": [
    "# awesome-agents",
    "- ## Table of Open-Source AI Agents Projects",
    "- [lagent](/projects/github.com%2FInternLM%2Flagent) - based agents | framework | 2,122 | 219 | 13 | 33 | 58 days, 18 hrs, 30 mins | 11 | Apache License 2.0 |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/vince-lam%2Fawesome-agents",
   "project": "LLMStack",
   "repository": "https://github.com/trypromptly/LLMStack",
   "stars": "1746",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-agents",
    "- ## Table of Open-Source AI Agents Projects",
    "- [LLMStack](/projects/github.com%2Ftrypromptly%2FLLMStack) - code multi-agent framework to build LLM Agents, workflows and applications with your data | framework, general | 1,746 | 256 | 13 | 8 | 46 days, 12 hrs, 44 mins | 48 | Other |"
   ],
   "repository_evidence": [
    "# awesome-agents",
    "- ## Table of Open-Source AI Agents Projects",
    "- [LLMStack](/projects/github.com%2Ftrypromptly%2FLLMStack) - code multi-agent framework to build LLM Agents, workflows and applications with your data | framework, general | 1,746 | 256 | 13 | 8 | 46 days, 12 hrs, 44 mins | 48 | Other |"
   ],
   "stars_evidence": [
    "# awesome-agents",
    "- ## Table of Open-Source AI Agents Projects",
    "- [LLMStack](/projects/github.com%2Ftrypromptly%2FLLMStack) - code multi-agent framework to build LLM Agents, workflows and applications with your data | framework, general | 1,746 | 256 | 13 | 8 | 46 days, 12 hrs, 44 mins | 48 | Other |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/vince-lam%2Fawesome-agents",
   "project": "AIlice",
   "repository": "https://github.com/myshell-ai/AIlice",
   "stars": "1120",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-agents",
    "- ## Table of Open-Source AI Agents Projects",
    "- [AIlice](/projects/github.com%2Fmyshell-ai%2FAIlice) - purpose AI agent. | general, framework | 1,120 | 165 | 5 | 2 | 5 days, 18 hrs, 54 mins | 1 | MIT License |"
   ],
   "repository_evidence": [
    "# awesome-agents",
    "- ## Table of Open-Source AI Agents Projects",
    "- [AIlice](/projects/github.com%2Fmyshell-ai%2FAIlice) - purpose AI agent. | general, framework | 1,120 | 165 | 5 | 2 | 5 days, 18 hrs, 54 mins | 1 | MIT License |"
   ],
   "stars_evidence": [
    "# awesome-agents",
    "- ## Table of Open-Source AI Agents Projects",
    "- [AIlice](/projects/github.com%2Fmyshell-ai%2FAIlice) - purpose AI agent. | general, framework | 1,120 | 165 | 5 | 2 | 5 days, 18 hrs, 54 mins | 1 | MIT License |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/vince-lam%2Fawesome-agents",
   "project": "aideml",
   "repository": "https://github.com/WecoAI/aideml",
   "stars": "890",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-agents",
    "- ## Table of Open-Source AI Agents Projects",
    "- [aideml](/projects/github.com%2FWecoAI%2Faideml) - Driven Exploration in the Space of Code. State of the Art machine Learning engineering agents that automates AI R&D. | coding | 890 | 122 | 1 | 8 | 23 days, 9 hrs, 39 mins | 3 | MIT License |"
   ],
   "repository_evidence": [
    "# awesome-agents",
    "- ## Table of Open-Source AI Agents Projects",
    "- [aideml](/projects/github.com%2FWecoAI%2Faideml) - Driven Exploration in the Space of Code. State of the Art machine Learning engineering agents that automates AI R&D. | coding | 890 | 122 | 1 | 8 | 23 days, 9 hrs, 39 mins | 3 | MIT License |"
   ],
   "stars_evidence": [
    "# awesome-agents",
    "- ## Table of Open-Source AI Agents Projects",
    "- [aideml](/projects/github.com%2FWecoAI%2Faideml) - Driven Exploration in the Space of Code. State of the Art machine Learning engineering agents that automates AI R&D. | coding | 890 | 122 | 1 | 8 | 23 days, 9 hrs, 39 mins | 3 | MIT License |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/vince-lam%2Fawesome-agents",
   "project": "data-to-paper",
   "repository": "https://github.com/Technion-Kishony-lab/data-to-paper",
   "stars": "636",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-agents",
    "- ## Table of Open-Source AI Agents Projects",
    "- [data-to-paper](/projects/github.com%2FTechnion-Kishony-lab%2Fdata-to-paper) - to-paper: Backward-traceable AI-driven scientific research | research | 636 | 73 | 9 | 7 | 32 days, 13 hrs, 5 mins | 0 | MIT License |"
   ],
   "repository_evidence": [
    "# awesome-agents",
    "- ## Table of Open-Source AI Agents Projects",
    "- [data-to-paper](/projects/github.com%2FTechnion-Kishony-lab%2Fdata-to-paper) - to-paper: Backward-traceable AI-driven scientific research | research | 636 | 73 | 9 | 7 | 32 days, 13 hrs, 5 mins | 0 | MIT License |"
   ],
   "stars_evidence": [
    "# awesome-agents",
    "- ## Table of Open-Source AI Agents Projects",
    "- [data-to-paper](/projects/github.com%2FTechnion-Kishony-lab%2Fdata-to-paper) - to-paper: Backward-traceable AI-driven scientific research | research | 636 | 73 | 9 | 7 | 32 days, 13 hrs, 5 mins | 0 | MIT License |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/vince-lam%2Fawesome-agents",
   "project": "taskgen",
   "repository": "https://github.com/simbianai/taskgen",
   "stars": "450",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-agents",
    "- ## Table of Open-Source AI Agents Projects",
    "- [taskgen](/projects/github.com%2Fsimbianai%2Ftaskgen) - based Agentic Framework using StrictJSON as the core | framework | 450 | 44 | 2 | 9 | 17 days, 15 hrs, 27 mins | 0 | MIT License |"
   ],
   "repository_evidence": [
    "# awesome-agents",
    "- ## Table of Open-Source AI Agents Projects",
    "- [taskgen](/projects/github.com%2Fsimbianai%2Ftaskgen) - based Agentic Framework using StrictJSON as the core | framework | 450 | 44 | 2 | 9 | 17 days, 15 hrs, 27 mins | 0 | MIT License |"
   ],
   "stars_evidence": [
    "# awesome-agents",
    "- ## Table of Open-Source AI Agents Projects",
    "- [taskgen](/projects/github.com%2Fsimbianai%2Ftaskgen) - based Agentic Framework using StrictJSON as the core | framework | 450 | 44 | 2 | 9 | 17 days, 15 hrs, 27 mins | 0 | MIT License |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/vince-lam%2Fawesome-agents",
   "project": "RepoAgent",
   "repository": "https://github.com/OpenBMB/RepoAgent",
   "stars": "491",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-agents",
    "- ## Table of Open-Source AI Agents Projects",
    "- [RepoAgent](/projects/github.com%2FOpenBMB%2FRepoAgent) - powered repository agent designed to assist developers and teams in generating documentation and understanding repositories quickly. | coding | 491 | 83 | 7 | 9 | 34 days, 20 hrs, 54 mins | 4 | Apache License 2.0 |"
   ],
   "repository_evidence": [
    "# awesome-agents",
    "- ## Table of Open-Source AI Agents Projects",
    "- [RepoAgent](/projects/github.com%2FOpenBMB%2FRepoAgent) - powered repository agent designed to assist developers and teams in generating documentation and understanding repositories quickly. | coding | 491 | 83 | 7 | 9 | 34 days, 20 hrs, 54 mins | 4 | Apache License 2.0 |"
   ],
   "stars_evidence": [
    "# awesome-agents",
    "- ## Table of Open-Source AI Agents Projects",
    "- [RepoAgent](/projects/github.com%2FOpenBMB%2FRepoAgent) - powered repository agent designed to assist developers and teams in generating documentation and understanding repositories quickly. | coding | 491 | 83 | 7 | 9 | 34 days, 20 hrs, 54 mins | 4 | Apache License 2.0 |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/vince-lam%2Fawesome-agents",
   "project": "fastagency",
   "repository": "https://github.com/airtai/fastagency",
   "stars": "456",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-agents",
    "- ## Table of Open-Source AI Agents Projects",
    "- [fastagency](/projects/github.com%2Fairtai%2Ffastagency) - agent workflows to production. | coding | 456 | 45 | 70 | 9 | 4 days, 15 hrs, 45 mins | 20 | Apache License 2.0 |"
   ],
   "repository_evidence": [
    "# awesome-agents",
    "- ## Table of Open-Source AI Agents Projects",
    "- [fastagency](/projects/github.com%2Fairtai%2Ffastagency) - agent workflows to production. | coding | 456 | 45 | 70 | 9 | 4 days, 15 hrs, 45 mins | 20 | Apache License 2.0 |"
   ],
   "stars_evidence": [
    "# awesome-agents",
    "- ## Table of Open-Source AI Agents Projects",
    "- [fastagency](/projects/github.com%2Fairtai%2Ffastagency) - agent workflows to production. | coding | 456 | 45 | 70 | 9 | 4 days, 15 hrs, 45 mins | 20 | Apache License 2.0 |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/vince-lam%2Fawesome-agents",
   "project": "AgentRun",
   "repository": "https://github.com/tjmlabs/AgentRun",
   "stars": "257",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-agents",
    "- ## Table of Open-Source AI Agents Projects",
    "- [AgentRun](/projects/github.com%2Ftjmlabs%2FAgentRun) - generated Python code safely | coding | 257 | 23 | 4 | 2 | 59 days, 8 hrs, 8 mins | 9 | Apache License 2.0 |"
   ],
   "repository_evidence": [
    "# awesome-agents",
    "- ## Table of Open-Source AI Agents Projects",
    "- [AgentRun](/projects/github.com%2Ftjmlabs%2FAgentRun) - generated Python code safely | coding | 257 | 23 | 4 | 2 | 59 days, 8 hrs, 8 mins | 9 | Apache License 2.0 |"
   ],
   "stars_evidence": [
    "# awesome-agents",
    "- ## Table of Open-Source AI Agents Projects",
    "- [AgentRun](/projects/github.com%2Ftjmlabs%2FAgentRun) - generated Python code safely | coding | 257 | 23 | 4 | 2 | 59 days, 8 hrs, 8 mins | 9 | Apache License 2.0 |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/vince-lam%2Fawesome-agents",
   "project": "PromethAI-Backend",
   "repository": "https://github.com/topoteretes/PromethAI-Backend",
   "stars": "150",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-agents",
    "- ## Table of Open-Source AI Agents Projects",
    "- [PromethAI-Backend](/projects/github.com%2Ftopoteretes%2FPromethAI-Backend) - source framework that gives you AI Agents that help you navigate decision-making, get personalized goals and execute them | framework | 150 | 17 | 4 | 4 | 1 days, 23 hrs, 25 mins | 1 | MIT License |"
   ],
   "repository_evidence": [
    "# awesome-agents",
    "- ## Table of Open-Source AI Agents Projects",
    "- [PromethAI-Backend](/projects/github.com%2Ftopoteretes%2FPromethAI-Backend) - source framework that gives you AI Agents that help you navigate decision-making, get personalized goals and execute them | framework | 150 | 17 | 4 | 4 | 1 days, 23 hrs, 25 mins | 1 | MIT License |"
   ],
   "stars_evidence": [
    "# awesome-agents",
    "- ## Table of Open-Source AI Agents Projects",
    "- [PromethAI-Backend](/projects/github.com%2Ftopoteretes%2FPromethAI-Backend) - source framework that gives you AI Agents that help you navigate decision-making, get personalized goals and execute them | framework | 150 | 17 | 4 | 4 | 1 days, 23 hrs, 25 mins | 1 | MIT License |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/vince-lam%2Fawesome-agents",
   "project": "dify",
   "repository": "https://github.com/langgenius/dify",
   "stars": "96520",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-agents",
    "- ## Table of Open-Source AI Agents Projects",
    "- [dify](/projects/github.com%2Flanggenius%2Fdify) - source LLM app development platform. Dify's intuitive interface combines AI workflow, RAG pipeline, agent capabilities, model management, observability features and more, letting you quickly go from prototype to production. | framework, gui, no/low code | 96,520 | 14,450 | 664 | 472 | 0 days, 13 hrs, 26 mins | 130 | Other |"
   ],
   "repository_evidence": [
    "# awesome-agents",
    "- ## Table of Open-Source AI Agents Projects",
    "- [dify](/projects/github.com%2Flanggenius%2Fdify) - source LLM app development platform. Dify's intuitive interface combines AI workflow, RAG pipeline, agent capabilities, model management, observability features and more, letting you quickly go from prototype to production. | framework, gui, no/low code | 96,520 | 14,450 | 664 | 472 | 0 days, 13 hrs, 26 mins | 130 | Other |"
   ],
   "stars_evidence": [
    "# awesome-agents",
    "- ## Table of Open-Source AI Agents Projects",
    "- [dify](/projects/github.com%2Flanggenius%2Fdify) - source LLM app development platform. Dify's intuitive interface combines AI workflow, RAG pipeline, agent capabilities, model management, observability features and more, letting you quickly go from prototype to production. | framework, gui, no/low code | 96,520 | 14,450 | 664 | 472 | 0 days, 13 hrs, 26 mins | 130 | Other |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/vince-lam%2Fawesome-agents",
   "project": "SuperAGI",
   "repository": "https://github.com/TransformerOptimus/SuperAGI",
   "stars": "15771",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-agents",
    "- ## Table of Open-Source AI Agents Projects",
    "- [SuperAGI](/projects/github.com%2FTransformerOptimus%2FSuperAGI) - A dev-first open source autonomous AI agent framework. Enabling developers to build, manage & run useful autonomous agents quickly and reliably. | coding, framework | 15,771 | 1,890 | 184 | 62 | 4 days, 10 hrs, 26 mins | 14 | MIT License |"
   ],
   "repository_evidence": [
    "# awesome-agents",
    "- ## Table of Open-Source AI Agents Projects",
    "- [SuperAGI](/projects/github.com%2FTransformerOptimus%2FSuperAGI) - A dev-first open source autonomous AI agent framework. Enabling developers to build, manage & run useful autonomous agents quickly and reliably. | coding, framework | 15,771 | 1,890 | 184 | 62 | 4 days, 10 hrs, 26 mins | 14 | MIT License |"
   ],
   "stars_evidence": [
    "# awesome-agents",
    "- ## Table of Open-Source AI Agents Projects",
    "- [SuperAGI](/projects/github.com%2FTransformerOptimus%2FSuperAGI) - A dev-first open source autonomous AI agent framework. Enabling developers to build, manage & run useful autonomous agents quickly and reliably. | coding, framework | 15,771 | 1,890 | 184 | 62 | 4 days, 10 hrs, 26 mins | 14 | MIT License |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/vince-lam%2Fawesome-agents",
   "project": "langroid",
   "repository": "https://github.com/langroid/langroid",
   "stars": "3288",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-agents",
    "- ## Table of Open-Source AI Agents Projects",
    "- [langroid](/projects/github.com%2Flangroid%2Flangroid) - Agent Programming | framework | 3,288 | 317 | 59 | 26 | 1 days, 0 hrs, 29 mins | 457 | MIT License |"
   ],
   "repository_evidence": [
    "# awesome-agents",
    "- ## Table of Open-Source AI Agents Projects",
    "- [langroid](/projects/github.com%2Flangroid%2Flangroid) - Agent Programming | framework | 3,288 | 317 | 59 | 26 | 1 days, 0 hrs, 29 mins | 457 | MIT License |"
   ],
   "stars_evidence": [
    "# awesome-agents",
    "- ## Table of Open-Source AI Agents Projects",
    "- [langroid](/projects/github.com%2Flangroid%2Flangroid) - Agent Programming | framework | 3,288 | 317 | 59 | 26 | 1 days, 0 hrs, 29 mins | 457 | MIT License |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/vince-lam%2Fawesome-agents",
   "project": "llama-cpp-agent",
   "repository": "https://github.com/Maximilian-Winter/llama-cpp-agent",
   "stars": "521",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-agents",
    "- ## Table of Open-Source AI Agents Projects",
    "- [llama-cpp-agent](/projects/github.com%2FMaximilian-Winter%2Fllama-cpp-agent) - cpp-agent framework is a tool designed for easy interaction with Large Language Models (LLMs). Allowing users to chat with LLM models, execute structured function calls and get structured output. Works also with models not fine-tuned to JSON output and function calls. | chat | 521 | 54 | 25 | 7 | 47 days, 15 hrs, 11 mins | 62 | Other |"
   ],
   "repository_evidence": [
    "# awesome-agents",
    "- ## Table of Open-Source AI Agents Projects",
    "- [llama-cpp-agent](/projects/github.com%2FMaximilian-Winter%2Fllama-cpp-agent) - cpp-agent framework is a tool designed for easy interaction with Large Language Models (LLMs). Allowing users to chat with LLM models, execute structured function calls and get structured output. Works also with models not fine-tuned to JSON output and function calls. | chat | 521 | 54 | 25 | 7 | 47 days, 15 hrs, 11 mins | 62 | Other |"
   ],
   "stars_evidence": [
    "# awesome-agents",
    "- ## Table of Open-Source AI Agents Projects",
    "- [llama-cpp-agent](/projects/github.com%2FMaximilian-Winter%2Fllama-cpp-agent) - cpp-agent framework is a tool designed for easy interaction with Large Language Models (LLMs). Allowing users to chat with LLM models, execute structured function calls and get structured output. Works also with models not fine-tuned to JSON output and function calls. | chat | 521 | 54 | 25 | 7 | 47 days, 15 hrs, 11 mins | 62 | Other |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/vince-lam%2Fawesome-agents",
   "project": "agency",
   "repository": "https://github.com/neurocult/agency",
   "stars": "459",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-agents",
    "- ## Table of Open-Source AI Agents Projects",
    "- [agency](/projects/github.com%2Fneurocult%2Fagency) - idiomatic approach. | coding | 459 | 28 | 2 | 4 | 19 days, 2 hrs, 29 mins | 5 | MIT License |"
   ],
   "repository_evidence": [
    "# awesome-agents",
    "- ## Table of Open-Source AI Agents Projects",
    "- [agency](/projects/github.com%2Fneurocult%2Fagency) - idiomatic approach. | coding | 459 | 28 | 2 | 4 | 19 days, 2 hrs, 29 mins | 5 | MIT License |"
   ],
   "stars_evidence": [
    "# awesome-agents",
    "- ## Table of Open-Source AI Agents Projects",
    "- [agency](/projects/github.com%2Fneurocult%2Fagency) - idiomatic approach. | coding | 459 | 28 | 2 | 4 | 19 days, 2 hrs, 29 mins | 5 | MIT License |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/vince-lam%2Fawesome-agents",
   "project": "pearai-app",
   "repository": "https://github.com/trypear/pearai-app",
   "stars": "579",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-agents",
    "- ## Table of Open-Source AI Agents Projects",
    "- [pearai-app](/projects/github.com%2Ftrypear%2Fpearai-app) - submodule) is a fork of Continue. | coding, gui | 579 | 171 | 131 | 333 | 1 days, 2 hrs, 33 mins | 7 | MIT License |"
   ],
   "repository_evidence": [
    "# awesome-agents",
    "- ## Table of Open-Source AI Agents Projects",
    "- [pearai-app](/projects/github.com%2Ftrypear%2Fpearai-app) - submodule) is a fork of Continue. | coding, gui | 579 | 171 | 131 | 333 | 1 days, 2 hrs, 33 mins | 7 | MIT License |"
   ],
   "stars_evidence": [
    "# awesome-agents",
    "- ## Table of Open-Source AI Agents Projects",
    "- [pearai-app](/projects/github.com%2Ftrypear%2Fpearai-app) - submodule) is a fork of Continue. | coding, gui | 579 | 171 | 131 | 333 | 1 days, 2 hrs, 33 mins | 7 | MIT License |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/vince-lam%2Fawesome-agents",
   "project": "agentjo",
   "repository": "https://github.com/tanchongmin/agentjo",
   "stars": "138",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-agents",
    "- ## Table of Open-Source AI Agents Projects",
    "- [agentjo](/projects/github.com%2Ftanchongmin%2Fagentjo) - Friendly, Fast Learning and Adaptable Agent Communities | framework | 138 | 12 | 2 | 5 | 19 days, 3 hrs, 31 mins | 0 | MIT License |"
   ],
   "repository_evidence": [
    "# awesome-agents",
    "- ## Table of Open-Source AI Agents Projects",
    "- [agentjo](/projects/github.com%2Ftanchongmin%2Fagentjo) - Friendly, Fast Learning and Adaptable Agent Communities | framework | 138 | 12 | 2 | 5 | 19 days, 3 hrs, 31 mins | 0 | MIT License |"
   ],
   "stars_evidence": [
    "# awesome-agents",
    "- ## Table of Open-Source AI Agents Projects",
    "- [agentjo](/projects/github.com%2Ftanchongmin%2Fagentjo) - Friendly, Fast Learning and Adaptable Agent Communities | framework | 138 | 12 | 2 | 5 | 19 days, 3 hrs, 31 mins | 0 | MIT License |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/vince-lam%2Fawesome-agents",
   "project": "superagent",
   "repository": "https://github.com/homanp/superagent",
   "stars": "5811",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-agents",
    "- ## Table of Open-Source AI Agents Projects",
    "- [superagent](/projects/github.com%2Fhomanp%2Fsuperagent) - agents with an API | chat | 5,811 | 877 | 64 | 57 | 40 days, 14 hrs, 30 mins | 176 | MIT License |"
   ],
   "repository_evidence": [
    "# awesome-agents",
    "- ## Table of Open-Source AI Agents Projects",
    "- [superagent](/projects/github.com%2Fhomanp%2Fsuperagent) - agents with an API | chat | 5,811 | 877 | 64 | 57 | 40 days, 14 hrs, 30 mins | 176 | MIT License |"
   ],
   "stars_evidence": [
    "# awesome-agents",
    "- ## Table of Open-Source AI Agents Projects",
    "- [superagent](/projects/github.com%2Fhomanp%2Fsuperagent) - agents with an API | chat | 5,811 | 877 | 64 | 57 | 40 days, 14 hrs, 30 mins | 176 | MIT License |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/vince-lam%2Fawesome-agents",
   "project": "swe-agent",
   "repository": "https://github.com/princeton-nlp/swe-agent",
   "stars": "15750",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-agents",
    "- ## Table of Open-Source AI Agents Projects",
    "- [swe-agent](/projects/github.com%2Fprinceton-nlp%2Fswe-agent) - agent takes a GitHub issue and tries to automatically fix it, using your LM of choice. It can also be employed for offensive cybersecurity or competitive coding challenges. [NeurIPS 2024] | coding | 15,750 | 1,610 | 45 | 72 | 1 days, 4 hrs, 40 mins | 9 | MIT License |"
   ],
   "repository_evidence": [
    "# awesome-agents",
    "- ## Table of Open-Source AI Agents Projects",
    "- [swe-agent](/projects/github.com%2Fprinceton-nlp%2Fswe-agent) - agent takes a GitHub issue and tries to automatically fix it, using your LM of choice. It can also be employed for offensive cybersecurity or competitive coding challenges. [NeurIPS 2024] | coding | 15,750 | 1,610 | 45 | 72 | 1 days, 4 hrs, 40 mins | 9 | MIT License |"
   ],
   "stars_evidence": [
    "# awesome-agents",
    "- ## Table of Open-Source AI Agents Projects",
    "- [swe-agent](/projects/github.com%2Fprinceton-nlp%2Fswe-agent) - agent takes a GitHub issue and tries to automatically fix it, using your LM of choice. It can also be employed for offensive cybersecurity or competitive coding challenges. [NeurIPS 2024] | coding | 15,750 | 1,610 | 45 | 72 | 1 days, 4 hrs, 40 mins | 9 | MIT License |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/microsoft/ufo",
   "project": "UFO",
   "repository": "https://github.com/microsoft/UFO",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# **UFO\u00b3** [![UFO logo](/microsoft/UFO/raw/main/assets/logo3.png)](/microsoft/UFO/blob/main/assets/logo3.png) : Weaving the Digital Agent Galaxy",
    "**\ud83d\udcda Quick Links:** [\ud83c\udf0c UFO\u00b3 README](/microsoft/UFO/blob/main/galaxy/README.md) \u2022 [\ud83d\udda5\ufe0f UFO\u00b2 README](/microsoft/UFO/blob/main/ufo/README.md) \u2022 [\ud83d\udcd6 Full Documentation](https://microsoft.github.io/UFO/)"
   ],
   "repository_evidence": [
    "# **UFO\u00b3** [![UFO logo](/microsoft/UFO/raw/main/assets/logo3.png)](/microsoft/UFO/blob/main/assets/logo3.png) : Weaving the Digital Agent Galaxy",
    "- \ud83d\udcac [GitHub Discussions](https://github.com/microsoft/UFO/discussions)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/microsoft/ufo",
   "project": "TaskWeaver",
   "repository": "https://github.com/microsoft/TaskWeaver",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "**Microsoft Research:**",
    "- **[TaskWeaver](https://github.com/microsoft/TaskWeaver)** \u2013 Code-first LLM agent framework for data analytics and task automation"
   ],
   "repository_evidence": [
    "**Microsoft Research:**",
    "- **[TaskWeaver](https://github.com/microsoft/TaskWeaver)** \u2013 Code-first LLM agent framework for data analytics and task automation"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/weijt606/ai-agent-map",
   "project": "mattpocock/skills",
   "repository": "https://github.com/mattpocock/skills",
   "stars": "237900",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "AI Agent Map",
    "This table tracks projects that showed up as especially hot in the latest weekly GitHub snapshot.",
    "| Rank | Project | Current stars | Snapshot gain | Map status | How to read it |",
    "| #1 (=) | [mattpocock/skills](https://github.com/mattpocock/skills) | 237.9k | +23,585 | Watchlist (Skills Wave) | A tenth straight window at #1, past **237k** \u2014 at ~11.0k/week it is still accelerating (+7% on the weekly rate) and out-gains #2 by 1.8\u00d7 |"
   ],
   "repository_evidence": [
    "AI Agent Map",
    "This table tracks projects that showed up as especially hot in the latest weekly GitHub snapshot.",
    "| Rank | Project | Current stars | Snapshot gain | Map status | How to read it |",
    "| #1 (=) | [mattpocock/skills](https://github.com/mattpocock/skills) | 237.9k | +23,585 | Watchlist (Skills Wave) | A tenth straight window at #1, past **237k** \u2014 at ~11.0k/week it is still accelerating (+7% on the weekly rate) and out-gains #2 by 1.8\u00d7 |"
   ],
   "stars_evidence": [
    "AI Agent Map",
    "This table tracks projects that showed up as especially hot in the latest weekly GitHub snapshot.",
    "| Rank | Project | Current stars | Snapshot gain | Map status | How to read it |",
    "| #1 (=) | [mattpocock/skills](https://github.com/mattpocock/skills) | 237.9k | +23,585 | Watchlist (Skills Wave) | A tenth straight window at #1, past **237k** \u2014 at ~11.0k/week it is still accelerating (+7% on the weekly rate) and out-gains #2 by 1.8\u00d7 |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/weijt606/ai-agent-map",
   "project": "Codex",
   "repository": "https://github.com/openai/codex",
   "stars": "118800",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "AI Agent Map",
    "This table tracks projects that showed up as especially hot in the latest weekly GitHub snapshot.",
    "| Rank | Project | Current stars | Snapshot gain | Map status | How to read it |",
    "| #2 (\u2191) | [Codex CLI](https://github.com/openai/codex) | 118.8k | +13,321 | In scope \u00b7 [profile](/weijt606/ai-agent-map/blob/main/agents/codex.md) | Up seven on a **4.5\u00d7 jump in weekly rate** \u2014 the largest re-acceleration this board has recorded, against OpenAI's Aug 21 Sol price cut and a 20M-user announcement; cleared 118k |"
   ],
   "repository_evidence": [
    "AI Agent Map",
    "This table tracks projects that showed up as especially hot in the latest weekly GitHub snapshot.",
    "| Rank | Project | Current stars | Snapshot gain | Map status | How to read it |",
    "| #2 (\u2191) | [Codex CLI](https://github.com/openai/codex) | 118.8k | +13,321 | In scope \u00b7 [profile](/weijt606/ai-agent-map/blob/main/agents/codex.md) | Up seven on a **4.5\u00d7 jump in weekly rate** \u2014 the largest re-acceleration this board has recorded, against OpenAI's Aug 21 Sol price cut and a 20M-user announcement; cleared 118k |"
   ],
   "stars_evidence": [
    "AI Agent Map",
    "This table tracks projects that showed up as especially hot in the latest weekly GitHub snapshot.",
    "| Rank | Project | Current stars | Snapshot gain | Map status | How to read it |",
    "| #2 (\u2191) | [Codex CLI](https://github.com/openai/codex) | 118.8k | +13,321 | In scope \u00b7 [profile](/weijt606/ai-agent-map/blob/main/agents/codex.md) | Up seven on a **4.5\u00d7 jump in weekly rate** \u2014 the largest re-acceleration this board has recorded, against OpenAI's Aug 21 Sol price cut and a 20M-user announcement; cleared 118k |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/weijt606/ai-agent-map",
   "project": "Pi",
   "repository": "https://github.com/earendil-works/pi",
   "stars": "97800",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "AI Agent Map",
    "This table tracks projects that showed up as especially hot in the latest weekly GitHub snapshot.",
    "| Rank | Project | Current stars | Snapshot gain | Map status | How to read it |",
    "| #3 (=) | [Pi](https://github.com/earendil-works/pi) | 97.8k | +9,677 | In scope \u00b7 [profile](/weijt606/ai-agent-map/blob/main/agents/pi.md) | Held #3 with the weekly rate up 8% (~4.5k/week) \u2014 closing on **100k** without a single loud week |"
   ],
   "repository_evidence": [
    "AI Agent Map",
    "This table tracks projects that showed up as especially hot in the latest weekly GitHub snapshot.",
    "| Rank | Project | Current stars | Snapshot gain | Map status | How to read it |",
    "| #3 (=) | [Pi](https://github.com/earendil-works/pi) | 97.8k | +9,677 | In scope \u00b7 [profile](/weijt606/ai-agent-map/blob/main/agents/pi.md) | Held #3 with the weekly rate up 8% (~4.5k/week) \u2014 closing on **100k** without a single loud week |"
   ],
   "stars_evidence": [
    "AI Agent Map",
    "This table tracks projects that showed up as especially hot in the latest weekly GitHub snapshot.",
    "| Rank | Project | Current stars | Snapshot gain | Map status | How to read it |",
    "| #3 (=) | [Pi](https://github.com/earendil-works/pi) | 97.8k | +9,677 | In scope \u00b7 [profile](/weijt606/ai-agent-map/blob/main/agents/pi.md) | Held #3 with the weekly rate up 8% (~4.5k/week) \u2014 closing on **100k** without a single loud week |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/weijt606/ai-agent-map",
   "project": "Hermes Agent",
   "repository": "https://github.com/NousResearch/hermes-agent",
   "stars": "236900",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "AI Agent Map",
    "This table tracks projects that showed up as especially hot in the latest weekly GitHub snapshot.",
    "| Rank | Project | Current stars | Snapshot gain | Map status | How to read it |",
    "| #4 (\u2191) | [Hermes Agent](https://github.com/NousResearch/hermes-agent) | 236.9k | +7,632 | In scope \u00b7 [profile](/weijt606/ai-agent-map/blob/main/agents/hermes-agent.md) | Up one on a flat weekly rate (+2%) \u2014 still the in-scope absolute leader, past 236k |"
   ],
   "repository_evidence": [
    "AI Agent Map",
    "This table tracks projects that showed up as especially hot in the latest weekly GitHub snapshot.",
    "| Rank | Project | Current stars | Snapshot gain | Map status | How to read it |",
    "| #4 (\u2191) | [Hermes Agent](https://github.com/NousResearch/hermes-agent) | 236.9k | +7,632 | In scope \u00b7 [profile](/weijt606/ai-agent-map/blob/main/agents/hermes-agent.md) | Up one on a flat weekly rate (+2%) \u2014 still the in-scope absolute leader, past 236k |"
   ],
   "stars_evidence": [
    "AI Agent Map",
    "This table tracks projects that showed up as especially hot in the latest weekly GitHub snapshot.",
    "| Rank | Project | Current stars | Snapshot gain | Map status | How to read it |",
    "| #4 (\u2191) | [Hermes Agent](https://github.com/NousResearch/hermes-agent) | 236.9k | +7,632 | In scope \u00b7 [profile](/weijt606/ai-agent-map/blob/main/agents/hermes-agent.md) | Up one on a flat weekly rate (+2%) \u2014 still the in-scope absolute leader, past 236k |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/weijt606/ai-agent-map",
   "project": "Superpowers",
   "repository": "https://github.com/obra/superpowers",
   "stars": "278100",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "AI Agent Map",
    "This table tracks projects that showed up as especially hot in the latest weekly GitHub snapshot.",
    "| Rank | Project | Current stars | Snapshot gain | Map status | How to read it |",
    "| #5 (\u2193) | [Superpowers](https://github.com/obra/superpowers) | 278.1k | +7,140 | In scope \u00b7 [profile](/weijt606/ai-agent-map/blob/main/agents/superpowers.md) | Down one as the weekly rate cooled 18% \u2014 cleared 278k, still the wave's framework anchor |"
   ],
   "repository_evidence": [
    "AI Agent Map",
    "This table tracks projects that showed up as especially hot in the latest weekly GitHub snapshot.",
    "| Rank | Project | Current stars | Snapshot gain | Map status | How to read it |",
    "| #5 (\u2193) | [Superpowers](https://github.com/obra/superpowers) | 278.1k | +7,140 | In scope \u00b7 [profile](/weijt606/ai-agent-map/blob/main/agents/superpowers.md) | Down one as the weekly rate cooled 18% \u2014 cleared 278k, still the wave's framework anchor |"
   ],
   "stars_evidence": [
    "AI Agent Map",
    "This table tracks projects that showed up as especially hot in the latest weekly GitHub snapshot.",
    "| Rank | Project | Current stars | Snapshot gain | Map status | How to read it |",
    "| #5 (\u2193) | [Superpowers](https://github.com/obra/superpowers) | 278.1k | +7,140 | In scope \u00b7 [profile](/weijt606/ai-agent-map/blob/main/agents/superpowers.md) | Down one as the weekly rate cooled 18% \u2014 cleared 278k, still the wave's framework anchor |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/weijt606/ai-agent-map",
   "project": "addyosmani/agent-skills",
   "repository": "https://github.com/addyosmani/agent-skills",
   "stars": "90000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "AI Agent Map",
    "This table tracks projects that showed up as especially hot in the latest weekly GitHub snapshot.",
    "| Rank | Project | Current stars | Snapshot gain | Map status | How to read it |",
    "| #6 (\u2193) | [addyosmani/agent-skills](https://github.com/addyosmani/agent-skills) | 90.0k | +3,638 | Watchlist (Skills Wave) | Last window's 4.9\u00d7 spike gave back **64% of its weekly rate** \u2014 cleared 90k, but the #2 seat lasted exactly one window |"
   ],
   "repository_evidence": [
    "AI Agent Map",
    "This table tracks projects that showed up as especially hot in the latest weekly GitHub snapshot.",
    "| Rank | Project | Current stars | Snapshot gain | Map status | How to read it |",
    "| #6 (\u2193) | [addyosmani/agent-skills](https://github.com/addyosmani/agent-skills) | 90.0k | +3,638 | Watchlist (Skills Wave) | Last window's 4.9\u00d7 spike gave back **64% of its weekly rate** \u2014 cleared 90k, but the #2 seat lasted exactly one window |"
   ],
   "stars_evidence": [
    "AI Agent Map",
    "This table tracks projects that showed up as especially hot in the latest weekly GitHub snapshot.",
    "| Rank | Project | Current stars | Snapshot gain | Map status | How to read it |",
    "| #6 (\u2193) | [addyosmani/agent-skills](https://github.com/addyosmani/agent-skills) | 90.0k | +3,638 | Watchlist (Skills Wave) | Last window's 4.9\u00d7 spike gave back **64% of its weekly rate** \u2014 cleared 90k, but the #2 seat lasted exactly one window |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/weijt606/ai-agent-map",
   "project": "anthropics/skills",
   "repository": "https://github.com/anthropics/skills",
   "stars": "171800",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "AI Agent Map",
    "This table tracks projects that showed up as especially hot in the latest weekly GitHub snapshot.",
    "| Rank | Project | Current stars | Snapshot gain | Map status | How to read it |",
    "| #7 (=) | [anthropics/skills](https://github.com/anthropics/skills) | 171.8k | +3,449 | Watchlist (Skills Wave canonical) | Held #7 with the weekly rate off 19% \u2014 Anthropic's reference `.claude/skills` repo cleared 171k |"
   ],
   "repository_evidence": [
    "AI Agent Map",
    "This table tracks projects that showed up as especially hot in the latest weekly GitHub snapshot.",
    "| Rank | Project | Current stars | Snapshot gain | Map status | How to read it |",
    "| #7 (=) | [anthropics/skills](https://github.com/anthropics/skills) | 171.8k | +3,449 | Watchlist (Skills Wave canonical) | Held #7 with the weekly rate off 19% \u2014 Anthropic's reference `.claude/skills` repo cleared 171k |"
   ],
   "stars_evidence": [
    "AI Agent Map",
    "This table tracks projects that showed up as especially hot in the latest weekly GitHub snapshot.",
    "| Rank | Project | Current stars | Snapshot gain | Map status | How to read it |",
    "| #7 (=) | [anthropics/skills](https://github.com/anthropics/skills) | 171.8k | +3,449 | Watchlist (Skills Wave canonical) | Held #7 with the weekly rate off 19% \u2014 Anthropic's reference `.claude/skills` repo cleared 171k |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/weijt606/ai-agent-map",
   "project": "TradingAgents",
   "repository": "https://github.com/TauricResearch/TradingAgents",
   "stars": "100700",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "AI Agent Map",
    "This table tracks projects that showed up as especially hot in the latest weekly GitHub snapshot.",
    "| Rank | Project | Current stars | Snapshot gain | Map status | How to read it |",
    "| #8 (\u2193) | [TradingAgents](https://github.com/TauricResearch/TradingAgents) | 100.7k | +3,018 | Out of scope (finance-research vertical) | **Crossed 100k** and slipped two as the rate cooled 31% \u2014 tracked, still not an in-scope agent surface |"
   ],
   "repository_evidence": [
    "AI Agent Map",
    "This table tracks projects that showed up as especially hot in the latest weekly GitHub snapshot.",
    "| Rank | Project | Current stars | Snapshot gain | Map status | How to read it |",
    "| #8 (\u2193) | [TradingAgents](https://github.com/TauricResearch/TradingAgents) | 100.7k | +3,018 | Out of scope (finance-research vertical) | **Crossed 100k** and slipped two as the rate cooled 31% \u2014 tracked, still not an in-scope agent surface |"
   ],
   "stars_evidence": [
    "AI Agent Map",
    "This table tracks projects that showed up as especially hot in the latest weekly GitHub snapshot.",
    "| Rank | Project | Current stars | Snapshot gain | Map status | How to read it |",
    "| #8 (\u2193) | [TradingAgents](https://github.com/TauricResearch/TradingAgents) | 100.7k | +3,018 | Out of scope (finance-research vertical) | **Crossed 100k** and slipped two as the rate cooled 31% \u2014 tracked, still not an in-scope agent surface |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/weijt606/ai-agent-map",
   "project": "colbymchenry/codegraph",
   "repository": "https://github.com/colbymchenry/codegraph",
   "stars": "68300",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "AI Agent Map",
    "This table tracks projects that showed up as especially hot in the latest weekly GitHub snapshot.",
    "| Rank | Project | Current stars | Snapshot gain | Map status | How to read it |",
    "| #9 (\u2191) | [colbymchenry/codegraph](https://github.com/colbymchenry/codegraph) | 68.3k | +2,247 | In scope \u00b7 [profile](/weijt606/ai-agent-map/blob/main/agents/codegraph.md) | Up one despite a 22% cooler rate \u2014 the pre-indexed code knowledge graph cleared 68k |"
   ],
   "repository_evidence": [
    "AI Agent Map",
    "This table tracks projects that showed up as especially hot in the latest weekly GitHub snapshot.",
    "| Rank | Project | Current stars | Snapshot gain | Map status | How to read it |",
    "| #9 (\u2191) | [colbymchenry/codegraph](https://github.com/colbymchenry/codegraph) | 68.3k | +2,247 | In scope \u00b7 [profile](/weijt606/ai-agent-map/blob/main/agents/codegraph.md) | Up one despite a 22% cooler rate \u2014 the pre-indexed code knowledge graph cleared 68k |"
   ],
   "stars_evidence": [
    "AI Agent Map",
    "This table tracks projects that showed up as especially hot in the latest weekly GitHub snapshot.",
    "| Rank | Project | Current stars | Snapshot gain | Map status | How to read it |",
    "| #9 (\u2191) | [colbymchenry/codegraph](https://github.com/colbymchenry/codegraph) | 68.3k | +2,247 | In scope \u00b7 [profile](/weijt606/ai-agent-map/blob/main/agents/codegraph.md) | Up one despite a 22% cooler rate \u2014 the pre-indexed code knowledge graph cleared 68k |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/weijt606/ai-agent-map",
   "project": "n8n",
   "repository": "https://github.com/n8n-io/n8n",
   "stars": "202500",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "AI Agent Map",
    "This table tracks projects that showed up as especially hot in the latest weekly GitHub snapshot.",
    "| Rank | Project | Current stars | Snapshot gain | Map status | How to read it |",
    "| #10 (new) | [n8n](https://github.com/n8n-io/n8n) | 202.5k | +2,214 | In scope \u00b7 [profile](/weijt606/ai-agent-map/blob/main/agents/n8n.md) | Back on the table one window after losing its seat, weekly rate up 13% \u2014 past 202k |"
   ],
   "repository_evidence": [
    "AI Agent Map",
    "This table tracks projects that showed up as especially hot in the latest weekly GitHub snapshot.",
    "| Rank | Project | Current stars | Snapshot gain | Map status | How to read it |",
    "| #10 (new) | [n8n](https://github.com/n8n-io/n8n) | 202.5k | +2,214 | In scope \u00b7 [profile](/weijt606/ai-agent-map/blob/main/agents/n8n.md) | Back on the table one window after losing its seat, weekly rate up 13% \u2014 past 202k |"
   ],
   "stars_evidence": [
    "AI Agent Map",
    "This table tracks projects that showed up as especially hot in the latest weekly GitHub snapshot.",
    "| Rank | Project | Current stars | Snapshot gain | Map status | How to read it |",
    "| #10 (new) | [n8n](https://github.com/n8n-io/n8n) | 202.5k | +2,214 | In scope \u00b7 [profile](/weijt606/ai-agent-map/blob/main/agents/n8n.md) | Back on the table one window after losing its seat, weekly rate up 13% \u2014 past 202k |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/weijt606/ai-agent-map",
   "project": "truefoundry/trueforge",
   "repository": "https://github.com/truefoundry/trueforge",
   "stars": "4600",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "AI Agent Map",
    "Also scanned and held on the watchlist: [truefoundry/trueforge](https://github.com/truefoundry/trueforge) (4.6k, MIT, \"the runtime layer that turns an LLM into a working agent\"), [trailhq/Graft](https://github.com/trailhq/Graft) (4.9k, MIT, a shared code-graph context layer under Claude Code / Cursor / Codex / Gemini) and [fuxicodex/Fuxi](https://github.com/fuxicodex/Fuxi) (2.1k in three weeks, but no clear license \u2014 `NOASSERTION`, which is a hard blocker for a profile here)."
   ],
   "repository_evidence": [
    "AI Agent Map",
    "Also scanned and held on the watchlist: [truefoundry/trueforge](https://github.com/truefoundry/trueforge) (4.6k, MIT, \"the runtime layer that turns an LLM into a working agent\"), [trailhq/Graft](https://github.com/trailhq/Graft) (4.9k, MIT, a shared code-graph context layer under Claude Code / Cursor / Codex / Gemini) and [fuxicodex/Fuxi](https://github.com/fuxicodex/Fuxi) (2.1k in three weeks, but no clear license \u2014 `NOASSERTION`, which is a hard blocker for a profile here)."
   ],
   "stars_evidence": [
    "AI Agent Map",
    "Also scanned and held on the watchlist: [truefoundry/trueforge](https://github.com/truefoundry/trueforge) (4.6k, MIT, \"the runtime layer that turns an LLM into a working agent\"), [trailhq/Graft](https://github.com/trailhq/Graft) (4.9k, MIT, a shared code-graph context layer under Claude Code / Cursor / Codex / Gemini) and [fuxicodex/Fuxi](https://github.com/fuxicodex/Fuxi) (2.1k in three weeks, but no clear license \u2014 `NOASSERTION`, which is a hard blocker for a profile here)."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/weijt606/ai-agent-map",
   "project": "trailhq/Graft",
   "repository": "https://github.com/trailhq/Graft",
   "stars": "4900",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "AI Agent Map",
    "Also scanned and held on the watchlist: [truefoundry/trueforge](https://github.com/truefoundry/trueforge) (4.6k, MIT, \"the runtime layer that turns an LLM into a working agent\"), [trailhq/Graft](https://github.com/trailhq/Graft) (4.9k, MIT, a shared code-graph context layer under Claude Code / Cursor / Codex / Gemini) and [fuxicodex/Fuxi](https://github.com/fuxicodex/Fuxi) (2.1k in three weeks, but no clear license \u2014 `NOASSERTION`, which is a hard blocker for a profile here)."
   ],
   "repository_evidence": [
    "AI Agent Map",
    "Also scanned and held on the watchlist: [truefoundry/trueforge](https://github.com/truefoundry/trueforge) (4.6k, MIT, \"the runtime layer that turns an LLM into a working agent\"), [trailhq/Graft](https://github.com/trailhq/Graft) (4.9k, MIT, a shared code-graph context layer under Claude Code / Cursor / Codex / Gemini) and [fuxicodex/Fuxi](https://github.com/fuxicodex/Fuxi) (2.1k in three weeks, but no clear license \u2014 `NOASSERTION`, which is a hard blocker for a profile here)."
   ],
   "stars_evidence": [
    "AI Agent Map",
    "Also scanned and held on the watchlist: [truefoundry/trueforge](https://github.com/truefoundry/trueforge) (4.6k, MIT, \"the runtime layer that turns an LLM into a working agent\"), [trailhq/Graft](https://github.com/trailhq/Graft) (4.9k, MIT, a shared code-graph context layer under Claude Code / Cursor / Codex / Gemini) and [fuxicodex/Fuxi](https://github.com/fuxicodex/Fuxi) (2.1k in three weeks, but no clear license \u2014 `NOASSERTION`, which is a hard blocker for a profile here)."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/weijt606/ai-agent-map",
   "project": "fuxicodex/Fuxi",
   "repository": "https://github.com/fuxicodex/Fuxi",
   "stars": "2100",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "AI Agent Map",
    "Also scanned and held on the watchlist: [truefoundry/trueforge](https://github.com/truefoundry/trueforge) (4.6k, MIT, \"the runtime layer that turns an LLM into a working agent\"), [trailhq/Graft](https://github.com/trailhq/Graft) (4.9k, MIT, a shared code-graph context layer under Claude Code / Cursor / Codex / Gemini) and [fuxicodex/Fuxi](https://github.com/fuxicodex/Fuxi) (2.1k in three weeks, but no clear license \u2014 `NOASSERTION`, which is a hard blocker for a profile here)."
   ],
   "repository_evidence": [
    "AI Agent Map",
    "Also scanned and held on the watchlist: [truefoundry/trueforge](https://github.com/truefoundry/trueforge) (4.6k, MIT, \"the runtime layer that turns an LLM into a working agent\"), [trailhq/Graft](https://github.com/trailhq/Graft) (4.9k, MIT, a shared code-graph context layer under Claude Code / Cursor / Codex / Gemini) and [fuxicodex/Fuxi](https://github.com/fuxicodex/Fuxi) (2.1k in three weeks, but no clear license \u2014 `NOASSERTION`, which is a hard blocker for a profile here)."
   ],
   "stars_evidence": [
    "AI Agent Map",
    "Also scanned and held on the watchlist: [truefoundry/trueforge](https://github.com/truefoundry/trueforge) (4.6k, MIT, \"the runtime layer that turns an LLM into a working agent\"), [trailhq/Graft](https://github.com/trailhq/Graft) (4.9k, MIT, a shared code-graph context layer under Claude Code / Cursor / Codex / Gemini) and [fuxicodex/Fuxi](https://github.com/fuxicodex/Fuxi) (2.1k in three weeks, but no clear license \u2014 `NOASSERTION`, which is a hard blocker for a profile here)."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/weijt606/ai-agent-map",
   "project": "Vincentwei1021/video-shotcraft",
   "repository": "https://github.com/Vincentwei1021/video-shotcraft",
   "stars": "6400",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "AI Agent Map",
    "Carried over and still growing: [Vincentwei1021/video-shotcraft](https://github.com/Vincentwei1021/video-shotcraft) (6.4k), [QwenLM/Qwen-MM-Plugins](https://github.com/QwenLM/Qwen-MM-Plugins) (2.8k)."
   ],
   "repository_evidence": [
    "AI Agent Map",
    "Carried over and still growing: [Vincentwei1021/video-shotcraft](https://github.com/Vincentwei1021/video-shotcraft) (6.4k), [QwenLM/Qwen-MM-Plugins](https://github.com/QwenLM/Qwen-MM-Plugins) (2.8k)."
   ],
   "stars_evidence": [
    "AI Agent Map",
    "Carried over and still growing: [Vincentwei1021/video-shotcraft](https://github.com/Vincentwei1021/video-shotcraft) (6.4k), [QwenLM/Qwen-MM-Plugins](https://github.com/QwenLM/Qwen-MM-Plugins) (2.8k)."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/weijt606/ai-agent-map",
   "project": "QwenLM/Qwen-MM-Plugins",
   "repository": "https://github.com/QwenLM/Qwen-MM-Plugins",
   "stars": "2800",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "AI Agent Map",
    "Carried over and still growing: [Vincentwei1021/video-shotcraft](https://github.com/Vincentwei1021/video-shotcraft) (6.4k), [QwenLM/Qwen-MM-Plugins](https://github.com/QwenLM/Qwen-MM-Plugins) (2.8k)."
   ],
   "repository_evidence": [
    "AI Agent Map",
    "Carried over and still growing: [Vincentwei1021/video-shotcraft](https://github.com/Vincentwei1021/video-shotcraft) (6.4k), [QwenLM/Qwen-MM-Plugins](https://github.com/QwenLM/Qwen-MM-Plugins) (2.8k)."
   ],
   "stars_evidence": [
    "AI Agent Map",
    "Carried over and still growing: [Vincentwei1021/video-shotcraft](https://github.com/Vincentwei1021/video-shotcraft) (6.4k), [QwenLM/Qwen-MM-Plugins](https://github.com/QwenLM/Qwen-MM-Plugins) (2.8k)."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/weijt606/ai-agent-map",
   "project": "academic-research-skills",
   "repository": "https://github.com/Imbad0202/academic-research-skills",
   "stars": "43800",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "AI Agent Map",
    "Continuing to grow but outside the top 10 by gain (15-day figures): [Claude Code](/weijt606/ai-agent-map/blob/main/agents/claude-code.md) 143.1k (+2.0k), [OpenHuman](/weijt606/ai-agent-map/blob/main/agents/openhuman.md) 38.2k (+2.0k), [Ruflo](/weijt606/ai-agent-map/blob/main/agents/ruflo.md) 69.5k (+1.8k), [academic-research-skills](https://github.com/Imbad0202/academic-research-skills) 43.8k (+1.8k), [scientific-agent-skills](https://github.com/K-Dense-AI/scientific-agent-skills) 34.7k (+1.4k), [OpenHands](/weijt606/ai-agent-map/blob/main/agents/openhands.md) 85.2k (+1.4k), [jcode](/weijt606/ai-agent-map/blob/main/agents/jcode.md) 18.6k (+1.4k), [CLI-Anything](/weijt606/ai-agent-map/blob/main/agents/cli-anything.md) 48.3k (+1.4k), [Grok Build](/weijt606/ai-agent-map/blob/main/agents/grok-build.md) 26.1k (+1.4k), [Open Code Review](/weijt606/ai-agent-map/blob/main/agents/open-code-review.md) 21.5k (+1.3k), [LiteLLM](/weijt606/ai-agent-map/blob/main/agents/litellm.md) 57.3k (+1.2k), [QM](/weijt606/ai-agent-map/blob/main/agents/qm.md) 14.2k (+1.1k), [LangChain](/weijt606/ai-agent-map/blob/main/agents/langchain.md) 145.1k (+1.0k), [LangGraph](/weijt606/ai-agent-map/blob/main/agents/langgraph.md) 40.5k (+1.0k), [Cline](/weijt606/ai-agent-map/blob/main/agents/cline.md) 66.9k (+0.9k), [Langfuse](/weijt606/ai-agent-map/blob/main/agents/langfuse.md) 33.8k (+0.8k), [Goose](/weijt606/ai-agent-map/blob/main/agents/goose.md) 53.5k (+0.8k), [Kimi Code](/weijt606/ai-agent-map/blob/main/agents/kimi-code.md) 7.1k (+0.7k), [CrewAI](/weijt606/ai-agent-map/blob/main/agents/crewai.md) 57.6k (+0.7k), [Omnigent](/weijt606/ai-agent-map/blob/main/agents/omnigent.md) 9.3k (+0.7k), [agentmemory](https://github.com/rohitg00/agentmemory) 27.5k (+0.6k), [mini-swe-agent](/weijt606/ai-agent-map/blob/main/agents/mini-swe-agent.md) 6.8k (+0.4k), [Aider](/weijt606/ai-agent-map/blob/main/agents/aider.md) 48.5k (+0.4k), [AutoGPT](/weijt606/ai-agent-map/blob/main/agents/autogpt.md) 186.9k (+0.4k), [LlamaIndex](/weijt606/ai-agent-map/blob/main/agents/llamaindex.md) 51.9k (+0.3k), [Letta (MemGPT)](/weijt606/ai-agent-map/blob/main/agents/memgpt.md) 24.5k (+0.2k), [OpenHarness](/weijt606/ai-agent-map/blob/main/agents/openharness.md) 15.5k (+0.2k), [Continue](/weijt606/ai-agent-map/blob/main/agents/continue.md) 35.6k (+0.2k), [Open Interpreter](/weijt606/ai-agent-map/blob/main/agents/open-interpreter.md) 68.2k (+0.2k), [CodeWhale](/weijt606/ai-agent-map/blob/main/agents/codewhale.md) 40.9k (+0.2k), [MiMoCode](/weijt606/ai-agent-map/blob/main/agents/mimocode.md) 12.9k (+0.2k), [SWE-agent](/weijt606/ai-agent-map/blob/main/agents/swe-agent.md) 20.1k (+100), [Flowise](/weijt606/ai-agent-map/blob/main/agents/flowise.md) 55.4k (+58), [CoStrict](/weijt606/ai-agent-map/blob/main/agents/costrict.md) 4.4k (+30, near-flat)."
   ],
   "repository_evidence": [
    "AI Agent Map",
    "Continuing to grow but outside the top 10 by gain (15-day figures): [Claude Code](/weijt606/ai-agent-map/blob/main/agents/claude-code.md) 143.1k (+2.0k), [OpenHuman](/weijt606/ai-agent-map/blob/main/agents/openhuman.md) 38.2k (+2.0k), [Ruflo](/weijt606/ai-agent-map/blob/main/agents/ruflo.md) 69.5k (+1.8k), [academic-research-skills](https://github.com/Imbad0202/academic-research-skills) 43.8k (+1.8k), [scientific-agent-skills](https://github.com/K-Dense-AI/scientific-agent-skills) 34.7k (+1.4k), [OpenHands](/weijt606/ai-agent-map/blob/main/agents/openhands.md) 85.2k (+1.4k), [jcode](/weijt606/ai-agent-map/blob/main/agents/jcode.md) 18.6k (+1.4k), [CLI-Anything](/weijt606/ai-agent-map/blob/main/agents/cli-anything.md) 48.3k (+1.4k), [Grok Build](/weijt606/ai-agent-map/blob/main/agents/grok-build.md) 26.1k (+1.4k), [Open Code Review](/weijt606/ai-agent-map/blob/main/agents/open-code-review.md) 21.5k (+1.3k), [LiteLLM](/weijt606/ai-agent-map/blob/main/agents/litellm.md) 57.3k (+1.2k), [QM](/weijt606/ai-agent-map/blob/main/agents/qm.md) 14.2k (+1.1k), [LangChain](/weijt606/ai-agent-map/blob/main/agents/langchain.md) 145.1k (+1.0k), [LangGraph](/weijt606/ai-agent-map/blob/main/agents/langgraph.md) 40.5k (+1.0k), [Cline](/weijt606/ai-agent-map/blob/main/agents/cline.md) 66.9k (+0.9k), [Langfuse](/weijt606/ai-agent-map/blob/main/agents/langfuse.md) 33.8k (+0.8k), [Goose](/weijt606/ai-agent-map/blob/main/agents/goose.md) 53.5k (+0.8k), [Kimi Code](/weijt606/ai-agent-map/blob/main/agents/kimi-code.md) 7.1k (+0.7k), [CrewAI](/weijt606/ai-agent-map/blob/main/agents/crewai.md) 57.6k (+0.7k), [Omnigent](/weijt606/ai-agent-map/blob/main/agents/omnigent.md) 9.3k (+0.7k), [agentmemory](https://github.com/rohitg00/agentmemory) 27.5k (+0.6k), [mini-swe-agent](/weijt606/ai-agent-map/blob/main/agents/mini-swe-agent.md) 6.8k (+0.4k), [Aider](/weijt606/ai-agent-map/blob/main/agents/aider.md) 48.5k (+0.4k), [AutoGPT](/weijt606/ai-agent-map/blob/main/agents/autogpt.md) 186.9k (+0.4k), [LlamaIndex](/weijt606/ai-agent-map/blob/main/agents/llamaindex.md) 51.9k (+0.3k), [Letta (MemGPT)](/weijt606/ai-agent-map/blob/main/agents/memgpt.md) 24.5k (+0.2k), [OpenHarness](/weijt606/ai-agent-map/blob/main/agents/openharness.md) 15.5k (+0.2k), [Continue](/weijt606/ai-agent-map/blob/main/agents/continue.md) 35.6k (+0.2k), [Open Interpreter](/weijt606/ai-agent-map/blob/main/agents/open-interpreter.md) 68.2k (+0.2k), [CodeWhale](/weijt606/ai-agent-map/blob/main/agents/codewhale.md) 40.9k (+0.2k), [MiMoCode](/weijt606/ai-agent-map/blob/main/agents/mimocode.md) 12.9k (+0.2k), [SWE-agent](/weijt606/ai-agent-map/blob/main/agents/swe-agent.md) 20.1k (+100), [Flowise](/weijt606/ai-agent-map/blob/main/agents/flowise.md) 55.4k (+58), [CoStrict](/weijt606/ai-agent-map/blob/main/agents/costrict.md) 4.4k (+30, near-flat)."
   ],
   "stars_evidence": [
    "AI Agent Map",
    "Continuing to grow but outside the top 10 by gain (15-day figures): [Claude Code](/weijt606/ai-agent-map/blob/main/agents/claude-code.md) 143.1k (+2.0k), [OpenHuman](/weijt606/ai-agent-map/blob/main/agents/openhuman.md) 38.2k (+2.0k), [Ruflo](/weijt606/ai-agent-map/blob/main/agents/ruflo.md) 69.5k (+1.8k), [academic-research-skills](https://github.com/Imbad0202/academic-research-skills) 43.8k (+1.8k), [scientific-agent-skills](https://github.com/K-Dense-AI/scientific-agent-skills) 34.7k (+1.4k), [OpenHands](/weijt606/ai-agent-map/blob/main/agents/openhands.md) 85.2k (+1.4k), [jcode](/weijt606/ai-agent-map/blob/main/agents/jcode.md) 18.6k (+1.4k), [CLI-Anything](/weijt606/ai-agent-map/blob/main/agents/cli-anything.md) 48.3k (+1.4k), [Grok Build](/weijt606/ai-agent-map/blob/main/agents/grok-build.md) 26.1k (+1.4k), [Open Code Review](/weijt606/ai-agent-map/blob/main/agents/open-code-review.md) 21.5k (+1.3k), [LiteLLM](/weijt606/ai-agent-map/blob/main/agents/litellm.md) 57.3k (+1.2k), [QM](/weijt606/ai-agent-map/blob/main/agents/qm.md) 14.2k (+1.1k), [LangChain](/weijt606/ai-agent-map/blob/main/agents/langchain.md) 145.1k (+1.0k), [LangGraph](/weijt606/ai-agent-map/blob/main/agents/langgraph.md) 40.5k (+1.0k), [Cline](/weijt606/ai-agent-map/blob/main/agents/cline.md) 66.9k (+0.9k), [Langfuse](/weijt606/ai-agent-map/blob/main/agents/langfuse.md) 33.8k (+0.8k), [Goose](/weijt606/ai-agent-map/blob/main/agents/goose.md) 53.5k (+0.8k), [Kimi Code](/weijt606/ai-agent-map/blob/main/agents/kimi-code.md) 7.1k (+0.7k), [CrewAI](/weijt606/ai-agent-map/blob/main/agents/crewai.md) 57.6k (+0.7k), [Omnigent](/weijt606/ai-agent-map/blob/main/agents/omnigent.md) 9.3k (+0.7k), [agentmemory](https://github.com/rohitg00/agentmemory) 27.5k (+0.6k), [mini-swe-agent](/weijt606/ai-agent-map/blob/main/agents/mini-swe-agent.md) 6.8k (+0.4k), [Aider](/weijt606/ai-agent-map/blob/main/agents/aider.md) 48.5k (+0.4k), [AutoGPT](/weijt606/ai-agent-map/blob/main/agents/autogpt.md) 186.9k (+0.4k), [LlamaIndex](/weijt606/ai-agent-map/blob/main/agents/llamaindex.md) 51.9k (+0.3k), [Letta (MemGPT)](/weijt606/ai-agent-map/blob/main/agents/memgpt.md) 24.5k (+0.2k), [OpenHarness](/weijt606/ai-agent-map/blob/main/agents/openharness.md) 15.5k (+0.2k), [Continue](/weijt606/ai-agent-map/blob/main/agents/continue.md) 35.6k (+0.2k), [Open Interpreter](/weijt606/ai-agent-map/blob/main/agents/open-interpreter.md) 68.2k (+0.2k), [CodeWhale](/weijt606/ai-agent-map/blob/main/agents/codewhale.md) 40.9k (+0.2k), [MiMoCode](/weijt606/ai-agent-map/blob/main/agents/mimocode.md) 12.9k (+0.2k), [SWE-agent](/weijt606/ai-agent-map/blob/main/agents/swe-agent.md) 20.1k (+100), [Flowise](/weijt606/ai-agent-map/blob/main/agents/flowise.md) 55.4k (+58), [CoStrict](/weijt606/ai-agent-map/blob/main/agents/costrict.md) 4.4k (+30, near-flat)."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/weijt606/ai-agent-map",
   "project": "scientific-agent-skills",
   "repository": "https://github.com/K-Dense-AI/scientific-agent-skills",
   "stars": "34700",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "AI Agent Map",
    "Continuing to grow but outside the top 10 by gain (15-day figures): [Claude Code](/weijt606/ai-agent-map/blob/main/agents/claude-code.md) 143.1k (+2.0k), [OpenHuman](/weijt606/ai-agent-map/blob/main/agents/openhuman.md) 38.2k (+2.0k), [Ruflo](/weijt606/ai-agent-map/blob/main/agents/ruflo.md) 69.5k (+1.8k), [academic-research-skills](https://github.com/Imbad0202/academic-research-skills) 43.8k (+1.8k), [scientific-agent-skills](https://github.com/K-Dense-AI/scientific-agent-skills) 34.7k (+1.4k), [OpenHands](/weijt606/ai-agent-map/blob/main/agents/openhands.md) 85.2k (+1.4k), [jcode](/weijt606/ai-agent-map/blob/main/agents/jcode.md) 18.6k (+1.4k), [CLI-Anything](/weijt606/ai-agent-map/blob/main/agents/cli-anything.md) 48.3k (+1.4k), [Grok Build](/weijt606/ai-agent-map/blob/main/agents/grok-build.md) 26.1k (+1.4k), [Open Code Review](/weijt606/ai-agent-map/blob/main/agents/open-code-review.md) 21.5k (+1.3k), [LiteLLM](/weijt606/ai-agent-map/blob/main/agents/litellm.md) 57.3k (+1.2k), [QM](/weijt606/ai-agent-map/blob/main/agents/qm.md) 14.2k (+1.1k), [LangChain](/weijt606/ai-agent-map/blob/main/agents/langchain.md) 145.1k (+1.0k), [LangGraph](/weijt606/ai-agent-map/blob/main/agents/langgraph.md) 40.5k (+1.0k), [Cline](/weijt606/ai-agent-map/blob/main/agents/cline.md) 66.9k (+0.9k), [Langfuse](/weijt606/ai-agent-map/blob/main/agents/langfuse.md) 33.8k (+0.8k), [Goose](/weijt606/ai-agent-map/blob/main/agents/goose.md) 53.5k (+0.8k), [Kimi Code](/weijt606/ai-agent-map/blob/main/agents/kimi-code.md) 7.1k (+0.7k), [CrewAI](/weijt606/ai-agent-map/blob/main/agents/crewai.md) 57.6k (+0.7k), [Omnigent](/weijt606/ai-agent-map/blob/main/agents/omnigent.md) 9.3k (+0.7k), [agentmemory](https://github.com/rohitg00/agentmemory) 27.5k (+0.6k), [mini-swe-agent](/weijt606/ai-agent-map/blob/main/agents/mini-swe-agent.md) 6.8k (+0.4k), [Aider](/weijt606/ai-agent-map/blob/main/agents/aider.md) 48.5k (+0.4k), [AutoGPT](/weijt606/ai-agent-map/blob/main/agents/autogpt.md) 186.9k (+0.4k), [LlamaIndex](/weijt606/ai-agent-map/blob/main/agents/llamaindex.md) 51.9k (+0.3k), [Letta (MemGPT)](/weijt606/ai-agent-map/blob/main/agents/memgpt.md) 24.5k (+0.2k), [OpenHarness](/weijt606/ai-agent-map/blob/main/agents/openharness.md) 15.5k (+0.2k), [Continue](/weijt606/ai-agent-map/blob/main/agents/continue.md) 35.6k (+0.2k), [Open Interpreter](/weijt606/ai-agent-map/blob/main/agents/open-interpreter.md) 68.2k (+0.2k), [CodeWhale](/weijt606/ai-agent-map/blob/main/agents/codewhale.md) 40.9k (+0.2k), [MiMoCode](/weijt606/ai-agent-map/blob/main/agents/mimocode.md) 12.9k (+0.2k), [SWE-agent](/weijt606/ai-agent-map/blob/main/agents/swe-agent.md) 20.1k (+100), [Flowise](/weijt606/ai-agent-map/blob/main/agents/flowise.md) 55.4k (+58), [CoStrict](/weijt606/ai-agent-map/blob/main/agents/costrict.md) 4.4k (+30, near-flat)."
   ],
   "repository_evidence": [
    "AI Agent Map",
    "Continuing to grow but outside the top 10 by gain (15-day figures): [Claude Code](/weijt606/ai-agent-map/blob/main/agents/claude-code.md) 143.1k (+2.0k), [OpenHuman](/weijt606/ai-agent-map/blob/main/agents/openhuman.md) 38.2k (+2.0k), [Ruflo](/weijt606/ai-agent-map/blob/main/agents/ruflo.md) 69.5k (+1.8k), [academic-research-skills](https://github.com/Imbad0202/academic-research-skills) 43.8k (+1.8k), [scientific-agent-skills](https://github.com/K-Dense-AI/scientific-agent-skills) 34.7k (+1.4k), [OpenHands](/weijt606/ai-agent-map/blob/main/agents/openhands.md) 85.2k (+1.4k), [jcode](/weijt606/ai-agent-map/blob/main/agents/jcode.md) 18.6k (+1.4k), [CLI-Anything](/weijt606/ai-agent-map/blob/main/agents/cli-anything.md) 48.3k (+1.4k), [Grok Build](/weijt606/ai-agent-map/blob/main/agents/grok-build.md) 26.1k (+1.4k), [Open Code Review](/weijt606/ai-agent-map/blob/main/agents/open-code-review.md) 21.5k (+1.3k), [LiteLLM](/weijt606/ai-agent-map/blob/main/agents/litellm.md) 57.3k (+1.2k), [QM](/weijt606/ai-agent-map/blob/main/agents/qm.md) 14.2k (+1.1k), [LangChain](/weijt606/ai-agent-map/blob/main/agents/langchain.md) 145.1k (+1.0k), [LangGraph](/weijt606/ai-agent-map/blob/main/agents/langgraph.md) 40.5k (+1.0k), [Cline](/weijt606/ai-agent-map/blob/main/agents/cline.md) 66.9k (+0.9k), [Langfuse](/weijt606/ai-agent-map/blob/main/agents/langfuse.md) 33.8k (+0.8k), [Goose](/weijt606/ai-agent-map/blob/main/agents/goose.md) 53.5k (+0.8k), [Kimi Code](/weijt606/ai-agent-map/blob/main/agents/kimi-code.md) 7.1k (+0.7k), [CrewAI](/weijt606/ai-agent-map/blob/main/agents/crewai.md) 57.6k (+0.7k), [Omnigent](/weijt606/ai-agent-map/blob/main/agents/omnigent.md) 9.3k (+0.7k), [agentmemory](https://github.com/rohitg00/agentmemory) 27.5k (+0.6k), [mini-swe-agent](/weijt606/ai-agent-map/blob/main/agents/mini-swe-agent.md) 6.8k (+0.4k), [Aider](/weijt606/ai-agent-map/blob/main/agents/aider.md) 48.5k (+0.4k), [AutoGPT](/weijt606/ai-agent-map/blob/main/agents/autogpt.md) 186.9k (+0.4k), [LlamaIndex](/weijt606/ai-agent-map/blob/main/agents/llamaindex.md) 51.9k (+0.3k), [Letta (MemGPT)](/weijt606/ai-agent-map/blob/main/agents/memgpt.md) 24.5k (+0.2k), [OpenHarness](/weijt606/ai-agent-map/blob/main/agents/openharness.md) 15.5k (+0.2k), [Continue](/weijt606/ai-agent-map/blob/main/agents/continue.md) 35.6k (+0.2k), [Open Interpreter](/weijt606/ai-agent-map/blob/main/agents/open-interpreter.md) 68.2k (+0.2k), [CodeWhale](/weijt606/ai-agent-map/blob/main/agents/codewhale.md) 40.9k (+0.2k), [MiMoCode](/weijt606/ai-agent-map/blob/main/agents/mimocode.md) 12.9k (+0.2k), [SWE-agent](/weijt606/ai-agent-map/blob/main/agents/swe-agent.md) 20.1k (+100), [Flowise](/weijt606/ai-agent-map/blob/main/agents/flowise.md) 55.4k (+58), [CoStrict](/weijt606/ai-agent-map/blob/main/agents/costrict.md) 4.4k (+30, near-flat)."
   ],
   "stars_evidence": [
    "AI Agent Map",
    "Continuing to grow but outside the top 10 by gain (15-day figures): [Claude Code](/weijt606/ai-agent-map/blob/main/agents/claude-code.md) 143.1k (+2.0k), [OpenHuman](/weijt606/ai-agent-map/blob/main/agents/openhuman.md) 38.2k (+2.0k), [Ruflo](/weijt606/ai-agent-map/blob/main/agents/ruflo.md) 69.5k (+1.8k), [academic-research-skills](https://github.com/Imbad0202/academic-research-skills) 43.8k (+1.8k), [scientific-agent-skills](https://github.com/K-Dense-AI/scientific-agent-skills) 34.7k (+1.4k), [OpenHands](/weijt606/ai-agent-map/blob/main/agents/openhands.md) 85.2k (+1.4k), [jcode](/weijt606/ai-agent-map/blob/main/agents/jcode.md) 18.6k (+1.4k), [CLI-Anything](/weijt606/ai-agent-map/blob/main/agents/cli-anything.md) 48.3k (+1.4k), [Grok Build](/weijt606/ai-agent-map/blob/main/agents/grok-build.md) 26.1k (+1.4k), [Open Code Review](/weijt606/ai-agent-map/blob/main/agents/open-code-review.md) 21.5k (+1.3k), [LiteLLM](/weijt606/ai-agent-map/blob/main/agents/litellm.md) 57.3k (+1.2k), [QM](/weijt606/ai-agent-map/blob/main/agents/qm.md) 14.2k (+1.1k), [LangChain](/weijt606/ai-agent-map/blob/main/agents/langchain.md) 145.1k (+1.0k), [LangGraph](/weijt606/ai-agent-map/blob/main/agents/langgraph.md) 40.5k (+1.0k), [Cline](/weijt606/ai-agent-map/blob/main/agents/cline.md) 66.9k (+0.9k), [Langfuse](/weijt606/ai-agent-map/blob/main/agents/langfuse.md) 33.8k (+0.8k), [Goose](/weijt606/ai-agent-map/blob/main/agents/goose.md) 53.5k (+0.8k), [Kimi Code](/weijt606/ai-agent-map/blob/main/agents/kimi-code.md) 7.1k (+0.7k), [CrewAI](/weijt606/ai-agent-map/blob/main/agents/crewai.md) 57.6k (+0.7k), [Omnigent](/weijt606/ai-agent-map/blob/main/agents/omnigent.md) 9.3k (+0.7k), [agentmemory](https://github.com/rohitg00/agentmemory) 27.5k (+0.6k), [mini-swe-agent](/weijt606/ai-agent-map/blob/main/agents/mini-swe-agent.md) 6.8k (+0.4k), [Aider](/weijt606/ai-agent-map/blob/main/agents/aider.md) 48.5k (+0.4k), [AutoGPT](/weijt606/ai-agent-map/blob/main/agents/autogpt.md) 186.9k (+0.4k), [LlamaIndex](/weijt606/ai-agent-map/blob/main/agents/llamaindex.md) 51.9k (+0.3k), [Letta (MemGPT)](/weijt606/ai-agent-map/blob/main/agents/memgpt.md) 24.5k (+0.2k), [OpenHarness](/weijt606/ai-agent-map/blob/main/agents/openharness.md) 15.5k (+0.2k), [Continue](/weijt606/ai-agent-map/blob/main/agents/continue.md) 35.6k (+0.2k), [Open Interpreter](/weijt606/ai-agent-map/blob/main/agents/open-interpreter.md) 68.2k (+0.2k), [CodeWhale](/weijt606/ai-agent-map/blob/main/agents/codewhale.md) 40.9k (+0.2k), [MiMoCode](/weijt606/ai-agent-map/blob/main/agents/mimocode.md) 12.9k (+0.2k), [SWE-agent](/weijt606/ai-agent-map/blob/main/agents/swe-agent.md) 20.1k (+100), [Flowise](/weijt606/ai-agent-map/blob/main/agents/flowise.md) 55.4k (+58), [CoStrict](/weijt606/ai-agent-map/blob/main/agents/costrict.md) 4.4k (+30, near-flat)."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/weijt606/ai-agent-map",
   "project": "agentmemory",
   "repository": "https://github.com/rohitg00/agentmemory",
   "stars": "27500",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "AI Agent Map",
    "Continuing to grow but outside the top 10 by gain (15-day figures): [Claude Code](/weijt606/ai-agent-map/blob/main/agents/claude-code.md) 143.1k (+2.0k), [OpenHuman](/weijt606/ai-agent-map/blob/main/agents/openhuman.md) 38.2k (+2.0k), [Ruflo](/weijt606/ai-agent-map/blob/main/agents/ruflo.md) 69.5k (+1.8k), [academic-research-skills](https://github.com/Imbad0202/academic-research-skills) 43.8k (+1.8k), [scientific-agent-skills](https://github.com/K-Dense-AI/scientific-agent-skills) 34.7k (+1.4k), [OpenHands](/weijt606/ai-agent-map/blob/main/agents/openhands.md) 85.2k (+1.4k), [jcode](/weijt606/ai-agent-map/blob/main/agents/jcode.md) 18.6k (+1.4k), [CLI-Anything](/weijt606/ai-agent-map/blob/main/agents/cli-anything.md) 48.3k (+1.4k), [Grok Build](/weijt606/ai-agent-map/blob/main/agents/grok-build.md) 26.1k (+1.4k), [Open Code Review](/weijt606/ai-agent-map/blob/main/agents/open-code-review.md) 21.5k (+1.3k), [LiteLLM](/weijt606/ai-agent-map/blob/main/agents/litellm.md) 57.3k (+1.2k), [QM](/weijt606/ai-agent-map/blob/main/agents/qm.md) 14.2k (+1.1k), [LangChain](/weijt606/ai-agent-map/blob/main/agents/langchain.md) 145.1k (+1.0k), [LangGraph](/weijt606/ai-agent-map/blob/main/agents/langgraph.md) 40.5k (+1.0k), [Cline](/weijt606/ai-agent-map/blob/main/agents/cline.md) 66.9k (+0.9k), [Langfuse](/weijt606/ai-agent-map/blob/main/agents/langfuse.md) 33.8k (+0.8k), [Goose](/weijt606/ai-agent-map/blob/main/agents/goose.md) 53.5k (+0.8k), [Kimi Code](/weijt606/ai-agent-map/blob/main/agents/kimi-code.md) 7.1k (+0.7k), [CrewAI](/weijt606/ai-agent-map/blob/main/agents/crewai.md) 57.6k (+0.7k), [Omnigent](/weijt606/ai-agent-map/blob/main/agents/omnigent.md) 9.3k (+0.7k), [agentmemory](https://github.com/rohitg00/agentmemory) 27.5k (+0.6k), [mini-swe-agent](/weijt606/ai-agent-map/blob/main/agents/mini-swe-agent.md) 6.8k (+0.4k), [Aider](/weijt606/ai-agent-map/blob/main/agents/aider.md) 48.5k (+0.4k), [AutoGPT](/weijt606/ai-agent-map/blob/main/agents/autogpt.md) 186.9k (+0.4k), [LlamaIndex](/weijt606/ai-agent-map/blob/main/agents/llamaindex.md) 51.9k (+0.3k), [Letta (MemGPT)](/weijt606/ai-agent-map/blob/main/agents/memgpt.md) 24.5k (+0.2k), [OpenHarness](/weijt606/ai-agent-map/blob/main/agents/openharness.md) 15.5k (+0.2k), [Continue](/weijt606/ai-agent-map/blob/main/agents/continue.md) 35.6k (+0.2k), [Open Interpreter](/weijt606/ai-agent-map/blob/main/agents/open-interpreter.md) 68.2k (+0.2k), [CodeWhale](/weijt606/ai-agent-map/blob/main/agents/codewhale.md) 40.9k (+0.2k), [MiMoCode](/weijt606/ai-agent-map/blob/main/agents/mimocode.md) 12.9k (+0.2k), [SWE-agent](/weijt606/ai-agent-map/blob/main/agents/swe-agent.md) 20.1k (+100), [Flowise](/weijt606/ai-agent-map/blob/main/agents/flowise.md) 55.4k (+58), [CoStrict](/weijt606/ai-agent-map/blob/main/agents/costrict.md) 4.4k (+30, near-flat)."
   ],
   "repository_evidence": [
    "AI Agent Map",
    "Continuing to grow but outside the top 10 by gain (15-day figures): [Claude Code](/weijt606/ai-agent-map/blob/main/agents/claude-code.md) 143.1k (+2.0k), [OpenHuman](/weijt606/ai-agent-map/blob/main/agents/openhuman.md) 38.2k (+2.0k), [Ruflo](/weijt606/ai-agent-map/blob/main/agents/ruflo.md) 69.5k (+1.8k), [academic-research-skills](https://github.com/Imbad0202/academic-research-skills) 43.8k (+1.8k), [scientific-agent-skills](https://github.com/K-Dense-AI/scientific-agent-skills) 34.7k (+1.4k), [OpenHands](/weijt606/ai-agent-map/blob/main/agents/openhands.md) 85.2k (+1.4k), [jcode](/weijt606/ai-agent-map/blob/main/agents/jcode.md) 18.6k (+1.4k), [CLI-Anything](/weijt606/ai-agent-map/blob/main/agents/cli-anything.md) 48.3k (+1.4k), [Grok Build](/weijt606/ai-agent-map/blob/main/agents/grok-build.md) 26.1k (+1.4k), [Open Code Review](/weijt606/ai-agent-map/blob/main/agents/open-code-review.md) 21.5k (+1.3k), [LiteLLM](/weijt606/ai-agent-map/blob/main/agents/litellm.md) 57.3k (+1.2k), [QM](/weijt606/ai-agent-map/blob/main/agents/qm.md) 14.2k (+1.1k), [LangChain](/weijt606/ai-agent-map/blob/main/agents/langchain.md) 145.1k (+1.0k), [LangGraph](/weijt606/ai-agent-map/blob/main/agents/langgraph.md) 40.5k (+1.0k), [Cline](/weijt606/ai-agent-map/blob/main/agents/cline.md) 66.9k (+0.9k), [Langfuse](/weijt606/ai-agent-map/blob/main/agents/langfuse.md) 33.8k (+0.8k), [Goose](/weijt606/ai-agent-map/blob/main/agents/goose.md) 53.5k (+0.8k), [Kimi Code](/weijt606/ai-agent-map/blob/main/agents/kimi-code.md) 7.1k (+0.7k), [CrewAI](/weijt606/ai-agent-map/blob/main/agents/crewai.md) 57.6k (+0.7k), [Omnigent](/weijt606/ai-agent-map/blob/main/agents/omnigent.md) 9.3k (+0.7k), [agentmemory](https://github.com/rohitg00/agentmemory) 27.5k (+0.6k), [mini-swe-agent](/weijt606/ai-agent-map/blob/main/agents/mini-swe-agent.md) 6.8k (+0.4k), [Aider](/weijt606/ai-agent-map/blob/main/agents/aider.md) 48.5k (+0.4k), [AutoGPT](/weijt606/ai-agent-map/blob/main/agents/autogpt.md) 186.9k (+0.4k), [LlamaIndex](/weijt606/ai-agent-map/blob/main/agents/llamaindex.md) 51.9k (+0.3k), [Letta (MemGPT)](/weijt606/ai-agent-map/blob/main/agents/memgpt.md) 24.5k (+0.2k), [OpenHarness](/weijt606/ai-agent-map/blob/main/agents/openharness.md) 15.5k (+0.2k), [Continue](/weijt606/ai-agent-map/blob/main/agents/continue.md) 35.6k (+0.2k), [Open Interpreter](/weijt606/ai-agent-map/blob/main/agents/open-interpreter.md) 68.2k (+0.2k), [CodeWhale](/weijt606/ai-agent-map/blob/main/agents/codewhale.md) 40.9k (+0.2k), [MiMoCode](/weijt606/ai-agent-map/blob/main/agents/mimocode.md) 12.9k (+0.2k), [SWE-agent](/weijt606/ai-agent-map/blob/main/agents/swe-agent.md) 20.1k (+100), [Flowise](/weijt606/ai-agent-map/blob/main/agents/flowise.md) 55.4k (+58), [CoStrict](/weijt606/ai-agent-map/blob/main/agents/costrict.md) 4.4k (+30, near-flat)."
   ],
   "stars_evidence": [
    "AI Agent Map",
    "Continuing to grow but outside the top 10 by gain (15-day figures): [Claude Code](/weijt606/ai-agent-map/blob/main/agents/claude-code.md) 143.1k (+2.0k), [OpenHuman](/weijt606/ai-agent-map/blob/main/agents/openhuman.md) 38.2k (+2.0k), [Ruflo](/weijt606/ai-agent-map/blob/main/agents/ruflo.md) 69.5k (+1.8k), [academic-research-skills](https://github.com/Imbad0202/academic-research-skills) 43.8k (+1.8k), [scientific-agent-skills](https://github.com/K-Dense-AI/scientific-agent-skills) 34.7k (+1.4k), [OpenHands](/weijt606/ai-agent-map/blob/main/agents/openhands.md) 85.2k (+1.4k), [jcode](/weijt606/ai-agent-map/blob/main/agents/jcode.md) 18.6k (+1.4k), [CLI-Anything](/weijt606/ai-agent-map/blob/main/agents/cli-anything.md) 48.3k (+1.4k), [Grok Build](/weijt606/ai-agent-map/blob/main/agents/grok-build.md) 26.1k (+1.4k), [Open Code Review](/weijt606/ai-agent-map/blob/main/agents/open-code-review.md) 21.5k (+1.3k), [LiteLLM](/weijt606/ai-agent-map/blob/main/agents/litellm.md) 57.3k (+1.2k), [QM](/weijt606/ai-agent-map/blob/main/agents/qm.md) 14.2k (+1.1k), [LangChain](/weijt606/ai-agent-map/blob/main/agents/langchain.md) 145.1k (+1.0k), [LangGraph](/weijt606/ai-agent-map/blob/main/agents/langgraph.md) 40.5k (+1.0k), [Cline](/weijt606/ai-agent-map/blob/main/agents/cline.md) 66.9k (+0.9k), [Langfuse](/weijt606/ai-agent-map/blob/main/agents/langfuse.md) 33.8k (+0.8k), [Goose](/weijt606/ai-agent-map/blob/main/agents/goose.md) 53.5k (+0.8k), [Kimi Code](/weijt606/ai-agent-map/blob/main/agents/kimi-code.md) 7.1k (+0.7k), [CrewAI](/weijt606/ai-agent-map/blob/main/agents/crewai.md) 57.6k (+0.7k), [Omnigent](/weijt606/ai-agent-map/blob/main/agents/omnigent.md) 9.3k (+0.7k), [agentmemory](https://github.com/rohitg00/agentmemory) 27.5k (+0.6k), [mini-swe-agent](/weijt606/ai-agent-map/blob/main/agents/mini-swe-agent.md) 6.8k (+0.4k), [Aider](/weijt606/ai-agent-map/blob/main/agents/aider.md) 48.5k (+0.4k), [AutoGPT](/weijt606/ai-agent-map/blob/main/agents/autogpt.md) 186.9k (+0.4k), [LlamaIndex](/weijt606/ai-agent-map/blob/main/agents/llamaindex.md) 51.9k (+0.3k), [Letta (MemGPT)](/weijt606/ai-agent-map/blob/main/agents/memgpt.md) 24.5k (+0.2k), [OpenHarness](/weijt606/ai-agent-map/blob/main/agents/openharness.md) 15.5k (+0.2k), [Continue](/weijt606/ai-agent-map/blob/main/agents/continue.md) 35.6k (+0.2k), [Open Interpreter](/weijt606/ai-agent-map/blob/main/agents/open-interpreter.md) 68.2k (+0.2k), [CodeWhale](/weijt606/ai-agent-map/blob/main/agents/codewhale.md) 40.9k (+0.2k), [MiMoCode](/weijt606/ai-agent-map/blob/main/agents/mimocode.md) 12.9k (+0.2k), [SWE-agent](/weijt606/ai-agent-map/blob/main/agents/swe-agent.md) 20.1k (+100), [Flowise](/weijt606/ai-agent-map/blob/main/agents/flowise.md) 55.4k (+58), [CoStrict](/weijt606/ai-agent-map/blob/main/agents/costrict.md) 4.4k (+30, near-flat)."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://arxiv.org/html/2605.09863v1",
   "project": "nautilus-compass",
   "repository": "github.com/chunxiaoxx/nautilus-compass",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "We present Nautilus Compass, a black-box persona drift detector and agent memory layer for production coding agents.",
    "# Nautilus Compass:\nBlack-box Persona Drift Detection for Production LLM Agents"
   ],
   "repository_evidence": [
    "Code, anchors, frozen test data, and audit-log tooling are MIT-licensed at [github.com/chunxiaoxx/nautilus-compass](https://github.com/chunxiaoxx/nautilus-compass).",
    "# Nautilus Compass:\nBlack-box Persona Drift Detection for Production LLM Agents"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://turingpost.com/p/frameworks-sdks",
   "project": "Google Agent Development Kit (ADK)",
   "repository": "https://github.com/google/adk-python",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## Frameworks and SDKs at a Glance",
    "| Tool | Type | Languages | Best for |",
    "| Google ADK | Framework / SDK | Python | Structured agent workflows |",
    "### Google Agent Development Kit (ADK)",
    "- Google Agent Development Kit (ADK) [GitHub](https://github.com/google/adk-python)"
   ],
   "repository_evidence": [
    "## Frameworks and SDKs at a Glance",
    "| Tool | Type | Languages | Best for |",
    "### Google Agent Development Kit (ADK)",
    "- Google Agent Development Kit (ADK) [GitHub](https://github.com/google/adk-python)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://turingpost.com/p/frameworks-sdks",
   "project": "Microsoft Agent Framework (MAF)",
   "repository": "https://github.com/microsoft/agent-framework",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## Frameworks and SDKs at a Glance",
    "| Tool | Type | Languages | Best for |",
    "| Microsoft Agent Framework (MAF) | Framework | Python, .NET | Enterprise and multi-agent systems |",
    "### Microsoft Agent Framework (MAF)",
    "- Microsoft Agent Framework (MAF) [GitHub](https://github.com/microsoft/agent-framework)"
   ],
   "repository_evidence": [
    "## Frameworks and SDKs at a Glance",
    "| Tool | Type | Languages | Best for |",
    "### Microsoft Agent Framework (MAF)",
    "- Microsoft Agent Framework (MAF) [GitHub](https://github.com/microsoft/agent-framework)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://turingpost.com/p/frameworks-sdks",
   "project": "Hugging Face smolagents",
   "repository": "https://github.com/huggingface/smolagents",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## Frameworks and SDKs at a Glance",
    "| Tool | Type | Languages | Best for |",
    "| smolagents | Library | Python | Lightweight code-driven agents |",
    "### Hugging Face smolagents",
    "- Hugging Face smolagents [GitHub](https://github.com/huggingface/smolagents)"
   ],
   "repository_evidence": [
    "## Frameworks and SDKs at a Glance",
    "| Tool | Type | Languages | Best for |",
    "### Hugging Face smolagents",
    "- Hugging Face smolagents [GitHub](https://github.com/huggingface/smolagents)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://turingpost.com/p/frameworks-sdks",
   "project": "LlamaIndex / LlamaAgents",
   "repository": "https://github.com/run-llama/llama_index",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## Frameworks and SDKs at a Glance",
    "| Tool | Type | Languages | Best for |",
    "| LlamaIndex / LlamaAgents | Framework / toolkit | Python, TypeScript | RAG and data-centric agent |",
    "### LlamaIndex / LlamaAgents",
    "- LlamaIndex / LlamaAgents [GitHub](https://github.com/run-llama/llama_index)"
   ],
   "repository_evidence": [
    "## Frameworks and SDKs at a Glance",
    "| Tool | Type | Languages | Best for |",
    "### LlamaIndex / LlamaAgents",
    "- LlamaIndex / LlamaAgents [GitHub](https://github.com/run-llama/llama_index)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://turingpost.com/p/frameworks-sdks",
   "project": "OpenAI Agents SDK",
   "repository": null,
   "stars": "28500",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## Frameworks and SDKs at a Glance",
    "| Tool | Type | Languages | Best for |",
    "| OpenAI Agents SDK | SDK | Python, TypeScript | General-purpose agents and multi-agent workflows |",
    "### OpenAI Agents SDK",
    "The Python repo already has ~28.5k stars."
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "## Frameworks and SDKs at a Glance",
    "| Tool | Type | Languages | Best for |",
    "### OpenAI Agents SDK",
    "The Python repo already has ~28.5k stars."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://turingpost.com/p/frameworks-sdks",
   "project": "LangGraph",
   "repository": null,
   "stars": "39000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## Frameworks and SDKs at a Glance",
    "| Tool | Type | Languages | Best for |",
    "| LangGraph | Framework | Python, TypeScript | Multi-agent systems and interoperable agent services |",
    "### LangGraph",
    "LangGraph is one of the more mature options for complex stateful systems, with ~39k GitHub stars."
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "## Frameworks and SDKs at a Glance",
    "| Tool | Type | Languages | Best for |",
    "### LangGraph",
    "LangGraph is one of the more mature options for complex stateful systems, with ~39k GitHub stars."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/dereknguyen269/AI-Powered-Coding-Tools",
   "project": "OpenCode",
   "repository": "https://github.com/opencode-ai/opencode",
   "stars": "95000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# \ud83d\ude80 AI-Powered Coding Tools: Best Practices & Mastery Guide",
    "### CLI-Based Coding Agents",
    "| Tool | Description |",
    "| OpenCode | Open-source terminal AI agent (95K+ stars) supporting 75+ providers, free and privacy-first |"
   ],
   "repository_evidence": [
    "# \ud83d\ude80 AI-Powered Coding Tools: Best Practices & Mastery Guide",
    "### Open Source AI Coding Tools",
    "- [https://github.com/opencode-ai/opencode](https://github.com/opencode-ai/opencode)"
   ],
   "stars_evidence": [
    "# \ud83d\ude80 AI-Powered Coding Tools: Best Practices & Mastery Guide",
    "### CLI-Based Coding Agents",
    "| Tool | Description |",
    "| OpenCode | Open-source terminal AI agent (95K+ stars) supporting 75+ providers, free and privacy-first |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/dereknguyen269/AI-Powered-Coding-Tools",
   "project": "superpowers",
   "repository": "https://github.com/obra/superpowers",
   "stars": "119000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# \ud83d\ude80 AI-Powered Coding Tools: Best Practices & Mastery Guide",
    "### Claude Code",
    "- [https://github.com/obra/superpowers](https://github.com/obra/superpowers) (119K+ stars - fastest rising GitHub project 2026)"
   ],
   "repository_evidence": [
    "# \ud83d\ude80 AI-Powered Coding Tools: Best Practices & Mastery Guide",
    "### Claude Code",
    "- [https://github.com/obra/superpowers](https://github.com/obra/superpowers) (119K+ stars - fastest rising GitHub project 2026)"
   ],
   "stars_evidence": [
    "# \ud83d\ude80 AI-Powered Coding Tools: Best Practices & Mastery Guide",
    "### Claude Code",
    "- [https://github.com/obra/superpowers](https://github.com/obra/superpowers) (119K+ stars - fastest rising GitHub project 2026)"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://skyvern.com/blog/browser-use-vs-stagehand-which-is-better",
   "project": "Skyvern",
   "repository": "https://github.com/Skyvern-AI/skyvern",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Skyvern [scored 85.8%](https://github.com/Skyvern-AI/skyvern?ref=skyvern.com) on the WebVoyager benchmark, showing strong task completion across previously unseen websites.",
    "# Browser Use vs Stagehand: Which is Better? (February 2026)",
    "## **Skyvern\u2019s Architecture: Production-Focused Abstraction**"
   ],
   "repository_evidence": [
    "Skyvern [scored 85.8%](https://github.com/Skyvern-AI/skyvern?ref=skyvern.com) on the WebVoyager benchmark, showing strong task completion across previously unseen websites.",
    "# Browser Use vs Stagehand: Which is Better? (February 2026)",
    "## **Skyvern\u2019s Architecture: Production-Focused Abstraction**"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://arxiv.org/pdf/2603.22928v1",
   "project": "AutoGPT",
   "repository": "https://agpt.co/",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "1https://agpt.co/",
    "2https://babyagi.org/",
    "Early frameworks\n(plugins, AutoGPT1/BabyAGI2) showed autonomous actions that\nchange external state\u2014revealing concrete security failures we cata-\nlogue here."
   ],
   "repository_evidence": [
    "1https://agpt.co/",
    "2https://babyagi.org/",
    "Early frameworks\n(plugins, AutoGPT1/BabyAGI2) showed autonomous actions that\nchange external state\u2014revealing concrete security failures we cata-\nlogue here."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://arxiv.org/pdf/2603.22928v1",
   "project": "BabyAGI",
   "repository": "https://babyagi.org/",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "1https://agpt.co/",
    "2https://babyagi.org/",
    "Early frameworks\n(plugins, AutoGPT1/BabyAGI2) showed autonomous actions that\nchange external state\u2014revealing concrete security failures we cata-\nlogue here."
   ],
   "repository_evidence": [
    "1https://agpt.co/",
    "2https://babyagi.org/",
    "Early frameworks\n(plugins, AutoGPT1/BabyAGI2) showed autonomous actions that\nchange external state\u2014revealing concrete security failures we cata-\nlogue here."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://arxiv.org/pdf/2603.22928v1",
   "project": "PoisonedRAG",
   "repository": "https://github.com/sleeepeer/PoisonedRAG",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "[2] [n. d.]. GitHub - sleeepeer/PoisonedRAG: [USENIX Security 2025] PoisonedRAG:\nKnowledge Corruption Attacks to Retrieval-Augmented Generation of Large\nLanguage Models \u2014 github.com. https://github.com/sleeepeer/PoisonedRAG.\n[Accessed 12-09-2025]."
   ],
   "repository_evidence": [
    "[2] [n. d.]. GitHub - sleeepeer/PoisonedRAG: [USENIX Security 2025] PoisonedRAG:\nKnowledge Corruption Attacks to Retrieval-Augmented Generation of Large\nLanguage Models \u2014 github.com. https://github.com/sleeepeer/PoisonedRAG.\n[Accessed 12-09-2025]."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://microsoft.github.io/UFO",
   "project": "UFO",
   "repository": "https://github.com/microsoft/UFO",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Welcome to UFO\u00b3 Documentation",
    "[![GitHub](https://img.shields.io/github/stars/microsoft/UFO)](https://github.com/microsoft/UFO)",
    "Welcome to the official documentation for **UFO\u00b3**, Microsoft's open-source framework for intelligent automation across devices and platforms."
   ],
   "repository_evidence": [
    "# Welcome to UFO\u00b3 Documentation",
    "[![GitHub](https://img.shields.io/github/stars/microsoft/UFO)](https://github.com/microsoft/UFO)",
    "Welcome to the official documentation for **UFO\u00b3**, Microsoft's open-source framework for intelligent automation across devices and platforms."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://microsoft.github.io/UFO",
   "project": "TaskWeaver",
   "repository": "https://github.com/microsoft/TaskWeaver",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Welcome to UFO\u00b3 Documentation",
    "- **[TaskWeaver](https://github.com/microsoft/TaskWeaver)** \u2013 Code-first LLM agent framework"
   ],
   "repository_evidence": [
    "# Welcome to UFO\u00b3 Documentation",
    "- **[TaskWeaver](https://github.com/microsoft/TaskWeaver)** \u2013 Code-first LLM agent framework"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://microsoft.github.io/UFO",
   "project": "Windows Agent Arena",
   "repository": "https://github.com/nice-mee/WindowsAgentArena",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Welcome to UFO\u00b3 Documentation",
    "- **[Windows Agent Arena](https://github.com/nice-mee/WindowsAgentArena)** \u2013 Evaluation benchmark"
   ],
   "repository_evidence": [
    "# Welcome to UFO\u00b3 Documentation",
    "- **[Windows Agent Arena](https://github.com/nice-mee/WindowsAgentArena)** \u2013 Evaluation benchmark"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://ar5iv.labs.arxiv.org/html/2605.17172",
   "project": "OpenClaw",
   "repository": "https://github.com/openclaw/openclaw",
   "stars": "131000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Personal AI, On Personal Devices",
    "Personal AI stacks, like OpenClaw [80] and Hermes Agent [60], are now central to daily writing, research, coding, and scheduling.",
    "- [80] Peter Steinberger. OpenClaw: Open-source personal AI assistant. [https://github.com/openclaw/openclaw](https://github.com/openclaw/openclaw), 2025. 131K+ GitHub stars as of March 2026. Originally named Clawdbot."
   ],
   "repository_evidence": [
    "Personal AI, On Personal Devices",
    "Personal AI stacks, like OpenClaw [80] and Hermes Agent [60], are now central to daily writing, research, coding, and scheduling.",
    "- [80] Peter Steinberger. OpenClaw: Open-source personal AI assistant. [https://github.com/openclaw/openclaw](https://github.com/openclaw/openclaw), 2025. 131K+ GitHub stars as of March 2026. Originally named Clawdbot."
   ],
   "stars_evidence": [
    "Personal AI, On Personal Devices",
    "Personal AI stacks, like OpenClaw [80] and Hermes Agent [60], are now central to daily writing, research, coding, and scheduling.",
    "- [80] Peter Steinberger. OpenClaw: Open-source personal AI assistant. [https://github.com/openclaw/openclaw](https://github.com/openclaw/openclaw), 2025. 131K+ GitHub stars as of March 2026. Originally named Clawdbot."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://ar5iv.labs.arxiv.org/html/2605.17172",
   "project": "Hermes Agent",
   "repository": "https://github.com/NousResearch/hermes-agent",
   "stars": "40000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Personal AI, On Personal Devices",
    "Personal AI stacks, like OpenClaw [80] and Hermes Agent [60], are now central to daily writing, research, coding, and scheduling.",
    "- [60] Nous Research. Hermes agent: The agent that grows with you. [https://github.com/NousResearch/hermes-agent](https://github.com/NousResearch/hermes-agent), 2025. Self-improving agent with FTS5 cross-session recall, Honcho user modeling, and autonomous skill creation. 40K+ GitHub stars as of April 2026."
   ],
   "repository_evidence": [
    "Personal AI, On Personal Devices",
    "Personal AI stacks, like OpenClaw [80] and Hermes Agent [60], are now central to daily writing, research, coding, and scheduling.",
    "- [60] Nous Research. Hermes agent: The agent that grows with you. [https://github.com/NousResearch/hermes-agent](https://github.com/NousResearch/hermes-agent), 2025. Self-improving agent with FTS5 cross-session recall, Honcho user modeling, and autonomous skill creation. 40K+ GitHub stars as of April 2026."
   ],
   "stars_evidence": [
    "Personal AI, On Personal Devices",
    "Personal AI stacks, like OpenClaw [80] and Hermes Agent [60], are now central to daily writing, research, coding, and scheduling.",
    "- [60] Nous Research. Hermes agent: The agent that grows with you. [https://github.com/NousResearch/hermes-agent](https://github.com/NousResearch/hermes-agent), 2025. Self-improving agent with FTS5 cross-session recall, Honcho user modeling, and autonomous skill creation. 40K+ GitHub stars as of April 2026."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://ar5iv.labs.arxiv.org/html/2605.17172",
   "project": "LangChain",
   "repository": "https://github.com/langchain-ai/langchain",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Personal AI, On Personal Devices",
    "This pattern holds across open frameworks such as OpenClaw [80], Hermes Agent [60], LangChain [10], CrewAI [15], Google ADK [23], OpenAI Symphony [64], Qwen-Agent [2], and related systems [68, 19, 57, 35, 84, 93, 51], whose Agent prompts, Tool descriptions, Memory configuration, and Engine/runtime settings are tied to specific model and engine choices.",
    "- [10] Harrison Chase. LangChain. [https://github.com/langchain-ai/langchain](https://github.com/langchain-ai/langchain), 2022. Accessed: 2026."
   ],
   "repository_evidence": [
    "Personal AI, On Personal Devices",
    "This pattern holds across open frameworks such as OpenClaw [80], Hermes Agent [60], LangChain [10], CrewAI [15], Google ADK [23], OpenAI Symphony [64], Qwen-Agent [2], and related systems [68, 19, 57, 35, 84, 93, 51], whose Agent prompts, Tool descriptions, Memory configuration, and Engine/runtime settings are tied to specific model and engine choices.",
    "- [10] Harrison Chase. LangChain. [https://github.com/langchain-ai/langchain](https://github.com/langchain-ai/langchain), 2022. Accessed: 2026."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://ar5iv.labs.arxiv.org/html/2605.17172",
   "project": "CrewAI",
   "repository": "https://github.com/crewAIInc/crewAI",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Personal AI, On Personal Devices",
    "This pattern holds across open frameworks such as OpenClaw [80], Hermes Agent [60], LangChain [10], CrewAI [15], Google ADK [23], OpenAI Symphony [64], Qwen-Agent [2], and related systems [68, 19, 57, 35, 84, 93, 51], whose Agent prompts, Tool descriptions, Memory configuration, and Engine/runtime settings are tied to specific model and engine choices.",
    "- [15] CrewAI, Inc. CrewAI: Framework for orchestrating role-playing, autonomous AI agents. [https://github.com/crewAIInc/crewAI](https://github.com/crewAIInc/crewAI), 2024. Accessed: 2026."
   ],
   "repository_evidence": [
    "Personal AI, On Personal Devices",
    "This pattern holds across open frameworks such as OpenClaw [80], Hermes Agent [60], LangChain [10], CrewAI [15], Google ADK [23], OpenAI Symphony [64], Qwen-Agent [2], and related systems [68, 19, 57, 35, 84, 93, 51], whose Agent prompts, Tool descriptions, Memory configuration, and Engine/runtime settings are tied to specific model and engine choices.",
    "- [15] CrewAI, Inc. CrewAI: Framework for orchestrating role-playing, autonomous AI agents. [https://github.com/crewAIInc/crewAI](https://github.com/crewAIInc/crewAI), 2024. Accessed: 2026."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://ar5iv.labs.arxiv.org/html/2605.17172",
   "project": "Google ADK",
   "repository": "https://github.com/google/adk-python",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Personal AI, On Personal Devices",
    "This pattern holds across open frameworks such as OpenClaw [80], Hermes Agent [60], LangChain [10], CrewAI [15], Google ADK [23], OpenAI Symphony [64], Qwen-Agent [2], and related systems [68, 19, 57, 35, 84, 93, 51], whose Agent prompts, Tool descriptions, Memory configuration, and Engine/runtime settings are tied to specific model and engine choices.",
    "- [23] Google. Agent development kit (ADK). [https://github.com/google/adk-python](https://github.com/google/adk-python), 2025. Python framework for building AI agents with tool use and multi-step reasoning."
   ],
   "repository_evidence": [
    "Personal AI, On Personal Devices",
    "This pattern holds across open frameworks such as OpenClaw [80], Hermes Agent [60], LangChain [10], CrewAI [15], Google ADK [23], OpenAI Symphony [64], Qwen-Agent [2], and related systems [68, 19, 57, 35, 84, 93, 51], whose Agent prompts, Tool descriptions, Memory configuration, and Engine/runtime settings are tied to specific model and engine choices.",
    "- [23] Google. Agent development kit (ADK). [https://github.com/google/adk-python](https://github.com/google/adk-python), 2025. Python framework for building AI agents with tool use and multi-step reasoning."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://ar5iv.labs.arxiv.org/html/2605.17172",
   "project": "OpenAI Symphony",
   "repository": "https://github.com/openai/symphony",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Personal AI, On Personal Devices",
    "This pattern holds across open frameworks such as OpenClaw [80], Hermes Agent [60], LangChain [10], CrewAI [15], Google ADK [23], OpenAI Symphony [64], Qwen-Agent [2], and related systems [68, 19, 57, 35, 84, 93, 51], whose Agent prompts, Tool descriptions, Memory configuration, and Engine/runtime settings are tied to specific model and engine choices.",
    "- [64] OpenAI. Symphony: Multi-agent orchestration framework. [https://github.com/openai/symphony](https://github.com/openai/symphony), 2025. Multi-agent orchestration framework for coordinating agent workflows."
   ],
   "repository_evidence": [
    "Personal AI, On Personal Devices",
    "This pattern holds across open frameworks such as OpenClaw [80], Hermes Agent [60], LangChain [10], CrewAI [15], Google ADK [23], OpenAI Symphony [64], Qwen-Agent [2], and related systems [68, 19, 57, 35, 84, 93, 51], whose Agent prompts, Tool descriptions, Memory configuration, and Engine/runtime settings are tied to specific model and engine choices.",
    "- [64] OpenAI. Symphony: Multi-agent orchestration framework. [https://github.com/openai/symphony](https://github.com/openai/symphony), 2025. Multi-agent orchestration framework for coordinating agent workflows."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://ar5iv.labs.arxiv.org/html/2605.17172",
   "project": "Qwen-Agent",
   "repository": "https://github.com/QwenLM/Qwen-Agent",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Personal AI, On Personal Devices",
    "This pattern holds across open frameworks such as OpenClaw [80], Hermes Agent [60], LangChain [10], CrewAI [15], Google ADK [23], OpenAI Symphony [64], Qwen-Agent [2], and related systems [68, 19, 57, 35, 84, 93, 51], whose Agent prompts, Tool descriptions, Memory configuration, and Engine/runtime settings are tied to specific model and engine choices.",
    "- [2] Alibaba Cloud. Qwen-Agent. [https://github.com/QwenLM/Qwen-Agent](https://github.com/QwenLM/Qwen-Agent), 2025. Agent framework built on Qwen models with tool use and RAG capabilities."
   ],
   "repository_evidence": [
    "Personal AI, On Personal Devices",
    "This pattern holds across open frameworks such as OpenClaw [80], Hermes Agent [60], LangChain [10], CrewAI [15], Google ADK [23], OpenAI Symphony [64], Qwen-Agent [2], and related systems [68, 19, 57, 35, 84, 93, 51], whose Agent prompts, Tool descriptions, Memory configuration, and Engine/runtime settings are tied to specific model and engine choices.",
    "- [2] Alibaba Cloud. Qwen-Agent. [https://github.com/QwenLM/Qwen-Agent](https://github.com/QwenLM/Qwen-Agent), 2025. Agent framework built on Qwen models with tool use and RAG capabilities."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://ar5iv.labs.arxiv.org/html/2605.17172",
   "project": "EdgeClaw",
   "repository": "https://github.com/edgeclaw/edgeclaw",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Personal AI, On Personal Devices",
    "This pattern holds across open frameworks such as OpenClaw [80], Hermes Agent [60], LangChain [10], CrewAI [15], Google ADK [23], OpenAI Symphony [64], Qwen-Agent [2], and related systems [68, 19, 57, 35, 84, 93, 51], whose Agent prompts, Tool descriptions, Memory configuration, and Engine/runtime settings are tied to specific model and engine choices.",
    "- [19] EdgeClaw Contributors. EdgeClaw: Local-cloud router plugin for OpenClaw. [https://github.com/edgeclaw/edgeclaw](https://github.com/edgeclaw/edgeclaw), 2025. Adds a local-cloud routing layer on top of OpenClaw as a plugin."
   ],
   "repository_evidence": [
    "Personal AI, On Personal Devices",
    "This pattern holds across open frameworks such as OpenClaw [80], Hermes Agent [60], LangChain [10], CrewAI [15], Google ADK [23], OpenAI Symphony [64], Qwen-Agent [2], and related systems [68, 19, 57, 35, 84, 93, 51], whose Agent prompts, Tool descriptions, Memory configuration, and Engine/runtime settings are tied to specific model and engine choices.",
    "- [19] EdgeClaw Contributors. EdgeClaw: Local-cloud router plugin for OpenClaw. [https://github.com/edgeclaw/edgeclaw](https://github.com/edgeclaw/edgeclaw), 2025. Adds a local-cloud routing layer on top of OpenClaw as a plugin."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://ar5iv.labs.arxiv.org/html/2605.17172",
   "project": "IronClaw",
   "repository": "https://github.com/ironclaw/ironclaw",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Personal AI, On Personal Devices",
    "This pattern holds across open frameworks such as OpenClaw [80], Hermes Agent [60], LangChain [10], CrewAI [15], Google ADK [23], OpenAI Symphony [64], Qwen-Agent [2], and related systems [68, 19, 57, 35, 84, 93, 51], whose Agent prompts, Tool descriptions, Memory configuration, and Engine/runtime settings are tied to specific model and engine choices.",
    "- [35] IronClaw Contributors. IronClaw. [https://github.com/ironclaw/ironclaw](https://github.com/ironclaw/ironclaw), 2025. Enterprise-focused fork of OpenClaw."
   ],
   "repository_evidence": [
    "Personal AI, On Personal Devices",
    "This pattern holds across open frameworks such as OpenClaw [80], Hermes Agent [60], LangChain [10], CrewAI [15], Google ADK [23], OpenAI Symphony [64], Qwen-Agent [2], and related systems [68, 19, 57, 35, 84, 93, 51], whose Agent prompts, Tool descriptions, Memory configuration, and Engine/runtime settings are tied to specific model and engine choices.",
    "- [35] IronClaw Contributors. IronClaw. [https://github.com/ironclaw/ironclaw](https://github.com/ironclaw/ironclaw), 2025. Enterprise-focused fork of OpenClaw."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://ar5iv.labs.arxiv.org/html/2605.17172",
   "project": "NanoBot",
   "repository": "https://github.com/nanobot-ai/nanobot",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Personal AI, On Personal Devices",
    "This pattern holds across open frameworks such as OpenClaw [80], Hermes Agent [60], LangChain [10], CrewAI [15], Google ADK [23], OpenAI Symphony [64], Qwen-Agent [2], and related systems [68, 19, 57, 35, 84, 93, 51], whose Agent prompts, Tool descriptions, Memory configuration, and Engine/runtime settings are tied to specific model and engine choices.",
    "- [57] NanoBot Contributors. NanoBot. [https://github.com/nanobot-ai/nanobot](https://github.com/nanobot-ai/nanobot), 2025. Minimalist personal AI agent in the OpenClaw ecosystem."
   ],
   "repository_evidence": [
    "Personal AI, On Personal Devices",
    "This pattern holds across open frameworks such as OpenClaw [80], Hermes Agent [60], LangChain [10], CrewAI [15], Google ADK [23], OpenAI Symphony [64], Qwen-Agent [2], and related systems [68, 19, 57, 35, 84, 93, 51], whose Agent prompts, Tool descriptions, Memory configuration, and Engine/runtime settings are tied to specific model and engine choices.",
    "- [57] NanoBot Contributors. NanoBot. [https://github.com/nanobot-ai/nanobot](https://github.com/nanobot-ai/nanobot), 2025. Minimalist personal AI agent in the OpenClaw ecosystem."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://ar5iv.labs.arxiv.org/html/2605.17172",
   "project": "PicoClaw",
   "repository": "https://github.com/picoclaw/picoclaw",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Personal AI, On Personal Devices",
    "This pattern holds across open frameworks such as OpenClaw [80], Hermes Agent [60], LangChain [10], CrewAI [15], Google ADK [23], OpenAI Symphony [64], Qwen-Agent [2], and related systems [68, 19, 57, 35, 84, 93, 51], whose Agent prompts, Tool descriptions, Memory configuration, and Engine/runtime settings are tied to specific model and engine choices.",
    "- [68] PicoClaw Contributors. PicoClaw. [https://github.com/picoclaw/picoclaw](https://github.com/picoclaw/picoclaw), 2025. Lightweight variant of the OpenClaw personal AI ecosystem."
   ],
   "repository_evidence": [
    "Personal AI, On Personal Devices",
    "This pattern holds across open frameworks such as OpenClaw [80], Hermes Agent [60], LangChain [10], CrewAI [15], Google ADK [23], OpenAI Symphony [64], Qwen-Agent [2], and related systems [68, 19, 57, 35, 84, 93, 51], whose Agent prompts, Tool descriptions, Memory configuration, and Engine/runtime settings are tied to specific model and engine choices.",
    "- [68] PicoClaw Contributors. PicoClaw. [https://github.com/picoclaw/picoclaw](https://github.com/picoclaw/picoclaw), 2025. Lightweight variant of the OpenClaw personal AI ecosystem."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://ar5iv.labs.arxiv.org/html/2605.17172",
   "project": "TinyClaw",
   "repository": "https://github.com/tinyclaw/tinyclaw",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Personal AI, On Personal Devices",
    "This pattern holds across open frameworks such as OpenClaw [80], Hermes Agent [60], LangChain [10], CrewAI [15], Google ADK [23], OpenAI Symphony [64], Qwen-Agent [2], and related systems [68, 19, 57, 35, 84, 93, 51], whose Agent prompts, Tool descriptions, Memory configuration, and Engine/runtime settings are tied to specific model and engine choices.",
    "- [84] TinyClaw Contributors. TinyClaw. [https://github.com/tinyclaw/tinyclaw](https://github.com/tinyclaw/tinyclaw), 2025. Resource-constrained variant of OpenClaw."
   ],
   "repository_evidence": [
    "Personal AI, On Personal Devices",
    "This pattern holds across open frameworks such as OpenClaw [80], Hermes Agent [60], LangChain [10], CrewAI [15], Google ADK [23], OpenAI Symphony [64], Qwen-Agent [2], and related systems [68, 19, 57, 35, 84, 93, 51], whose Agent prompts, Tool descriptions, Memory configuration, and Engine/runtime settings are tied to specific model and engine choices.",
    "- [84] TinyClaw Contributors. TinyClaw. [https://github.com/tinyclaw/tinyclaw](https://github.com/tinyclaw/tinyclaw), 2025. Resource-constrained variant of OpenClaw."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://ar5iv.labs.arxiv.org/html/2605.17172",
   "project": "MimicLaw",
   "repository": "https://github.com/mimiclaw/mimiclaw",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Personal AI, On Personal Devices",
    "This pattern holds across open frameworks such as OpenClaw [80], Hermes Agent [60], LangChain [10], CrewAI [15], Google ADK [23], OpenAI Symphony [64], Qwen-Agent [2], and related systems [68, 19, 57, 35, 84, 93, 51], whose Agent prompts, Tool descriptions, Memory configuration, and Engine/runtime settings are tied to specific model and engine choices.",
    "- [51] MimicLaw Contributors. MimicLaw. [https://github.com/mimiclaw/mimiclaw](https://github.com/mimiclaw/mimiclaw), 2025. Persona-focused personal AI framework."
   ],
   "repository_evidence": [
    "Personal AI, On Personal Devices",
    "This pattern holds across open frameworks such as OpenClaw [80], Hermes Agent [60], LangChain [10], CrewAI [15], Google ADK [23], OpenAI Symphony [64], Qwen-Agent [2], and related systems [68, 19, 57, 35, 84, 93, 51], whose Agent prompts, Tool descriptions, Memory configuration, and Engine/runtime settings are tied to specific model and engine choices.",
    "- [51] MimicLaw Contributors. MimicLaw. [https://github.com/mimiclaw/mimiclaw](https://github.com/mimiclaw/mimiclaw), 2025. Persona-focused personal AI framework."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://ar5iv.labs.arxiv.org/html/2605.17172",
   "project": "ZeroClaw",
   "repository": "https://github.com/zeroclaw/zeroclaw",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Personal AI, On Personal Devices",
    "This pattern holds across open frameworks such as OpenClaw [80], Hermes Agent [60], LangChain [10], CrewAI [15], Google ADK [23], OpenAI Symphony [64], Qwen-Agent [2], and related systems [68, 19, 57, 35, 84, 93, 51], whose Agent prompts, Tool descriptions, Memory configuration, and Engine/runtime settings are tied to specific model and engine choices.",
    "- [93] ZeroClaw Contributors. ZeroClaw. [https://github.com/zeroclaw/zeroclaw](https://github.com/zeroclaw/zeroclaw), 2025. Zero-configuration variant of OpenClaw."
   ],
   "repository_evidence": [
    "Personal AI, On Personal Devices",
    "This pattern holds across open frameworks such as OpenClaw [80], Hermes Agent [60], LangChain [10], CrewAI [15], Google ADK [23], OpenAI Symphony [64], Qwen-Agent [2], and related systems [68, 19, 57, 35, 84, 93, 51], whose Agent prompts, Tool descriptions, Memory configuration, and Engine/runtime settings are tied to specific model and engine choices.",
    "- [93] ZeroClaw Contributors. ZeroClaw. [https://github.com/zeroclaw/zeroclaw](https://github.com/zeroclaw/zeroclaw), 2025. Zero-configuration variant of OpenClaw."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://codersera.com/blog/openmanus-vs-manus-ai-features-comparison-2026",
   "project": "OpenManus",
   "repository": "https://github.com/FoundationAgents/OpenManus",
   "stars": "56300",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# OpenManus vs Manus AI: Features, Privacy, Cost (2026)",
    "OpenManus is an MIT-licensed framework from the MetaGPT team that runs locally, uses the LLM you choose, and costs only the inference you consume.",
    "**OpenManus**, the MIT-licensed framework spun out of the MetaGPT research community."
   ],
   "repository_evidence": [
    "# OpenManus vs Manus AI: Features, Privacy, Cost (2026)",
    "The repo at [github.com/FoundationAgents/OpenManus](https://github.com/FoundationAgents/OpenManus?ref=codersera.com) sits at 56.3k stars as of mid-2026, with active development under the MetaGPT-affiliated FoundationAgents organisation."
   ],
   "stars_evidence": [
    "# OpenManus vs Manus AI: Features, Privacy, Cost (2026)",
    "The repo at [github.com/FoundationAgents/OpenManus](https://github.com/FoundationAgents/OpenManus?ref=codersera.com) sits at 56.3k stars as of mid-2026, with active development under the MetaGPT-affiliated FoundationAgents organisation."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/OpenBMB/XAgent",
   "project": "XAgent",
   "repository": "https://github.com/OpenBMB/XAgent",
   "stars": null,
   "category": "framework/platform",
   "description": "an open-source experimental Large Language Model (LLM) driven autonomous agent that can automatically solve various tasks",
   "license": "Apache 2.0",
   "project_evidence": [
    "XAgent",
    "XAgent is an open-source experimental Large Language Model (LLM) driven autonomous agent that can automatically solve various tasks."
   ],
   "repository_evidence": [
    "# [![](/OpenBMB/XAgent/raw/main/assets/readme/xagent_logo.png)](/OpenBMB/XAgent/blob/main/assets/readme/xagent_logo.png)XAgent",
    "XAgent"
   ],
   "stars_evidence": null,
   "category_evidence": [
    "XAgent is an open-source experimental Large Language Model (LLM) driven autonomous agent that can automatically solve various tasks.",
    "XAgent"
   ],
   "description_evidence": [
    "XAgent is an open-source experimental Large Language Model (LLM) driven autonomous agent that can automatically solve various tasks.",
    "XAgent"
   ],
   "license_evidence": [
    "[![License: Apache 2.0](https://camo.githubusercontent.com/65bd7c9aa78c2b90294d6b118247e7306a1cb0035ddafc42a8947e8f3c83562e/68747470733a2f2f696d672e736869656c64732e696f2f62616467652f4c6963656e73652d4170616368655f322e302d677265656e2e737667)](https://opensource.org/license/apache-2-0/)",
    "XAgent"
   ]
  },
  {
   "url": "https://github.com/OpenBMB/XAgent",
   "project": "AutoGPT",
   "repository": "https://github.com/Significant-Gravitas/AutoGPT",
   "stars": null,
   "category": "agent application",
   "description": null,
   "license": null,
   "project_evidence": [
    "We compare the results of XAgent with [AutoGPT](https://github.com/Significant-Gravitas/AutoGPT), which shows a total win of XAgent over AutoGPT.",
    "### \ud83d\udcca Evaluation"
   ],
   "repository_evidence": [
    "We compare the results of XAgent with [AutoGPT](https://github.com/Significant-Gravitas/AutoGPT), which shows a total win of XAgent over AutoGPT.",
    "### \ud83d\udcca Evaluation"
   ],
   "stars_evidence": null,
   "category_evidence": [
    "We compare the results of XAgent with [AutoGPT](https://github.com/Significant-Gravitas/AutoGPT), which shows a total win of XAgent over AutoGPT.",
    "### \ud83d\udcca Evaluation"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/OpenBMB/XAgent",
   "project": "ToolBench",
   "repository": "https://github.com/OpenBMB/ToolBench",
   "stars": null,
   "category": "framework/platform",
   "description": "retrieve APIs from Rapid API and call them",
   "license": null,
   "project_evidence": [
    "See [ToolBench](https://github.com/OpenBMB/ToolBench) to get more information about the Rapid API collections.",
    "### \ud83e\uddf0 ToolServer"
   ],
   "repository_evidence": [
    "See [ToolBench](https://github.com/OpenBMB/ToolBench) to get more information about the Rapid API collections.",
    "### \ud83e\uddf0 ToolServer"
   ],
   "stars_evidence": null,
   "category_evidence": [
    "See [ToolBench](https://github.com/OpenBMB/ToolBench) to get more information about the Rapid API collections.",
    "### \ud83e\uddf0 ToolServer"
   ],
   "description_evidence": [
    "See [ToolBench](https://github.com/OpenBMB/ToolBench) to get more information about the Rapid API collections.",
    "### \ud83e\uddf0 ToolServer"
   ],
   "license_evidence": null
  },
  {
   "url": "https://arxiv.org/pdf/2510.26585",
   "project": "Tongyi-deepresearch",
   "repository": "https://github.com/Alibaba-NLP/DeepResearch",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Tongyi DeepResearch Team. Tongyi-deepresearch. https://github.com/Alibaba-NLP/\nDeepResearch, 2025c.",
    "REFERENCES"
   ],
   "repository_evidence": [
    "Tongyi DeepResearch Team. Tongyi-deepresearch. https://github.com/Alibaba-NLP/\nDeepResearch, 2025c.",
    "REFERENCES"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://arxiv.org/pdf/2510.26585",
   "project": "smolagents",
   "repository": "https://github.com/huggingface/smolagents",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Aymeric Roucher, Albert Villanova del Moral, Thomas Wolf, Leandro von Werra, and Erik Kaunis-\nm\u00e4ki. \u2018smolagents\u2018: a smol library to build great agentic systems. https://github.com/\nhuggingface/smolagents, 2025.",
    "REFERENCES"
   ],
   "repository_evidence": [
    "Aymeric Roucher, Albert Villanova del Moral, Thomas Wolf, Leandro von Werra, and Erik Kaunis-\nm\u00e4ki. \u2018smolagents\u2018: a smol library to build great agentic systems. https://github.com/\nhuggingface/smolagents, 2025.",
    "REFERENCES"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://arxiv.org/pdf/2510.26585",
   "project": "SupervisorAgent",
   "repository": "https://github.com/LINs-lab/SupervisorAgent",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "For direct replication,\nwe provide all implementation details and final prompts in Appendix A.3, A.7, and our code is\navailable at https://github.com/LINs-lab/SupervisorAgent.",
    "REPRODUCIBILITY STATEMENT"
   ],
   "repository_evidence": [
    "For direct replication,\nwe provide all implementation details and final prompts in Appendix A.3, A.7, and our code is\navailable at https://github.com/LINs-lab/SupervisorAgent.",
    "REPRODUCIBILITY STATEMENT"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://markaicode.com/best/best-llm-framework-for-data-pipeline",
   "project": "LangChain",
   "repository": null,
   "stars": "98000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Best LLM Frameworks for Data Pipelines in 2026 \u2014 Production-Tested Picks",
    "Compare the top LLM frameworks for data pipelines in 2026: LangChain, LlamaIndex, Haystack, DSPy, and Semantic Kernel.",
    "| Tool | Best For | Setup Time (first pipeline) | License | Cost/month (10K docs/day, GPT-4o-mini) | GitHub Stars |",
    "| LangChain | Complex multi-step pipelines with tool use | 2-3 hours | MIT | $85 | 98k+ |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "Best LLM Frameworks for Data Pipelines in 2026 \u2014 Production-Tested Picks",
    "Compare the top LLM frameworks for data pipelines in 2026: LangChain, LlamaIndex, Haystack, DSPy, and Semantic Kernel.",
    "| Tool | Best For | Setup Time (first pipeline) | License | Cost/month (10K docs/day, GPT-4o-mini) | GitHub Stars |",
    "| LangChain | Complex multi-step pipelines with tool use | 2-3 hours | MIT | $85 | 98k+ |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://markaicode.com/best/best-llm-framework-for-data-pipeline",
   "project": "LlamaIndex",
   "repository": null,
   "stars": "38000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Best LLM Frameworks for Data Pipelines in 2026 \u2014 Production-Tested Picks",
    "Compare the top LLM frameworks for data pipelines in 2026: LangChain, LlamaIndex, Haystack, DSPy, and Semantic Kernel.",
    "| Tool | Best For | Setup Time (first pipeline) | License | Cost/month (10K docs/day, GPT-4o-mini) | GitHub Stars |",
    "| LlamaIndex | Document indexing and RAG | 1-2 hours | MIT | $72 | 38k+ |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "Best LLM Frameworks for Data Pipelines in 2026 \u2014 Production-Tested Picks",
    "Compare the top LLM frameworks for data pipelines in 2026: LangChain, LlamaIndex, Haystack, DSPy, and Semantic Kernel.",
    "| Tool | Best For | Setup Time (first pipeline) | License | Cost/month (10K docs/day, GPT-4o-mini) | GitHub Stars |",
    "| LlamaIndex | Document indexing and RAG | 1-2 hours | MIT | $72 | 38k+ |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://markaicode.com/best/best-llm-framework-for-data-pipeline",
   "project": "Haystack",
   "repository": null,
   "stars": "16000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Best LLM Frameworks for Data Pipelines in 2026 \u2014 Production-Tested Picks",
    "Compare the top LLM frameworks for data pipelines in 2026: LangChain, LlamaIndex, Haystack, DSPy, and Semantic Kernel.",
    "| Tool | Best For | Setup Time (first pipeline) | License | Cost/month (10K docs/day, GPT-4o-mini) | GitHub Stars |",
    "| Haystack | End-to-end search pipelines | 3-4 hours | Apache 2.0 | $78 | 16k+ |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "Best LLM Frameworks for Data Pipelines in 2026 \u2014 Production-Tested Picks",
    "Compare the top LLM frameworks for data pipelines in 2026: LangChain, LlamaIndex, Haystack, DSPy, and Semantic Kernel.",
    "| Tool | Best For | Setup Time (first pipeline) | License | Cost/month (10K docs/day, GPT-4o-mini) | GitHub Stars |",
    "| Haystack | End-to-end search pipelines | 3-4 hours | Apache 2.0 | $78 | 16k+ |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://markaicode.com/best/best-llm-framework-for-data-pipeline",
   "project": "DSPy",
   "repository": null,
   "stars": "18000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Best LLM Frameworks for Data Pipelines in 2026 \u2014 Production-Tested Picks",
    "Compare the top LLM frameworks for data pipelines in 2026: LangChain, LlamaIndex, Haystack, DSPy, and Semantic Kernel.",
    "| Tool | Best For | Setup Time (first pipeline) | License | Cost/month (10K docs/day, GPT-4o-mini) | GitHub Stars |",
    "| DSPy | Optimized prompt pipelines | 4-6 hours | Apache 2.0 | $64 | 18k+ |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "Best LLM Frameworks for Data Pipelines in 2026 \u2014 Production-Tested Picks",
    "Compare the top LLM frameworks for data pipelines in 2026: LangChain, LlamaIndex, Haystack, DSPy, and Semantic Kernel.",
    "| Tool | Best For | Setup Time (first pipeline) | License | Cost/month (10K docs/day, GPT-4o-mini) | GitHub Stars |",
    "| DSPy | Optimized prompt pipelines | 4-6 hours | Apache 2.0 | $64 | 18k+ |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://markaicode.com/best/best-llm-framework-for-data-pipeline",
   "project": "Semantic Kernel",
   "repository": null,
   "stars": "21000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Best LLM Frameworks for Data Pipelines in 2026 \u2014 Production-Tested Picks",
    "Compare the top LLM frameworks for data pipelines in 2026: LangChain, LlamaIndex, Haystack, DSPy, and Semantic Kernel.",
    "| Tool | Best For | Setup Time (first pipeline) | License | Cost/month (10K docs/day, GPT-4o-mini) | GitHub Stars |",
    "| Semantic Kernel | Enterprise .NET ecosystems | 5-8 hours | MIT | $110 (includes Azure integration) | 21k+ |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "Best LLM Frameworks for Data Pipelines in 2026 \u2014 Production-Tested Picks",
    "Compare the top LLM frameworks for data pipelines in 2026: LangChain, LlamaIndex, Haystack, DSPy, and Semantic Kernel.",
    "| Tool | Best For | Setup Time (first pipeline) | License | Cost/month (10K docs/day, GPT-4o-mini) | GitHub Stars |",
    "| Semantic Kernel | Enterprise .NET ecosystems | 5-8 hours | MIT | $110 (includes Azure integration) | 21k+ |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://arxiv.org/pdf/2605.09863v1",
   "project": "mem0",
   "repository": "https://github.com/mem0ai/mem0",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Abstract",
    "Compass is, to our knowledge, the only public agent memory layer (among\nMem0, Letta, Cognee, Zep, MemOS, smrti verified May 2026) that does not call an LLM at index\ntime to extract facts or build a graph; raw conversation text is embedded directly.",
    "Mem0 Team. Mem0: Building production-ready ai agents with scalable long-term memory."
   ],
   "repository_evidence": [
    "References",
    "Mem0 Team. Mem0: Building production-ready ai agents with scalable long-term memory. https:\n//github.com/mem0ai/mem0, 2025. arXiv preprint arXiv:2504.19413; accessed 2026-05-07."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://forkast.news/aws-strands-agents-tools-received-four-cves-in-23-days-and-they-all-share-the-same-root-cause",
   "project": "AWS Strands Agents Tools",
   "repository": "https://github.com/strands-agents/tools",
   "stars": "1200",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Analysis",
    "AWS Strands Agents Tools Received Four CVEs in 23 Days \u2014 And They All Share the Same Root Cause",
    "Between July 15 and August 6, 2026, [AWS Strands Agents Tools](https://github.com/strands-agents/tools) \u2014 the first-party tool package for the Strands Agents SDK \u2014 received four distinct security advisories."
   ],
   "repository_evidence": [
    "Analysis",
    "AWS Strands Agents Tools Received Four CVEs in 23 Days \u2014 And They All Share the Same Root Cause",
    "Between July 15 and August 6, 2026, [AWS Strands Agents Tools](https://github.com/strands-agents/tools) \u2014 the first-party tool package for the Strands Agents SDK \u2014 received four distinct security advisories."
   ],
   "stars_evidence": [
    "Analysis",
    "AWS Strands Agents Tools Received Four CVEs in 23 Days \u2014 And They All Share the Same Root Cause",
    "Strands Agents Tools is not a niche third-party library.",
    "It is AWS\u2019s own tooling for its agent SDK, maintained at 1.2k GitHub stars and 327 forks."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://ssojet.com/blog/open-source-ai-coding-agents",
   "project": "Aider",
   "repository": "https://github.com/Aider-AI/aider",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# 9 Open-Source AI Coding Agents Worth Self-Hosting",
    "This guide ranks nine open-source AI coding agents you can self-host in 2026, with real licenses, model support, and the honest tradeoffs of each.",
    "| Agent | License | Interface | Model Support | Best For |",
    "| Aider | Apache 2.0 | Terminal / git | Any (cloud or local) | Git-native pair programming |",
    "### 1. Aider",
    "Aider is published under the Apache 2.0 license and has crossed 6.8M PyPI installs, per its [GitHub repository](https://github.com/Aider-AI/aider) (verified 2026-06-07)."
   ],
   "repository_evidence": [
    "# 9 Open-Source AI Coding Agents Worth Self-Hosting",
    "This guide ranks nine open-source AI coding agents you can self-host in 2026, with real licenses, model support, and the honest tradeoffs of each.",
    "### 1. Aider",
    "Aider is published under the Apache 2.0 license and has crossed 6.8M PyPI installs, per its [GitHub repository](https://github.com/Aider-AI/aider) (verified 2026-06-07)."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://ssojet.com/blog/open-source-ai-coding-agents",
   "project": "OpenCode",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# 9 Open-Source AI Coding Agents Worth Self-Hosting",
    "This guide ranks nine open-source AI coding agents you can self-host in 2026, with real licenses, model support, and the honest tradeoffs of each.",
    "| Agent | License | Interface | Model Support | Best For |",
    "| OpenCode | MIT | Terminal TUI | Any provider | Provider-agnostic terminal work |",
    "### 2. OpenCode",
    "OpenCode is the provider-agnostic terminal agent that made \"not coupled to any model vendor\" its design principle."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://ssojet.com/blog/open-source-ai-coding-agents",
   "project": "Cline",
   "repository": "https://github.com/cline/cline",
   "stars": "60000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# 9 Open-Source AI Coding Agents Worth Self-Hosting",
    "This guide ranks nine open-source AI coding agents you can self-host in 2026, with real licenses, model support, and the honest tradeoffs of each.",
    "| Agent | License | Interface | Model Support | Best For |",
    "| Cline | Apache 2.0 | VS Code + IDEs | Any (cloud or local) | Autonomous edits inside the editor |",
    "### 4. Cline",
    "Cline is the most-starred open-source IDE agent and the reference point most others are measured against."
   ],
   "repository_evidence": [
    "# 9 Open-Source AI Coding Agents Worth Self-Hosting",
    "This guide ranks nine open-source AI coding agents you can self-host in 2026, with real licenses, model support, and the honest tradeoffs of each.",
    "### 4. Cline",
    "Cline is Apache 2.0 licensed and, per its [GitHub repository](https://github.com/cline/cline), has grown past 60k stars (verified 2026-06-07)."
   ],
   "stars_evidence": [
    "# 9 Open-Source AI Coding Agents Worth Self-Hosting",
    "This guide ranks nine open-source AI coding agents you can self-host in 2026, with real licenses, model support, and the honest tradeoffs of each.",
    "### 4. Cline",
    "Cline is Apache 2.0 licensed and, per its [GitHub repository](https://github.com/cline/cline), has grown past 60k stars (verified 2026-06-07)."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://ssojet.com/blog/open-source-ai-coding-agents",
   "project": "Continue",
   "repository": "https://github.com/continuedev/continue",
   "stars": "32000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# 9 Open-Source AI Coding Agents Worth Self-Hosting",
    "This guide ranks nine open-source AI coding agents you can self-host in 2026, with real licenses, model support, and the honest tradeoffs of each.",
    "| Agent | License | Interface | Model Support | Best For |",
    "| Continue | Apache 2.0 | VS Code / JetBrains | Any + Ollama local | Autocomplete plus chat, fully local |",
    "### 5. Continue",
    "Continue is the best choice when \"self-hosting\" really means \"nothing leaves this machine.\""
   ],
   "repository_evidence": [
    "# 9 Open-Source AI Coding Agents Worth Self-Hosting",
    "This guide ranks nine open-source AI coding agents you can self-host in 2026, with real licenses, model support, and the honest tradeoffs of each.",
    "### 5. Continue",
    "Continue is released under Apache 2.0 by Continue Dev, Inc., with over 32,000 GitHub stars and more than 2.4M Visual Studio Marketplace installs as of March 2026, per its [GitHub repository](https://github.com/continuedev/continue) (verified 2026-06-07)."
   ],
   "stars_evidence": [
    "# 9 Open-Source AI Coding Agents Worth Self-Hosting",
    "This guide ranks nine open-source AI coding agents you can self-host in 2026, with real licenses, model support, and the honest tradeoffs of each.",
    "### 5. Continue",
    "Continue is released under Apache 2.0 by Continue Dev, Inc., with over 32,000 GitHub stars and more than 2.4M Visual Studio Marketplace installs as of March 2026, per its [GitHub repository](https://github.com/continuedev/continue) (verified 2026-06-07)."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://ssojet.com/blog/open-source-ai-coding-agents",
   "project": "Goose",
   "repository": "https://github.com/block/goose",
   "stars": "27000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# 9 Open-Source AI Coding Agents Worth Self-Hosting",
    "This guide ranks nine open-source AI coding agents you can self-host in 2026, with real licenses, model support, and the honest tradeoffs of each.",
    "| Agent | License | Interface | Model Support | Best For |",
    "| Goose | Apache 2.0 | Desktop / CLI | 15+ providers | MCP-heavy agentic workflows |",
    "### 9. Goose",
    "Goose is Block's open-source agent that goes past code suggestions into installing, executing, and testing across connected tools."
   ],
   "repository_evidence": [
    "# 9 Open-Source AI Coding Agents Worth Self-Hosting",
    "This guide ranks nine open-source AI coding agents you can self-host in 2026, with real licenses, model support, and the honest tradeoffs of each.",
    "### 9. Goose",
    "Goose was released in January 2025 by Block under Apache 2.0 and has grown to 27,000+ GitHub stars with 350+ contributors, per its [GitHub repository](https://github.com/block/goose) (verified 2026-06-07)."
   ],
   "stars_evidence": [
    "# 9 Open-Source AI Coding Agents Worth Self-Hosting",
    "This guide ranks nine open-source AI coding agents you can self-host in 2026, with real licenses, model support, and the honest tradeoffs of each.",
    "### 9. Goose",
    "Goose was released in January 2025 by Block under Apache 2.0 and has grown to 27,000+ GitHub stars with 350+ contributors, per its [GitHub repository](https://github.com/block/goose) (verified 2026-06-07)."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://ssojet.com/blog/open-source-ai-coding-agents",
   "project": "OpenHands",
   "repository": "https://github.com/All-Hands-AI/OpenHands",
   "stars": "70000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# 9 Open-Source AI Coding Agents Worth Self-Hosting",
    "This guide ranks nine open-source AI coding agents you can self-host in 2026, with real licenses, model support, and the honest tradeoffs of each.",
    "| Agent | License | Interface | Model Support | Best For |",
    "| OpenHands | MIT | Web / Docker | Any (model-agnostic) | Autonomous, sandboxed task runs |",
    "### 6. OpenHands",
    "OpenHands is the autonomous end of the spectrum: an open-source AI software engineer that runs in a sandbox and tries to finish whole tasks on its own."
   ],
   "repository_evidence": [
    "# 9 Open-Source AI Coding Agents Worth Self-Hosting",
    "This guide ranks nine open-source AI coding agents you can self-host in 2026, with real licenses, model support, and the honest tradeoffs of each.",
    "### 6. OpenHands",
    "OpenHands (formerly OpenDevin) is MIT-licensed and the most popular self-hosted autonomous agent, with 70k+ GitHub stars and 490+ contributors, per its [GitHub repository](https://github.com/All-Hands-AI/OpenHands) (verified 2026-06-07)."
   ],
   "stars_evidence": [
    "# 9 Open-Source AI Coding Agents Worth Self-Hosting",
    "This guide ranks nine open-source AI coding agents you can self-host in 2026, with real licenses, model support, and the honest tradeoffs of each.",
    "### 6. OpenHands",
    "OpenHands (formerly OpenDevin) is MIT-licensed and the most popular self-hosted autonomous agent, with 70k+ GitHub stars and 490+ contributors, per its [GitHub repository](https://github.com/All-Hands-AI/OpenHands) (verified 2026-06-07)."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://ssojet.com/blog/open-source-ai-coding-agents",
   "project": "Roo Code",
   "repository": "https://github.com/RooCodeInc/Roo-Code",
   "stars": "23700",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# 9 Open-Source AI Coding Agents Worth Self-Hosting",
    "This guide ranks nine open-source AI coding agents you can self-host in 2026, with real licenses, model support, and the honest tradeoffs of each.",
    "| Agent | License | Interface | Model Support | Best For |",
    "| Roo Code | Apache 2.0 | VS Code + forks | Any (500+ models) | Multi-mode team-style workflows |",
    "### 7. Roo Code",
    "Roo Code took the Cline foundation and built a multi-mode workflow on top of it."
   ],
   "repository_evidence": [
    "# 9 Open-Source AI Coding Agents Worth Self-Hosting",
    "This guide ranks nine open-source AI coding agents you can self-host in 2026, with real licenses, model support, and the honest tradeoffs of each.",
    "### 7. Roo Code",
    "Roo Code, originally forked from Cline, is Apache 2.0 licensed with around 23.7k GitHub stars, per its [GitHub repository](https://github.com/RooCodeInc/Roo-Code) (verified 2026-06-07)."
   ],
   "stars_evidence": [
    "# 9 Open-Source AI Coding Agents Worth Self-Hosting",
    "This guide ranks nine open-source AI coding agents you can self-host in 2026, with real licenses, model support, and the honest tradeoffs of each.",
    "### 7. Roo Code",
    "Roo Code, originally forked from Cline, is Apache 2.0 licensed with around 23.7k GitHub stars, per its [GitHub repository](https://github.com/RooCodeInc/Roo-Code) (verified 2026-06-07)."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://ssojet.com/blog/open-source-ai-coding-agents",
   "project": "Gemini CLI",
   "repository": "https://github.com/google-gemini/gemini-cli",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# 9 Open-Source AI Coding Agents Worth Self-Hosting",
    "This guide ranks nine open-source AI coding agents you can self-host in 2026, with real licenses, model support, and the honest tradeoffs of each.",
    "| Agent | License | Interface | Model Support | Best For |",
    "| Gemini CLI | Apache 2.0 | Terminal | Gemini (1M context) | Free-tier terminal agent |",
    "### 3. Gemini CLI",
    "Gemini CLI is Google's open-source terminal agent, and the one with the most generous free tier for solo developers."
   ],
   "repository_evidence": [
    "# 9 Open-Source AI Coding Agents Worth Self-Hosting",
    "This guide ranks nine open-source AI coding agents you can self-host in 2026, with real licenses, model support, and the honest tradeoffs of each.",
    "### 3. Gemini CLI",
    "Gemini CLI is published under Apache 2.0, per its [GitHub repository](https://github.com/google-gemini/gemini-cli) (verified 2026-06-07)."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://ssojet.com/blog/open-source-ai-coding-agents",
   "project": "Kilo Code",
   "repository": "https://github.com/Kilo-Org/kilocode",
   "stars": "10000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# 9 Open-Source AI Coding Agents Worth Self-Hosting",
    "This guide ranks nine open-source AI coding agents you can self-host in 2026, with real licenses, model support, and the honest tradeoffs of each.",
    "| Agent | License | Interface | Model Support | Best For |",
    "| Kilo Code | Apache 2.0 | VS Code / JetBrains / CLI | 500+ models | All-in-one editor agent |",
    "### 8. Kilo Code",
    "Kilo Code is the \"all-in-one\" editor agent that bundles agent, autocomplete, and broad model access."
   ],
   "repository_evidence": [
    "# 9 Open-Source AI Coding Agents Worth Self-Hosting",
    "This guide ranks nine open-source AI coding agents you can self-host in 2026, with real licenses, model support, and the honest tradeoffs of each.",
    "### 8. Kilo Code",
    "Kilo Code is Apache 2.0 licensed, has surpassed 10,000 GitHub stars, and has been installed more than 250,000 times, per its [GitHub repository](https://github.com/Kilo-Org/kilocode) and listing (verified 2026-06-07)."
   ],
   "stars_evidence": [
    "# 9 Open-Source AI Coding Agents Worth Self-Hosting",
    "This guide ranks nine open-source AI coding agents you can self-host in 2026, with real licenses, model support, and the honest tradeoffs of each.",
    "### 8. Kilo Code",
    "Kilo Code is Apache 2.0 licensed, has surpassed 10,000 GitHub stars, and has been installed more than 250,000 times, per its [GitHub repository](https://github.com/Kilo-Org/kilocode) and listing (verified 2026-06-07)."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://www.kaibanjs.com/",
   "project": "KaibanJS",
   "repository": "https://github.com/kaiban-ai/KaibanJS",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "The JavaScript Framework for Building Multi-Agent Systems.",
    "[Star Us on GitHub!](https://github.com/kaiban-ai/KaibanJS)"
   ],
   "repository_evidence": [
    "[Star Us on GitHub!](https://github.com/kaiban-ai/KaibanJS)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/Yuan-ManX/ai-agent-roadmap",
   "project": "Adala",
   "repository": "https://github.com/HumanSignal/Adala",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "[Adala](https://humansignal.github.io/Adala/)",
    "Adala is an Autonomous DAta (Labeling) Agent framework."
   ],
   "repository_evidence": [
    "[GitHub](https://github.com/HumanSignal/Adala)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/Yuan-ManX/ai-agent-roadmap",
   "project": "Agency",
   "repository": "https://github.com/operand/agency",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "[Agency](https://createwith.agency/)",
    "A fast and minimal framework for building agent-integrated systems."
   ],
   "repository_evidence": [
    "[GitHub](https://github.com/operand/agency)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/Yuan-ManX/ai-agent-roadmap",
   "project": "AgentBoard",
   "repository": "https://github.com/hkust-nlp/AgentBoard",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "[AgentBoard](https://github.com/hkust-nlp/AgentBoard)",
    "An Analytical Evaluation Board of Multi-turn LLM Agents."
   ],
   "repository_evidence": [
    "[GitHub](https://github.com/hkust-nlp/AgentBoard)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/Yuan-ManX/ai-agent-roadmap",
   "project": "Agent Group Chat",
   "repository": "https://github.com/MikeGu721/AgentGroup",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "[Agent Group Chat](https://github.com/MikeGu721/AgentGroup)",
    "An Interactive Group Chat Simulacra For Better Eliciting Collective Emergent Behavior."
   ],
   "repository_evidence": [
    "[GitHub](https://github.com/MikeGu721/AgentGroup)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/Yuan-ManX/ai-agent-roadmap",
   "project": "Agent K",
   "repository": "https://github.com/mikekelly/AgentK",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "[Agent K](https://github.com/mikekelly/AgentK)",
    "An autoagentic AGI that is self-evolving and modular."
   ],
   "repository_evidence": [
    "[GitHub](https://github.com/mikekelly/AgentK)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/Yuan-ManX/ai-agent-roadmap",
   "project": "AgentKit",
   "repository": "https://github.com/Holmeswww/AgentKit",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "[AgentKit](https://github.com/Holmeswww/AgentKit)",
    "AgentKit: Flow Engineering with Graphs, not Coding."
   ],
   "repository_evidence": [
    "[GitHub](https://github.com/Holmeswww/AgentKit)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/Yuan-ManX/ai-agent-roadmap",
   "project": "AgentKit",
   "repository": "https://github.com/BCG-X-Official/agentkit",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "[AgentKit](https://github.com/BCG-X-Official/agentkit)",
    "AgentKit: rapidly build high quality Agent apps."
   ],
   "repository_evidence": [
    "[GitHub](https://github.com/BCG-X-Official/agentkit)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/Yuan-ManX/ai-agent-roadmap",
   "project": "AgentLabs",
   "repository": "https://github.com/agentlabs-inc/agentlabs",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "[AgentLabs](https://www.agentlabs.dev/)",
    "Open-Source Universal AI Agent Frontend."
   ],
   "repository_evidence": [
    "[GitHub](https://github.com/agentlabs-inc/agentlabs)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/Yuan-ManX/ai-agent-roadmap",
   "project": "Agent Protocol",
   "repository": "https://github.com/AI-Engineer-Foundation/agent-protocol",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "[Agent Protocol](https://agentprotocol.ai/)",
    "Open interface for AI agent communication."
   ],
   "repository_evidence": [
    "[GitHub](https://github.com/AI-Engineer-Foundation/agent-protocol)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/Yuan-ManX/ai-agent-roadmap",
   "project": "Agents",
   "repository": "https://github.com/aiwaves-cn/agents",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "[Agents](https://github.com/aiwaves-cn/agents)",
    "An Open-source Framework for Autonomous Language Agents."
   ],
   "repository_evidence": [
    "[GitHub](https://github.com/aiwaves-cn/agents)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/Yuan-ManX/ai-agent-roadmap",
   "project": "AgentScope",
   "repository": "https://github.com/modelscope/agentscope",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "[AgentScope](https://github.com/modelscope/agentscope)",
    "Start building LLM-empowered multi-agent applications in an easier way."
   ],
   "repository_evidence": [
    "[GitHub](https://github.com/modelscope/agentscope)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/Yuan-ManX/ai-agent-roadmap",
   "project": "Agentsflow",
   "repository": "https://github.com/jaemil/agentsflow",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "[Agentsflow](https://github.com/jaemil/agentsflow)",
    "Drag & drop UI to build and run a flow of autogen AI agents."
   ],
   "repository_evidence": [
    "[GitHub](https://github.com/jaemil/agentsflow)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/Yuan-ManX/ai-agent-roadmap",
   "project": "agentUniverse",
   "repository": "https://github.com/alipay/agentUniverse",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "[agentUniverse](https://github.com/alipay/agentUniverse)",
    "agentUniverse is a LLM multi-agent framework that allows developers to easily build multi-agent applications."
   ],
   "repository_evidence": [
    "[GitHub](https://github.com/alipay/agentUniverse)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/Yuan-ManX/ai-agent-roadmap",
   "project": "AgentVerse",
   "repository": "https://github.com/OpenBMB/AgentVerse",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "[AgentVerse](https://github.com/OpenBMB/AgentVerse)",
    "AgentVerse is designed to facilitate the deployment of multiple LLM-based agents in various applications."
   ],
   "repository_evidence": [
    "[GitHub](https://github.com/OpenBMB/AgentVerse)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/Yuan-ManX/ai-agent-roadmap",
   "project": "AIOS",
   "repository": "https://github.com/agiresearch/AIOS",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "[AIOS](https://github.com/agiresearch/AIOS)",
    "LLM Agent Operating System."
   ],
   "repository_evidence": [
    "[GitHub](https://github.com/agiresearch/AIOS)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/Yuan-ManX/ai-agent-roadmap",
   "project": "Atomic Agents",
   "repository": "https://github.com/KennyVaneetvelde/atomic_agents",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "[Atomic Agents](https://github.com/KennyVaneetvelde/atomic_agents)",
    "The Atomic Agents framework is designed to be modular, extensible, and easy to use."
   ],
   "repository_evidence": [
    "[GitHub](https://github.com/KennyVaneetvelde/atomic_agents)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/Yuan-ManX/ai-agent-roadmap",
   "project": "AutoAgents",
   "repository": "https://github.com/Link-AGI/AutoAgents",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "[AutoAgents](https://github.com/Link-AGI/AutoAgents)",
    "A Framework for Automatic Agent Generation."
   ],
   "repository_evidence": [
    "[GitHub](https://github.com/Link-AGI/AutoAgents)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/Yuan-ManX/ai-agent-roadmap",
   "project": "AutoGen",
   "repository": "https://github.com/microsoft/autogen",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "[AutoGen](https://microsoft.github.io/autogen/)",
    "AutoGen is a framework that enables the development of LLM applications using multiple agents that can converse with each other to solve tasks."
   ],
   "repository_evidence": [
    "[GitHub](https://github.com/microsoft/autogen)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/Yuan-ManX/ai-agent-roadmap",
   "project": "AutoGPT",
   "repository": "https://github.com/Significant-Gravitas/AutoGPT",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "[AutoGPT](https://news.agpt.co/)",
    "Build & Use AI Agents."
   ],
   "repository_evidence": [
    "[GitHub](https://github.com/Significant-Gravitas/AutoGPT)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/Yuan-ManX/ai-agent-roadmap",
   "project": "Buffer of Thoughts",
   "repository": "https://github.com/YangLing0818/buffer-of-thought-llm",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "[Buffer of Thoughts](https://github.com/YangLing0818/buffer-of-thought-llm)",
    "Thought-Augmented Reasoning with Large Language Models."
   ],
   "repository_evidence": [
    "[GitHub](https://github.com/YangLing0818/buffer-of-thought-llm)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/Yuan-ManX/ai-agent-roadmap",
   "project": "Byzer-Agent",
   "repository": "https://github.com/allwefantasy/byzer-agent",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "[Byzer-Agent](https://github.com/allwefantasy/byzer-agent)",
    "Easy, fast, and distributed agent framework for everyone."
   ],
   "repository_evidence": [
    "[GitHub](https://github.com/allwefantasy/byzer-agent)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/Yuan-ManX/ai-agent-roadmap",
   "project": "CAMEL",
   "repository": "https://github.com/camel-ai/camel",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "[CAMEL](https://www.camel-ai.org/)",
    "Communicative Agents for \u201cMind\u201d Exploration of Large Scale Language Model Society."
   ],
   "repository_evidence": [
    "[GitHub](https://github.com/camel-ai/camel)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/Yuan-ManX/ai-agent-roadmap",
   "project": "Character-LLM",
   "repository": "https://github.com/choosewhatulike/trainable-agents",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "[Character-LLM](https://github.com/choosewhatulike/trainable-agents)",
    "A Trainable Agent for Role-Playing."
   ],
   "repository_evidence": [
    "[GitHub](https://github.com/choosewhatulike/trainable-agents)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/Yuan-ManX/ai-agent-roadmap",
   "project": "ChatDev",
   "repository": "https://github.com/OpenBMB/ChatDev",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "[ChatDev](https://github.com/OpenBMB/ChatDev)",
    "Communicative Agents for Software Development."
   ],
   "repository_evidence": [
    "[GitHub](https://github.com/OpenBMB/ChatDev)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/Yuan-ManX/ai-agent-roadmap",
   "project": "CogAgent",
   "repository": "https://github.com/THUDM/CogVLM",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "[CogAgent](https://github.com/THUDM/CogVLM)",
    "A Visual Language Model for GUI Agents."
   ],
   "repository_evidence": [
    "[GitHub](https://github.com/THUDM/CogVLM)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/Yuan-ManX/ai-agent-roadmap",
   "project": "crewAI",
   "repository": "https://github.com/joaomdmoura/crewAI",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "[crewAI](https://www.crewai.io/)",
    "Framework for orchestrating role-playing, autonomous AI agents."
   ],
   "repository_evidence": [
    "[GitHub](https://github.com/joaomdmoura/crewAI)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/Yuan-ManX/ai-agent-roadmap",
   "project": "DB-GPT",
   "repository": "https://github.com/eosphoros-ai/DB-GPT",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "[DB-GPT](https://dbgpt.site/)",
    "DB-GPT is an open-source framework designed for the realm of large language models (LLMs) within the database field."
   ],
   "repository_evidence": [
    "[GitHub](https://github.com/eosphoros-ai/DB-GPT)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/Yuan-ManX/ai-agent-roadmap",
   "project": "Dify",
   "repository": "https://github.com/langgenius/dify",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "[Dify](https://dify.ai/)",
    "Dify is an open-source LLM app building platform."
   ],
   "repository_evidence": [
    "[GitHub](https://github.com/langgenius/dify)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/Yuan-ManX/ai-agent-roadmap",
   "project": "Digital Life Project",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "[Digital Life Project](https://digital-life-project.com/)",
    "Autonomous 3D Characters with Social Intelligence."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/Yuan-ManX/ai-agent-roadmap",
   "project": "DSPy",
   "repository": "https://github.com/stanfordnlp/dspy",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "[DSPy](https://github.com/stanfordnlp/dspy)",
    "DSPy is the framework for solving advanced tasks with language models (LMs) and retrieval models (RMs)."
   ],
   "repository_evidence": [
    "[GitHub](https://github.com/stanfordnlp/dspy)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/Yuan-ManX/ai-agent-roadmap",
   "project": "everything-ai",
   "repository": "https://github.com/AstraBert/everything-ai",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "[everything-ai](https://github.com/AstraBert/everything-ai)",
    "Your fully proficient, AI-powered and local chatbot assistant\ud83e\udd16."
   ],
   "repository_evidence": [
    "[GitHub](https://github.com/AstraBert/everything-ai)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/Yuan-ManX/ai-agent-roadmap",
   "project": "fabric",
   "repository": "https://github.com/danielmiessler/fabric",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "[fabric](https://github.com/danielmiessler/fabric)",
    "fabric is an open-source framework for augmenting humans using AI."
   ],
   "repository_evidence": [
    "[GitHub](https://github.com/danielmiessler/fabric)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/Yuan-ManX/ai-agent-roadmap",
   "project": "FastGPT",
   "repository": "https://github.com/labring/FastGPT",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "[FastGPT](https://fastgpt.in/)",
    "FastGPT is a knowledge-based platform built on the LLM."
   ],
   "repository_evidence": [
    "[GitHub](https://github.com/labring/FastGPT)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/Yuan-ManX/ai-agent-roadmap",
   "project": "fastRAG",
   "repository": "https://github.com/IntelLabs/fastRAG",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "[fastRAG](https://github.com/IntelLabs/fastRAG)",
    "Efficient Retrieval Augmentation and Generation Framework."
   ],
   "repository_evidence": [
    "[GitHub](https://github.com/IntelLabs/fastRAG)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/Yuan-ManX/ai-agent-roadmap",
   "project": "Fine",
   "repository": "https://github.com/finehq/fine",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "[Fine](https://www.fine.dev/)",
    "Automate software development with AI Agents."
   ],
   "repository_evidence": [
    "[GitHub](https://github.com/finehq/fine)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/Yuan-ManX/ai-agent-roadmap",
   "project": "Flowise",
   "repository": "https://github.com/FlowiseAI/Flowise",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "[Flowise](https://github.com/FlowiseAI/Flowise)",
    "Build LLM Apps Easily."
   ],
   "repository_evidence": [
    "[GitHub](https://github.com/FlowiseAI/Flowise)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/Yuan-ManX/ai-agent-roadmap",
   "project": "GraphRAG",
   "repository": "https://github.com/microsoft/graphrag",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "[GraphRAG](https://github.com/microsoft/graphrag)",
    "A modular graph-based Retrieval-Augmented Generation (RAG) system."
   ],
   "repository_evidence": [
    "[GitHub](https://github.com/microsoft/graphrag)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/Yuan-ManX/ai-agent-roadmap",
   "project": "KwaiAgents",
   "repository": "https://github.com/KwaiKEG/KwaiAgents",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "[KwaiAgents](https://github.com/KwaiKEG/KwaiAgents)",
    "A generalized information-seeking agent system with Large Language Models (LLMs)."
   ],
   "repository_evidence": [
    "[GitHub](https://github.com/KwaiKEG/KwaiAgents)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/Yuan-ManX/ai-agent-roadmap",
   "project": "Lagent",
   "repository": "https://github.com/InternLM/lagent",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "[Lagent](https://github.com/InternLM/lagent)",
    "A lightweight framework for building LLM-based agents."
   ],
   "repository_evidence": [
    "[GitHub](https://github.com/InternLM/lagent)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/Yuan-ManX/ai-agent-roadmap",
   "project": "LangChain",
   "repository": "https://github.com/langchain-ai/langchain",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "[LangChain](https://www.langchain.com/)",
    "Get your LLM application from prototype to production."
   ],
   "repository_evidence": [
    "[GitHub](https://github.com/langchain-ai/langchain)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/Yuan-ManX/ai-agent-roadmap",
   "project": "Langflow",
   "repository": "https://github.com/logspace-ai/langflow",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "[Langflow](https://www.langflow.org/)",
    "Langflow is a UI for LangChain, designed with react-flow to provide an effortless way to experiment and prototype flows."
   ],
   "repository_evidence": [
    "[GitHub](https://github.com/logspace-ai/langflow)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/Yuan-ManX/ai-agent-roadmap",
   "project": "LangGraph",
   "repository": "https://github.com/langchain-ai/langgraph",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "[LangGraph](https://github.com/langchain-ai/langgraph)",
    "Building language agents as graphs."
   ],
   "repository_evidence": [
    "[GitHub](https://github.com/langchain-ai/langgraph)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/Yuan-ManX/ai-agent-roadmap",
   "project": "LangGraph Studio",
   "repository": "https://github.com/langchain-ai/langgraph-studio",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "[LangGraph Studio](https://github.com/langchain-ai/langgraph-studio)",
    "LangGraph Studio offers a new way to develop LLM applications by providing a specialized agent IDE that enables visualization, interaction, and debugging of complex agentic applications."
   ],
   "repository_evidence": [
    "[GitHub](https://github.com/langchain-ai/langgraph-studio)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/Yuan-ManX/ai-agent-roadmap",
   "project": "Langroid",
   "repository": "https://github.com/langroid/langroid",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "[Langroid](https://langroid.github.io/langroid/)",
    "Multi-Agent Framework."
   ],
   "repository_evidence": [
    "[GitHub](https://github.com/langroid/langroid)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/Yuan-ManX/ai-agent-roadmap",
   "project": "Lepton AI",
   "repository": "https://github.com/leptonai/leptonai",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "[Lepton AI](https://www.lepton.ai/)",
    "A Pythonic framework to simplify AI service building."
   ],
   "repository_evidence": [
    "[GitHub](https://github.com/leptonai/leptonai)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/Yuan-ManX/ai-agent-roadmap",
   "project": "LlamaIndex",
   "repository": "https://github.com/run-llama/llama_index",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "[LlamaIndex](https://www.llamaindex.ai/)",
    "LlamaIndex is a simple, flexible data framework for connecting custom data sources to large language models."
   ],
   "repository_evidence": [
    "[GitHub](https://github.com/run-llama/llama_index)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/Yuan-ManX/ai-agent-roadmap",
   "project": "LLMStack",
   "repository": "https://github.com/trypromptly/LLMStack",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "[LLMStack](https://llmstack.ai/)",
    "Open-source platform to build AI Agents, workflows and applications with your data."
   ],
   "repository_evidence": [
    "[GitHub](https://github.com/trypromptly/LLMStack)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/Yuan-ManX/ai-agent-roadmap",
   "project": "Marvin",
   "repository": "https://github.com/PrefectHQ/marvin",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "[Marvin](https://www.askmarvin.ai/)",
    "The AI Engineering Framework."
   ],
   "repository_evidence": [
    "[GitHub](https://github.com/PrefectHQ/marvin)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/Yuan-ManX/ai-agent-roadmap",
   "project": "MetaGPT",
   "repository": "https://github.com/geekan/MetaGPT",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "[MetaGPT](https://www.deepwisdom.ai/)",
    "The Multi-Agent Framework."
   ],
   "repository_evidence": [
    "[GitHub](https://github.com/geekan/MetaGPT)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/Yuan-ManX/ai-agent-roadmap",
   "project": "MindSearch",
   "repository": "https://github.com/InternLM/MindSearch",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "[MindSearch](https://github.com/InternLM/MindSearch)",
    "MindSearch: Mimicking Human Minds Elicits Deep AI Searcher."
   ],
   "repository_evidence": [
    "[GitHub](https://github.com/InternLM/MindSearch)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/Yuan-ManX/ai-agent-roadmap",
   "project": "Mixture of Agents (MoA)",
   "repository": "https://github.com/togethercomputer/MoA",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "[Mixture of Agents (MoA)](https://github.com/togethercomputer/MoA)",
    "Mixture-of-Agents Enhances Large Language Model Capabilities."
   ],
   "repository_evidence": [
    "[GitHub](https://github.com/togethercomputer/MoA)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/Yuan-ManX/ai-agent-roadmap",
   "project": "Mobile-Agent",
   "repository": "https://github.com/X-PLUG/MobileAgent",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "[Mobile-Agent](https://github.com/X-PLUG/MobileAgent)",
    "Autonomous Multi-Modal Mobile Device Agent with Visual Perception."
   ],
   "repository_evidence": [
    "[GitHub](https://github.com/X-PLUG/MobileAgent)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/Yuan-ManX/ai-agent-roadmap",
   "project": "Multi-LLM Agent",
   "repository": "https://github.com/X-PLUG/Multi-LLM-Agent",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "[Multi-LLM Agent](https://github.com/X-PLUG/Multi-LLM-Agent)",
    "\u03b1-UMi: Small LLMs Are Weak Tool Learners."
   ],
   "repository_evidence": [
    "[GitHub](https://github.com/X-PLUG/Multi-LLM-Agent)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/Yuan-ManX/ai-agent-roadmap",
   "project": "OpenAgents",
   "repository": "https://github.com/xlang-ai/OpenAgents",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "[OpenAgents](https://github.com/xlang-ai/OpenAgents)",
    "An Open Platform for Language Agents in the Wild."
   ],
   "repository_evidence": [
    "[GitHub](https://github.com/xlang-ai/OpenAgents)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/Yuan-ManX/ai-agent-roadmap",
   "project": "OpenGPTs",
   "repository": "https://github.com/langchain-ai/opengpts",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "[OpenGPTs](https://github.com/langchain-ai/opengpts)",
    "A framework for creating agent runtimes."
   ],
   "repository_evidence": [
    "[GitHub](https://github.com/langchain-ai/opengpts)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/Yuan-ManX/ai-agent-roadmap",
   "project": "OpenPaL",
   "repository": "https://github.com/opendilab/openPAL",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "[OpenPaL](https://github.com/opendilab/openPAL)",
    "Building Open-Ended Embodied Agent via Language-Policy Bidirectional Adaptation."
   ],
   "repository_evidence": [
    "[GitHub](https://github.com/opendilab/openPAL)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/Yuan-ManX/ai-agent-roadmap",
   "project": "Phidata",
   "repository": "https://github.com/phidatahq/phidata",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "[Phidata](https://github.com/phidatahq/phidata)",
    "Build AI Assistants using function calling."
   ],
   "repository_evidence": [
    "[GitHub](https://github.com/phidatahq/phidata)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/Yuan-ManX/ai-agent-roadmap",
   "project": "Pipecat",
   "repository": "https://github.com/pipecat-ai/pipecat",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "[Pipecat](https://github.com/pipecat-ai/pipecat)",
    "Open Source framework for voice and multimodal conversational AI."
   ],
   "repository_evidence": [
    "[GitHub](https://github.com/pipecat-ai/pipecat)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/Yuan-ManX/ai-agent-roadmap",
   "project": "PR-Agent",
   "repository": "https://github.com/Codium-ai/pr-agent",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "[PR-Agent](https://github.com/Codium-ai/pr-agent)",
    "An AI-Powered \ud83e\udd16 Tool for Automated Pull Request Analysis, Feedback, Suggestions and More!"
   ],
   "repository_evidence": [
    "[GitHub](https://github.com/Codium-ai/pr-agent)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/Yuan-ManX/ai-agent-roadmap",
   "project": "ProAgent",
   "repository": "https://github.com/OpenBMB/ProAgent",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "[ProAgent](https://github.com/OpenBMB/ProAgent)",
    "From Robotic Process Automation to Agentic Process Automation."
   ],
   "repository_evidence": [
    "[GitHub](https://github.com/OpenBMB/ProAgent)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/Yuan-ManX/ai-agent-roadmap",
   "project": "Qwen-Agent",
   "repository": "https://github.com/QwenLM/Qwen-Agent",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "[Qwen-Agent](https://github.com/QwenLM/Qwen-Agent)",
    "Qwen-Agent is a framework for developing LLM applications based on the instruction following, tool usage, planning, and memory capabilities of Qwen."
   ],
   "repository_evidence": [
    "[GitHub](https://github.com/QwenLM/Qwen-Agent)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/Yuan-ManX/ai-agent-roadmap",
   "project": "Ragas",
   "repository": "https://github.com/explodinggradients/ragas",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "[Ragas](https://docs.ragas.io/en/stable/)",
    "Ragas is a framework that helps you evaluate your Retrieval Augmented Generation (RAG) pipelines."
   ],
   "repository_evidence": [
    "[GitHub](https://github.com/explodinggradients/ragas)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/Yuan-ManX/ai-agent-roadmap",
   "project": "RAGoon",
   "repository": "https://github.com/louisbrulenaudet/ragoon",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "[RAGoon](https://github.com/louisbrulenaudet/ragoon)",
    "Improve Large Language Models retrieval using dynamic web-search \u26a1."
   ],
   "repository_evidence": [
    "[GitHub](https://github.com/louisbrulenaudet/ragoon)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/Yuan-ManX/ai-agent-roadmap",
   "project": "ReWOO",
   "repository": "https://github.com/billxbf/ReWOO",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "[ReWOO](https://github.com/billxbf/ReWOO)",
    "Decoupling Reasoning from Observations for Efficient Augmented Language Models."
   ],
   "repository_evidence": [
    "[GitHub](https://github.com/billxbf/ReWOO)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/Yuan-ManX/ai-agent-roadmap",
   "project": "Search with Lepton",
   "repository": "https://github.com/leptonai/search_with_lepton",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "[Search with Lepton](https://github.com/leptonai/search_with_lepton)",
    "Building a quick conversation-based search demo with Lepton AI."
   ],
   "repository_evidence": [
    "[GitHub](https://github.com/leptonai/search_with_lepton)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/Yuan-ManX/ai-agent-roadmap",
   "project": "Superagent",
   "repository": "https://github.com/homanp/superagent",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "[Superagent](https://docs.superagent.sh/)",
    "The open framework for building AI Assistants."
   ],
   "repository_evidence": [
    "[GitHub](https://github.com/homanp/superagent)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/Yuan-ManX/ai-agent-roadmap",
   "project": "SuperAGI",
   "repository": "https://github.com/TransformerOptimus/SuperAGI",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "[SuperAGI](https://superagi.com/)",
    "SuperAGI - A dev-first open source autonomous AI agent framework."
   ],
   "repository_evidence": [
    "[GitHub](https://github.com/TransformerOptimus/SuperAGI)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/Yuan-ManX/ai-agent-roadmap",
   "project": "SWE-agent",
   "repository": "https://github.com/princeton-nlp/SWE-agent",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "[SWE-agent](https://swe-agent.com/)",
    "Agent Computer Interfaces Enable Software Engineering Language Models."
   ],
   "repository_evidence": [
    "[GitHub](https://github.com/princeton-nlp/SWE-agent)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/Yuan-ManX/ai-agent-roadmap",
   "project": "TaskGen",
   "repository": "https://github.com/simbianai/taskgen",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "[TaskGen](https://github.com/simbianai/taskgen)",
    "A Task-based agentic framework building on StrictJSON outputs by LLM agents."
   ],
   "repository_evidence": [
    "[GitHub](https://github.com/simbianai/taskgen)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/Yuan-ManX/ai-agent-roadmap",
   "project": "TaskingAI",
   "repository": "https://github.com/TaskingAI/TaskingAI",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "[TaskingAI](https://www.tasking.ai/)",
    "The open source platform for AI-native application development."
   ],
   "repository_evidence": [
    "[GitHub](https://github.com/TaskingAI/TaskingAI)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/Yuan-ManX/ai-agent-roadmap",
   "project": "TaskWeaver",
   "repository": "https://github.com/microsoft/TaskWeaver",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "[TaskWeaver](https://microsoft.github.io/TaskWeaver/)",
    "A Code-First Agent Framework."
   ],
   "repository_evidence": [
    "[GitHub](https://github.com/microsoft/TaskWeaver)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/Yuan-ManX/ai-agent-roadmap",
   "project": "ToRA",
   "repository": "https://github.com/microsoft/ToRA",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "[ToRA](https://github.com/microsoft/ToRA)",
    "ToRA: A Tool-Integrated Reasoning Agent."
   ],
   "repository_evidence": [
    "[GitHub](https://github.com/microsoft/ToRA)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/Yuan-ManX/ai-agent-roadmap",
   "project": "Translation Agent",
   "repository": "https://github.com/andrewyng/translation-agent",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "[Translation Agent](https://github.com/andrewyng/translation-agent)",
    "Agentic translation using reflection workflow."
   ],
   "repository_evidence": [
    "[GitHub](https://github.com/andrewyng/translation-agent)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/Yuan-ManX/ai-agent-roadmap",
   "project": "UFO",
   "repository": "https://github.com/microsoft/UFO",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "[UFO](https://github.com/microsoft/UFO)",
    "A UI-Focused Agent for Windows OS Interaction."
   ],
   "repository_evidence": [
    "[GitHub](https://github.com/microsoft/UFO)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/Yuan-ManX/ai-agent-roadmap",
   "project": "Vanna",
   "repository": "https://github.com/vanna-ai/vanna",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "[Vanna](https://vanna.ai/)",
    "Vanna helps you generate and run accurate SQL for your database using LLMs via Retrieval-Augmented Generation."
   ],
   "repository_evidence": [
    "[GitHub](https://github.com/vanna-ai/vanna)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/Yuan-ManX/ai-agent-roadmap",
   "project": "WebDesignAgent",
   "repository": "https://github.com/DAMO-NLP-SG/WebDesignAgent",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "[WebDesignAgent](https://github.com/DAMO-NLP-SG/WebDesignAgent)",
    "An agent used for webdesign."
   ],
   "repository_evidence": [
    "[GitHub](https://github.com/DAMO-NLP-SG/WebDesignAgent)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/Yuan-ManX/ai-agent-roadmap",
   "project": "XAgent",
   "repository": "https://github.com/OpenBMB/XAgent",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "[XAgent](https://blog.x-agent.net/)",
    "An Autonomous Agent for Complex Task Solving."
   ],
   "repository_evidence": [
    "[GitHub](https://github.com/OpenBMB/XAgent)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/Yuan-ManX/ai-agent-roadmap",
   "project": "X-Force IDE",
   "repository": "https://github.com/xforceai/ide",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "[X-Force IDE](https://ide.x-force.ai/)",
    "X-Force IDE is a low-code, agent-as-a-service UI framework."
   ],
   "repository_evidence": [
    "[GitHub](https://github.com/xforceai/ide)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://hvtracker.net/blog/ai-agent-frameworks-ranked-by-trust",
   "project": "LangGraph",
   "repository": null,
   "stars": "33000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# LangChain vs LangGraph vs CrewAI vs AutoGPT \u2014 Ranked by Trust, Not Hype",
    "## The full rankings",
    "| Framework | Stars | Trust Rank | Score | Provenance | Scorecard |",
    "| [LangGraph](/agents/langgraph) | 33k | #1 | 91.9 | Verified | 6.8 |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# LangChain vs LangGraph vs CrewAI vs AutoGPT \u2014 Ranked by Trust, Not Hype",
    "## The full rankings",
    "| Framework | Stars | Trust Rank | Score | Provenance | Scorecard |",
    "| [LangGraph](/agents/langgraph) | 33k | #1 | 91.9 | Verified | 6.8 |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://hvtracker.net/blog/ai-agent-frameworks-ranked-by-trust",
   "project": "PydanticAI",
   "repository": null,
   "stars": "17000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## The full rankings",
    "| Framework | Stars | Trust Rank | Score | Provenance | Scorecard |",
    "| [PydanticAI](/agents/pydanticai) | 17k | #2 | 90.6 | Verified | 5.8 |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "## The full rankings",
    "| Framework | Stars | Trust Rank | Score | Provenance | Scorecard |",
    "| [PydanticAI](/agents/pydanticai) | 17k | #2 | 90.6 | Verified | 5.8 |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://hvtracker.net/blog/ai-agent-frameworks-ranked-by-trust",
   "project": "OpenAI Agents SDK",
   "repository": null,
   "stars": "26000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## The full rankings",
    "| Framework | Stars | Trust Rank | Score | Provenance | Scorecard |",
    "| [OpenAI Agents SDK](/agents/openai-agents-sdk) | 26k | #4 | 90.2 | Verified | 4.2 |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "## The full rankings",
    "| Framework | Stars | Trust Rank | Score | Provenance | Scorecard |",
    "| [OpenAI Agents SDK](/agents/openai-agents-sdk) | 26k | #4 | 90.2 | Verified | 4.2 |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://hvtracker.net/blog/ai-agent-frameworks-ranked-by-trust",
   "project": "AutoGen",
   "repository": null,
   "stars": "58000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## The full rankings",
    "| Framework | Stars | Trust Rank | Score | Provenance | Scorecard |",
    "| [AutoGen](/agents/autogen) | 58k | #22 | 78.1 | Verified | 5.9 |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "## The full rankings",
    "| Framework | Stars | Trust Rank | Score | Provenance | Scorecard |",
    "| [AutoGen](/agents/autogen) | 58k | #22 | 78.1 | Verified | 5.9 |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://hvtracker.net/blog/ai-agent-frameworks-ranked-by-trust",
   "project": "CrewAI",
   "repository": null,
   "stars": "52000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# LangChain vs LangGraph vs CrewAI vs AutoGPT \u2014 Ranked by Trust, Not Hype",
    "## The full rankings",
    "| Framework | Stars | Trust Rank | Score | Provenance | Scorecard |",
    "| [CrewAI](/agents/crewai) | 52k | #23 | 77.9 | None | 8.0 |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# LangChain vs LangGraph vs CrewAI vs AutoGPT \u2014 Ranked by Trust, Not Hype",
    "## The full rankings",
    "| Framework | Stars | Trust Rank | Score | Provenance | Scorecard |",
    "| [CrewAI](/agents/crewai) | 52k | #23 | 77.9 | None | 8.0 |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://hvtracker.net/blog/ai-agent-frameworks-ranked-by-trust",
   "project": "LangChain",
   "repository": null,
   "stars": "138000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# LangChain vs LangGraph vs CrewAI vs AutoGPT \u2014 Ranked by Trust, Not Hype",
    "## The full rankings",
    "| Framework | Stars | Trust Rank | Score | Provenance | Scorecard |",
    "| [LangChain](/agents/langchain) | 138k | #24 | 74.9 | None | 6.8 |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# LangChain vs LangGraph vs CrewAI vs AutoGPT \u2014 Ranked by Trust, Not Hype",
    "## The full rankings",
    "| Framework | Stars | Trust Rank | Score | Provenance | Scorecard |",
    "| [LangChain](/agents/langchain) | 138k | #24 | 74.9 | None | 6.8 |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://hvtracker.net/blog/ai-agent-frameworks-ranked-by-trust",
   "project": "AutoGPT",
   "repository": null,
   "stars": "184000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# LangChain vs LangGraph vs CrewAI vs AutoGPT \u2014 Ranked by Trust, Not Hype",
    "## The full rankings",
    "| Framework | Stars | Trust Rank | Score | Provenance | Scorecard |",
    "| [AutoGPT](/agents/autogpt) | 184k | #39 | 69.2 | None | 5.7 |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# LangChain vs LangGraph vs CrewAI vs AutoGPT \u2014 Ranked by Trust, Not Hype",
    "## The full rankings",
    "| Framework | Stars | Trust Rank | Score | Provenance | Scorecard |",
    "| [AutoGPT](/agents/autogpt) | 184k | #39 | 69.2 | None | 5.7 |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://hvtracker.net/blog/ai-agent-frameworks-ranked-by-trust",
   "project": "ControlFlow",
   "repository": null,
   "stars": "3000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## The full rankings",
    "| Framework | Stars | Trust Rank | Score | Provenance | Scorecard |",
    "| [ControlFlow](/agents/controlflow) | 3k | #45 | 68.5 | Verified | 5.1 |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "## The full rankings",
    "| Framework | Stars | Trust Rank | Score | Provenance | Scorecard |",
    "| [ControlFlow](/agents/controlflow) | 3k | #45 | 68.5 | Verified | 5.1 |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://hvtracker.net/blog/ai-agent-frameworks-ranked-by-trust",
   "project": "Agno",
   "repository": null,
   "stars": "40000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## The full rankings",
    "| Framework | Stars | Trust Rank | Score | Provenance | Scorecard |",
    "| [Agno](/agents/agno) | 40k | #48 | 68.4 | None | 4.7 |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "## The full rankings",
    "| Framework | Stars | Trust Rank | Score | Provenance | Scorecard |",
    "| [Agno](/agents/agno) | 40k | #48 | 68.4 | None | 4.7 |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://hvtracker.net/blog/ai-agent-frameworks-ranked-by-trust",
   "project": "LlamaIndex",
   "repository": null,
   "stars": "49000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## The full rankings",
    "| Framework | Stars | Trust Rank | Score | Provenance | Scorecard |",
    "| [LlamaIndex](/agents/llamaindex) | 49k | #126 | 42.8 | None | N/A |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "## The full rankings",
    "| Framework | Stars | Trust Rank | Score | Provenance | Scorecard |",
    "| [LlamaIndex](/agents/llamaindex) | 49k | #126 | 42.8 | None | N/A |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://hvtracker.net/blog/ai-agent-frameworks-ranked-by-trust",
   "project": "smolagents",
   "repository": null,
   "stars": "27000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## The full rankings",
    "| Framework | Stars | Trust Rank | Score | Provenance | Scorecard |",
    "| [smolagents](/agents/smolagents) | 27k | #138 | 38.0 | None | N/A |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "## The full rankings",
    "| Framework | Stars | Trust Rank | Score | Provenance | Scorecard |",
    "| [smolagents](/agents/smolagents) | 27k | #138 | 38.0 | None | N/A |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://hvtracker.net/blog/ai-agent-frameworks-ranked-by-trust",
   "project": "OpenManus",
   "repository": null,
   "stars": "56000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## The full rankings",
    "| Framework | Stars | Trust Rank | Score | Provenance | Scorecard |",
    "| [OpenManus](/agents/openmanus) | 56k | #167 | 22.6 | None | N/A |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "## The full rankings",
    "| Framework | Stars | Trust Rank | Score | Provenance | Scorecard |",
    "| [OpenManus](/agents/openmanus) | 56k | #167 | 22.6 | None | N/A |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://arxiv.org/html/2604.04347v1",
   "project": "RoboPhD",
   "repository": "https://github.com/andborth/RoboPhD",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# RoboPhD: Evolving Diverse Complex Agents",
    "We release RoboPhD as a versatile toolkit under the MIT license with a simple optimize_anything() API for evolving diverse complex agents.",
    "Full documentation and usage examples are available in the project README.11 1 [https://github.com/andborth/RoboPhD](https://github.com/andborth/RoboPhD)"
   ],
   "repository_evidence": [
    "Full documentation and usage examples are available in the project README.11 1 [https://github.com/andborth/RoboPhD](https://github.com/andborth/RoboPhD)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://arxiv.org/html/2604.04347v1",
   "project": "GEPA",
   "repository": "https://github.com/gepa-ai/gepa",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "GEPA: reflective prompt evolution can outperform reinforcement learning. arXiv preprint arXiv:2507.19457. Note: ICLR 2026 (Oral). Software: [https://github.com/gepa-ai/gepa](https://github.com/gepa-ai/gepa) Cited by: \u00a71, \u00a72, \u00a73.4."
   ],
   "repository_evidence": [
    "GEPA: reflective prompt evolution can outperform reinforcement learning. arXiv preprint arXiv:2507.19457. Note: ICLR 2026 (Oral). Software: [https://github.com/gepa-ai/gepa](https://github.com/gepa-ai/gepa) Cited by: \u00a71, \u00a72, \u00a73.4."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://arxiv.org/html/2604.04347v1",
   "project": "Autoresearch",
   "repository": "https://github.com/karpathy/autoresearch",
   "stars": "65000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Autoresearch attracted over 65,000 GitHub stars.",
    "Autoresearch. Note: [https://github.com/karpathy/autoresearch](https://github.com/karpathy/autoresearch)Autonomous AI research agent for iterative LLM training improvement. Released March 2026 Cited by: 4th item, \u00a71, \u00a72, \u00a73.3."
   ],
   "repository_evidence": [
    "Autoresearch. Note: [https://github.com/karpathy/autoresearch](https://github.com/karpathy/autoresearch)Autonomous AI research agent for iterative LLM training improvement. Released March 2026 Cited by: 4th item, \u00a71, \u00a72, \u00a73.3."
   ],
   "stars_evidence": [
    "Autoresearch attracted over 65,000 GitHub stars."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://arxiv.org/html/2604.04347v1",
   "project": "OpenEvolve",
   "repository": "https://github.com/algorithmicsuperintelligence/openevolve",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "OpenEvolve: an open-source evolutionary coding agent. GitHub. External Links: [Link](https://github.com/algorithmicsuperintelligence/openevolve) Cited by: \u00a72."
   ],
   "repository_evidence": [
    "OpenEvolve: an open-source evolutionary coding agent. GitHub. External Links: [Link](https://github.com/algorithmicsuperintelligence/openevolve) Cited by: \u00a72."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://arxiv.org/pdf/2604.03515",
   "project": "OpenCode",
   "repository": null,
   "stars": "135000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Inside the Scaffold: A Source-Code Taxonomy of Coding Agent\nArchitectures",
    "Table 1: Agents analyzed, ordered by GitHub stars as a proxy for community adoption [Borges and\nValente, 2018]. \u201cCategory\u201d distinguishes interactive CLI tools from agents designed for automated\nSWE-bench evaluation. All agents were analyzed at pinned commit hashes (see Appendix B).",
    "OpenCode [Anomaly, 2025]\nCLI\nTypeScript\n135k\nSST"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "Inside the Scaffold: A Source-Code Taxonomy of Coding Agent\nArchitectures",
    "Table 1: Agents analyzed, ordered by GitHub stars as a proxy for community adoption [Borges and\nValente, 2018]. \u201cCategory\u201d distinguishes interactive CLI tools from agents designed for automated\nSWE-bench evaluation. All agents were analyzed at pinned commit hashes (see Appendix B).",
    "OpenCode [Anomaly, 2025]\nCLI\nTypeScript\n135k\nSST"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://arxiv.org/pdf/2604.03515",
   "project": "Gemini CLI",
   "repository": null,
   "stars": "100000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Inside the Scaffold: A Source-Code Taxonomy of Coding Agent\nArchitectures",
    "Table 1: Agents analyzed, ordered by GitHub stars as a proxy for community adoption [Borges and\nValente, 2018]. \u201cCategory\u201d distinguishes interactive CLI tools from agents designed for automated\nSWE-bench evaluation. All agents were analyzed at pinned commit hashes (see Appendix B).",
    "Gemini CLI [Google, 2025]\nCLI\nTypeScript\n100k\nGoogle"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "Inside the Scaffold: A Source-Code Taxonomy of Coding Agent\nArchitectures",
    "Table 1: Agents analyzed, ordered by GitHub stars as a proxy for community adoption [Borges and\nValente, 2018]. \u201cCategory\u201d distinguishes interactive CLI tools from agents designed for automated\nSWE-bench evaluation. All agents were analyzed at pinned commit hashes (see Appendix B).",
    "Gemini CLI [Google, 2025]\nCLI\nTypeScript\n100k\nGoogle"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://arxiv.org/pdf/2604.03515",
   "project": "Codex CLI",
   "repository": null,
   "stars": "72000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Inside the Scaffold: A Source-Code Taxonomy of Coding Agent\nArchitectures",
    "Table 1: Agents analyzed, ordered by GitHub stars as a proxy for community adoption [Borges and\nValente, 2018]. \u201cCategory\u201d distinguishes interactive CLI tools from agents designed for automated\nSWE-bench evaluation. All agents were analyzed at pinned commit hashes (see Appendix B).",
    "Codex CLI [OpenAI, 2025]\nCLI\nRust / TS\n72k\nOpenAI"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "Inside the Scaffold: A Source-Code Taxonomy of Coding Agent\nArchitectures",
    "Table 1: Agents analyzed, ordered by GitHub stars as a proxy for community adoption [Borges and\nValente, 2018]. \u201cCategory\u201d distinguishes interactive CLI tools from agents designed for automated\nSWE-bench evaluation. All agents were analyzed at pinned commit hashes (see Appendix B).",
    "Codex CLI [OpenAI, 2025]\nCLI\nRust / TS\n72k\nOpenAI"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://arxiv.org/pdf/2604.03515",
   "project": "OpenHands",
   "repository": null,
   "stars": "70000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Inside the Scaffold: A Source-Code Taxonomy of Coding Agent\nArchitectures",
    "Table 1: Agents analyzed, ordered by GitHub stars as a proxy for community adoption [Borges and\nValente, 2018]. \u201cCategory\u201d distinguishes interactive CLI tools from agents designed for automated\nSWE-bench evaluation. All agents were analyzed at pinned commit hashes (see Appendix B).",
    "OpenHands [Wang et al., 2025]\nSWE-bench\nPython\n70k\nAll Hands AI"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "Inside the Scaffold: A Source-Code Taxonomy of Coding Agent\nArchitectures",
    "Table 1: Agents analyzed, ordered by GitHub stars as a proxy for community adoption [Borges and\nValente, 2018]. \u201cCategory\u201d distinguishes interactive CLI tools from agents designed for automated\nSWE-bench evaluation. All agents were analyzed at pinned commit hashes (see Appendix B).",
    "OpenHands [Wang et al., 2025]\nSWE-bench\nPython\n70k\nAll Hands AI"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://arxiv.org/pdf/2604.03515",
   "project": "Cline",
   "repository": null,
   "stars": "60000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Inside the Scaffold: A Source-Code Taxonomy of Coding Agent\nArchitectures",
    "Table 1: Agents analyzed, ordered by GitHub stars as a proxy for community adoption [Borges and\nValente, 2018]. \u201cCategory\u201d distinguishes interactive CLI tools from agents designed for automated\nSWE-bench evaluation. All agents were analyzed at pinned commit hashes (see Appendix B).",
    "Cline [Rizwan, 2024]\nCLI\nTypeScript\n60k\nIndependent"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "Inside the Scaffold: A Source-Code Taxonomy of Coding Agent\nArchitectures",
    "Table 1: Agents analyzed, ordered by GitHub stars as a proxy for community adoption [Borges and\nValente, 2018]. \u201cCategory\u201d distinguishes interactive CLI tools from agents designed for automated\nSWE-bench evaluation. All agents were analyzed at pinned commit hashes (see Appendix B).",
    "Cline [Rizwan, 2024]\nCLI\nTypeScript\n60k\nIndependent"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://arxiv.org/pdf/2604.03515",
   "project": "Aider",
   "repository": null,
   "stars": "43000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Inside the Scaffold: A Source-Code Taxonomy of Coding Agent\nArchitectures",
    "Table 1: Agents analyzed, ordered by GitHub stars as a proxy for community adoption [Borges and\nValente, 2018]. \u201cCategory\u201d distinguishes interactive CLI tools from agents designed for automated\nSWE-bench evaluation. All agents were analyzed at pinned commit hashes (see Appendix B).",
    "Aider [Gauthier, 2024]\nCLI\nPython\n43k\nIndependent"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "Inside the Scaffold: A Source-Code Taxonomy of Coding Agent\nArchitectures",
    "Table 1: Agents analyzed, ordered by GitHub stars as a proxy for community adoption [Borges and\nValente, 2018]. \u201cCategory\u201d distinguishes interactive CLI tools from agents designed for automated\nSWE-bench evaluation. All agents were analyzed at pinned commit hashes (see Appendix B).",
    "Aider [Gauthier, 2024]\nCLI\nPython\n43k\nIndependent"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://arxiv.org/pdf/2604.03515",
   "project": "SWE-agent",
   "repository": null,
   "stars": "19000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Inside the Scaffold: A Source-Code Taxonomy of Coding Agent\nArchitectures",
    "Table 1: Agents analyzed, ordered by GitHub stars as a proxy for community adoption [Borges and\nValente, 2018]. \u201cCategory\u201d distinguishes interactive CLI tools from agents designed for automated\nSWE-bench evaluation. All agents were analyzed at pinned commit hashes (see Appendix B).",
    "SWE-agent [Yang et al., 2024]\nSWE-bench\nPython\n19k\nPrinceton / CMU"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "Inside the Scaffold: A Source-Code Taxonomy of Coding Agent\nArchitectures",
    "Table 1: Agents analyzed, ordered by GitHub stars as a proxy for community adoption [Borges and\nValente, 2018]. \u201cCategory\u201d distinguishes interactive CLI tools from agents designed for automated\nSWE-bench evaluation. All agents were analyzed at pinned commit hashes (see Appendix B).",
    "SWE-agent [Yang et al., 2024]\nSWE-bench\nPython\n19k\nPrinceton / CMU"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://arxiv.org/pdf/2604.03515",
   "project": "mini-swe-agent",
   "repository": null,
   "stars": "4000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Inside the Scaffold: A Source-Code Taxonomy of Coding Agent\nArchitectures",
    "Table 1: Agents analyzed, ordered by GitHub stars as a proxy for community adoption [Borges and\nValente, 2018]. \u201cCategory\u201d distinguishes interactive CLI tools from agents designed for automated\nSWE-bench evaluation. All agents were analyzed at pinned commit hashes (see Appendix B).",
    "mini-swe-agent [Yang et al., 2025]\nBaseline\nPython\n4k\nPrinceton / CMU"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "Inside the Scaffold: A Source-Code Taxonomy of Coding Agent\nArchitectures",
    "Table 1: Agents analyzed, ordered by GitHub stars as a proxy for community adoption [Borges and\nValente, 2018]. \u201cCategory\u201d distinguishes interactive CLI tools from agents designed for automated\nSWE-bench evaluation. All agents were analyzed at pinned commit hashes (see Appendix B).",
    "mini-swe-agent [Yang et al., 2025]\nBaseline\nPython\n4k\nPrinceton / CMU"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://arxiv.org/pdf/2604.03515",
   "project": "AutoCodeRover",
   "repository": null,
   "stars": "3000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Inside the Scaffold: A Source-Code Taxonomy of Coding Agent\nArchitectures",
    "Table 1: Agents analyzed, ordered by GitHub stars as a proxy for community adoption [Borges and\nValente, 2018]. \u201cCategory\u201d distinguishes interactive CLI tools from agents designed for automated\nSWE-bench evaluation. All agents were analyzed at pinned commit hashes (see Appendix B).",
    "AutoCodeRover [Zhang et al., 2024b]\nSWE-bench\nPython\n3k\nNUS / SonarSource"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "Inside the Scaffold: A Source-Code Taxonomy of Coding Agent\nArchitectures",
    "Table 1: Agents analyzed, ordered by GitHub stars as a proxy for community adoption [Borges and\nValente, 2018]. \u201cCategory\u201d distinguishes interactive CLI tools from agents designed for automated\nSWE-bench evaluation. All agents were analyzed at pinned commit hashes (see Appendix B).",
    "AutoCodeRover [Zhang et al., 2024b]\nSWE-bench\nPython\n3k\nNUS / SonarSource"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://arxiv.org/pdf/2604.03515",
   "project": "Agentless",
   "repository": null,
   "stars": "2000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Inside the Scaffold: A Source-Code Taxonomy of Coding Agent\nArchitectures",
    "Table 1: Agents analyzed, ordered by GitHub stars as a proxy for community adoption [Borges and\nValente, 2018]. \u201cCategory\u201d distinguishes interactive CLI tools from agents designed for automated\nSWE-bench evaluation. All agents were analyzed at pinned commit hashes (see Appendix B).",
    "Agentless [Xia et al., 2025]\nSWE-bench\nPython\n2k\nUIUC"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "Inside the Scaffold: A Source-Code Taxonomy of Coding Agent\nArchitectures",
    "Table 1: Agents analyzed, ordered by GitHub stars as a proxy for community adoption [Borges and\nValente, 2018]. \u201cCategory\u201d distinguishes interactive CLI tools from agents designed for automated\nSWE-bench evaluation. All agents were analyzed at pinned commit hashes (see Appendix B).",
    "Agentless [Xia et al., 2025]\nSWE-bench\nPython\n2k\nUIUC"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://arxiv.org/pdf/2604.03515",
   "project": "Prometheus",
   "repository": null,
   "stars": "1000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Inside the Scaffold: A Source-Code Taxonomy of Coding Agent\nArchitectures",
    "Table 1: Agents analyzed, ordered by GitHub stars as a proxy for community adoption [Borges and\nValente, 2018]. \u201cCategory\u201d distinguishes interactive CLI tools from agents designed for automated\nSWE-bench evaluation. All agents were analyzed at pinned commit hashes (see Appendix B).",
    "Prometheus [Pan et al., 2026]\nSWE-bench\nPython\n1k\nEuniAI"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "Inside the Scaffold: A Source-Code Taxonomy of Coding Agent\nArchitectures",
    "Table 1: Agents analyzed, ordered by GitHub stars as a proxy for community adoption [Borges and\nValente, 2018]. \u201cCategory\u201d distinguishes interactive CLI tools from agents designed for automated\nSWE-bench evaluation. All agents were analyzed at pinned commit hashes (see Appendix B).",
    "Prometheus [Pan et al., 2026]\nSWE-bench\nPython\n1k\nEuniAI"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://arxiv.org/pdf/2604.03515",
   "project": "Moatless Tools",
   "repository": null,
   "stars": "600",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Inside the Scaffold: A Source-Code Taxonomy of Coding Agent\nArchitectures",
    "Table 1: Agents analyzed, ordered by GitHub stars as a proxy for community adoption [Borges and\nValente, 2018]. \u201cCategory\u201d distinguishes interactive CLI tools from agents designed for automated\nSWE-bench evaluation. All agents were analyzed at pinned commit hashes (see Appendix B).",
    "Moatless Tools [Orwall, 2024]\nSWE-bench\nPython\n600\nIndependent"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "Inside the Scaffold: A Source-Code Taxonomy of Coding Agent\nArchitectures",
    "Table 1: Agents analyzed, ordered by GitHub stars as a proxy for community adoption [Borges and\nValente, 2018]. \u201cCategory\u201d distinguishes interactive CLI tools from agents designed for automated\nSWE-bench evaluation. All agents were analyzed at pinned commit hashes (see Appendix B).",
    "Moatless Tools [Orwall, 2024]\nSWE-bench\nPython\n600\nIndependent"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://arxiv.org/pdf/2604.03515",
   "project": "DARS-Agent",
   "repository": null,
   "stars": "70",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Inside the Scaffold: A Source-Code Taxonomy of Coding Agent\nArchitectures",
    "Table 1: Agents analyzed, ordered by GitHub stars as a proxy for community adoption [Borges and\nValente, 2018]. \u201cCategory\u201d distinguishes interactive CLI tools from agents designed for automated\nSWE-bench evaluation. All agents were analyzed at pinned commit hashes (see Appendix B).",
    "DARS-Agent [Aggarwal et al., 2025]\nSWE-bench\nPython\n70\nIndependent"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "Inside the Scaffold: A Source-Code Taxonomy of Coding Agent\nArchitectures",
    "Table 1: Agents analyzed, ordered by GitHub stars as a proxy for community adoption [Borges and\nValente, 2018]. \u201cCategory\u201d distinguishes interactive CLI tools from agents designed for automated\nSWE-bench evaluation. All agents were analyzed at pinned commit hashes (see Appendix B).",
    "DARS-Agent [Aggarwal et al., 2025]\nSWE-bench\nPython\n70\nIndependent"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://gist.github.com/kevinmichaelchen/9d77b8a681238cc45297dff969686175",
   "project": "Browser-Use",
   "repository": "https://github.com/browser-use/browser-use",
   "stars": "77844",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "AI Browser Automation Tools for the LLM Agent Era (2026) - Comprehensive comparison of Stagehand, Browser-Use, Skyvern, and more",
    "# AI Browser Automation Tools for the LLM Agent Era (2026)",
    "| Tool | Stars | Created | Contributors | Language | Self-Healing | Natural Language | MCP Support | Best For |",
    "| [Browser-Use](https://github.com/browser-use/browser-use) | 77,844 | Oct 2024 | 200+ | Python | \u2705 | \u2705 | \u274c | AI agent web access |"
   ],
   "repository_evidence": [
    "AI Browser Automation Tools for the LLM Agent Era (2026) - Comprehensive comparison of Stagehand, Browser-Use, Skyvern, and more",
    "# AI Browser Automation Tools for the LLM Agent Era (2026)",
    "| Tool | Stars | Created | Contributors | Language | Self-Healing | Natural Language | MCP Support | Best For |",
    "| [Browser-Use](https://github.com/browser-use/browser-use) | 77,844 | Oct 2024 | 200+ | Python | \u2705 | \u2705 | \u274c | AI agent web access |"
   ],
   "stars_evidence": [
    "AI Browser Automation Tools for the LLM Agent Era (2026) - Comprehensive comparison of Stagehand, Browser-Use, Skyvern, and more",
    "# AI Browser Automation Tools for the LLM Agent Era (2026)",
    "| Tool | Stars | Created | Contributors | Language | Self-Healing | Natural Language | MCP Support | Best For |",
    "| [Browser-Use](https://github.com/browser-use/browser-use) | 77,844 | Oct 2024 | 200+ | Python | \u2705 | \u2705 | \u274c | AI agent web access |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://gist.github.com/kevinmichaelchen/9d77b8a681238cc45297dff969686175",
   "project": "Stagehand",
   "repository": "https://github.com/browserbase/stagehand",
   "stars": "20779",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "AI Browser Automation Tools for the LLM Agent Era (2026) - Comprehensive comparison of Stagehand, Browser-Use, Skyvern, and more",
    "# AI Browser Automation Tools for the LLM Agent Era (2026)",
    "| Tool | Stars | Created | Contributors | Language | Self-Healing | Natural Language | MCP Support | Best For |",
    "| [Stagehand](https://github.com/browserbase/stagehand) | 20,779 | Mar 2024 | 80+ | TypeScript | \u2705 | \u2705 | \u2705 | AI-native testing |"
   ],
   "repository_evidence": [
    "AI Browser Automation Tools for the LLM Agent Era (2026) - Comprehensive comparison of Stagehand, Browser-Use, Skyvern, and more",
    "# AI Browser Automation Tools for the LLM Agent Era (2026)",
    "| Tool | Stars | Created | Contributors | Language | Self-Healing | Natural Language | MCP Support | Best For |",
    "| [Stagehand](https://github.com/browserbase/stagehand) | 20,779 | Mar 2024 | 80+ | TypeScript | \u2705 | \u2705 | \u2705 | AI-native testing |"
   ],
   "stars_evidence": [
    "AI Browser Automation Tools for the LLM Agent Era (2026) - Comprehensive comparison of Stagehand, Browser-Use, Skyvern, and more",
    "# AI Browser Automation Tools for the LLM Agent Era (2026)",
    "| Tool | Stars | Created | Contributors | Language | Self-Healing | Natural Language | MCP Support | Best For |",
    "| [Stagehand](https://github.com/browserbase/stagehand) | 20,779 | Mar 2024 | 80+ | TypeScript | \u2705 | \u2705 | \u2705 | AI-native testing |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://gist.github.com/kevinmichaelchen/9d77b8a681238cc45297dff969686175",
   "project": "Skyvern",
   "repository": "https://github.com/Skyvern-AI/skyvern",
   "stars": "20308",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "AI Browser Automation Tools for the LLM Agent Era (2026) - Comprehensive comparison of Stagehand, Browser-Use, Skyvern, and more",
    "# AI Browser Automation Tools for the LLM Agent Era (2026)",
    "| Tool | Stars | Created | Contributors | Language | Self-Healing | Natural Language | MCP Support | Best For |",
    "| [Skyvern](https://github.com/Skyvern-AI/skyvern) | 20,308 | Feb 2024 | 50+ | Python | \u2705 | \u2705 | \u274c | Enterprise workflows |"
   ],
   "repository_evidence": [
    "AI Browser Automation Tools for the LLM Agent Era (2026) - Comprehensive comparison of Stagehand, Browser-Use, Skyvern, and more",
    "# AI Browser Automation Tools for the LLM Agent Era (2026)",
    "| Tool | Stars | Created | Contributors | Language | Self-Healing | Natural Language | MCP Support | Best For |",
    "| [Skyvern](https://github.com/Skyvern-AI/skyvern) | 20,308 | Feb 2024 | 50+ | Python | \u2705 | \u2705 | \u274c | Enterprise workflows |"
   ],
   "stars_evidence": [
    "AI Browser Automation Tools for the LLM Agent Era (2026) - Comprehensive comparison of Stagehand, Browser-Use, Skyvern, and more",
    "# AI Browser Automation Tools for the LLM Agent Era (2026)",
    "| Tool | Stars | Created | Contributors | Language | Self-Healing | Natural Language | MCP Support | Best For |",
    "| [Skyvern](https://github.com/Skyvern-AI/skyvern) | 20,308 | Feb 2024 | 50+ | Python | \u2705 | \u2705 | \u274c | Enterprise workflows |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://gist.github.com/kevinmichaelchen/9d77b8a681238cc45297dff969686175",
   "project": "Nanobrowser",
   "repository": "https://github.com/nanobrowser/nanobrowser",
   "stars": "12156",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "AI Browser Automation Tools for the LLM Agent Era (2026) - Comprehensive comparison of Stagehand, Browser-Use, Skyvern, and more",
    "# AI Browser Automation Tools for the LLM Agent Era (2026)",
    "| Tool | Stars | Created | Contributors | Language | Self-Healing | Natural Language | MCP Support | Best For |",
    "| [Nanobrowser](https://github.com/nanobrowser/nanobrowser) | 12,156 | Dec 2024 | 30+ | TypeScript | \u2705 | \u2705 | \u274c | Chrome extension AI |"
   ],
   "repository_evidence": [
    "AI Browser Automation Tools for the LLM Agent Era (2026) - Comprehensive comparison of Stagehand, Browser-Use, Skyvern, and more",
    "# AI Browser Automation Tools for the LLM Agent Era (2026)",
    "| Tool | Stars | Created | Contributors | Language | Self-Healing | Natural Language | MCP Support | Best For |",
    "| [Nanobrowser](https://github.com/nanobrowser/nanobrowser) | 12,156 | Dec 2024 | 30+ | TypeScript | \u2705 | \u2705 | \u274c | Chrome extension AI |"
   ],
   "stars_evidence": [
    "AI Browser Automation Tools for the LLM Agent Era (2026) - Comprehensive comparison of Stagehand, Browser-Use, Skyvern, and more",
    "# AI Browser Automation Tools for the LLM Agent Era (2026)",
    "| Tool | Stars | Created | Contributors | Language | Self-Healing | Natural Language | MCP Support | Best For |",
    "| [Nanobrowser](https://github.com/nanobrowser/nanobrowser) | 12,156 | Dec 2024 | 30+ | TypeScript | \u2705 | \u2705 | \u274c | Chrome extension AI |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://gist.github.com/kevinmichaelchen/9d77b8a681238cc45297dff969686175",
   "project": "LaVague",
   "repository": "https://github.com/lavague-ai/LaVague",
   "stars": "6290",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "AI Browser Automation Tools for the LLM Agent Era (2026) - Comprehensive comparison of Stagehand, Browser-Use, Skyvern, and more",
    "# AI Browser Automation Tools for the LLM Agent Era (2026)",
    "| Tool | Stars | Created | Contributors | Language | Self-Healing | Natural Language | MCP Support | Best For |",
    "| [LaVague](https://github.com/lavague-ai/LaVague) | 6,290 | Feb 2024 | 40+ | Python | \u2705 | \u2705 | \u274c | Large Action Models |"
   ],
   "repository_evidence": [
    "AI Browser Automation Tools for the LLM Agent Era (2026) - Comprehensive comparison of Stagehand, Browser-Use, Skyvern, and more",
    "# AI Browser Automation Tools for the LLM Agent Era (2026)",
    "| Tool | Stars | Created | Contributors | Language | Self-Healing | Natural Language | MCP Support | Best For |",
    "| [LaVague](https://github.com/lavague-ai/LaVague) | 6,290 | Feb 2024 | 40+ | Python | \u2705 | \u2705 | \u274c | Large Action Models |"
   ],
   "stars_evidence": [
    "AI Browser Automation Tools for the LLM Agent Era (2026) - Comprehensive comparison of Stagehand, Browser-Use, Skyvern, and more",
    "# AI Browser Automation Tools for the LLM Agent Era (2026)",
    "| Tool | Stars | Created | Contributors | Language | Self-Healing | Natural Language | MCP Support | Best For |",
    "| [LaVague](https://github.com/lavague-ai/LaVague) | 6,290 | Feb 2024 | 40+ | Python | \u2705 | \u2705 | \u274c | Large Action Models |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://gist.github.com/kevinmichaelchen/9d77b8a681238cc45297dff969686175",
   "project": "Shortest",
   "repository": "https://github.com/antiwork/shortest",
   "stars": "5510",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "AI Browser Automation Tools for the LLM Agent Era (2026) - Comprehensive comparison of Stagehand, Browser-Use, Skyvern, and more",
    "# AI Browser Automation Tools for the LLM Agent Era (2026)",
    "| Tool | Stars | Created | Contributors | Language | Self-Healing | Natural Language | MCP Support | Best For |",
    "| [Shortest](https://github.com/antiwork/shortest) | 5,510 | Sep 2024 | 20+ | TypeScript | \u2705 | \u2705 | \u274c | Natural language QA |"
   ],
   "repository_evidence": [
    "AI Browser Automation Tools for the LLM Agent Era (2026) - Comprehensive comparison of Stagehand, Browser-Use, Skyvern, and more",
    "# AI Browser Automation Tools for the LLM Agent Era (2026)",
    "| Tool | Stars | Created | Contributors | Language | Self-Healing | Natural Language | MCP Support | Best For |",
    "| [Shortest](https://github.com/antiwork/shortest) | 5,510 | Sep 2024 | 20+ | TypeScript | \u2705 | \u2705 | \u274c | Natural language QA |"
   ],
   "stars_evidence": [
    "AI Browser Automation Tools for the LLM Agent Era (2026) - Comprehensive comparison of Stagehand, Browser-Use, Skyvern, and more",
    "# AI Browser Automation Tools for the LLM Agent Era (2026)",
    "| Tool | Stars | Created | Contributors | Language | Self-Healing | Natural Language | MCP Support | Best For |",
    "| [Shortest](https://github.com/antiwork/shortest) | 5,510 | Sep 2024 | 20+ | TypeScript | \u2705 | \u2705 | \u274c | Natural language QA |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://gist.github.com/kevinmichaelchen/9d77b8a681238cc45297dff969686175",
   "project": "AgentQL",
   "repository": "https://github.com/tinyfish-io/agentql",
   "stars": "1179",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "AI Browser Automation Tools for the LLM Agent Era (2026) - Comprehensive comparison of Stagehand, Browser-Use, Skyvern, and more",
    "# AI Browser Automation Tools for the LLM Agent Era (2026)",
    "| Tool | Stars | Created | Contributors | Language | Self-Healing | Natural Language | MCP Support | Best For |",
    "| [AgentQL](https://github.com/tinyfish-io/agentql) | 1,179 | Feb 2024 | 15+ | Python | \u2705 | \u2705 | \u2705 | Query-based extraction |"
   ],
   "repository_evidence": [
    "AI Browser Automation Tools for the LLM Agent Era (2026) - Comprehensive comparison of Stagehand, Browser-Use, Skyvern, and more",
    "# AI Browser Automation Tools for the LLM Agent Era (2026)",
    "| Tool | Stars | Created | Contributors | Language | Self-Healing | Natural Language | MCP Support | Best For |",
    "| [AgentQL](https://github.com/tinyfish-io/agentql) | 1,179 | Feb 2024 | 15+ | Python | \u2705 | \u2705 | \u2705 | Query-based extraction |"
   ],
   "stars_evidence": [
    "AI Browser Automation Tools for the LLM Agent Era (2026) - Comprehensive comparison of Stagehand, Browser-Use, Skyvern, and more",
    "# AI Browser Automation Tools for the LLM Agent Era (2026)",
    "| Tool | Stars | Created | Contributors | Language | Self-Healing | Natural Language | MCP Support | Best For |",
    "| [AgentQL](https://github.com/tinyfish-io/agentql) | 1,179 | Feb 2024 | 15+ | Python | \u2705 | \u2705 | \u2705 | Query-based extraction |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://gist.github.com/kevinmichaelchen/9d77b8a681238cc45297dff969686175",
   "project": "Notte",
   "repository": "https://github.com/nottelabs/notte",
   "stars": "1851",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "AI Browser Automation Tools for the LLM Agent Era (2026) - Comprehensive comparison of Stagehand, Browser-Use, Skyvern, and more",
    "# AI Browser Automation Tools for the LLM Agent Era (2026)",
    "| Tool | Stars | Created | Contributors | Language | Self-Healing | Natural Language | MCP Support | Best For |",
    "| [Notte](https://github.com/nottelabs/notte) | 1,851 | Dec 2024 | 20+ | Python | \u2705 | \u2705 | \u274c | Serverless web agents |"
   ],
   "repository_evidence": [
    "AI Browser Automation Tools for the LLM Agent Era (2026) - Comprehensive comparison of Stagehand, Browser-Use, Skyvern, and more",
    "# AI Browser Automation Tools for the LLM Agent Era (2026)",
    "| Tool | Stars | Created | Contributors | Language | Self-Healing | Natural Language | MCP Support | Best For |",
    "| [Notte](https://github.com/nottelabs/notte) | 1,851 | Dec 2024 | 20+ | Python | \u2705 | \u2705 | \u274c | Serverless web agents |"
   ],
   "stars_evidence": [
    "AI Browser Automation Tools for the LLM Agent Era (2026) - Comprehensive comparison of Stagehand, Browser-Use, Skyvern, and more",
    "# AI Browser Automation Tools for the LLM Agent Era (2026)",
    "| Tool | Stars | Created | Contributors | Language | Self-Healing | Natural Language | MCP Support | Best For |",
    "| [Notte](https://github.com/nottelabs/notte) | 1,851 | Dec 2024 | 20+ | Python | \u2705 | \u2705 | \u274c | Serverless web agents |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://gist.github.com/kevinmichaelchen/9d77b8a681238cc45297dff969686175",
   "project": "Browserable",
   "repository": "https://github.com/browserable/browserable",
   "stars": "1134",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "AI Browser Automation Tools for the LLM Agent Era (2026) - Comprehensive comparison of Stagehand, Browser-Use, Skyvern, and more",
    "# AI Browser Automation Tools for the LLM Agent Era (2026)",
    "| Tool | Stars | Created | Contributors | Language | Self-Healing | Natural Language | MCP Support | Best For |",
    "| [Browserable](https://github.com/browserable/browserable) | 1,134 | Apr 2025 | 10+ | JavaScript | \u2705 | \u2705 | \u274c | Self-hosted agents |"
   ],
   "repository_evidence": [
    "AI Browser Automation Tools for the LLM Agent Era (2026) - Comprehensive comparison of Stagehand, Browser-Use, Skyvern, and more",
    "# AI Browser Automation Tools for the LLM Agent Era (2026)",
    "| Tool | Stars | Created | Contributors | Language | Self-Healing | Natural Language | MCP Support | Best For |",
    "| [Browserable](https://github.com/browserable/browserable) | 1,134 | Apr 2025 | 10+ | JavaScript | \u2705 | \u2705 | \u274c | Self-hosted agents |"
   ],
   "stars_evidence": [
    "AI Browser Automation Tools for the LLM Agent Era (2026) - Comprehensive comparison of Stagehand, Browser-Use, Skyvern, and more",
    "# AI Browser Automation Tools for the LLM Agent Era (2026)",
    "| Tool | Stars | Created | Contributors | Language | Self-Healing | Natural Language | MCP Support | Best For |",
    "| [Browserable](https://github.com/browserable/browserable) | 1,134 | Apr 2025 | 10+ | JavaScript | \u2705 | \u2705 | \u274c | Self-hosted agents |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://gist.github.com/kevinmichaelchen/9d77b8a681238cc45297dff969686175",
   "project": "HyperAgent",
   "repository": "https://github.com/hyperbrowserai/HyperAgent",
   "stars": "1026",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "AI Browser Automation Tools for the LLM Agent Era (2026) - Comprehensive comparison of Stagehand, Browser-Use, Skyvern, and more",
    "# AI Browser Automation Tools for the LLM Agent Era (2026)",
    "| Tool | Stars | Created | Contributors | Language | Self-Healing | Natural Language | MCP Support | Best For |",
    "| [HyperAgent](https://github.com/hyperbrowserai/HyperAgent) | 1,026 | Apr 2025 | 15+ | TypeScript | \u2705 | \u2705 | \u274c | AI browser control |"
   ],
   "repository_evidence": [
    "AI Browser Automation Tools for the LLM Agent Era (2026) - Comprehensive comparison of Stagehand, Browser-Use, Skyvern, and more",
    "# AI Browser Automation Tools for the LLM Agent Era (2026)",
    "| Tool | Stars | Created | Contributors | Language | Self-Healing | Natural Language | MCP Support | Best For |",
    "| [HyperAgent](https://github.com/hyperbrowserai/HyperAgent) | 1,026 | Apr 2025 | 15+ | TypeScript | \u2705 | \u2705 | \u274c | AI browser control |"
   ],
   "stars_evidence": [
    "AI Browser Automation Tools for the LLM Agent Era (2026) - Comprehensive comparison of Stagehand, Browser-Use, Skyvern, and more",
    "# AI Browser Automation Tools for the LLM Agent Era (2026)",
    "| Tool | Stars | Created | Contributors | Language | Self-Healing | Natural Language | MCP Support | Best For |",
    "| [HyperAgent](https://github.com/hyperbrowserai/HyperAgent) | 1,026 | Apr 2025 | 15+ | TypeScript | \u2705 | \u2705 | \u274c | AI browser control |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://arxiv.org/pdf/2510.10994v1",
   "project": "DEEPRESEARCHGUARD",
   "repository": "https://github.com/Jasonya/DeepResearchGuard",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Preprint.",
    "DEEPRESEARCHGUARD:\nDEEP\nRESEARCH\nWITH\nOPEN-DOMAIN\nEVALUATION\nAND\nMULTI-STAGE\nGUARDRAILS FOR SAFETY"
   ],
   "repository_evidence": [
    "Preprint.",
    "DEEPRESEARCHGUARD:\nDEEP\nRESEARCH\nWITH\nOPEN-DOMAIN\nEVALUATION\nAND\nMULTI-STAGE\nGUARDRAILS FOR SAFETY",
    "The code can be found via\nhttps://github.com/Jasonya/DeepResearchGuard."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://arxiv.org/pdf/2510.10994v1",
   "project": "deer-flow",
   "repository": "https://github.com/bytedance/deer-flow",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "REFERENCES",
    "bytedance. deer-flow. https://github.com/bytedance/deer-flow, 2025. accessed 2025-09-19."
   ],
   "repository_evidence": [
    "REFERENCES",
    "bytedance. deer-flow. https://github.com/bytedance/deer-flow, 2025. accessed 2025-09-19."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://arxiv.org/pdf/2510.10994v1",
   "project": "deep-research",
   "repository": "https://github.com/dzhng/deep-research",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "REFERENCES"
   ],
   "repository_evidence": [
    "REFERENCES"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://arxiv.org/pdf/2510.10994v1",
   "project": "gemini-fullstack-langgraph-quickstart",
   "repository": "https://github.com/google-gemini/gemini-fullstack-langgraph-quickstart",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "REFERENCES",
    "google-gemini.\ngemini-fullstack-langgraph-quickstart.\nhttps://github.com/google-gemini/\ngemini-fullstack-langgraph-quickstart, 2025. accessed 2025-09-19."
   ],
   "repository_evidence": [
    "REFERENCES",
    "google-gemini.\ngemini-fullstack-langgraph-quickstart.\nhttps://github.com/google-gemini/\ngemini-fullstack-langgraph-quickstart, 2025. accessed 2025-09-19."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://arxiv.org/pdf/2510.10994v1",
   "project": "open_deep_research",
   "repository": "https://github.com/langchain-ai/open_deep_research",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "REFERENCES",
    "langchain-ai. open_deep_research. https://github.com/langchain-ai/open_deep_research,\n2025. accessed 2025-09-19."
   ],
   "repository_evidence": [
    "REFERENCES",
    "langchain-ai. open_deep_research. https://github.com/langchain-ai/open_deep_research,\n2025. accessed 2025-09-19."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://arxiv.org/pdf/2510.10994v1",
   "project": "open-deep-research",
   "repository": "https://github.com/nickscamara/open-deep-research",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "REFERENCES",
    "nickscamara. Open deep research. https://github.com/nickscamara/open-deep-research,\n2025. Version v0.1, accessed 2025-09-19."
   ],
   "repository_evidence": [
    "REFERENCES",
    "nickscamara. Open deep research. https://github.com/nickscamara/open-deep-research,\n2025. Version v0.1, accessed 2025-09-19."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://gbhackers.com/critical-microsoft-ufo-mcp-flaw",
   "project": "UFO Desktop AgentOS",
   "repository": "https://github.com/microsoft/UFO",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "A critical vulnerability in Microsoft\u2019s open-source UFO Desktop AgentOS could allow remote attackers to access and control Android devices connected via the platform\u2019s Mobile[ Model Context Protocol (MCP)](https://gbhackers.com/best-mcp-model-context-protocol-servers/) servers without requiring authentication."
   ],
   "repository_evidence": [
    "[The advisory states that ](https://github.com/microsoft/UFO/security/advisories/GHSA-24fq-m9rr-g3mm)exploitation does not require a UFO API key, Galaxy API key, an authenticated UFO session, a pre-existing agent task, browser interaction, user approval, or model cooperation."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://arxiv.org/pdf/2608.25593",
   "project": "Nanobot",
   "repository": "https://github.com/HKUDS/nanobot",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Scaling Harness Intelligence via Just-in-Time Harness Evolution",
    "HKUDS. Nanobot: Lightweight open-source ai agent. https://github.com/HKUDS/nanobot, 2026."
   ],
   "repository_evidence": [
    "Scaling Harness Intelligence via Just-in-Time Harness Evolution",
    "HKUDS. Nanobot: Lightweight open-source ai agent. https://github.com/HKUDS/nanobot, 2026."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://www.reddit.com/r/LangChain/comments/1jpk1vn/langgraph_vs_crewai_vs_autogen_vs_pydanticai_vs/",
   "project": "Atomic Agents",
   "repository": "https://github.com/BrainBlend-AI/atomic-agents",
   "stars": "3000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Hiii everyone, I have been mastering in AI agents since some months and I have been able to learn some agentic frameworks, more or less the ones that are titled in this post.",
    "May I suggest you have a look at Atomic Agents:\u00a0[https://github.com/BrainBlend-AI/atomic-agents](https://github.com/BrainBlend-AI/atomic-agents)\u00a0with now just over 3K stars the feedback has been stellar and a lot of people are starting to prefer it over the others"
   ],
   "repository_evidence": [
    "Hiii everyone, I have been mastering in AI agents since some months and I have been able to learn some agentic frameworks, more or less the ones that are titled in this post.",
    "May I suggest you have a look at Atomic Agents:\u00a0[https://github.com/BrainBlend-AI/atomic-agents](https://github.com/BrainBlend-AI/atomic-agents)\u00a0with now just over 3K stars the feedback has been stellar and a lot of people are starting to prefer it over the others"
   ],
   "stars_evidence": [
    "Hiii everyone, I have been mastering in AI agents since some months and I have been able to learn some agentic frameworks, more or less the ones that are titled in this post.",
    "May I suggest you have a look at Atomic Agents:\u00a0[https://github.com/BrainBlend-AI/atomic-agents](https://github.com/BrainBlend-AI/atomic-agents)\u00a0with now just over 3K stars the feedback has been stellar and a lot of people are starting to prefer it over the others"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://www.reddit.com/r/LangChain/comments/1jpk1vn/langgraph_vs_crewai_vs_autogen_vs_pydanticai_vs/",
   "project": "VoltAgent",
   "repository": "https://github.com/VoltAgent/voltagent",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Hiii everyone, I have been mastering in AI agents since some months and I have been able to learn some agentic frameworks, more or less the ones that are titled in this post.",
    "There\u2019s another framework along those lines called VoltAgent, an open-source TypeScript framework for building modular AI agents. [https://github.com/VoltAgent/voltagent](https://github.com/VoltAgent/voltagent)"
   ],
   "repository_evidence": [
    "Hiii everyone, I have been mastering in AI agents since some months and I have been able to learn some agentic frameworks, more or less the ones that are titled in this post.",
    "There\u2019s another framework along those lines called VoltAgent, an open-source TypeScript framework for building modular AI agents. [https://github.com/VoltAgent/voltagent](https://github.com/VoltAgent/voltagent)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://mseep.ai/app/arindam200-awesome-ai-apps",
   "project": "awesome ai apps",
   "repository": "https://github.com/arindam200/awesome-ai-apps.git",
   "stars": "13040",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome Ai Apps",
    "# awesome ai apps [![awesome](https://awesome.re/badge.svg)](https://awesome.re)"
   ],
   "repository_evidence": [
    "git clone https://github.com/arindam200/awesome-ai-apps.git cd awesome-ai-apps"
   ],
   "stars_evidence": [
    "Stars",
    "13040"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/run-llama/llama_index",
   "project": "LlamaIndex",
   "repository": "https://github.com/jerryjliu/llama_index",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# \ud83d\uddc2\ufe0f LlamaIndex \ud83e\udd99",
    "LlamaIndex OSS (by [LlamaIndex](https://llamaindex.ai?utm_medium=li_github&utm_source=github&utm_campaign=2026--)) is an open-source framework to build agentic applications.",
    "@software{Liu_LlamaIndex_2022,\nauthor = {Liu, Jerry},\ndoi = {10.5281/zenodo.1234},\nmonth = {11},\ntitle = {{LlamaIndex}},\nurl = {https://github.com/jerryjliu/llama_index},\nyear = {2022}\n}"
   ],
   "repository_evidence": [
    "@software{Liu_LlamaIndex_2022,\nauthor = {Liu, Jerry},\ndoi = {10.5281/zenodo.1234},\nmonth = {11},\ntitle = {{LlamaIndex}},\nurl = {https://github.com/jerryjliu/llama_index},\nyear = {2022}\n}"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://trendingbots.ai/agents/letta",
   "project": "Letta",
   "repository": null,
   "stars": "23537",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Letta \u2014 AI Agent Framework: Live Stats & TrendScore",
    "Letta (formerly MemGPT) gives LLMs long-term memory management."
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# Letta \u2014 AI Agent Framework: Live Stats & TrendScore",
    "## GitHub Statistics",
    "- GitHub Stars: 23,537"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://chatforest.com/builders-log/guardfall-shell-injection-open-source-ai-coding-agents-aider-cline-roo-code-builder-guide",
   "project": "Aider",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# GuardFall: 10 of 11 Open-Source AI Coding Agents Have Shell Guards That Bash Rewrites Around Them",
    "Affected agents: **Aider, Cline, Roo-Code, Goose, Plandex, Open Interpreter, OpenHands, SWE-agent, opencode, NousResearch Hermes.**"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://chatforest.com/builders-log/guardfall-shell-injection-open-source-ai-coding-agents-aider-cline-roo-code-builder-guide",
   "project": "Cline",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# GuardFall: 10 of 11 Open-Source AI Coding Agents Have Shell Guards That Bash Rewrites Around Them",
    "Affected agents: **Aider, Cline, Roo-Code, Goose, Plandex, Open Interpreter, OpenHands, SWE-agent, opencode, NousResearch Hermes.**"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://chatforest.com/builders-log/guardfall-shell-injection-open-source-ai-coding-agents-aider-cline-roo-code-builder-guide",
   "project": "Roo-Code",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# GuardFall: 10 of 11 Open-Source AI Coding Agents Have Shell Guards That Bash Rewrites Around Them",
    "Affected agents: **Aider, Cline, Roo-Code, Goose, Plandex, Open Interpreter, OpenHands, SWE-agent, opencode, NousResearch Hermes.**"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://chatforest.com/builders-log/guardfall-shell-injection-open-source-ai-coding-agents-aider-cline-roo-code-builder-guide",
   "project": "Goose",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# GuardFall: 10 of 11 Open-Source AI Coding Agents Have Shell Guards That Bash Rewrites Around Them",
    "Affected agents: **Aider, Cline, Roo-Code, Goose, Plandex, Open Interpreter, OpenHands, SWE-agent, opencode, NousResearch Hermes.**"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://chatforest.com/builders-log/guardfall-shell-injection-open-source-ai-coding-agents-aider-cline-roo-code-builder-guide",
   "project": "Plandex",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# GuardFall: 10 of 11 Open-Source AI Coding Agents Have Shell Guards That Bash Rewrites Around Them",
    "Affected agents: **Aider, Cline, Roo-Code, Goose, Plandex, Open Interpreter, OpenHands, SWE-agent, opencode, NousResearch Hermes.**"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://chatforest.com/builders-log/guardfall-shell-injection-open-source-ai-coding-agents-aider-cline-roo-code-builder-guide",
   "project": "Open Interpreter",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# GuardFall: 10 of 11 Open-Source AI Coding Agents Have Shell Guards That Bash Rewrites Around Them",
    "Affected agents: **Aider, Cline, Roo-Code, Goose, Plandex, Open Interpreter, OpenHands, SWE-agent, opencode, NousResearch Hermes.**"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://chatforest.com/builders-log/guardfall-shell-injection-open-source-ai-coding-agents-aider-cline-roo-code-builder-guide",
   "project": "OpenHands",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# GuardFall: 10 of 11 Open-Source AI Coding Agents Have Shell Guards That Bash Rewrites Around Them",
    "Affected agents: **Aider, Cline, Roo-Code, Goose, Plandex, Open Interpreter, OpenHands, SWE-agent, opencode, NousResearch Hermes.**"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://chatforest.com/builders-log/guardfall-shell-injection-open-source-ai-coding-agents-aider-cline-roo-code-builder-guide",
   "project": "SWE-agent",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# GuardFall: 10 of 11 Open-Source AI Coding Agents Have Shell Guards That Bash Rewrites Around Them",
    "Affected agents: **Aider, Cline, Roo-Code, Goose, Plandex, Open Interpreter, OpenHands, SWE-agent, opencode, NousResearch Hermes.**"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://chatforest.com/builders-log/guardfall-shell-injection-open-source-ai-coding-agents-aider-cline-roo-code-builder-guide",
   "project": "opencode",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# GuardFall: 10 of 11 Open-Source AI Coding Agents Have Shell Guards That Bash Rewrites Around Them",
    "Affected agents: **Aider, Cline, Roo-Code, Goose, Plandex, Open Interpreter, OpenHands, SWE-agent, opencode, NousResearch Hermes.**"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://chatforest.com/builders-log/guardfall-shell-injection-open-source-ai-coding-agents-aider-cline-roo-code-builder-guide",
   "project": "NousResearch Hermes",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# GuardFall: 10 of 11 Open-Source AI Coding Agents Have Shell Guards That Bash Rewrites Around Them",
    "Affected agents: **Aider, Cline, Roo-Code, Goose, Plandex, Open Interpreter, OpenHands, SWE-agent, opencode, NousResearch Hermes.**"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://chatforest.com/builders-log/guardfall-shell-injection-open-source-ai-coding-agents-aider-cline-roo-code-builder-guide",
   "project": "Continue",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# GuardFall: 10 of 11 Open-Source AI Coding Agents Have Shell Guards That Bash Rewrites Around Them",
    "Only one agent passed: **Continue.**"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://ar5iv.labs.arxiv.org/html/2412.05467",
   "project": "AgentLab",
   "repository": "https://github.com/ServiceNow/AgentLab",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# The BrowserGym Ecosystem for Web Agent Research",
    "We introduce AgentLab33 3 [https://github.com/ServiceNow/AgentLab](https://github.com/ServiceNow/AgentLab) (Section 5), a set of tools to simplify parallel large-scale experimentation with agents over BrowserGym in a reproducible manner."
   ],
   "repository_evidence": [
    "# The BrowserGym Ecosystem for Web Agent Research",
    "We introduce AgentLab33 3 [https://github.com/ServiceNow/AgentLab](https://github.com/ServiceNow/AgentLab) (Section 5), a set of tools to simplify parallel large-scale experimentation with agents over BrowserGym in a reproducible manner."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://forum.cloudron.io/topic/13231/open-deep-research-on-cloudron-self-hosted-ai-agent/7",
   "project": "Open Deep Research",
   "repository": "https://github.com/jina-ai/node-DeepResearch",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Open Deep Research on Cloudron - Self-Hosted AI Agent",
    "- **Summary**: Open Deep Research is a Free Software alternative to \"OpenAI's\" Deep Research. Open Deep Research will keep searching and reading webpages until finding the answer (or exceeding the token budget)."
   ],
   "repository_evidence": [
    "# Open Deep Research on Cloudron - Self-Hosted AI Agent",
    "- **Git**: [https://github.com/jina-ai/node-DeepResearch](https://github.com/jina-ai/node-DeepResearch)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://forum.cloudron.io/topic/13231/open-deep-research-on-cloudron-self-hosted-ai-agent/7",
   "project": "smolagents",
   "repository": "https://github.com/huggingface/smolagents/tree/main/examples/open_deep_research",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Open Deep Research on Cloudron - Self-Hosted AI Agent",
    "> [https://github.com/huggingface/smolagents/tree/main/examples/open_deep_research](https://github.com/huggingface/smolagents/tree/main/examples/open_deep_research)"
   ],
   "repository_evidence": [
    "# Open Deep Research on Cloudron - Self-Hosted AI Agent",
    "> [https://github.com/huggingface/smolagents/tree/main/examples/open_deep_research](https://github.com/huggingface/smolagents/tree/main/examples/open_deep_research)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://forum.cloudron.io/topic/13231/open-deep-research-on-cloudron-self-hosted-ai-agent/7",
   "project": "GPT Researcher",
   "repository": "https://github.com/assafelovic/gpt-researcher",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Open Deep Research on Cloudron - Self-Hosted AI Agent",
    "[https://github.com/assafelovic/gpt-researcher](https://github.com/assafelovic/gpt-researcher)"
   ],
   "repository_evidence": [
    "# Open Deep Research on Cloudron - Self-Hosted AI Agent",
    "[https://github.com/assafelovic/gpt-researcher](https://github.com/assafelovic/gpt-researcher)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://forum.cloudron.io/topic/13231/open-deep-research-on-cloudron-self-hosted-ai-agent/7",
   "project": "deepresearch",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Open Deep Research on Cloudron - Self-Hosted AI Agent",
    "I have a first package of dzhng/deepresearch for Cloudron."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://forum.cloudron.io/topic/13231/open-deep-research-on-cloudron-self-hosted-ai-agent/7",
   "project": "deep-research",
   "repository": "https://github.com/dzhng/deep-research",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Open Deep Research on Cloudron - Self-Hosted AI Agent",
    "I initially packaged [https://github.com/dzhng/deep-research](https://github.com/dzhng/deep-research)"
   ],
   "repository_evidence": [
    "# Open Deep Research on Cloudron - Self-Hosted AI Agent",
    "I initially packaged [https://github.com/dzhng/deep-research](https://github.com/dzhng/deep-research)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://forum.cloudron.io/topic/13231/open-deep-research-on-cloudron-self-hosted-ai-agent/7",
   "project": "deep-research",
   "repository": "https://github.com/u14app/deep-research",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Open Deep Research on Cloudron - Self-Hosted AI Agent",
    "So trashed it and packaged [https://github.com/u14app/deep-research](https://github.com/u14app/deep-research) which is a better implementation of the former (latter credits the former)."
   ],
   "repository_evidence": [
    "# Open Deep Research on Cloudron - Self-Hosted AI Agent",
    "So trashed it and packaged [https://github.com/u14app/deep-research](https://github.com/u14app/deep-research) which is a better implementation of the former (latter credits the former)."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://forum.cloudron.io/topic/13231/open-deep-research-on-cloudron-self-hosted-ai-agent/7",
   "project": "deepscrape",
   "repository": "https://github.com/stretchcloud/deepscrape",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Open Deep Research on Cloudron - Self-Hosted AI Agent",
    "[https://github.com/stretchcloud/deepscrape](https://github.com/stretchcloud/deepscrape)"
   ],
   "repository_evidence": [
    "# Open Deep Research on Cloudron - Self-Hosted AI Agent",
    "[https://github.com/stretchcloud/deepscrape](https://github.com/stretchcloud/deepscrape)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://microsoft.github.io/UFO/ufo2/evaluation/benchmark/osworld",
   "project": "WindowsAgentArena",
   "repository": "https://github.com/microsoft/WindowsAgentArena",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# \ud83e\udde9 Setting up UFO with OSWorld (Windows)",
    "> We strongly recommend reviewing the [original WAA deployment guide](https://github.com/microsoft/WindowsAgentArena) beforehand.",
    " git clone https://github.com/nice-mee/WindowsAgentArena.git"
   ],
   "repository_evidence": [
    "# \ud83e\udde9 Setting up UFO with OSWorld (Windows)",
    "> We strongly recommend reviewing the [original WAA deployment guide](https://github.com/microsoft/WindowsAgentArena) beforehand."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://microsoft.github.io/UFO/ufo2/evaluation/benchmark/osworld",
   "project": "UFO",
   "repository": "https://github.com/microsoft/UFO",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# \ud83e\udde9 Setting up UFO with OSWorld (Windows)",
    "1. Configure UFO via `ufo/config/config.json` (see [UFO repo](https://github.com/microsoft/UFO) for details)."
   ],
   "repository_evidence": [
    "# \ud83e\udde9 Setting up UFO with OSWorld (Windows)",
    "1. Configure UFO via `ufo/config/config.json` (see [UFO repo](https://github.com/microsoft/UFO) for details)."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/projects/github.com%2FTaskingAI%2FTaskingAI",
   "project": "TaskingAI",
   "repository": "https://github.com/TaskingAI/TaskingAI",
   "stars": "6224",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# https://github.com/TaskingAI/TaskingAI",
    "- [awesome-ai-api-projects](/lists/hemuling%2Fawesome-ai-api-projects) - TaskingAI - commit/TaskingAI/TaskingAI?label=%20) | (AI Agent / Framework)"
   ],
   "repository_evidence": [
    "# https://github.com/TaskingAI/TaskingAI",
    "[https://github.com/TaskingAI/TaskingAI](https://github.com/TaskingAI/TaskingAI)",
    "- URL: [https://github.com/TaskingAI/TaskingAI](https://github.com/TaskingAI/TaskingAI)"
   ],
   "stars_evidence": [
    "# https://github.com/TaskingAI/TaskingAI",
    "- Stars: 6,224"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://discuss.huggingface.co/t/hf-agent-os-a-multi-agent-system-for-managing-the-full-hugging-face-project-lifecycle-built-with-smolagents/179481",
   "project": "HF Agent OS",
   "repository": "https://github.com/mebrouktalbi76-eng/hf-agent-os",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "I wanted to share a project I\u2019ve been building: **HF Agent OS**, a small multi-agent platform that lets you search, inspect, run inference on, upload to, and deploy on the Hugging Face Hub \u2014 all through natural language.",
    "Code is on GitHub: [GitHub - mebrouktalbi76-eng/hf-agent-os \u00b7 GitHub](https://github.com/mebrouktalbi76-eng/hf-agent-os)"
   ],
   "repository_evidence": [
    "Code is on GitHub: [GitHub - mebrouktalbi76-eng/hf-agent-os \u00b7 GitHub](https://github.com/mebrouktalbi76-eng/hf-agent-os)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://markaicode.com/best/best-llm-framework-2026",
   "project": "LangChain v0.4.1",
   "repository": "https://github.com/langchain-ai/langchain",
   "stars": "95k+",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Best LLM Framework 2026 \u2014 Pick the Right Stack for Production",
    "Compare top LLM frameworks for production in 2026: LangChain, LlamaIndex, Haystack, CrewAI, DSPy.",
    "| LangChain v0.4.1 | General multi-step chains | 10 min | Apache 2.0 | $0 (framework) + API costs | 95k+ |",
    "Quick Comparison Table"
   ],
   "repository_evidence": [
    "Best LLM Framework 2026 \u2014 Pick the Right Stack for Production",
    "According to the [LangChain v0.4 release notes](https://github.com/langchain-ai/langchain/releases/tag/v0.4.1), the team refactored core abstractions to reduce serialization overhead."
   ],
   "stars_evidence": [
    "Best LLM Framework 2026 \u2014 Pick the Right Stack for Production",
    "| LangChain v0.4.1 | General multi-step chains | 10 min | Apache 2.0 | $0 (framework) + API costs | 95k+ |",
    "Quick Comparison Table"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://markaicode.com/best/best-llm-framework-2026",
   "project": "LlamaIndex v0.12.0",
   "repository": null,
   "stars": "40k+",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Best LLM Framework 2026 \u2014 Pick the Right Stack for Production",
    "Compare top LLM frameworks for production in 2026: LangChain, LlamaIndex, Haystack, CrewAI, DSPy.",
    "| LlamaIndex v0.12.0 | RAG pipelines | 5 min | MIT | $0 + API costs | 40k+ |",
    "Quick Comparison Table"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "Best LLM Framework 2026 \u2014 Pick the Right Stack for Production",
    "| LlamaIndex v0.12.0 | RAG pipelines | 5 min | MIT | $0 + API costs | 40k+ |",
    "Quick Comparison Table"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://markaicode.com/best/best-llm-framework-2026",
   "project": "Haystack v2.8.0",
   "repository": "https://github.com/deepset-ai/haystack",
   "stars": "18k+",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Best LLM Framework 2026 \u2014 Pick the Right Stack for Production",
    "Compare top LLM frameworks for production in 2026: LangChain, LlamaIndex, Haystack, CrewAI, DSPy.",
    "| Haystack v2.8.0 | Production pipelines | 15 min | Apache 2.0 | $0 + API costs | 18k+ |",
    "Quick Comparison Table"
   ],
   "repository_evidence": [
    "Best LLM Framework 2026 \u2014 Pick the Right Stack for Production",
    "The [Haystack release v2.8.0 announcement](https://github.com/deepset-ai/haystack/releases/tag/v2.8.0) highlights a new caching layer that reduces repeated LLM calls by up to 60%."
   ],
   "stars_evidence": [
    "Best LLM Framework 2026 \u2014 Pick the Right Stack for Production",
    "| Haystack v2.8.0 | Production pipelines | 15 min | Apache 2.0 | $0 + API costs | 18k+ |",
    "Quick Comparison Table"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://markaicode.com/best/best-llm-framework-2026",
   "project": "CrewAI v0.108.0",
   "repository": null,
   "stars": "30k+",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Best LLM Framework 2026 \u2014 Pick the Right Stack for Production",
    "Compare top LLM frameworks for production in 2026: LangChain, LlamaIndex, Haystack, CrewAI, DSPy.",
    "| CrewAI v0.108.0 | Multi-agent systems | 10 min | MIT | $0 + API costs | 30k+ |",
    "Quick Comparison Table"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "Best LLM Framework 2026 \u2014 Pick the Right Stack for Production",
    "| CrewAI v0.108.0 | Multi-agent systems | 10 min | MIT | $0 + API costs | 30k+ |",
    "Quick Comparison Table"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://markaicode.com/best/best-llm-framework-2026",
   "project": "DSPy v2.6.0",
   "repository": null,
   "stars": "15k+",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Best LLM Framework 2026 \u2014 Pick the Right Stack for Production",
    "Compare top LLM frameworks for production in 2026: LangChain, LlamaIndex, Haystack, CrewAI, DSPy.",
    "| DSPy v2.6.0 | Optimized prompt programs | 5 min | MIT | $0 + API costs | 15k+ |",
    "Quick Comparison Table"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "Best LLM Framework 2026 \u2014 Pick the Right Stack for Production",
    "| DSPy v2.6.0 | Optimized prompt programs | 5 min | MIT | $0 + API costs | 15k+ |",
    "Quick Comparison Table"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/eltociear/awesome-AI-driven-development",
   "project": "Stoneforge",
   "repository": "https://github.com/stoneforge-ai/stoneforge",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# \ud83e\udd16 Awesome AI-Driven Development",
    "Frameworks and tools for orchestrating and managing multiple AI agents in development workflows.",
    "- [Stoneforge](https://github.com/stoneforge-ai/stoneforge) - Open-source orchestration for AI coding agents. Run multiple agents in parallel with automatic dispatch, merge, and recovery"
   ],
   "repository_evidence": [
    "# \ud83e\udd16 Awesome AI-Driven Development",
    "Frameworks and tools for orchestrating and managing multiple AI agents in development workflows.",
    "- [Stoneforge](https://github.com/stoneforge-ai/stoneforge) - Open-source orchestration for AI coding agents. Run multiple agents in parallel with automatic dispatch, merge, and recovery"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/eltociear/awesome-AI-driven-development",
   "project": "Factory",
   "repository": "https://github.com/Factory-AI/factory",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# \ud83e\udd16 Awesome AI-Driven Development",
    "Frameworks and tools for orchestrating and managing multiple AI agents in development workflows.",
    "- [Factory](https://github.com/Factory-AI/factory) - The agent-native development platform. Works across CLI, Web, Slack/Teams, Linear/Jira and Mobile."
   ],
   "repository_evidence": [
    "# \ud83e\udd16 Awesome AI-Driven Development",
    "Frameworks and tools for orchestrating and managing multiple AI agents in development workflows.",
    "- [Factory](https://github.com/Factory-AI/factory) - The agent-native development platform. Works across CLI, Web, Slack/Teams, Linear/Jira and Mobile."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/eltociear/awesome-AI-driven-development",
   "project": "Factory Floor",
   "repository": "https://github.com/alltuner/factoryfloor",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# \ud83e\udd16 Awesome AI-Driven Development",
    "Frameworks and tools for orchestrating and managing multiple AI agents in development workflows.",
    "- [Factory Floor](https://github.com/alltuner/factoryfloor) - Native macOS workspace that orchestrates parallel Claude Code agents, each in its own git worktree with automatic dev server port detection. Built on libghostty for GPU-rendered terminals."
   ],
   "repository_evidence": [
    "# \ud83e\udd16 Awesome AI-Driven Development",
    "Frameworks and tools for orchestrating and managing multiple AI agents in development workflows.",
    "- [Factory Floor](https://github.com/alltuner/factoryfloor) - Native macOS workspace that orchestrates parallel Claude Code agents, each in its own git worktree with automatic dev server port detection. Built on libghostty for GPU-rendered terminals."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/eltociear/awesome-AI-driven-development",
   "project": "autogen",
   "repository": "https://github.com/microsoft/autogen",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# \ud83e\udd16 Awesome AI-Driven Development",
    "Frameworks and tools for orchestrating and managing multiple AI agents in development workflows.",
    "- [autogen](https://github.com/microsoft/autogen) - A programming framework for agentic AI"
   ],
   "repository_evidence": [
    "# \ud83e\udd16 Awesome AI-Driven Development",
    "Frameworks and tools for orchestrating and managing multiple AI agents in development workflows.",
    "- [autogen](https://github.com/microsoft/autogen) - A programming framework for agentic AI"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/eltociear/awesome-AI-driven-development",
   "project": "crewAI",
   "repository": "https://github.com/joaomdmoura/crewAI",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# \ud83e\udd16 Awesome AI-Driven Development",
    "Frameworks and tools for orchestrating and managing multiple AI agents in development workflows.",
    "- [crewAI](https://github.com/joaomdmoura/crewAI) - Framework for orchestrating role-playing, autonomous AI agents"
   ],
   "repository_evidence": [
    "# \ud83e\udd16 Awesome AI-Driven Development",
    "Frameworks and tools for orchestrating and managing multiple AI agents in development workflows.",
    "- [crewAI](https://github.com/joaomdmoura/crewAI) - Framework for orchestrating role-playing, autonomous AI agents"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/eltociear/awesome-AI-driven-development",
   "project": "MetaGPT",
   "repository": "https://github.com/geekan/MetaGPT/",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# \ud83e\udd16 Awesome AI-Driven Development",
    "Frameworks and tools for orchestrating and managing multiple AI agents in development workflows.",
    "- [MetaGPT](https://github.com/geekan/MetaGPT/) - The Multi-Agent Framework: First AI Software Company, Towards Natural Language Programming"
   ],
   "repository_evidence": [
    "# \ud83e\udd16 Awesome AI-Driven Development",
    "Frameworks and tools for orchestrating and managing multiple AI agents in development workflows.",
    "- [MetaGPT](https://github.com/geekan/MetaGPT/) - The Multi-Agent Framework: First AI Software Company, Towards Natural Language Programming"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/eltociear/awesome-AI-driven-development",
   "project": "ChatDev",
   "repository": "https://github.com/OpenBMB/ChatDev",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# \ud83e\udd16 Awesome AI-Driven Development",
    "Frameworks and tools for orchestrating and managing multiple AI agents in development workflows.",
    "- [ChatDev](https://github.com/OpenBMB/ChatDev) - Create Customized Software using Natural Language Idea"
   ],
   "repository_evidence": [
    "# \ud83e\udd16 Awesome AI-Driven Development",
    "Frameworks and tools for orchestrating and managing multiple AI agents in development workflows.",
    "- [ChatDev](https://github.com/OpenBMB/ChatDev) - Create Customized Software using Natural Language Idea"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/eltociear/awesome-AI-driven-development",
   "project": "gpt-all-star",
   "repository": "https://github.com/kyaukyuai/gpt-all-star",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# \ud83e\udd16 Awesome AI-Driven Development",
    "Frameworks and tools for orchestrating and managing multiple AI agents in development workflows.",
    "- [gpt-all-star](https://github.com/kyaukyuai/gpt-all-star) - AI-powered code generation tool for scratch development of web applications with a team collaboration of autonomous AI agents"
   ],
   "repository_evidence": [
    "# \ud83e\udd16 Awesome AI-Driven Development",
    "Frameworks and tools for orchestrating and managing multiple AI agents in development workflows.",
    "- [gpt-all-star](https://github.com/kyaukyuai/gpt-all-star) - AI-powered code generation tool for scratch development of web applications with a team collaboration of autonomous AI agents"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/eltociear/awesome-AI-driven-development",
   "project": "AutoAgents",
   "repository": "https://github.com/Link-AGI/AutoAgents",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# \ud83e\udd16 Awesome AI-Driven Development",
    "Frameworks and tools for orchestrating and managing multiple AI agents in development workflows.",
    "- [AutoAgents](https://github.com/Link-AGI/AutoAgents) - Generate different roles for GPTs to form a collaborative entity for complex tasks"
   ],
   "repository_evidence": [
    "# \ud83e\udd16 Awesome AI-Driven Development",
    "Frameworks and tools for orchestrating and managing multiple AI agents in development workflows.",
    "- [AutoAgents](https://github.com/Link-AGI/AutoAgents) - Generate different roles for GPTs to form a collaborative entity for complex tasks"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/eltociear/awesome-AI-driven-development",
   "project": "PraisonAI",
   "repository": "https://github.com/MervinPraison/PraisonAI",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# \ud83e\udd16 Awesome AI-Driven Development",
    "Frameworks and tools for orchestrating and managing multiple AI agents in development workflows.",
    "- [PraisonAI](https://github.com/MervinPraison/PraisonAI) - Combines AutoGen and CrewAI or similar frameworks into a low-code solution for building and managing multi-agent LLM systems"
   ],
   "repository_evidence": [
    "# \ud83e\udd16 Awesome AI-Driven Development",
    "Frameworks and tools for orchestrating and managing multiple AI agents in development workflows.",
    "- [PraisonAI](https://github.com/MervinPraison/PraisonAI) - Combines AutoGen and CrewAI or similar frameworks into a low-code solution for building and managing multi-agent LLM systems"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/eltociear/awesome-AI-driven-development",
   "project": "Claude Squad",
   "repository": "https://github.com/smtg-ai/claude-squad",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# \ud83e\udd16 Awesome AI-Driven Development",
    "Frameworks and tools for orchestrating and managing multiple AI agents in development workflows.",
    "- [Claude Squad](https://github.com/smtg-ai/claude-squad) - Manage multiple AI terminal agents like Claude Code, Aider, Codex, OpenCode, and Amp."
   ],
   "repository_evidence": [
    "# \ud83e\udd16 Awesome AI-Driven Development",
    "Frameworks and tools for orchestrating and managing multiple AI agents in development workflows.",
    "- [Claude Squad](https://github.com/smtg-ai/claude-squad) - Manage multiple AI terminal agents like Claude Code, Aider, Codex, OpenCode, and Amp."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/eltociear/awesome-AI-driven-development",
   "project": "vsync",
   "repository": "https://github.com/nicepkg/vsync",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# \ud83e\udd16 Awesome AI-Driven Development",
    "Frameworks and tools for orchestrating and managing multiple AI agents in development workflows.",
    "- [vsync](https://github.com/nicepkg/vsync) - Sync Skills, MCP servers, Agents & Commands across Claude Code, Cursor, OpenCode, and Codex with automatic format conversion."
   ],
   "repository_evidence": [
    "# \ud83e\udd16 Awesome AI-Driven Development",
    "Frameworks and tools for orchestrating and managing multiple AI agents in development workflows.",
    "- [vsync](https://github.com/nicepkg/vsync) - Sync Skills, MCP servers, Agents & Commands across Claude Code, Cursor, OpenCode, and Codex with automatic format conversion."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/eltociear/awesome-AI-driven-development",
   "project": "Wasla",
   "repository": "https://github.com/The-Untitled-Org/wasla",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# \ud83e\udd16 Awesome AI-Driven Development",
    "Frameworks and tools for orchestrating and managing multiple AI agents in development workflows.",
    "- [Wasla](https://github.com/The-Untitled-Org/wasla) - TypeScript CLI that syncs agents, MCP configs, skills, commands, and more across Claude Code, Gemini CLI, Codex, OpenCode/OpenClaw, and GitHub Copilot workflows"
   ],
   "repository_evidence": [
    "# \ud83e\udd16 Awesome AI-Driven Development",
    "Frameworks and tools for orchestrating and managing multiple AI agents in development workflows.",
    "- [Wasla](https://github.com/The-Untitled-Org/wasla) - TypeScript CLI that syncs agents, MCP configs, skills, commands, and more across Claude Code, Gemini CLI, Codex, OpenCode/OpenClaw, and GitHub Copilot workflows"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/eltociear/awesome-AI-driven-development",
   "project": "Claude-Flow v2.0.0 Alpha",
   "repository": "https://github.com/ruvnet/claude-flow",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# \ud83e\udd16 Awesome AI-Driven Development",
    "Frameworks and tools for orchestrating and managing multiple AI agents in development workflows.",
    "- [Claude-Flow v2.0.0 Alpha](https://github.com/ruvnet/claude-flow) - Built from the ground up with enterprise-grade architecture, advanced swarm intelligence, and seamless Claude Code integration."
   ],
   "repository_evidence": [
    "# \ud83e\udd16 Awesome AI-Driven Development",
    "Frameworks and tools for orchestrating and managing multiple AI agents in development workflows.",
    "- [Claude-Flow v2.0.0 Alpha](https://github.com/ruvnet/claude-flow) - Built from the ground up with enterprise-grade architecture, advanced swarm intelligence, and seamless Claude Code integration."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/eltociear/awesome-AI-driven-development",
   "project": "Activepieces",
   "repository": "https://github.com/activepieces/activepieces",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# \ud83e\udd16 Awesome AI-Driven Development",
    "Frameworks and tools for orchestrating and managing multiple AI agents in development workflows.",
    "- [Activepieces](https://github.com/activepieces/activepieces) - AI Agents & MCPs & AI Workflow Automation \u2022 (~400 MCP servers for AI agents) \u2022 AI Automation / AI Agent with MCPs \u2022 AI Workflows & AI Agents \u2022 MCPs for AI Agents"
   ],
   "repository_evidence": [
    "# \ud83e\udd16 Awesome AI-Driven Development",
    "Frameworks and tools for orchestrating and managing multiple AI agents in development workflows.",
    "- [Activepieces](https://github.com/activepieces/activepieces) - AI Agents & MCPs & AI Workflow Automation \u2022 (~400 MCP servers for AI agents) \u2022 AI Automation / AI Agent with MCPs \u2022 AI Workflows & AI Agents \u2022 MCPs for AI Agents"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/eltociear/awesome-AI-driven-development",
   "project": "Heurist Agent Framework",
   "repository": "https://github.com/heurist-network/heurist-agent-framework",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# \ud83e\udd16 Awesome AI-Driven Development",
    "Frameworks and tools for orchestrating and managing multiple AI agents in development workflows.",
    "- [Heurist Agent Framework](https://github.com/heurist-network/heurist-agent-framework) - A flexible multi-interface AI agent framework for building agents with reasoning, tool use, memory, deep research, blockchain interaction, MCP, and agents-as-a-service."
   ],
   "repository_evidence": [
    "# \ud83e\udd16 Awesome AI-Driven Development",
    "Frameworks and tools for orchestrating and managing multiple AI agents in development workflows.",
    "- [Heurist Agent Framework](https://github.com/heurist-network/heurist-agent-framework) - A flexible multi-interface AI agent framework for building agents with reasoning, tool use, memory, deep research, blockchain interaction, MCP, and agents-as-a-service."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/eltociear/awesome-AI-driven-development",
   "project": "GitAGU (Git Agent Unblock)",
   "repository": "https://github.com/microsoft/gitagu",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# \ud83e\udd16 Awesome AI-Driven Development",
    "Frameworks and tools for orchestrating and managing multiple AI agents in development workflows.",
    "- [GitAGU (Git Agent Unblock)](https://github.com/microsoft/gitagu) - A centralized platform for discovering, configuring, and integrating AI agents into your development workflow. Simplifies AI adoption across the entire Software Development Life Cycle"
   ],
   "repository_evidence": [
    "# \ud83e\udd16 Awesome AI-Driven Development",
    "Frameworks and tools for orchestrating and managing multiple AI agents in development workflows.",
    "- [GitAGU (Git Agent Unblock)](https://github.com/microsoft/gitagu) - A centralized platform for discovering, configuring, and integrating AI agents into your development workflow. Simplifies AI adoption across the entire Software Development Life Cycle"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/eltociear/awesome-AI-driven-development",
   "project": "Floki",
   "repository": "https://github.com/FinnaAI/floki",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# \ud83e\udd16 Awesome AI-Driven Development",
    "Frameworks and tools for orchestrating and managing multiple AI agents in development workflows.",
    "- [Floki](https://github.com/FinnaAI/floki) - Floki creates a new paradigm for working with multiple AI coding agents in parallel, letting you build better software, faster with AI-powered assistance."
   ],
   "repository_evidence": [
    "# \ud83e\udd16 Awesome AI-Driven Development",
    "Frameworks and tools for orchestrating and managing multiple AI agents in development workflows.",
    "- [Floki](https://github.com/FinnaAI/floki) - Floki creates a new paradigm for working with multiple AI coding agents in parallel, letting you build better software, faster with AI-powered assistance."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/eltociear/awesome-AI-driven-development",
   "project": "Omnara",
   "repository": "https://github.com/omnara-ai/omnara",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# \ud83e\udd16 Awesome AI-Driven Development",
    "Frameworks and tools for orchestrating and managing multiple AI agents in development workflows.",
    "- [Omnara](https://github.com/omnara-ai/omnara) - Get real-time visibility into what your agents are doing, and respond to their questions instantly from a single dashboard on web and mobile."
   ],
   "repository_evidence": [
    "# \ud83e\udd16 Awesome AI-Driven Development",
    "Frameworks and tools for orchestrating and managing multiple AI agents in development workflows.",
    "- [Omnara](https://github.com/omnara-ai/omnara) - Get real-time visibility into what your agents are doing, and respond to their questions instantly from a single dashboard on web and mobile."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/eltociear/awesome-AI-driven-development",
   "project": "nous",
   "repository": "https://github.com/TrafficGuard/nous",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# \ud83e\udd16 Awesome AI-Driven Development",
    "Frameworks and tools for orchestrating and managing multiple AI agents in development workflows.",
    "- [nous](https://github.com/TrafficGuard/nous) - The open-source TypeScript platform for autonomous AI agents and LLM based workflows"
   ],
   "repository_evidence": [
    "# \ud83e\udd16 Awesome AI-Driven Development",
    "Frameworks and tools for orchestrating and managing multiple AI agents in development workflows.",
    "- [nous](https://github.com/TrafficGuard/nous) - The open-source TypeScript platform for autonomous AI agents and LLM based workflows"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/eltociear/awesome-AI-driven-development",
   "project": "crewai-factory-crew",
   "repository": "https://github.com/opahopa/crewai-factory-crew",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# \ud83e\udd16 Awesome AI-Driven Development",
    "Frameworks and tools for orchestrating and managing multiple AI agents in development workflows.",
    "- [crewai-factory-crew](https://github.com/opahopa/crewai-factory-crew) - Generate fully functional crews based on the crew's purpose and desired output data"
   ],
   "repository_evidence": [
    "# \ud83e\udd16 Awesome AI-Driven Development",
    "Frameworks and tools for orchestrating and managing multiple AI agents in development workflows.",
    "- [crewai-factory-crew](https://github.com/opahopa/crewai-factory-crew) - Generate fully functional crews based on the crew's purpose and desired output data"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/eltociear/awesome-AI-driven-development",
   "project": "Symphony v0.2",
   "repository": "https://github.com/sincover/Symphony",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# \ud83e\udd16 Awesome AI-Driven Development",
    "Frameworks and tools for orchestrating and managing multiple AI agents in development workflows.",
    "- [Symphony v0.2](https://github.com/sincover/Symphony) - A sophisticated multi-agent software development framework designed to orchestrate AI agents in a structured, efficient workflow"
   ],
   "repository_evidence": [
    "# \ud83e\udd16 Awesome AI-Driven Development",
    "Frameworks and tools for orchestrating and managing multiple AI agents in development workflows.",
    "- [Symphony v0.2](https://github.com/sincover/Symphony) - A sophisticated multi-agent software development framework designed to orchestrate AI agents in a structured, efficient workflow"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/eltociear/awesome-AI-driven-development",
   "project": "VoltAgent",
   "repository": "https://github.com/voltagent/voltagent",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# \ud83e\udd16 Awesome AI-Driven Development",
    "Frameworks and tools for orchestrating and managing multiple AI agents in development workflows.",
    "- [VoltAgent](https://github.com/voltagent/voltagent) - An open source TypeScript framework for building and orchestrating AI agents"
   ],
   "repository_evidence": [
    "# \ud83e\udd16 Awesome AI-Driven Development",
    "Frameworks and tools for orchestrating and managing multiple AI agents in development workflows.",
    "- [VoltAgent](https://github.com/voltagent/voltagent) - An open source TypeScript framework for building and orchestrating AI agents"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/eltociear/awesome-AI-driven-development",
   "project": "LLM Agent X",
   "repository": "https://github.com/cvaz1306/llm_agent_x",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# \ud83e\udd16 Awesome AI-Driven Development",
    "Frameworks and tools for orchestrating and managing multiple AI agents in development workflows.",
    "- [LLM Agent X](https://github.com/cvaz1306/llm_agent_x) - A task execution framework that leverages language models to perform complex tasks by splitting them into subtasks and using tools like web search"
   ],
   "repository_evidence": [
    "# \ud83e\udd16 Awesome AI-Driven Development",
    "Frameworks and tools for orchestrating and managing multiple AI agents in development workflows.",
    "- [LLM Agent X](https://github.com/cvaz1306/llm_agent_x) - A task execution framework that leverages language models to perform complex tasks by splitting them into subtasks and using tools like web search"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/eltociear/awesome-AI-driven-development",
   "project": "ManusMCP",
   "repository": "https://github.com/mantrakp04/manusmcp",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# \ud83e\udd16 Awesome AI-Driven Development",
    "Frameworks and tools for orchestrating and managing multiple AI agents in development workflows.",
    "- [ManusMCP](https://github.com/mantrakp04/manusmcp) - An AI agent framework using Flowise to deploy AI team members with specialized capabilities"
   ],
   "repository_evidence": [
    "# \ud83e\udd16 Awesome AI-Driven Development",
    "Frameworks and tools for orchestrating and managing multiple AI agents in development workflows.",
    "- [ManusMCP](https://github.com/mantrakp04/manusmcp) - An AI agent framework using Flowise to deploy AI team members with specialized capabilities"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/eltociear/awesome-AI-driven-development",
   "project": "Giselle",
   "repository": "https://github.com/giselles-ai/giselle",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# \ud83e\udd16 Awesome AI-Driven Development",
    "Frameworks and tools for orchestrating and managing multiple AI agents in development workflows.",
    "- [Giselle](https://github.com/giselles-ai/giselle) - Giselle is an agentic workflow builder that empowers you to create AI-driven solutions with ease"
   ],
   "repository_evidence": [
    "# \ud83e\udd16 Awesome AI-Driven Development",
    "Frameworks and tools for orchestrating and managing multiple AI agents in development workflows.",
    "- [Giselle](https://github.com/giselles-ai/giselle) - Giselle is an agentic workflow builder that empowers you to create AI-driven solutions with ease"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/eltociear/awesome-AI-driven-development",
   "project": "hcom",
   "repository": "https://github.com/aannoo/hcom",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# \ud83e\udd16 Awesome AI-Driven Development",
    "Frameworks and tools for orchestrating and managing multiple AI agents in development workflows.",
    "- [hcom](https://github.com/aannoo/hcom) - Let AI agents message, watch, and spawn each other across terminals. Claude Code, Gemini CLI, Codex, OpenCode."
   ],
   "repository_evidence": [
    "# \ud83e\udd16 Awesome AI-Driven Development",
    "Frameworks and tools for orchestrating and managing multiple AI agents in development workflows.",
    "- [hcom](https://github.com/aannoo/hcom) - Let AI agents message, watch, and spawn each other across terminals. Claude Code, Gemini CLI, Codex, OpenCode."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/eltociear/awesome-AI-driven-development",
   "project": "development-workforce",
   "repository": "https://github.com/Grusinator/development-workforce",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# \ud83e\udd16 Awesome AI-Driven Development",
    "Frameworks and tools for orchestrating and managing multiple AI agents in development workflows.",
    "- [development-workforce](https://github.com/Grusinator/development-workforce) - Experimentation on how to integrate ai agents into existing software development setup"
   ],
   "repository_evidence": [
    "# \ud83e\udd16 Awesome AI-Driven Development",
    "Frameworks and tools for orchestrating and managing multiple AI agents in development workflows.",
    "- [development-workforce](https://github.com/Grusinator/development-workforce) - Experimentation on how to integrate ai agents into existing software development setup"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/eltociear/awesome-AI-driven-development",
   "project": "agentok",
   "repository": "https://github.com/hughlv/agentok",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# \ud83e\udd16 Awesome AI-Driven Development",
    "Frameworks and tools for orchestrating and managing multiple AI agents in development workflows.",
    "- [agentok](https://github.com/hughlv/agentok) - Visual Tools for Multi-Agent Development"
   ],
   "repository_evidence": [
    "# \ud83e\udd16 Awesome AI-Driven Development",
    "Frameworks and tools for orchestrating and managing multiple AI agents in development workflows.",
    "- [agentok](https://github.com/hughlv/agentok) - Visual Tools for Multi-Agent Development"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/eltociear/awesome-AI-driven-development",
   "project": "HyperAgent",
   "repository": "https://github.com/FSoft-AI4Code/HyperAgent",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# \ud83e\udd16 Awesome AI-Driven Development",
    "Frameworks and tools for orchestrating and managing multiple AI agents in development workflows.",
    "- [HyperAgent](https://github.com/FSoft-AI4Code/HyperAgent) - a generalist multi-agent system designed to tackle a wide spectrum of software engineering (SE) tasks across various programming languages."
   ],
   "repository_evidence": [
    "# \ud83e\udd16 Awesome AI-Driven Development",
    "Frameworks and tools for orchestrating and managing multiple AI agents in development workflows.",
    "- [HyperAgent](https://github.com/FSoft-AI4Code/HyperAgent) - a generalist multi-agent system designed to tackle a wide spectrum of software engineering (SE) tasks across various programming languages."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/eltociear/awesome-AI-driven-development",
   "project": "OpenHands",
   "repository": "https://github.com/All-Hands-AI/OpenHands",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# \ud83e\udd16 Awesome AI-Driven Development",
    "Frameworks and tools for orchestrating and managing multiple AI agents in development workflows.",
    "- [OpenHands](https://github.com/All-Hands-AI/OpenHands) - A platform for AI-powered software development agents. OpenHands agents can do anything a human developer can: modify code, run commands, browse the web, call APIs, and even copy files to remote servers."
   ],
   "repository_evidence": [
    "# \ud83e\udd16 Awesome AI-Driven Development",
    "Frameworks and tools for orchestrating and managing multiple AI agents in development workflows.",
    "- [OpenHands](https://github.com/All-Hands-AI/OpenHands) - A platform for AI-powered software development agents. OpenHands agents can do anything a human developer can: modify code, run commands, browse the web, call APIs, and even copy files to remote servers."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/eltociear/awesome-AI-driven-development",
   "project": "Prodigy",
   "repository": "https://github.com/iepathos/prodigy",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# \ud83e\udd16 Awesome AI-Driven Development",
    "Frameworks and tools for orchestrating and managing multiple AI agents in development workflows.",
    "- [Prodigy](https://github.com/iepathos/prodigy) - a workflow orchestration tool that enables development teams to automate complex tasks using Claude AI through structured YAML workflows."
   ],
   "repository_evidence": [
    "# \ud83e\udd16 Awesome AI-Driven Development",
    "Frameworks and tools for orchestrating and managing multiple AI agents in development workflows.",
    "- [Prodigy](https://github.com/iepathos/prodigy) - a workflow orchestration tool that enables development teams to automate complex tasks using Claude AI through structured YAML workflows."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/eltociear/awesome-AI-driven-development",
   "project": "orchestr8",
   "repository": "https://github.com/seth-schultz/orchestr8",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# \ud83e\udd16 Awesome AI-Driven Development",
    "Frameworks and tools for orchestrating and managing multiple AI agents in development workflows.",
    "- [orchestr8](https://github.com/seth-schultz/orchestr8) - Enterprise-grade autonomous software orchestration for Claude Code with research-driven development. 79+ specialized agents, 31 automated workflows, 3-6x speedups through parallelism and evidence-based decision making."
   ],
   "repository_evidence": [
    "# \ud83e\udd16 Awesome AI-Driven Development",
    "Frameworks and tools for orchestrating and managing multiple AI agents in development workflows.",
    "- [orchestr8](https://github.com/seth-schultz/orchestr8) - Enterprise-grade autonomous software orchestration for Claude Code with research-driven development. 79+ specialized agents, 31 automated workflows, 3-6x speedups through parallelism and evidence-based decision making."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/eltociear/awesome-AI-driven-development",
   "project": "SWORDSwarm",
   "repository": "https://github.com/SWORDOps/SWORDSwarm",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# \ud83e\udd16 Awesome AI-Driven Development",
    "Frameworks and tools for orchestrating and managing multiple AI agents in development workflows.",
    "- [SWORDSwarm](https://github.com/SWORDOps/SWORDSwarm) - Production-ready multi-agent AI orchestration system with hardware acceleration and AI-powered development tools."
   ],
   "repository_evidence": [
    "# \ud83e\udd16 Awesome AI-Driven Development",
    "Frameworks and tools for orchestrating and managing multiple AI agents in development workflows.",
    "- [SWORDSwarm](https://github.com/SWORDOps/SWORDSwarm) - Production-ready multi-agent AI orchestration system with hardware acceleration and AI-powered development tools."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/eltociear/awesome-AI-driven-development",
   "project": "CodeMachine CLI",
   "repository": "https://github.com/moazbuilds/CodeMachine-CLI",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# \ud83e\udd16 Awesome AI-Driven Development",
    "Frameworks and tools for orchestrating and managing multiple AI agents in development workflows.",
    "- [CodeMachine CLI](https://github.com/moazbuilds/CodeMachine-CLI) - a CLI-native orchestration platform that uses coordinated multi-agent AI workflows to adaptively transform specification files into production-ready code. \u26a1\ufe0f"
   ],
   "repository_evidence": [
    "# \ud83e\udd16 Awesome AI-Driven Development",
    "Frameworks and tools for orchestrating and managing multiple AI agents in development workflows.",
    "- [CodeMachine CLI](https://github.com/moazbuilds/CodeMachine-CLI) - a CLI-native orchestration platform that uses coordinated multi-agent AI workflows to adaptively transform specification files into production-ready code. \u26a1\ufe0f"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/eltociear/awesome-AI-driven-development",
   "project": "Claudiomiro",
   "repository": "https://github.com/samuelfaj/claudiomiro",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# \ud83e\udd16 Awesome AI-Driven Development",
    "Frameworks and tools for orchestrating and managing multiple AI agents in development workflows.",
    "- [Claudiomiro](https://github.com/samuelfaj/claudiomiro) - Send your prompt \u2014 it decomposes, codes, reviews, builds, tests, and commits autonomously, in PARALLEL."
   ],
   "repository_evidence": [
    "# \ud83e\udd16 Awesome AI-Driven Development",
    "Frameworks and tools for orchestrating and managing multiple AI agents in development workflows.",
    "- [Claudiomiro](https://github.com/samuelfaj/claudiomiro) - Send your prompt \u2014 it decomposes, codes, reviews, builds, tests, and commits autonomously, in PARALLEL."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/eltociear/awesome-AI-driven-development",
   "project": "Agent Deck",
   "repository": "https://github.com/asheshgoplani/agent-deck",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# \ud83e\udd16 Awesome AI-Driven Development",
    "Frameworks and tools for orchestrating and managing multiple AI agents in development workflows.",
    "- [Agent Deck](https://github.com/asheshgoplani/agent-deck) - Terminal session manager for AI coding agents. Built with Go + Bubble Tea."
   ],
   "repository_evidence": [
    "# \ud83e\udd16 Awesome AI-Driven Development",
    "Frameworks and tools for orchestrating and managing multiple AI agents in development workflows.",
    "- [Agent Deck](https://github.com/asheshgoplani/agent-deck) - Terminal session manager for AI coding agents. Built with Go + Bubble Tea."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/eltociear/awesome-AI-driven-development",
   "project": "PAF Framework",
   "repository": "https://github.com/crack00r/paf-framework",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# \ud83e\udd16 Awesome AI-Driven Development",
    "Frameworks and tools for orchestrating and managing multiple AI agents in development workflows.",
    "- [PAF Framework](https://github.com/crack00r/paf-framework) - A comprehensive multi-agent orchestration framework that implements a complete Software Development Life Cycle (SDLC) with 38 specialized AI agents. Using hierarchical team structures and the nested-subagent plugin, PAF enables enterprise-grade code reviews, feature development, and project management."
   ],
   "repository_evidence": [
    "# \ud83e\udd16 Awesome AI-Driven Development",
    "Frameworks and tools for orchestrating and managing multiple AI agents in development workflows.",
    "- [PAF Framework](https://github.com/crack00r/paf-framework) - A comprehensive multi-agent orchestration framework that implements a complete Software Development Life Cycle (SDLC) with 38 specialized AI agents. Using hierarchical team structures and the nested-subagent plugin, PAF enables enterprise-grade code reviews, feature development, and project management."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/eltociear/awesome-AI-driven-development",
   "project": "1Code",
   "repository": "https://github.com/21st-dev/1code",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# \ud83e\udd16 Awesome AI-Driven Development",
    "Frameworks and tools for orchestrating and managing multiple AI agents in development workflows.",
    "- [1Code](https://github.com/21st-dev/1code) - Better UI app for running code agents in parallel (ClaudeCode, OpenCode, Codex)"
   ],
   "repository_evidence": [
    "# \ud83e\udd16 Awesome AI-Driven Development",
    "Frameworks and tools for orchestrating and managing multiple AI agents in development workflows.",
    "- [1Code](https://github.com/21st-dev/1code) - Better UI app for running code agents in parallel (ClaudeCode, OpenCode, Codex)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/eltociear/awesome-AI-driven-development",
   "project": "AIWorkHub",
   "repository": "https://github.com/shrec/AIWorkHub",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# \ud83e\udd16 Awesome AI-Driven Development",
    "Frameworks and tools for orchestrating and managing multiple AI agents in development workflows.",
    "- [AIWorkHub](https://github.com/shrec/AIWorkHub) - Open-source, repository-native control plane for multi-model coding agents with dependency-aware task DAGs, isolated workers, durable context, source intelligence, and evidence-based review."
   ],
   "repository_evidence": [
    "# \ud83e\udd16 Awesome AI-Driven Development",
    "Frameworks and tools for orchestrating and managing multiple AI agents in development workflows.",
    "- [AIWorkHub](https://github.com/shrec/AIWorkHub) - Open-source, repository-native control plane for multi-model coding agents with dependency-aware task DAGs, isolated workers, durable context, source intelligence, and evidence-based review."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/eltociear/awesome-AI-driven-development",
   "project": "aistack",
   "repository": "https://github.com/blackms/aistack",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# \ud83e\udd16 Awesome AI-Driven Development",
    "Frameworks and tools for orchestrating and managing multiple AI agents in development workflows.",
    "- [aistack](https://github.com/blackms/aistack) - Production-grade agent orchestration with adversarial validation, persistent memory, and real-time web dashboard"
   ],
   "repository_evidence": [
    "# \ud83e\udd16 Awesome AI-Driven Development",
    "Frameworks and tools for orchestrating and managing multiple AI agents in development workflows.",
    "- [aistack](https://github.com/blackms/aistack) - Production-grade agent orchestration with adversarial validation, persistent memory, and real-time web dashboard"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/eltociear/awesome-AI-driven-development",
   "project": "OpenCode Orchestrator",
   "repository": "https://github.com/agnusdei1207/opencode-orchestrator",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# \ud83e\udd16 Awesome AI-Driven Development",
    "Frameworks and tools for orchestrating and managing multiple AI agents in development workflows.",
    "- [OpenCode Orchestrator](https://github.com/agnusdei1207/opencode-orchestrator) - Production-Grade Multi-Agent Orchestration Engine for High-Integrity Software Engineering"
   ],
   "repository_evidence": [
    "# \ud83e\udd16 Awesome AI-Driven Development",
    "Frameworks and tools for orchestrating and managing multiple AI agents in development workflows.",
    "- [OpenCode Orchestrator](https://github.com/agnusdei1207/opencode-orchestrator) - Production-Grade Multi-Agent Orchestration Engine for High-Integrity Software Engineering"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/eltociear/awesome-AI-driven-development",
   "project": "Cline ACP",
   "repository": "https://github.com/Tonksthebear/cline-acp",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# \ud83e\udd16 Awesome AI-Driven Development",
    "Frameworks and tools for orchestrating and managing multiple AI agents in development workflows.",
    "- [Cline ACP](https://github.com/Tonksthebear/cline-acp) - An ACP-compatible coding agent powered by Cline."
   ],
   "repository_evidence": [
    "# \ud83e\udd16 Awesome AI-Driven Development",
    "Frameworks and tools for orchestrating and managing multiple AI agents in development workflows.",
    "- [Cline ACP](https://github.com/Tonksthebear/cline-acp) - An ACP-compatible coding agent powered by Cline."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/eltociear/awesome-AI-driven-development",
   "project": "Taskade",
   "repository": "https://github.com/taskade/mcp",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# \ud83e\udd16 Awesome AI-Driven Development",
    "Frameworks and tools for orchestrating and managing multiple AI agents in development workflows.",
    "- [Taskade](https://github.com/taskade/mcp) - AI-driven development platform for building custom AI agents, workflows, and apps using natural language. Multi-model AI (GPT, Claude, Gemini), 22+ built-in tools, and MCP server support."
   ],
   "repository_evidence": [
    "# \ud83e\udd16 Awesome AI-Driven Development",
    "Frameworks and tools for orchestrating and managing multiple AI agents in development workflows.",
    "- [Taskade](https://github.com/taskade/mcp) - AI-driven development platform for building custom AI agents, workflows, and apps using natural language. Multi-model AI (GPT, Claude, Gemini), 22+ built-in tools, and MCP server support."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/eltociear/awesome-AI-driven-development",
   "project": "Switchboard",
   "repository": "https://github.com/TentacleOpera/switchboard",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# \ud83e\udd16 Awesome AI-Driven Development",
    "Frameworks and tools for orchestrating and managing multiple AI agents in development workflows.",
    "- [Switchboard](https://github.com/TentacleOpera/switchboard) - The subscription-based alternative to API frameworks like OpenCode. Coordinate all your AI subscriptions, local LLMs, and CLI agents into a single team without a single API key."
   ],
   "repository_evidence": [
    "# \ud83e\udd16 Awesome AI-Driven Development",
    "Frameworks and tools for orchestrating and managing multiple AI agents in development workflows.",
    "- [Switchboard](https://github.com/TentacleOpera/switchboard) - The subscription-based alternative to API frameworks like OpenCode. Coordinate all your AI subscriptions, local LLMs, and CLI agents into a single team without a single API key."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/eltociear/awesome-AI-driven-development",
   "project": "Slate V1",
   "repository": "https://randomlabs.ai/",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# \ud83e\udd16 Awesome AI-Driven Development",
    "Frameworks and tools for orchestrating and managing multiple AI agents in development workflows.",
    "- [Slate V1](https://randomlabs.ai/) - A generalist software agent built for swarms."
   ],
   "repository_evidence": [
    "# \ud83e\udd16 Awesome AI-Driven Development",
    "Frameworks and tools for orchestrating and managing multiple AI agents in development workflows.",
    "- [Slate V1](https://randomlabs.ai/) - A generalist software agent built for swarms."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/eltociear/awesome-AI-driven-development",
   "project": "Blackbox Code",
   "repository": "https://github.com/blackboxaicode/cli",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# \ud83e\udd16 Awesome AI-Driven Development",
    "Frameworks and tools for orchestrating and managing multiple AI agents in development workflows.",
    "- [Blackbox Code](https://github.com/blackboxaicode/cli) - BLACKBOX CLI for running Multi-Agents locally and a Judge to select the best task implementation"
   ],
   "repository_evidence": [
    "# \ud83e\udd16 Awesome AI-Driven Development",
    "Frameworks and tools for orchestrating and managing multiple AI agents in development workflows.",
    "- [Blackbox Code](https://github.com/blackboxaicode/cli) - BLACKBOX CLI for running Multi-Agents locally and a Judge to select the best task implementation"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/eltociear/awesome-AI-driven-development",
   "project": "Parallel Code",
   "repository": "https://github.com/johannesjo/parallel-code",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# \ud83e\udd16 Awesome AI-Driven Development",
    "Frameworks and tools for orchestrating and managing multiple AI agents in development workflows.",
    "- [Parallel Code](https://github.com/johannesjo/parallel-code) - Desktop app for running multiple AI coding agents (Claude Code, Codex CLI, Gemini CLI) simultaneously in isolated git worktrees."
   ],
   "repository_evidence": [
    "# \ud83e\udd16 Awesome AI-Driven Development",
    "Frameworks and tools for orchestrating and managing multiple AI agents in development workflows.",
    "- [Parallel Code](https://github.com/johannesjo/parallel-code) - Desktop app for running multiple AI coding agents (Claude Code, Codex CLI, Gemini CLI) simultaneously in isolated git worktrees."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/eltociear/awesome-AI-driven-development",
   "project": "PinkCode",
   "repository": "https://github.com/3xian/PinkCode",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# \ud83e\udd16 Awesome AI-Driven Development",
    "Frameworks and tools for orchestrating and managing multiple AI agents in development workflows.",
    "- [PinkCode](https://github.com/3xian/PinkCode) - Open-source desktop GUI for running parallel Grok Build coding sessions with live activity, usage, file-change, and permission views"
   ],
   "repository_evidence": [
    "# \ud83e\udd16 Awesome AI-Driven Development",
    "Frameworks and tools for orchestrating and managing multiple AI agents in development workflows.",
    "- [PinkCode](https://github.com/3xian/PinkCode) - Open-source desktop GUI for running parallel Grok Build coding sessions with live activity, usage, file-change, and permission views"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/eltociear/awesome-AI-driven-development",
   "project": "cestDone",
   "repository": "https://github.com/olkano/cestDone",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# \ud83e\udd16 Awesome AI-Driven Development",
    "Frameworks and tools for orchestrating and managing multiple AI agents in development workflows.",
    "- [cestDone](https://github.com/olkano/cestDone) - CLI orchestrator that splits AI coding into Director (planning/specs) and Coder (implementation) roles, with built-in scheduler for automated execution."
   ],
   "repository_evidence": [
    "# \ud83e\udd16 Awesome AI-Driven Development",
    "Frameworks and tools for orchestrating and managing multiple AI agents in development workflows.",
    "- [cestDone](https://github.com/olkano/cestDone) - CLI orchestrator that splits AI coding into Director (planning/specs) and Coder (implementation) roles, with built-in scheduler for automated execution."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/eltociear/awesome-AI-driven-development",
   "project": "Forge",
   "repository": "https://github.com/LucasDuys/forge",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# \ud83e\udd16 Awesome AI-Driven Development",
    "Frameworks and tools for orchestrating and managing multiple AI agents in development workflows.",
    "- [Forge](https://github.com/LucasDuys/forge) - Autonomous spec-driven development loop for Claude Code. Three-command pipeline (brainstorm, plan, execute) with context survival, backpropagation, and Claude-on-Claude code review."
   ],
   "repository_evidence": [
    "# \ud83e\udd16 Awesome AI-Driven Development",
    "Frameworks and tools for orchestrating and managing multiple AI agents in development workflows.",
    "- [Forge](https://github.com/LucasDuys/forge) - Autonomous spec-driven development loop for Claude Code. Three-command pipeline (brainstorm, plan, execute) with context survival, backpropagation, and Claude-on-Claude code review."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/eltociear/awesome-AI-driven-development",
   "project": "ORCH",
   "repository": "https://github.com/oxgeneral/ORCH",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# \ud83e\udd16 Awesome AI-Driven Development",
    "Frameworks and tools for orchestrating and managing multiple AI agents in development workflows.",
    "- [ORCH](https://github.com/oxgeneral/ORCH) - CLI orchestrator for Claude Code, Codex, Cursor agent teams. State machine, auto-retry, inter-agent messaging, TUI dashboard. TypeScript, MIT."
   ],
   "repository_evidence": [
    "# \ud83e\udd16 Awesome AI-Driven Development",
    "Frameworks and tools for orchestrating and managing multiple AI agents in development workflows.",
    "- [ORCH](https://github.com/oxgeneral/ORCH) - CLI orchestrator for Claude Code, Codex, Cursor agent teams. State machine, auto-retry, inter-agent messaging, TUI dashboard. TypeScript, MIT."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/eltociear/awesome-AI-driven-development",
   "project": "Asynkor",
   "repository": "https://github.com/asynkor/asynkor",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# \ud83e\udd16 Awesome AI-Driven Development",
    "Frameworks and tools for orchestrating and managing multiple AI agents in development workflows.",
    "- [Asynkor](https://github.com/asynkor/asynkor) - Coordination layer for AI agent teams. File leasing, shared memory, cross-machine sync. One MCP server for Claude Code, Cursor, Windsurf."
   ],
   "repository_evidence": [
    "# \ud83e\udd16 Awesome AI-Driven Development",
    "Frameworks and tools for orchestrating and managing multiple AI agents in development workflows.",
    "- [Asynkor](https://github.com/asynkor/asynkor) - Coordination layer for AI agent teams. File leasing, shared memory, cross-machine sync. One MCP server for Claude Code, Cursor, Windsurf."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/eltociear/awesome-AI-driven-development",
   "project": "evo",
   "repository": "https://github.com/evo-hq/evo",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# \ud83e\udd16 Awesome AI-Driven Development",
    "Frameworks and tools for orchestrating and managing multiple AI agents in development workflows.",
    "- [evo](https://github.com/evo-hq/evo) - A plugin for Claude Code and Codex that turns your codebase into an autoresearch loop \u2014 discovers what to measure, instruments the benchmark, then runs tree search with parallel subagents."
   ],
   "repository_evidence": [
    "# \ud83e\udd16 Awesome AI-Driven Development",
    "Frameworks and tools for orchestrating and managing multiple AI agents in development workflows.",
    "- [evo](https://github.com/evo-hq/evo) - A plugin for Claude Code and Codex that turns your codebase into an autoresearch loop \u2014 discovers what to measure, instruments the benchmark, then runs tree search with parallel subagents."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/eltociear/awesome-AI-driven-development",
   "project": "Omnigent",
   "repository": "https://github.com/omnigent-ai/omnigent",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# \ud83e\udd16 Awesome AI-Driven Development",
    "Frameworks and tools for orchestrating and managing multiple AI agents in development workflows.",
    "- [Omnigent](https://github.com/omnigent-ai/omnigent) - A meta-harness for all your AI agents. Omnigent provides a common layer over Claude Code, Codex, Pi, and the agents you write yourself"
   ],
   "repository_evidence": [
    "# \ud83e\udd16 Awesome AI-Driven Development",
    "Frameworks and tools for orchestrating and managing multiple AI agents in development workflows.",
    "- [Omnigent](https://github.com/omnigent-ai/omnigent) - A meta-harness for all your AI agents. Omnigent provides a common layer over Claude Code, Codex, Pi, and the agents you write yourself"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/eltociear/awesome-AI-driven-development",
   "project": "Universal Fusion Plugin \ud83e\udde0",
   "repository": "https://github.com/ProxyAyush/antigravity-fusion-plugin",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# \ud83e\udd16 Awesome AI-Driven Development",
    "Frameworks and tools for orchestrating and managing multiple AI agents in development workflows.",
    "- [Universal Fusion Plugin \ud83e\udde0](https://github.com/ProxyAyush/antigravity-fusion-plugin) - Multi-model fusion for Google Antigravity CLI. Ask multiple models (e.g. Gemini 3.5 Flash, Gemini 3.1 Pro, etc.) in parallel, then judge their answers into one and act on it."
   ],
   "repository_evidence": [
    "# \ud83e\udd16 Awesome AI-Driven Development",
    "Frameworks and tools for orchestrating and managing multiple AI agents in development workflows.",
    "- [Universal Fusion Plugin \ud83e\udde0](https://github.com/ProxyAyush/antigravity-fusion-plugin) - Multi-model fusion for Google Antigravity CLI. Ask multiple models (e.g. Gemini 3.5 Flash, Gemini 3.1 Pro, etc.) in parallel, then judge their answers into one and act on it."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/eltociear/awesome-AI-driven-development",
   "project": "Swarm",
   "repository": "https://github.com/DheerG/swarms",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# \ud83e\udd16 Awesome AI-Driven Development",
    "Frameworks and tools for orchestrating and managing multiple AI agents in development workflows.",
    "- [Swarm](https://github.com/DheerG/swarms) - This plugin gives users a few commands that greatly improve results using agent teams/swarms with outcome based directives. It works well with both coding and non-coding tasks."
   ],
   "repository_evidence": [
    "# \ud83e\udd16 Awesome AI-Driven Development",
    "Frameworks and tools for orchestrating and managing multiple AI agents in development workflows.",
    "- [Swarm](https://github.com/DheerG/swarms) - This plugin gives users a few commands that greatly improve results using agent teams/swarms with outcome based directives. It works well with both coding and non-coding tasks."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/eltociear/awesome-AI-driven-development",
   "project": "zeroshot",
   "repository": "https://github.com/the-open-engine/zeroshot",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# \ud83e\udd16 Awesome AI-Driven Development",
    "Frameworks and tools for orchestrating and managing multiple AI agents in development workflows.",
    "- [zeroshot](https://github.com/the-open-engine/zeroshot) - Runs a planner, an implementer, and independent validators in isolated environments (local, git worktree, or Docker), looping until a change is verified or rejected with reproducible failures. Works with Claude, Codex, Gemini, and OpenCode CLIs."
   ],
   "repository_evidence": [
    "# \ud83e\udd16 Awesome AI-Driven Development",
    "Frameworks and tools for orchestrating and managing multiple AI agents in development workflows.",
    "- [zeroshot](https://github.com/the-open-engine/zeroshot) - Runs a planner, an implementer, and independent validators in isolated environments (local, git worktree, or Docker), looping until a change is verified or rejected with reproducible failures. Works with Claude, Codex, Gemini, and OpenCode CLIs."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/eltociear/awesome-AI-driven-development",
   "project": "Agent Teams AI",
   "repository": "https://github.com/777genius/agent-teams-ai",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# \ud83e\udd16 Awesome AI-Driven Development",
    "Frameworks and tools for orchestrating and managing multiple AI agents in development workflows.",
    "- [Agent Teams AI](https://github.com/777genius/agent-teams-ai) - Open-source desktop orchestrator for autonomous coding-agent teams with task delegation, inter-agent messaging, a Kanban board, and code review across multiple agent runtimes."
   ],
   "repository_evidence": [
    "# \ud83e\udd16 Awesome AI-Driven Development",
    "Frameworks and tools for orchestrating and managing multiple AI agents in development workflows.",
    "- [Agent Teams AI](https://github.com/777genius/agent-teams-ai) - Open-source desktop orchestrator for autonomous coding-agent teams with task delegation, inter-agent messaging, a Kanban board, and code review across multiple agent runtimes."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/eltociear/awesome-AI-driven-development",
   "project": "Agentlas OS",
   "repository": "https://github.com/agentlas-ai/Agentlas-OS",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# \ud83e\udd16 Awesome AI-Driven Development",
    "Frameworks and tools for orchestrating and managing multiple AI agents in development workflows.",
    "- [Agentlas OS](https://github.com/agentlas-ai/Agentlas-OS) - Local-first Agent Operation Environment (AOE) for building or borrowing specialist agents, composing teams, and running them across Claude Code, Codex, Gemini CLI, Cursor, and local models with permission and verification gates."
   ],
   "repository_evidence": [
    "# \ud83e\udd16 Awesome AI-Driven Development",
    "Frameworks and tools for orchestrating and managing multiple AI agents in development workflows.",
    "- [Agentlas OS](https://github.com/agentlas-ai/Agentlas-OS) - Local-first Agent Operation Environment (AOE) for building or borrowing specialist agents, composing teams, and running them across Claude Code, Codex, Gemini CLI, Cursor, and local models with permission and verification gates."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/eltociear/awesome-AI-driven-development",
   "project": "Better Agent",
   "repository": "https://github.com/ofekron/better-agent",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# \ud83e\udd16 Awesome AI-Driven Development",
    "Frameworks and tools for orchestrating and managing multiple AI agents in development workflows.",
    "- [Better Agent](https://github.com/ofekron/better-agent) - Local workspace for Claude, Codex, and Gemini coding-agent sessions with parallel forks, delegation, persistent state, and restart recovery. Source-available for non-commercial use; commercial use requires permission."
   ],
   "repository_evidence": [
    "# \ud83e\udd16 Awesome AI-Driven Development",
    "Frameworks and tools for orchestrating and managing multiple AI agents in development workflows.",
    "- [Better Agent](https://github.com/ofekron/better-agent) - Local workspace for Claude, Codex, and Gemini coding-agent sessions with parallel forks, delegation, persistent state, and restart recovery. Source-available for non-commercial use; commercial use requires permission."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/eltociear/awesome-AI-driven-development",
   "project": "Orkas",
   "repository": "https://github.com/Orkas-AI/Orkas",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# \ud83e\udd16 Awesome AI-Driven Development",
    "Frameworks and tools for orchestrating and managing multiple AI agents in development workflows.",
    "- [Orkas](https://github.com/Orkas-AI/Orkas) - Open-source local-first desktop workspace for orchestrating Claude Code, Codex CLI, OpenCode, Cline, and built-in agents in parallel with shared files and approval controls."
   ],
   "repository_evidence": [
    "# \ud83e\udd16 Awesome AI-Driven Development",
    "Frameworks and tools for orchestrating and managing multiple AI agents in development workflows.",
    "- [Orkas](https://github.com/Orkas-AI/Orkas) - Open-source local-first desktop workspace for orchestrating Claude Code, Codex CLI, OpenCode, Cline, and built-in agents in parallel with shared files and approval controls."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/eltociear/awesome-AI-driven-development",
   "project": "Garcon",
   "repository": "https://github.com/cfal/garcon",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# \ud83e\udd16 Awesome AI-Driven Development",
    "Frameworks and tools for orchestrating and managing multiple AI agents in development workflows.",
    "- [Garcon](https://github.com/cfal/garcon) - Self-hosted browser and mobile workspace for running and steering parallel Claude Code, Codex, Cursor Agent, OpenCode, Amp, Droid, and Pi sessions, with integrated terminal, file editing, diff review, Git/PR workflows, mobile approvals, scheduling, and cross-agent transfers."
   ],
   "repository_evidence": [
    "# \ud83e\udd16 Awesome AI-Driven Development",
    "Frameworks and tools for orchestrating and managing multiple AI agents in development workflows.",
    "- [Garcon](https://github.com/cfal/garcon) - Self-hosted browser and mobile workspace for running and steering parallel Claude Code, Codex, Cursor Agent, OpenCode, Amp, Droid, and Pi sessions, with integrated terminal, file editing, diff review, Git/PR workflows, mobile approvals, scheduling, and cross-agent transfers."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/eltociear/awesome-AI-driven-development",
   "project": "fractal",
   "repository": "https://github.com/plasma-ai/fractal",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# \ud83e\udd16 Awesome AI-Driven Development",
    "Frameworks and tools for orchestrating and managing multiple AI agents in development workflows.",
    "- [fractal](https://github.com/plasma-ai/fractal) - Hierarchical coding-agent runtime that delegates subtasks recursively and runs each node in its own Git worktree. It provides configurable loop limits, local SQLite state, and live operator controls."
   ],
   "repository_evidence": [
    "# \ud83e\udd16 Awesome AI-Driven Development",
    "Frameworks and tools for orchestrating and managing multiple AI agents in development workflows.",
    "- [fractal](https://github.com/plasma-ai/fractal) - Hierarchical coding-agent runtime that delegates subtasks recursively and runs each node in its own Git worktree. It provides configurable loop limits, local SQLite state, and live operator controls."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/eltociear/awesome-AI-driven-development",
   "project": "GraphCode",
   "repository": "https://github.com/scgopi/GraphCode",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# \ud83e\udd16 Awesome AI-Driven Development",
    "Frameworks and tools for orchestrating and managing multiple AI agents in development workflows.",
    "- [GraphCode](https://github.com/scgopi/GraphCode) - Native macOS app that wires agent sessions into a graph: each node is a live terminal you can attach to mid-run, each edge a hand-off, message, or spawn that fires unattended. Claude Code, Codex, and Copilot CLI loops on the same graph. Source-available under FSL-1.1-MIT; the CLI and SDK are MIT."
   ],
   "repository_evidence": [
    "# \ud83e\udd16 Awesome AI-Driven Development",
    "Frameworks and tools for orchestrating and managing multiple AI agents in development workflows.",
    "- [GraphCode](https://github.com/scgopi/GraphCode) - Native macOS app that wires agent sessions into a graph: each node is a live terminal you can attach to mid-run, each edge a hand-off, message, or spawn that fires unattended. Claude Code, Codex, and Copilot CLI loops on the same graph. Source-available under FSL-1.1-MIT; the CLI and SDK are MIT."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/eltociear/awesome-AI-driven-development",
   "project": "RailWarden",
   "repository": "https://github.com/advaith-1212/railwarden",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# \ud83e\udd16 Awesome AI-Driven Development",
    "Frameworks and tools for orchestrating and managing multiple AI agents in development workflows.",
    "- [RailWarden](https://github.com/advaith-1212/railwarden) - Deterministic execution and integration control plane for multi-agent development with dependency-aware work packages, isolated Git worktrees, validation evidence, and mechanical integration gates."
   ],
   "repository_evidence": [
    "# \ud83e\udd16 Awesome AI-Driven Development",
    "Frameworks and tools for orchestrating and managing multiple AI agents in development workflows.",
    "- [RailWarden](https://github.com/advaith-1212/railwarden) - Deterministic execution and integration control plane for multi-agent development with dependency-aware work packages, isolated Git worktrees, validation evidence, and mechanical integration gates."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://arxiv.org/pdf/2510.10994v2",
   "project": "deer-flow",
   "repository": "https://github.com/bytedance/deer-flow",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "References",
    "ByteDance. 2025. deer-flow. https://github.com/b\nytedance/deer-flow. Accessed 2025-09-19."
   ],
   "repository_evidence": [
    "References",
    "ByteDance. 2025. deer-flow. https://github.com/b\nytedance/deer-flow. Accessed 2025-09-19."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://arxiv.org/pdf/2510.10994v2",
   "project": "deep-research",
   "repository": "https://github.com/dzhng/deep-research",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "References",
    "dzhng. 2025. deep-research. https://github.com\n/dzhng/deep-research. Version v0.1, accessed\n2025-09-19."
   ],
   "repository_evidence": [
    "References",
    "dzhng. 2025. deep-research. https://github.com\n/dzhng/deep-research. Version v0.1, accessed\n2025-09-19."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://arxiv.org/pdf/2510.10994v2",
   "project": "gemini-fullstack-langgraph-quickstart",
   "repository": "https://github.com/google-gemini/gemini-fullstack-langgraph-quickstart",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "References"
   ],
   "repository_evidence": [
    "References"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://arxiv.org/pdf/2510.10994v2",
   "project": "open_deep_research",
   "repository": "https://github.com/langchain-ai/open_deep_research",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "References",
    "LangChain-ai. 2025. open_deep_research. https://\ngithub.com/langchain-ai/open_deep_resear\nch. Accessed 2025-09-19."
   ],
   "repository_evidence": [
    "References",
    "LangChain-ai. 2025. open_deep_research. https://\ngithub.com/langchain-ai/open_deep_resear\nch. Accessed 2025-09-19."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://arxiv.org/pdf/2510.10994v2",
   "project": "open-deep-research",
   "repository": "https://github.com/nickscamara/open-deep-research",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "References",
    "nickscamara. 2025. Open deep research. https://gi\nthub.com/nickscamara/open-deep-research.\nVersion v0.1, accessed 2025-09-19."
   ],
   "repository_evidence": [
    "References",
    "nickscamara. 2025. Open deep research. https://gi\nthub.com/nickscamara/open-deep-research.\nVersion v0.1, accessed 2025-09-19."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/microsoft/UFO/tree/main/ufo",
   "project": "UFO\u00b2",
   "repository": "https://github.com/microsoft/UFO.git",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# **UFO\u00b2**[![UFO logo](/microsoft/UFO/raw/main/assets/ufo_blue.png)](/microsoft/UFO/blob/main/assets/ufo_blue.png) : The Desktop AgentOS",
    "## \ud83c\udfa8 Related Projects",
    "- **TaskWeaver** \u2014 a code\u2011first LLM agent for data analytics: [https://github.com/microsoft/TaskWeaver](https://github.com/microsoft/TaskWeaver)"
   ],
   "repository_evidence": [
    "git clone https: // github.com / microsoft / UFO.git cd UFO # install the requirements pip install - r requirements.txt # If you want to use the Qwen as your LLMs, uncomment the related libs.",
    "## \ud83d\ude80 Three\u2011minute Quickstart",
    "### \ud83d\udee0\ufe0f Step 1: Installation"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/microsoft/UFO/tree/main/ufo",
   "project": "TaskWeaver",
   "repository": "https://github.com/microsoft/TaskWeaver",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## \ud83c\udfa8 Related Projects",
    "- **TaskWeaver** \u2014 a code\u2011first LLM agent for data analytics: [https://github.com/microsoft/TaskWeaver](https://github.com/microsoft/TaskWeaver)"
   ],
   "repository_evidence": [
    "## \ud83c\udfa8 Related Projects",
    "- **TaskWeaver** \u2014 a code\u2011first LLM agent for data analytics: [https://github.com/microsoft/TaskWeaver](https://github.com/microsoft/TaskWeaver)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://skillsllm.com/skill/beeai-framework",
   "project": "beeai-framework",
   "repository": "https://github.com/i-am-bee/beeai-framework",
   "stars": "3226",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "beeai-framework - AI Agents | SkillsLLM",
    "# beeai-framework",
    "[View on GitHub](https://github.com/i-am-bee/beeai-framework)[Download ZIP](https://github.com/i-am-bee/beeai-framework/archive/refs/heads/main.zip)"
   ],
   "repository_evidence": [
    "beeai-framework - AI Agents | SkillsLLM",
    "# beeai-framework",
    "[View on GitHub](https://github.com/i-am-bee/beeai-framework)[Download ZIP](https://github.com/i-am-bee/beeai-framework/archive/refs/heads/main.zip)"
   ],
   "stars_evidence": [
    "beeai-framework - AI Agents | SkillsLLM",
    "# beeai-framework",
    "3,226stars"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://skillsllm.com/skill/beeai-framework",
   "project": "n8n",
   "repository": "https://github.com/n8n-io/n8n",
   "stars": "185893",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "[n8n](/skill/n8n)",
    "Fair-code workflow automation platform with native AI capabilities. Combine visual building with custom code, self-host or cloud, 400+ integrations."
   ],
   "repository_evidence": [
    "[n8n](/skill/n8n)",
    "[](https://github.com/n8n-io/n8n)"
   ],
   "stars_evidence": [
    "[n8n](/skill/n8n)",
    "185,893"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://skillsllm.com/skill/beeai-framework",
   "project": "everything-claude-code",
   "repository": "https://github.com/affaan-m/everything-claude-code",
   "stars": "168615",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "[everything-claude-code](/skill/everything-claude-code)",
    "The agent harness performance optimization system. Skills, instincts, memory, security, and research-first development for Claude Code, Codex, Opencode, Cursor and beyond."
   ],
   "repository_evidence": [
    "[everything-claude-code](/skill/everything-claude-code)",
    "[](https://github.com/affaan-m/everything-claude-code)"
   ],
   "stars_evidence": [
    "[everything-claude-code](/skill/everything-claude-code)",
    "168,615"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://skillsllm.com/skill/beeai-framework",
   "project": "hermes-agent",
   "repository": "https://github.com/NousResearch/hermes-agent",
   "stars": "121144",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "[hermes-agent](/skill/hermes-agent)",
    "The agent that grows with you"
   ],
   "repository_evidence": [
    "[hermes-agent](/skill/hermes-agent)",
    "[](https://github.com/NousResearch/hermes-agent)"
   ],
   "stars_evidence": [
    "[hermes-agent](/skill/hermes-agent)",
    "121,144"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://skillsllm.com/skill/beeai-framework",
   "project": "llama.cpp",
   "repository": "https://github.com/ggml-org/llama.cpp",
   "stars": "103839",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "[llama.cpp](/skill/llama-cpp)",
    "LLM inference in C/C++"
   ],
   "repository_evidence": [
    "[llama.cpp](/skill/llama-cpp)",
    "[](https://github.com/ggml-org/llama.cpp)"
   ],
   "stars_evidence": [
    "[llama.cpp](/skill/llama-cpp)",
    "103,839"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://skillsllm.com/skill/beeai-framework",
   "project": "gemini-cli",
   "repository": "https://github.com/google-gemini/gemini-cli",
   "stars": "102585",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "[gemini-cli](/skill/gemini-cli)",
    "An open-source AI agent that brings the power of Gemini directly into your terminal."
   ],
   "repository_evidence": [
    "[gemini-cli](/skill/gemini-cli)",
    "[](https://github.com/google-gemini/gemini-cli)"
   ],
   "stars_evidence": [
    "[gemini-cli](/skill/gemini-cli)",
    "102,585"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://skillsllm.com/skill/beeai-framework",
   "project": "claude-mem",
   "repository": "https://github.com/thedotmack/claude-mem",
   "stars": "68734",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "[claude-mem](/skill/claude-mem)",
    "A Claude Code plugin that automatically captures everything Claude does during your coding sessions, compresses it with AI (using Claude's agent-sdk), and injects relevant context back into future sessions."
   ],
   "repository_evidence": [
    "[claude-mem](/skill/claude-mem)",
    "[](https://github.com/thedotmack/claude-mem)"
   ],
   "stars_evidence": [
    "[claude-mem](/skill/claude-mem)",
    "68,734"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://hypereal.cloud/en/a/openmanus-open-source-manus-ai-alternative",
   "project": "OpenManus",
   "repository": "https://github.com/mannaandpoem/OpenManus.git",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# OpenManus: Best Open Source Manus AI Alternative (2026)",
    "OpenManus is the leading open-source project that replicates Manus AI's core capabilities while giving you full control over the code, models, and data.",
    "OpenManus: Best Open Source Manus AI Alternative (2026)"
   ],
   "repository_evidence": [
    " # Clone the repository git clone https://github.com/mannaandpoem/OpenManus.git cd OpenManus # Create a virtual environment python -m venv venv source venv/bin/activate # Linux/macOS # venv\\Scripts\\activate # Windows # Install dependencies pip install -r requirements.txt # Install Playwright browsers for web browsing capability playwright install chromium",
    "OpenManus: Best Open Source Manus AI Alternative (2026)",
    "## Step 1: Install OpenManus"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/awesomelistsio/awesome-ai-agents",
   "project": "AG2 (AutoGen)",
   "repository": "https://github.com/ag2ai/ag2",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome AI Agents [![Awesome Lists](https://camo.githubusercontent.com/92b4ed80c2923c1f45deaa3cb1a7d793258bfa95be57073e04166d50f510e8de/68747470733a2f2f7372762d63646e2e68696d7066656e2e696f2f6261646765732f617765736f6d652d6c697374732f617765736f6d656c697374732d666c61742e737667)](https://github.com/awesomelistsio/awesome)",
    "## Frameworks",
    "- [AG2 (AutoGen)](https://github.com/ag2ai/ag2) \u2013 Multi-agent conversational framework with tool use and human-in-the-loop workflows."
   ],
   "repository_evidence": [
    "# Awesome AI Agents [![Awesome Lists](https://camo.githubusercontent.com/92b4ed80c2923c1f45deaa3cb1a7d793258bfa95be57073e04166d50f510e8de/68747470733a2f2f7372762d63646e2e68696d7066656e2e696f2f6261646765732f617765736f6d652d6c697374732f617765736f6d656c697374732d666c61742e737667)](https://github.com/awesomelistsio/awesome)",
    "## Frameworks",
    "- [AG2 (AutoGen)](https://github.com/ag2ai/ag2) \u2013 Multi-agent conversational framework with tool use and human-in-the-loop workflows."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/awesomelistsio/awesome-ai-agents",
   "project": "LangChain",
   "repository": "https://github.com/langchain-ai/langchain",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome AI Agents [![Awesome Lists](https://camo.githubusercontent.com/92b4ed80c2923c1f45deaa3cb1a7d793258bfa95be57073e04166d50f510e8de/68747470733a2f2f7372762d63646e2e68696d7066656e2e696f2f6261646765732f617765736f6d652d6c697374732f617765736f6d656c697374732d666c61742e737667)](https://github.com/awesomelistsio/awesome)",
    "## Frameworks",
    "- [LangChain](https://github.com/langchain-ai/langchain) \u2013 Framework for LLM apps with agents, tools, memory, and planning."
   ],
   "repository_evidence": [
    "# Awesome AI Agents [![Awesome Lists](https://camo.githubusercontent.com/92b4ed80c2923c1f45deaa3cb1a7d793258bfa95be57073e04166d50f510e8de/68747470733a2f2f7372762d63646e2e68696d7066656e2e696f2f6261646765732f617765736f6d652d6c697374732f617765736f6d656c697374732d666c61742e737667)](https://github.com/awesomelistsio/awesome)",
    "## Frameworks",
    "- [LangChain](https://github.com/langchain-ai/langchain) \u2013 Framework for LLM apps with agents, tools, memory, and planning."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/awesomelistsio/awesome-ai-agents",
   "project": "LangGraph",
   "repository": "https://github.com/langchain-ai/langgraph",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome AI Agents [![Awesome Lists](https://camo.githubusercontent.com/92b4ed80c2923c1f45deaa3cb1a7d793258bfa95be57073e04166d50f510e8de/68747470733a2f2f7372762d63646e2e68696d7066656e2e696f2f6261646765732f617765736f6d652d6c697374732f617765736f6d656c697374732d666c61742e737667)](https://github.com/awesomelistsio/awesome)",
    "## Frameworks",
    "- [LangGraph](https://github.com/langchain-ai/langgraph) \u2013 Build stateful agents and graph-based agent workflows."
   ],
   "repository_evidence": [
    "# Awesome AI Agents [![Awesome Lists](https://camo.githubusercontent.com/92b4ed80c2923c1f45deaa3cb1a7d793258bfa95be57073e04166d50f510e8de/68747470733a2f2f7372762d63646e2e68696d7066656e2e696f2f6261646765732f617765736f6d652d6c697374732f617765736f6d656c697374732d666c61742e737667)](https://github.com/awesomelistsio/awesome)",
    "## Frameworks",
    "- [LangGraph](https://github.com/langchain-ai/langgraph) \u2013 Build stateful agents and graph-based agent workflows."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/awesomelistsio/awesome-ai-agents",
   "project": "LlamaIndex Agents",
   "repository": "https://github.com/run-llama/llama_index",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome AI Agents [![Awesome Lists](https://camo.githubusercontent.com/92b4ed80c2923c1f45deaa3cb1a7d793258bfa95be57073e04166d50f510e8de/68747470733a2f2f7372762d63646e2e68696d7066656e2e696f2f6261646765732f617765736f6d652d6c697374732f617765736f6d656c697374732d666c61742e737667)](https://github.com/awesomelistsio/awesome)",
    "## Frameworks",
    "- [LlamaIndex Agents](https://github.com/run-llama/llama_index) \u2013 Data-centric framework with retrieval-heavy agent workflows."
   ],
   "repository_evidence": [
    "# Awesome AI Agents [![Awesome Lists](https://camo.githubusercontent.com/92b4ed80c2923c1f45deaa3cb1a7d793258bfa95be57073e04166d50f510e8de/68747470733a2f2f7372762d63646e2e68696d7066656e2e696f2f6261646765732f617765736f6d652d6c697374732f617765736f6d656c697374732d666c61742e737667)](https://github.com/awesomelistsio/awesome)",
    "## Frameworks",
    "- [LlamaIndex Agents](https://github.com/run-llama/llama_index) \u2013 Data-centric framework with retrieval-heavy agent workflows."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/awesomelistsio/awesome-ai-agents",
   "project": "Semantic Kernel",
   "repository": "https://github.com/microsoft/semantic-kernel",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome AI Agents [![Awesome Lists](https://camo.githubusercontent.com/92b4ed80c2923c1f45deaa3cb1a7d793258bfa95be57073e04166d50f510e8de/68747470733a2f2f7372762d63646e2e68696d7066656e2e696f2f6261646765732f617765736f6d652d6c697374732f617765736f6d656c697374732d666c61742e737667)](https://github.com/awesomelistsio/awesome)",
    "## Frameworks",
    "- [Semantic Kernel](https://github.com/microsoft/semantic-kernel) \u2013 Microsoft\u2019s orchestration framework with planners and connectors."
   ],
   "repository_evidence": [
    "# Awesome AI Agents [![Awesome Lists](https://camo.githubusercontent.com/92b4ed80c2923c1f45deaa3cb1a7d793258bfa95be57073e04166d50f510e8de/68747470733a2f2f7372762d63646e2e68696d7066656e2e696f2f6261646765732f617765736f6d652d6c697374732f617765736f6d656c697374732d666c61742e737667)](https://github.com/awesomelistsio/awesome)",
    "## Frameworks",
    "- [Semantic Kernel](https://github.com/microsoft/semantic-kernel) \u2013 Microsoft\u2019s orchestration framework with planners and connectors."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/awesomelistsio/awesome-ai-agents",
   "project": "CrewAI",
   "repository": "https://github.com/crewai-inc/crewai",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome AI Agents [![Awesome Lists](https://camo.githubusercontent.com/92b4ed80c2923c1f45deaa3cb1a7d793258bfa95be57073e04166d50f510e8de/68747470733a2f2f7372762d63646e2e68696d7066656e2e696f2f6261646765732f617765736f6d652d6c697374732f617765736f6d656c697374732d666c61742e737667)](https://github.com/awesomelistsio/awesome)",
    "## Frameworks",
    "- [CrewAI](https://github.com/crewai-inc/crewai) \u2013 Multi-agent \u201ccrews\u201d that collaborate to complete tasks."
   ],
   "repository_evidence": [
    "# Awesome AI Agents [![Awesome Lists](https://camo.githubusercontent.com/92b4ed80c2923c1f45deaa3cb1a7d793258bfa95be57073e04166d50f510e8de/68747470733a2f2f7372762d63646e2e68696d7066656e2e696f2f6261646765732f617765736f6d652d6c697374732f617765736f6d656c697374732d666c61742e737667)](https://github.com/awesomelistsio/awesome)",
    "## Frameworks",
    "- [CrewAI](https://github.com/crewai-inc/crewai) \u2013 Multi-agent \u201ccrews\u201d that collaborate to complete tasks."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/awesomelistsio/awesome-ai-agents",
   "project": "SmolAgents",
   "repository": "https://github.com/huggingface/smolagents",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome AI Agents [![Awesome Lists](https://camo.githubusercontent.com/92b4ed80c2923c1f45deaa3cb1a7d793258bfa95be57073e04166d50f510e8de/68747470733a2f2f7372762d63646e2e68696d7066656e2e696f2f6261646765732f617765736f6d652d6c697374732f617765736f6d656c697374732d666c61742e737667)](https://github.com/awesomelistsio/awesome)",
    "## Frameworks",
    "- [SmolAgents](https://github.com/huggingface/smolagents) \u2013 Minimal agent framework that \u201cthinks in code.\u201d"
   ],
   "repository_evidence": [
    "# Awesome AI Agents [![Awesome Lists](https://camo.githubusercontent.com/92b4ed80c2923c1f45deaa3cb1a7d793258bfa95be57073e04166d50f510e8de/68747470733a2f2f7372762d63646e2e68696d7066656e2e696f2f6261646765732f617765736f6d652d6c697374732f617765736f6d656c697374732d666c61742e737667)](https://github.com/awesomelistsio/awesome)",
    "## Frameworks",
    "- [SmolAgents](https://github.com/huggingface/smolagents) \u2013 Minimal agent framework that \u201cthinks in code.\u201d"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/awesomelistsio/awesome-ai-agents",
   "project": "Agno",
   "repository": "https://github.com/agno-agi/agno",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome AI Agents [![Awesome Lists](https://camo.githubusercontent.com/92b4ed80c2923c1f45deaa3cb1a7d793258bfa95be57073e04166d50f510e8de/68747470733a2f2f7372762d63646e2e68696d7066656e2e696f2f6261646765732f617765736f6d652d6c697374732f617765736f6d656c697374732d666c61742e737667)](https://github.com/awesomelistsio/awesome)",
    "## Frameworks",
    "- [Agno](https://github.com/agno-agi/agno) \u2013 Multi-agent runtime and AgentOS for secure and production-ready systems."
   ],
   "repository_evidence": [
    "# Awesome AI Agents [![Awesome Lists](https://camo.githubusercontent.com/92b4ed80c2923c1f45deaa3cb1a7d793258bfa95be57073e04166d50f510e8de/68747470733a2f2f7372762d63646e2e68696d7066656e2e696f2f6261646765732f617765736f6d652d6c697374732f617765736f6d656c697374732d666c61742e737667)](https://github.com/awesomelistsio/awesome)",
    "## Frameworks",
    "- [Agno](https://github.com/agno-agi/agno) \u2013 Multi-agent runtime and AgentOS for secure and production-ready systems."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/awesomelistsio/awesome-ai-agents",
   "project": "Phidata",
   "repository": "https://github.com/phidatahq/phidata",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome AI Agents [![Awesome Lists](https://camo.githubusercontent.com/92b4ed80c2923c1f45deaa3cb1a7d793258bfa95be57073e04166d50f510e8de/68747470733a2f2f7372762d63646e2e68696d7066656e2e696f2f6261646765732f617765736f6d652d6c697374732f617765736f6d656c697374732d666c61742e737667)](https://github.com/awesomelistsio/awesome)",
    "## Frameworks",
    "- [Phidata](https://github.com/phidatahq/phidata) \u2013 Tools and frameworks for multimodal, tool-using agents and teams."
   ],
   "repository_evidence": [
    "# Awesome AI Agents [![Awesome Lists](https://camo.githubusercontent.com/92b4ed80c2923c1f45deaa3cb1a7d793258bfa95be57073e04166d50f510e8de/68747470733a2f2f7372762d63646e2e68696d7066656e2e696f2f6261646765732f617765736f6d652d6c697374732f617765736f6d656c697374732d666c61742e737667)](https://github.com/awesomelistsio/awesome)",
    "## Frameworks",
    "- [Phidata](https://github.com/phidatahq/phidata) \u2013 Tools and frameworks for multimodal, tool-using agents and teams."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/awesomelistsio/awesome-ai-agents",
   "project": "PydanticAI",
   "repository": "https://github.com/pydantic/pydantic-ai",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome AI Agents [![Awesome Lists](https://camo.githubusercontent.com/92b4ed80c2923c1f45deaa3cb1a7d793258bfa95be57073e04166d50f510e8de/68747470733a2f2f7372762d63646e2e68696d7066656e2e696f2f6261646765732f617765736f6d652d6c697374732f617765736f6d656c697374732d666c61742e737667)](https://github.com/awesomelistsio/awesome)",
    "## Frameworks",
    "- [PydanticAI](https://github.com/pydantic/pydantic-ai) \u2013 Type-safe agent definitions with Pydantic models."
   ],
   "repository_evidence": [
    "# Awesome AI Agents [![Awesome Lists](https://camo.githubusercontent.com/92b4ed80c2923c1f45deaa3cb1a7d793258bfa95be57073e04166d50f510e8de/68747470733a2f2f7372762d63646e2e68696d7066656e2e696f2f6261646765732f617765736f6d652d6c697374732f617765736f6d656c697374732d666c61742e737667)](https://github.com/awesomelistsio/awesome)",
    "## Frameworks",
    "- [PydanticAI](https://github.com/pydantic/pydantic-ai) \u2013 Type-safe agent definitions with Pydantic models."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/awesomelistsio/awesome-ai-agents",
   "project": "Rasa",
   "repository": "https://github.com/RasaHQ/rasa",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome AI Agents [![Awesome Lists](https://camo.githubusercontent.com/92b4ed80c2923c1f45deaa3cb1a7d793258bfa95be57073e04166d50f510e8de/68747470733a2f2f7372762d63646e2e68696d7066656e2e696f2f6261646765732f617765736f6d652d6c697374732f617765736f6d656c697374732d666c61742e737667)](https://github.com/awesomelistsio/awesome)",
    "## Frameworks",
    "- [Rasa](https://github.com/RasaHQ/rasa) \u2013 Conversational agent framework with NLU and dialogue management."
   ],
   "repository_evidence": [
    "# Awesome AI Agents [![Awesome Lists](https://camo.githubusercontent.com/92b4ed80c2923c1f45deaa3cb1a7d793258bfa95be57073e04166d50f510e8de/68747470733a2f2f7372762d63646e2e68696d7066656e2e696f2f6261646765732f617765736f6d652d6c697374732f617765736f6d656c697374732d666c61742e737667)](https://github.com/awesomelistsio/awesome)",
    "## Frameworks",
    "- [Rasa](https://github.com/RasaHQ/rasa) \u2013 Conversational agent framework with NLU and dialogue management."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/awesomelistsio/awesome-ai-agents",
   "project": "Botpress",
   "repository": "https://github.com/botpress/botpress",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome AI Agents [![Awesome Lists](https://camo.githubusercontent.com/92b4ed80c2923c1f45deaa3cb1a7d793258bfa95be57073e04166d50f510e8de/68747470733a2f2f7372762d63646e2e68696d7066656e2e696f2f6261646765732f617765736f6d652d6c697374732f617765736f6d656c697374732d666c61742e737667)](https://github.com/awesomelistsio/awesome)",
    "## Frameworks",
    "- [Botpress](https://github.com/botpress/botpress) \u2013 Platform for conversational and task-focused agents."
   ],
   "repository_evidence": [
    "# Awesome AI Agents [![Awesome Lists](https://camo.githubusercontent.com/92b4ed80c2923c1f45deaa3cb1a7d793258bfa95be57073e04166d50f510e8de/68747470733a2f2f7372762d63646e2e68696d7066656e2e696f2f6261646765732f617765736f6d652d6c697374732f617765736f6d656c697374732d666c61742e737667)](https://github.com/awesomelistsio/awesome)",
    "## Frameworks",
    "- [Botpress](https://github.com/botpress/botpress) \u2013 Platform for conversational and task-focused agents."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/awesomelistsio/awesome-ai-agents",
   "project": "Mastra",
   "repository": "https://github.com/mastra-ai/mastra",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome AI Agents [![Awesome Lists](https://camo.githubusercontent.com/92b4ed80c2923c1f45deaa3cb1a7d793258bfa95be57073e04166d50f510e8de/68747470733a2f2f7372762d63646e2e68696d7066656e2e696f2f6261646765732f617765736f6d652d6c697374732f617765736f6d656c697374732d666c61742e737667)](https://github.com/awesomelistsio/awesome)",
    "## Frameworks",
    "- [Mastra](https://github.com/mastra-ai/mastra) \u2013 TypeScript/Node.js framework for agentic applications."
   ],
   "repository_evidence": [
    "# Awesome AI Agents [![Awesome Lists](https://camo.githubusercontent.com/92b4ed80c2923c1f45deaa3cb1a7d793258bfa95be57073e04166d50f510e8de/68747470733a2f2f7372762d63646e2e68696d7066656e2e696f2f6261646765732f617765736f6d652d6c697374732f617765736f6d656c697374732d666c61742e737667)](https://github.com/awesomelistsio/awesome)",
    "## Frameworks",
    "- [Mastra](https://github.com/mastra-ai/mastra) \u2013 TypeScript/Node.js framework for agentic applications."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/awesomelistsio/awesome-ai-agents",
   "project": "Kitaru",
   "repository": "https://github.com/zenml-io/kitaru",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome AI Agents [![Awesome Lists](https://camo.githubusercontent.com/92b4ed80c2923c1f45deaa3cb1a7d793258bfa95be57073e04166d50f510e8de/68747470733a2f2f7372762d63646e2e68696d7066656e2e696f2f6261646765732f617765736f6d652d6c697374732f617765736f6d656c697374732d666c61742e737667)](https://github.com/awesomelistsio/awesome)",
    "## Frameworks",
    "- [Kitaru](https://github.com/zenml-io/kitaru) \u2013 Durable execution framework for AI agents with checkpoints, replay, and stateful workflows using Python control flow."
   ],
   "repository_evidence": [
    "# Awesome AI Agents [![Awesome Lists](https://camo.githubusercontent.com/92b4ed80c2923c1f45deaa3cb1a7d793258bfa95be57073e04166d50f510e8de/68747470733a2f2f7372762d63646e2e68696d7066656e2e696f2f6261646765732f617765736f6d652d6c697374732f617765736f6d656c697374732d666c61742e737667)](https://github.com/awesomelistsio/awesome)",
    "## Frameworks",
    "- [Kitaru](https://github.com/zenml-io/kitaru) \u2013 Durable execution framework for AI agents with checkpoints, replay, and stateful workflows using Python control flow."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/awesomelistsio/awesome-ai-agents",
   "project": "LangFlow",
   "repository": "https://github.com/langflow-ai/langflow",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome AI Agents [![Awesome Lists](https://camo.githubusercontent.com/92b4ed80c2923c1f45deaa3cb1a7d793258bfa95be57073e04166d50f510e8de/68747470733a2f2f7372762d63646e2e68696d7066656e2e696f2f6261646765732f617765736f6d652d6c697374732f617765736f6d656c697374732d666c61742e737667)](https://github.com/awesomelistsio/awesome)",
    "## Multi-Agent Orchestration",
    "- [LangFlow](https://github.com/langflow-ai/langflow) \u2013 Visual builder for LangChain/LangGraph flows."
   ],
   "repository_evidence": [
    "# Awesome AI Agents [![Awesome Lists](https://camo.githubusercontent.com/92b4ed80c2923c1f45deaa3cb1a7d793258bfa95be57073e04166d50f510e8de/68747470733a2f2f7372762d63646e2e68696d7066656e2e696f2f6261646765732f617765736f6d652d6c697374732f617765736f6d656c697374732d666c61742e737667)](https://github.com/awesomelistsio/awesome)",
    "## Multi-Agent Orchestration",
    "- [LangFlow](https://github.com/langflow-ai/langflow) \u2013 Visual builder for LangChain/LangGraph flows."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/awesomelistsio/awesome-ai-agents",
   "project": "OpenAI Swarm",
   "repository": "https://github.com/openai/swarm",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome AI Agents [![Awesome Lists](https://camo.githubusercontent.com/92b4ed80c2923c1f45deaa3cb1a7d793258bfa95be57073e04166d50f510e8de/68747470733a2f2f7372762d63646e2e68696d7066656e2e696f2f6261646765732f617765736f6d652d6c697374732f617765736f6d656c697374732d666c61742e737667)](https://github.com/awesomelistsio/awesome)",
    "## Multi-Agent Orchestration",
    "- [OpenAI Swarm](https://github.com/openai/swarm) \u2013 Lightweight agent team coordination for Python."
   ],
   "repository_evidence": [
    "# Awesome AI Agents [![Awesome Lists](https://camo.githubusercontent.com/92b4ed80c2923c1f45deaa3cb1a7d793258bfa95be57073e04166d50f510e8de/68747470733a2f2f7372762d63646e2e68696d7066656e2e696f2f6261646765732f617765736f6d652d6c697374732f617765736f6d656c697374732d666c61742e737667)](https://github.com/awesomelistsio/awesome)",
    "## Multi-Agent Orchestration",
    "- [OpenAI Swarm](https://github.com/openai/swarm) \u2013 Lightweight agent team coordination for Python."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/awesomelistsio/awesome-ai-agents",
   "project": "DeerFlow",
   "repository": "https://github.com/bytedance/deer-flow",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome AI Agents [![Awesome Lists](https://camo.githubusercontent.com/92b4ed80c2923c1f45deaa3cb1a7d793258bfa95be57073e04166d50f510e8de/68747470733a2f2f7372762d63646e2e68696d7066656e2e696f2f6261646765732f617765736f6d652d6c697374732f617765736f6d656c697374732d666c61742e737667)](https://github.com/awesomelistsio/awesome)",
    "## Multi-Agent Orchestration",
    "- [DeerFlow](https://github.com/bytedance/deer-flow) \u2013 Research agent framework with web browsing, crawling, and Python execution."
   ],
   "repository_evidence": [
    "# Awesome AI Agents [![Awesome Lists](https://camo.githubusercontent.com/92b4ed80c2923c1f45deaa3cb1a7d793258bfa95be57073e04166d50f510e8de/68747470733a2f2f7372762d63646e2e68696d7066656e2e696f2f6261646765732f617765736f6d652d6c697374732f617765736f6d656c697374732d666c61742e737667)](https://github.com/awesomelistsio/awesome)",
    "## Multi-Agent Orchestration",
    "- [DeerFlow](https://github.com/bytedance/deer-flow) \u2013 Research agent framework with web browsing, crawling, and Python execution."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/awesomelistsio/awesome-ai-agents",
   "project": "Bosun",
   "repository": "https://github.com/virtengine/bosun",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome AI Agents [![Awesome Lists](https://camo.githubusercontent.com/92b4ed80c2923c1f45deaa3cb1a7d793258bfa95be57073e04166d50f510e8de/68747470733a2f2f7372762d63646e2e68696d7066656e2e696f2f6261646765732f617765736f6d652d6c697374732f617765736f6d656c697374732d666c61742e737667)](https://github.com/awesomelistsio/awesome)",
    "## Multi-Agent Orchestration",
    "- [Bosun](https://github.com/virtengine/bosun) \u2013 Open source workflow and control framework for engineering-focused AI agents."
   ],
   "repository_evidence": [
    "# Awesome AI Agents [![Awesome Lists](https://camo.githubusercontent.com/92b4ed80c2923c1f45deaa3cb1a7d793258bfa95be57073e04166d50f510e8de/68747470733a2f2f7372762d63646e2e68696d7066656e2e696f2f6261646765732f617765736f6d652d6c697374732f617765736f6d656c697374732d666c61742e737667)](https://github.com/awesomelistsio/awesome)",
    "## Multi-Agent Orchestration",
    "- [Bosun](https://github.com/virtengine/bosun) \u2013 Open source workflow and control framework for engineering-focused AI agents."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/awesomelistsio/awesome-ai-agents",
   "project": "OpenAgents",
   "repository": "https://github.com/openagents-org/openagents",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome AI Agents [![Awesome Lists](https://camo.githubusercontent.com/92b4ed80c2923c1f45deaa3cb1a7d793258bfa95be57073e04166d50f510e8de/68747470733a2f2f7372762d63646e2e68696d7066656e2e696f2f6261646765732f617765736f6d652d6c697374732f617765736f6d656c697374732d666c61742e737667)](https://github.com/awesomelistsio/awesome)",
    "## Multi-Agent Orchestration",
    "- [OpenAgents](https://github.com/openagents-org/openagents) \u2013 Open source platform for building multi-agent systems with protocol-based communication and orchestration."
   ],
   "repository_evidence": [
    "# Awesome AI Agents [![Awesome Lists](https://camo.githubusercontent.com/92b4ed80c2923c1f45deaa3cb1a7d793258bfa95be57073e04166d50f510e8de/68747470733a2f2f7372762d63646e2e68696d7066656e2e696f2f6261646765732f617765736f6d652d6c697374732f617765736f6d656c697374732d666c61742e737667)](https://github.com/awesomelistsio/awesome)",
    "## Multi-Agent Orchestration",
    "- [OpenAgents](https://github.com/openagents-org/openagents) \u2013 Open source platform for building multi-agent systems with protocol-based communication and orchestration."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/awesomelistsio/awesome-ai-agents",
   "project": "Agno Agent UI",
   "repository": "https://github.com/agno-agi/agent-ui",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome AI Agents [![Awesome Lists](https://camo.githubusercontent.com/92b4ed80c2923c1f45deaa3cb1a7d793258bfa95be57073e04166d50f510e8de/68747470733a2f2f7372762d63646e2e68696d7066656e2e696f2f6261646765732f617765736f6d652d6c697374732f617765736f6d656c697374732d666c61742e737667)](https://github.com/awesomelistsio/awesome)",
    "## Starter Kits",
    "- [Agno Agent UI](https://github.com/agno-agi/agent-ui) \u2013 Next.js chat interface for AgentOS agents."
   ],
   "repository_evidence": [
    "# Awesome AI Agents [![Awesome Lists](https://camo.githubusercontent.com/92b4ed80c2923c1f45deaa3cb1a7d793258bfa95be57073e04166d50f510e8de/68747470733a2f2f7372762d63646e2e68696d7066656e2e696f2f6261646765732f617765736f6d652d6c697374732f617765736f6d656c697374732d666c61742e737667)](https://github.com/awesomelistsio/awesome)",
    "## Starter Kits",
    "- [Agno Agent UI](https://github.com/agno-agi/agent-ui) \u2013 Next.js chat interface for AgentOS agents."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/awesomelistsio/awesome-ai-agents",
   "project": "LangGraph Chat UI",
   "repository": "https://github.com/langchain-ai/langgraph/tree/main/examples/chat",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome AI Agents [![Awesome Lists](https://camo.githubusercontent.com/92b4ed80c2923c1f45deaa3cb1a7d793258bfa95be57073e04166d50f510e8de/68747470733a2f2f7372762d63646e2e68696d7066656e2e696f2f6261646765732f617765736f6d652d6c697374732f617765736f6d656c697374732d666c61742e737667)](https://github.com/awesomelistsio/awesome)",
    "## Starter Kits",
    "- [LangGraph Chat UI](https://github.com/langchain-ai/langgraph/tree/main/examples/chat) \u2013 Example UIs for agent interactions."
   ],
   "repository_evidence": [
    "# Awesome AI Agents [![Awesome Lists](https://camo.githubusercontent.com/92b4ed80c2923c1f45deaa3cb1a7d793258bfa95be57073e04166d50f510e8de/68747470733a2f2f7372762d63646e2e68696d7066656e2e696f2f6261646765732f617765736f6d652d6c697374732f617765736f6d656c697374732d666c61742e737667)](https://github.com/awesomelistsio/awesome)",
    "## Starter Kits",
    "- [LangGraph Chat UI](https://github.com/langchain-ai/langgraph/tree/main/examples/chat) \u2013 Example UIs for agent interactions."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/awesomelistsio/awesome-ai-agents",
   "project": "SmolAgents Starter Projects",
   "repository": "https://github.com/samwit/smolagents_examples",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome AI Agents [![Awesome Lists](https://camo.githubusercontent.com/92b4ed80c2923c1f45deaa3cb1a7d793258bfa95be57073e04166d50f510e8de/68747470733a2f2f7372762d63646e2e68696d7066656e2e696f2f6261646765732f617765736f6d652d6c697374732f617765736f6d656c697374732d666c61742e737667)](https://github.com/awesomelistsio/awesome)",
    "## Starter Kits",
    "- [SmolAgents Starter Projects](https://github.com/samwit/smolagents_examples) \u2013 Multi-agent demo apps."
   ],
   "repository_evidence": [
    "# Awesome AI Agents [![Awesome Lists](https://camo.githubusercontent.com/92b4ed80c2923c1f45deaa3cb1a7d793258bfa95be57073e04166d50f510e8de/68747470733a2f2f7372762d63646e2e68696d7066656e2e696f2f6261646765732f617765736f6d652d6c697374732f617765736f6d656c697374732d666c61742e737667)](https://github.com/awesomelistsio/awesome)",
    "## Starter Kits",
    "- [SmolAgents Starter Projects](https://github.com/samwit/smolagents_examples) \u2013 Multi-agent demo apps."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/awesomelistsio/awesome-ai-agents",
   "project": "CrewAI Quickstarts",
   "repository": "https://github.com/crewai-inc/crewai-quickstarts",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome AI Agents [![Awesome Lists](https://camo.githubusercontent.com/92b4ed80c2923c1f45deaa3cb1a7d793258bfa95be57073e04166d50f510e8de/68747470733a2f2f7372762d63646e2e68696d7066656e2e696f2f6261646765732f617765736f6d652d6c697374732f617765736f6d656c697374732d666c61742e737667)](https://github.com/awesomelistsio/awesome)",
    "## Starter Kits",
    "- [CrewAI Quickstarts](https://github.com/crewai-inc/crewai-quickstarts) \u2013 Example dashboards and templates."
   ],
   "repository_evidence": [
    "# Awesome AI Agents [![Awesome Lists](https://camo.githubusercontent.com/92b4ed80c2923c1f45deaa3cb1a7d793258bfa95be57073e04166d50f510e8de/68747470733a2f2f7372762d63646e2e68696d7066656e2e696f2f6261646765732f617765736f6d652d6c697374732f617765736f6d656c697374732d666c61742e737667)](https://github.com/awesomelistsio/awesome)",
    "## Starter Kits",
    "- [CrewAI Quickstarts](https://github.com/crewai-inc/crewai-quickstarts) \u2013 Example dashboards and templates."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/awesomelistsio/awesome-ai-agents",
   "project": "AG2 Examples",
   "repository": "https://github.com/ag2ai/ag2#examples",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome AI Agents [![Awesome Lists](https://camo.githubusercontent.com/92b4ed80c2923c1f45deaa3cb1a7d793258bfa95be57073e04166d50f510e8de/68747470733a2f2f7372762d63646e2e68696d7066656e2e696f2f6261646765732f617765736f6d652d6c697374732f617765736f6d656c697374732d666c61742e737667)](https://github.com/awesomelistsio/awesome)",
    "## Examples",
    "- [AG2 Examples](https://github.com/ag2ai/ag2#examples) \u2013 Multi-agent code-writing, retrieval, and planning demos."
   ],
   "repository_evidence": [
    "# Awesome AI Agents [![Awesome Lists](https://camo.githubusercontent.com/92b4ed80c2923c1f45deaa3cb1a7d793258bfa95be57073e04166d50f510e8de/68747470733a2f2f7372762d63646e2e68696d7066656e2e696f2f6261646765732f617765736f6d652d6c697374732f617765736f6d656c697374732d666c61742e737667)](https://github.com/awesomelistsio/awesome)",
    "## Examples",
    "- [AG2 Examples](https://github.com/ag2ai/ag2#examples) \u2013 Multi-agent code-writing, retrieval, and planning demos."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/awesomelistsio/awesome-ai-agents",
   "project": "CrewAI Example Projects",
   "repository": "https://github.com/crewai-inc/crewai-quickstarts",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome AI Agents [![Awesome Lists](https://camo.githubusercontent.com/92b4ed80c2923c1f45deaa3cb1a7d793258bfa95be57073e04166d50f510e8de/68747470733a2f2f7372762d63646e2e68696d7066656e2e696f2f6261646765732f617765736f6d652d6c697374732f617765736f6d656c697374732d666c61742e737667)](https://github.com/awesomelistsio/awesome)",
    "## Examples",
    "- [CrewAI Example Projects](https://github.com/crewai-inc/crewai-quickstarts) \u2013 Research agents, content agents, and workflows."
   ],
   "repository_evidence": [
    "# Awesome AI Agents [![Awesome Lists](https://camo.githubusercontent.com/92b4ed80c2923c1f45deaa3cb1a7d793258bfa95be57073e04166d50f510e8de/68747470733a2f2f7372762d63646e2e68696d7066656e2e696f2f6261646765732f617765736f6d652d6c697374732f617765736f6d656c697374732d666c61742e737667)](https://github.com/awesomelistsio/awesome)",
    "## Examples",
    "- [CrewAI Example Projects](https://github.com/crewai-inc/crewai-quickstarts) \u2013 Research agents, content agents, and workflows."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/awesomelistsio/awesome-ai-agents",
   "project": "SmolAgents Examples",
   "repository": "https://github.com/samwit/smolagents_examples",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome AI Agents [![Awesome Lists](https://camo.githubusercontent.com/92b4ed80c2923c1f45deaa3cb1a7d793258bfa95be57073e04166d50f510e8de/68747470733a2f2f7372762d63646e2e68696d7066656e2e696f2f6261646765732f617765736f6d652d6c697374732f617765736f6d656c697374732d666c61742e737667)](https://github.com/awesomelistsio/awesome)",
    "## Examples",
    "- [SmolAgents Examples](https://github.com/samwit/smolagents_examples) \u2013 Collaborative agent systems with tool use."
   ],
   "repository_evidence": [
    "# Awesome AI Agents [![Awesome Lists](https://camo.githubusercontent.com/92b4ed80c2923c1f45deaa3cb1a7d793258bfa95be57073e04166d50f510e8de/68747470733a2f2f7372762d63646e2e68696d7066656e2e696f2f6261646765732f617765736f6d652d6c697374732f617765736f6d656c697374732d666c61742e737667)](https://github.com/awesomelistsio/awesome)",
    "## Examples",
    "- [SmolAgents Examples](https://github.com/samwit/smolagents_examples) \u2013 Collaborative agent systems with tool use."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/awesomelistsio/awesome-ai-agents",
   "project": "AutoGroq",
   "repository": "https://github.com/jgravelle/AutoGroq",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome AI Agents [![Awesome Lists](https://camo.githubusercontent.com/92b4ed80c2923c1f45deaa3cb1a7d793258bfa95be57073e04166d50f510e8de/68747470733a2f2f7372762d63646e2e68696d7066656e2e696f2f6261646765732f617765736f6d652d6c697374732f617765736f6d656c697374732d666c61742e737667)](https://github.com/awesomelistsio/awesome)",
    "## Examples",
    "- [AutoGroq](https://github.com/jgravelle/AutoGroq) \u2013 Team-based AI agent system for project assistance."
   ],
   "repository_evidence": [
    "# Awesome AI Agents [![Awesome Lists](https://camo.githubusercontent.com/92b4ed80c2923c1f45deaa3cb1a7d793258bfa95be57073e04166d50f510e8de/68747470733a2f2f7372762d63646e2e68696d7066656e2e696f2f6261646765732f617765736f6d652d6c697374732f617765736f6d656c697374732d666c61742e737667)](https://github.com/awesomelistsio/awesome)",
    "## Examples",
    "- [AutoGroq](https://github.com/jgravelle/AutoGroq) \u2013 Team-based AI agent system for project assistance."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/awesomelistsio/awesome-ai-agents",
   "project": "ImageAgent (LangGraph)",
   "repository": "https://github.com/josefdc/ImageAgent",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome AI Agents [![Awesome Lists](https://camo.githubusercontent.com/92b4ed80c2923c1f45deaa3cb1a7d793258bfa95be57073e04166d50f510e8de/68747470733a2f2f7372762d63646e2e68696d7066656e2e696f2f6261646765732f617765736f6d652d6c697374732f617765736f6d656c697374732d666c61742e737667)](https://github.com/awesomelistsio/awesome)",
    "## Examples",
    "- [ImageAgent (LangGraph)](https://github.com/josefdc/ImageAgent) \u2013 Image-editing agent powered by LangGraph."
   ],
   "repository_evidence": [
    "# Awesome AI Agents [![Awesome Lists](https://camo.githubusercontent.com/92b4ed80c2923c1f45deaa3cb1a7d793258bfa95be57073e04166d50f510e8de/68747470733a2f2f7372762d63646e2e68696d7066656e2e696f2f6261646765732f617765736f6d652d6c697374732f617765736f6d656c697374732d666c61742e737667)](https://github.com/awesomelistsio/awesome)",
    "## Examples",
    "- [ImageAgent (LangGraph)](https://github.com/josefdc/ImageAgent) \u2013 Image-editing agent powered by LangGraph."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/awesomelistsio/awesome-ai-agents",
   "project": "Top Agent Frameworks Overview",
   "repository": "https://github.com/topics/agent-framework",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome AI Agents [![Awesome Lists](https://camo.githubusercontent.com/92b4ed80c2923c1f45deaa3cb1a7d793258bfa95be57073e04166d50f510e8de/68747470733a2f2f7372762d63646e2e68696d7066656e2e696f2f6261646765732f617765736f6d652d6c697374732f617765736f6d656c697374732d666c61742e737667)](https://github.com/awesomelistsio/awesome)",
    "## Learning Resources",
    "- [Top Agent Frameworks Overview](https://github.com/topics/agent-framework) \u2013 Comparative list of agent frameworks."
   ],
   "repository_evidence": [
    "# Awesome AI Agents [![Awesome Lists](https://camo.githubusercontent.com/92b4ed80c2923c1f45deaa3cb1a7d793258bfa95be57073e04166d50f510e8de/68747470733a2f2f7372762d63646e2e68696d7066656e2e696f2f6261646765732f617765736f6d652d6c697374732f617765736f6d656c697374732d666c61742e737667)](https://github.com/awesomelistsio/awesome)",
    "## Learning Resources",
    "- [Top Agent Frameworks Overview](https://github.com/topics/agent-framework) \u2013 Comparative list of agent frameworks."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/awesomelistsio/awesome-ai-agents",
   "project": "LangGraph Tutorials",
   "repository": "https://github.com/langchain-ai/langgraph/tree/main/examples",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome AI Agents [![Awesome Lists](https://camo.githubusercontent.com/92b4ed80c2923c1f45deaa3cb1a7d793258bfa95be57073e04166d50f510e8de/68747470733a2f2f7372762d63646e2e68696d7066656e2e696f2f6261646765732f617765736f6d652d6c697374732f617765736f6d656c697374732d666c61742e737667)](https://github.com/awesomelistsio/awesome)",
    "## Learning Resources",
    "- [LangGraph Tutorials](https://github.com/langchain-ai/langgraph/tree/main/examples) \u2013 Tutorials for building agent workflows."
   ],
   "repository_evidence": [
    "# Awesome AI Agents [![Awesome Lists](https://camo.githubusercontent.com/92b4ed80c2923c1f45deaa3cb1a7d793258bfa95be57073e04166d50f510e8de/68747470733a2f2f7372762d63646e2e68696d7066656e2e696f2f6261646765732f617765736f6d652d6c697374732f617765736f6d656c697374732d666c61742e737667)](https://github.com/awesomelistsio/awesome)",
    "## Learning Resources",
    "- [LangGraph Tutorials](https://github.com/langchain-ai/langgraph/tree/main/examples) \u2013 Tutorials for building agent workflows."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/awesomelistsio/awesome-ai-agents",
   "project": "CrewAI Learning Resources",
   "repository": "https://github.com/crewai-inc/crewai",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome AI Agents [![Awesome Lists](https://camo.githubusercontent.com/92b4ed80c2923c1f45deaa3cb1a7d793258bfa95be57073e04166d50f510e8de/68747470733a2f2f7372762d63646e2e68696d7066656e2e696f2f6261646765732f617765736f6d652d6c697374732f617765736f6d656c697374732d666c61742e737667)](https://github.com/awesomelistsio/awesome)",
    "## Learning Resources",
    "- [CrewAI Learning Resources](https://github.com/crewai-inc/crewai) \u2013 Documentation and guided tutorials."
   ],
   "repository_evidence": [
    "# Awesome AI Agents [![Awesome Lists](https://camo.githubusercontent.com/92b4ed80c2923c1f45deaa3cb1a7d793258bfa95be57073e04166d50f510e8de/68747470733a2f2f7372762d63646e2e68696d7066656e2e696f2f6261646765732f617765736f6d652d6c697374732f617765736f6d656c697374732d666c61742e737667)](https://github.com/awesomelistsio/awesome)",
    "## Learning Resources",
    "- [CrewAI Learning Resources](https://github.com/crewai-inc/crewai) \u2013 Documentation and guided tutorials."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/awesomelistsio/awesome-ai-agents",
   "project": "SmolAgents Tutorials",
   "repository": "https://github.com/huggingface/smolagents",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome AI Agents [![Awesome Lists](https://camo.githubusercontent.com/92b4ed80c2923c1f45deaa3cb1a7d793258bfa95be57073e04166d50f510e8de/68747470733a2f2f7372762d63646e2e68696d7066656e2e696f2f6261646765732f617765736f6d652d6c697374732f617765736f6d656c697374732d666c61742e737667)](https://github.com/awesomelistsio/awesome)",
    "## Learning Resources",
    "- [SmolAgents Tutorials](https://github.com/huggingface/smolagents) \u2013 Examples of code-first agent development."
   ],
   "repository_evidence": [
    "# Awesome AI Agents [![Awesome Lists](https://camo.githubusercontent.com/92b4ed80c2923c1f45deaa3cb1a7d793258bfa95be57073e04166d50f510e8de/68747470733a2f2f7372762d63646e2e68696d7066656e2e696f2f6261646765732f617765736f6d652d6c697374732f617765736f6d656c697374732d666c61742e737667)](https://github.com/awesomelistsio/awesome)",
    "## Learning Resources",
    "- [SmolAgents Tutorials](https://github.com/huggingface/smolagents) \u2013 Examples of code-first agent development."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/awesomelistsio/awesome-ai-agents",
   "project": "Awesome AI",
   "repository": "https://github.com/awesomelistsio/awesome-ai",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome AI Agents [![Awesome Lists](https://camo.githubusercontent.com/92b4ed80c2923c1f45deaa3cb1a7d793258bfa95be57073e04166d50f510e8de/68747470733a2f2f7372762d63646e2e68696d7066656e2e696f2f6261646765732f617765736f6d652d6c697374732f617765736f6d656c697374732d666c61742e737667)](https://github.com/awesomelistsio/awesome)",
    "## Related Awesome Lists",
    "- [Awesome AI](https://github.com/awesomelistsio/awesome-ai)"
   ],
   "repository_evidence": [
    "# Awesome AI Agents [![Awesome Lists](https://camo.githubusercontent.com/92b4ed80c2923c1f45deaa3cb1a7d793258bfa95be57073e04166d50f510e8de/68747470733a2f2f7372762d63646e2e68696d7066656e2e696f2f6261646765732f617765736f6d652d6c697374732f617765736f6d656c697374732d666c61742e737667)](https://github.com/awesomelistsio/awesome)",
    "## Related Awesome Lists",
    "- [Awesome AI](https://github.com/awesomelistsio/awesome-ai)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/awesomelistsio/awesome-ai-agents",
   "project": "Awesome AI Infrastructure",
   "repository": "https://github.com/awesomelistsio/awesome-ai-infrastructure",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome AI Agents [![Awesome Lists](https://camo.githubusercontent.com/92b4ed80c2923c1f45deaa3cb1a7d793258bfa95be57073e04166d50f510e8de/68747470733a2f2f7372762d63646e2e68696d7066656e2e696f2f6261646765732f617765736f6d652d6c697374732f617765736f6d656c697374732d666c61742e737667)](https://github.com/awesomelistsio/awesome)",
    "## Related Awesome Lists",
    "- [Awesome AI Infrastructure](https://github.com/awesomelistsio/awesome-ai-infrastructure)"
   ],
   "repository_evidence": [
    "# Awesome AI Agents [![Awesome Lists](https://camo.githubusercontent.com/92b4ed80c2923c1f45deaa3cb1a7d793258bfa95be57073e04166d50f510e8de/68747470733a2f2f7372762d63646e2e68696d7066656e2e696f2f6261646765732f617765736f6d652d6c697374732f617765736f6d656c697374732d666c61742e737667)](https://github.com/awesomelistsio/awesome)",
    "## Related Awesome Lists",
    "- [Awesome AI Infrastructure](https://github.com/awesomelistsio/awesome-ai-infrastructure)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/awesomelistsio/awesome-ai-agents",
   "project": "Awesome AI Research Papers",
   "repository": "https://github.com/awesomelistsio/awesome-ai-research-papers",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome AI Agents [![Awesome Lists](https://camo.githubusercontent.com/92b4ed80c2923c1f45deaa3cb1a7d793258bfa95be57073e04166d50f510e8de/68747470733a2f2f7372762d63646e2e68696d7066656e2e696f2f6261646765732f617765736f6d652d6c697374732f617765736f6d656c697374732d666c61742e737667)](https://github.com/awesomelistsio/awesome)",
    "## Related Awesome Lists",
    "- [Awesome AI Research Papers](https://github.com/awesomelistsio/awesome-ai-research-papers)"
   ],
   "repository_evidence": [
    "# Awesome AI Agents [![Awesome Lists](https://camo.githubusercontent.com/92b4ed80c2923c1f45deaa3cb1a7d793258bfa95be57073e04166d50f510e8de/68747470733a2f2f7372762d63646e2e68696d7066656e2e696f2f6261646765732f617765736f6d652d6c697374732f617765736f6d656c697374732d666c61742e737667)](https://github.com/awesomelistsio/awesome)",
    "## Related Awesome Lists",
    "- [Awesome AI Research Papers](https://github.com/awesomelistsio/awesome-ai-research-papers)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/awesomelistsio/awesome-ai-agents",
   "project": "Awesome LLMOps",
   "repository": "https://github.com/awesomelistsio/awesome-llmops",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome AI Agents [![Awesome Lists](https://camo.githubusercontent.com/92b4ed80c2923c1f45deaa3cb1a7d793258bfa95be57073e04166d50f510e8de/68747470733a2f2f7372762d63646e2e68696d7066656e2e696f2f6261646765732f617765736f6d652d6c697374732f617765736f6d656c697374732d666c61742e737667)](https://github.com/awesomelistsio/awesome)",
    "## Related Awesome Lists",
    "- [Awesome LLMOps](https://github.com/awesomelistsio/awesome-llmops)"
   ],
   "repository_evidence": [
    "# Awesome AI Agents [![Awesome Lists](https://camo.githubusercontent.com/92b4ed80c2923c1f45deaa3cb1a7d793258bfa95be57073e04166d50f510e8de/68747470733a2f2f7372762d63646e2e68696d7066656e2e696f2f6261646765732f617765736f6d652d6c697374732f617765736f6d656c697374732d666c61742e737667)](https://github.com/awesomelistsio/awesome)",
    "## Related Awesome Lists",
    "- [Awesome LLMOps](https://github.com/awesomelistsio/awesome-llmops)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/letta-ai/awesome-letta",
   "project": "Letta",
   "repository": "https://github.com/letta-ai/letta",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome Letta [![Awesome](https://camo.githubusercontent.com/9d49598b873146ec650fb3f275e8a532c765dabb1f61d5afa25be41e79891aa7/68747470733a2f2f617765736f6d652e72652f62616467652e737667)](https://awesome.re)",
    "[Letta](https://www.letta.com) is the leading platform for building AI agents with persistent memory."
   ],
   "repository_evidence": [
    "# Awesome Letta [![Awesome](https://camo.githubusercontent.com/9d49598b873146ec650fb3f275e8a532c765dabb1f61d5afa25be41e79891aa7/68747470733a2f2f617765736f6d652e72652f62616467652e737667)](https://awesome.re)",
    "- [Letta GitHub](https://github.com/letta-ai/letta) - Official Letta repository"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/letta-ai/awesome-letta",
   "project": "Letta Leaderboard",
   "repository": "https://github.com/letta-ai/letta-leaderboard",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome Letta [![Awesome](https://camo.githubusercontent.com/9d49598b873146ec650fb3f275e8a532c765dabb1f61d5afa25be41e79891aa7/68747470733a2f2f617765736f6d652e72652f62616467652e737667)](https://awesome.re)",
    "- [Letta Leaderboard](https://docs.letta.com/leaderboard) - Leaderboard to determine how to choose the best language models for your agent [[Repo]](https://github.com/letta-ai/letta-leaderboard)"
   ],
   "repository_evidence": [
    "# Awesome Letta [![Awesome](https://camo.githubusercontent.com/9d49598b873146ec650fb3f275e8a532c765dabb1f61d5afa25be41e79891aa7/68747470733a2f2f617765736f6d652e72652f62616467652e737667)](https://awesome.re)",
    "- [Letta Leaderboard](https://docs.letta.com/leaderboard) - Leaderboard to determine how to choose the best language models for your agent [[Repo]](https://github.com/letta-ai/letta-leaderboard)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/letta-ai/awesome-letta",
   "project": "Letta Python SDK",
   "repository": "https://github.com/letta-ai/letta-python",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome Letta [![Awesome](https://camo.githubusercontent.com/9d49598b873146ec650fb3f275e8a532c765dabb1f61d5afa25be41e79891aa7/68747470733a2f2f617765736f6d652e72652f62616467652e737667)](https://awesome.re)",
    "- [Letta Python SDK](https://github.com/letta-ai/letta-python) - Python SDK for Letta"
   ],
   "repository_evidence": [
    "# Awesome Letta [![Awesome](https://camo.githubusercontent.com/9d49598b873146ec650fb3f275e8a532c765dabb1f61d5afa25be41e79891aa7/68747470733a2f2f617765736f6d652e72652f62616467652e737667)](https://awesome.re)",
    "- [Letta Python SDK](https://github.com/letta-ai/letta-python) - Python SDK for Letta"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/letta-ai/awesome-letta",
   "project": "Letta TypeScript SDK",
   "repository": "https://github.com/letta-ai/letta-node",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome Letta [![Awesome](https://camo.githubusercontent.com/9d49598b873146ec650fb3f275e8a532c765dabb1f61d5afa25be41e79891aa7/68747470733a2f2f617765736f6d652e72652f62616467652e737667)](https://awesome.re)",
    "- [Letta TypeScript SDK](https://github.com/letta-ai/letta-node) - TypeScript SDK for Letta"
   ],
   "repository_evidence": [
    "# Awesome Letta [![Awesome](https://camo.githubusercontent.com/9d49598b873146ec650fb3f275e8a532c765dabb1f61d5afa25be41e79891aa7/68747470733a2f2f617765736f6d652e72652f62616467652e737667)](https://awesome.re)",
    "- [Letta TypeScript SDK](https://github.com/letta-ai/letta-node) - TypeScript SDK for Letta"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/letta-ai/awesome-letta",
   "project": "AI Memory SDK",
   "repository": "https://github.com/letta-ai/ai-memory-sdk",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome Letta [![Awesome](https://camo.githubusercontent.com/9d49598b873146ec650fb3f275e8a532c765dabb1f61d5afa25be41e79891aa7/68747470733a2f2f617765736f6d652e72652f62616467652e737667)](https://awesome.re)",
    "- [AI Memory SDK](https://github.com/letta-ai/ai-memory-sdk) - A lightweight agent memory SDK for Letta for adding agentic memory and learning in a pluggable way"
   ],
   "repository_evidence": [
    "# Awesome Letta [![Awesome](https://camo.githubusercontent.com/9d49598b873146ec650fb3f275e8a532c765dabb1f61d5afa25be41e79891aa7/68747470733a2f2f617765736f6d652e72652f62616467652e737667)](https://awesome.re)",
    "- [AI Memory SDK](https://github.com/letta-ai/ai-memory-sdk) - A lightweight agent memory SDK for Letta for adding agentic memory and learning in a pluggable way"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/letta-ai/awesome-letta",
   "project": "Create Letta App",
   "repository": "https://github.com/letta-ai/create-letta-app",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome Letta [![Awesome](https://camo.githubusercontent.com/9d49598b873146ec650fb3f275e8a532c765dabb1f61d5afa25be41e79891aa7/68747470733a2f2f617765736f6d652e72652f62616467652e737667)](https://awesome.re)",
    "- [Create Letta demo applications](https://github.com/letta-ai/create-letta-app) - Create Letta App lets you create apps with Letta"
   ],
   "repository_evidence": [
    "# Awesome Letta [![Awesome](https://camo.githubusercontent.com/9d49598b873146ec650fb3f275e8a532c765dabb1f61d5afa25be41e79891aa7/68747470733a2f2f617765736f6d652e72652f62616467652e737667)](https://awesome.re)",
    "- [Create Letta demo applications](https://github.com/letta-ai/create-letta-app) - Create Letta App lets you create apps with Letta"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/letta-ai/awesome-letta",
   "project": "Thought stream web viewer",
   "repository": "https://github.com/letta-ai/thought-stream-website",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome Letta [![Awesome](https://camo.githubusercontent.com/9d49598b873146ec650fb3f275e8a532c765dabb1f61d5afa25be41e79891aa7/68747470733a2f2f617765736f6d652e72652f62616467652e737667)](https://awesome.re)",
    "- [Thought stream web viewer](https://github.com/letta-ai/thought-stream-website), an ATProto-powered multi-agent chatroom."
   ],
   "repository_evidence": [
    "# Awesome Letta [![Awesome](https://camo.githubusercontent.com/9d49598b873146ec650fb3f275e8a532c765dabb1f61d5afa25be41e79891aa7/68747470733a2f2f617765736f6d652e72652f62616467652e737667)](https://awesome.re)",
    "- [Thought stream web viewer](https://github.com/letta-ai/thought-stream-website), an ATProto-powered multi-agent chatroom."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/letta-ai/awesome-letta",
   "project": "Letta Chatbot template",
   "repository": "https://github.com/letta-ai/letta-chatbot-example",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome Letta [![Awesome](https://camo.githubusercontent.com/9d49598b873146ec650fb3f275e8a532c765dabb1f61d5afa25be41e79891aa7/68747470733a2f2f617765736f6d652e72652f62616467652e737667)](https://awesome.re)",
    "- [Letta Chatbot template](https://github.com/letta-ai/letta-chatbot-example) - An example Next.js chatbot application built on the Letta API, which makes each chatbot a stateful agent (agent with memory) under the hood."
   ],
   "repository_evidence": [
    "# Awesome Letta [![Awesome](https://camo.githubusercontent.com/9d49598b873146ec650fb3f275e8a532c765dabb1f61d5afa25be41e79891aa7/68747470733a2f2f617765736f6d652e72652f62616467652e737667)](https://awesome.re)",
    "- [Letta Chatbot template](https://github.com/letta-ai/letta-chatbot-example) - An example Next.js chatbot application built on the Letta API, which makes each chatbot a stateful agent (agent with memory) under the hood."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/letta-ai/awesome-letta",
   "project": "Letta Examples Repository",
   "repository": "https://github.com/letta-ai/letta/tree/main/examples",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome Letta [![Awesome](https://camo.githubusercontent.com/9d49598b873146ec650fb3f275e8a532c765dabb1f61d5afa25be41e79891aa7/68747470733a2f2f617765736f6d652e72652f62616467652e737667)](https://awesome.re)",
    "- [Letta Examples Repository](https://github.com/letta-ai/letta/tree/main/examples) - Official example implementations"
   ],
   "repository_evidence": [
    "# Awesome Letta [![Awesome](https://camo.githubusercontent.com/9d49598b873146ec650fb3f275e8a532c765dabb1f61d5afa25be41e79891aa7/68747470733a2f2f617765736f6d652e72652f62616467652e737667)](https://awesome.re)",
    "- [Letta Examples Repository](https://github.com/letta-ai/letta/tree/main/examples) - Official example implementations"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/letta-ai/awesome-letta",
   "project": "Vercel AI SDK Provider Examples",
   "repository": "https://github.com/letta-ai/vercel-ai-sdk-provider/tree/main/examples",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome Letta [![Awesome](https://camo.githubusercontent.com/9d49598b873146ec650fb3f275e8a532c765dabb1f61d5afa25be41e79891aa7/68747470733a2f2f617765736f6d652e72652f62616467652e737667)](https://awesome.re)",
    "- [Vercel AI SDK Provider Examples](https://github.com/letta-ai/vercel-ai-sdk-provider/tree/main/examples) - AI SDK integration examples"
   ],
   "repository_evidence": [
    "# Awesome Letta [![Awesome](https://camo.githubusercontent.com/9d49598b873146ec650fb3f275e8a532c765dabb1f61d5afa25be41e79891aa7/68747470733a2f2f617765736f6d652e72652f62616467652e737667)](https://awesome.re)",
    "- [Vercel AI SDK Provider Examples](https://github.com/letta-ai/vercel-ai-sdk-provider/tree/main/examples) - AI SDK integration examples"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/letta-ai/awesome-letta",
   "project": "Discord bot",
   "repository": "https://github.com/letta-ai/letta-discord-bot-example",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome Letta [![Awesome](https://camo.githubusercontent.com/9d49598b873146ec650fb3f275e8a532c765dabb1f61d5afa25be41e79891aa7/68747470733a2f2f617765736f6d652e72652f62616467652e737667)](https://awesome.re)",
    "- [Discord bot](https://github.com/letta-ai/letta-discord-bot-example) An example Discord chatbot built on the Letta API, which uses a stateful agent (agent with memory) under the hood."
   ],
   "repository_evidence": [
    "# Awesome Letta [![Awesome](https://camo.githubusercontent.com/9d49598b873146ec650fb3f275e8a532c765dabb1f61d5afa25be41e79891aa7/68747470733a2f2f617765736f6d652e72652f62616467652e737667)](https://awesome.re)",
    "- [Discord bot](https://github.com/letta-ai/letta-discord-bot-example) An example Discord chatbot built on the Letta API, which uses a stateful agent (agent with memory) under the hood."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/letta-ai/awesome-letta",
   "project": "CharacterPlus",
   "repository": "https://github.com/letta-ai/characterai-memory",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome Letta [![Awesome](https://camo.githubusercontent.com/9d49598b873146ec650fb3f275e8a532c765dabb1f61d5afa25be41e79891aa7/68747470733a2f2f617765736f6d652e72652f62616467652e737667)](https://awesome.re)",
    "- [CharacterPlus](https://github.com/letta-ai/characterai-memory) - Example CharacterAI-style web app that runs on Letta to create characters with memory."
   ],
   "repository_evidence": [
    "# Awesome Letta [![Awesome](https://camo.githubusercontent.com/9d49598b873146ec650fb3f275e8a532c765dabb1f61d5afa25be41e79891aa7/68747470733a2f2f617765736f6d652e72652f62616467652e737667)](https://awesome.re)",
    "- [CharacterPlus](https://github.com/letta-ai/characterai-memory) - Example CharacterAI-style web app that runs on Letta to create characters with memory."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/letta-ai/awesome-letta",
   "project": "Deep research agent",
   "repository": "https://github.com/letta-ai/deep-research",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome Letta [![Awesome](https://camo.githubusercontent.com/9d49598b873146ec650fb3f275e8a532c765dabb1f61d5afa25be41e79891aa7/68747470733a2f2f617765736f6d652e72652f62616467652e737667)](https://awesome.re)",
    "- [Deep research agent](https://github.com/letta-ai/deep-research)"
   ],
   "repository_evidence": [
    "# Awesome Letta [![Awesome](https://camo.githubusercontent.com/9d49598b873146ec650fb3f275e8a532c765dabb1f61d5afa25be41e79891aa7/68747470733a2f2f617765736f6d652e72652f62616467652e737667)](https://awesome.re)",
    "- [Deep research agent](https://github.com/letta-ai/deep-research)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/letta-ai/awesome-letta",
   "project": "DuckDB agent",
   "repository": "https://github.com/letta-ai/letta-duckdb-agent",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome Letta [![Awesome](https://camo.githubusercontent.com/9d49598b873146ec650fb3f275e8a532c765dabb1f61d5afa25be41e79891aa7/68747470733a2f2f617765736f6d652e72652f62616467652e737667)](https://awesome.re)",
    "- [DuckDB agent](https://github.com/letta-ai/letta-duckdb-agent)"
   ],
   "repository_evidence": [
    "# Awesome Letta [![Awesome](https://camo.githubusercontent.com/9d49598b873146ec650fb3f275e8a532c765dabb1f61d5afa25be41e79891aa7/68747470733a2f2f617765736f6d652e72652f62616467652e737667)](https://awesome.re)",
    "- [DuckDB agent](https://github.com/letta-ai/letta-duckdb-agent)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/letta-ai/awesome-letta",
   "project": "Vercel AI SDK Provider",
   "repository": "https://github.com/letta-ai/vercel-ai-sdk-provider",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome Letta [![Awesome](https://camo.githubusercontent.com/9d49598b873146ec650fb3f275e8a532c765dabb1f61d5afa25be41e79891aa7/68747470733a2f2f617765736f6d652e72652f62616467652e737667)](https://awesome.re)",
    "- [Vercel AI SDK Provider](https://github.com/letta-ai/vercel-ai-sdk-provider) - Use Letta with Vercel AI SDK v5"
   ],
   "repository_evidence": [
    "# Awesome Letta [![Awesome](https://camo.githubusercontent.com/9d49598b873146ec650fb3f275e8a532c765dabb1f61d5afa25be41e79891aa7/68747470733a2f2f617765736f6d652e72652f62616467652e737667)](https://awesome.re)",
    "- [Vercel AI SDK Provider](https://github.com/letta-ai/vercel-ai-sdk-provider) - Use Letta with Vercel AI SDK v5"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/letta-ai/awesome-letta",
   "project": "Telegram",
   "repository": "https://github.com/letta-ai/letta-telegram",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome Letta [![Awesome](https://camo.githubusercontent.com/9d49598b873146ec650fb3f275e8a532c765dabb1f61d5afa25be41e79891aa7/68747470733a2f2f617765736f6d652e72652f62616467652e737667)](https://awesome.re)",
    "- [Telegram](https://github.com/letta-ai/letta-telegram) - A Modal application for serving a Letta agent on Telegram."
   ],
   "repository_evidence": [
    "# Awesome Letta [![Awesome](https://camo.githubusercontent.com/9d49598b873146ec650fb3f275e8a532c765dabb1f61d5afa25be41e79891aa7/68747470733a2f2f617765736f6d652e72652f62616467652e737667)](https://awesome.re)",
    "- [Telegram](https://github.com/letta-ai/letta-telegram) - A Modal application for serving a Letta agent on Telegram."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/letta-ai/awesome-letta",
   "project": "Obsidian",
   "repository": "https://github.com/letta-ai/letta-obsidian",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome Letta [![Awesome](https://camo.githubusercontent.com/9d49598b873146ec650fb3f275e8a532c765dabb1f61d5afa25be41e79891aa7/68747470733a2f2f617765736f6d652e72652f62616467652e737667)](https://awesome.re)",
    "- [Obsidian](https://github.com/letta-ai/letta-obsidian) - A Obsidian plugin for serving a Letta agent on Obsidian."
   ],
   "repository_evidence": [
    "# Awesome Letta [![Awesome](https://camo.githubusercontent.com/9d49598b873146ec650fb3f275e8a532c765dabb1f61d5afa25be41e79891aa7/68747470733a2f2f617765736f6d652e72652f62616467652e737667)](https://awesome.re)",
    "- [Obsidian](https://github.com/letta-ai/letta-obsidian) - A Obsidian plugin for serving a Letta agent on Obsidian."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/letta-ai/awesome-letta",
   "project": "n8n",
   "repository": "https://github.com/letta-ai/n8n-nodes-letta",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome Letta [![Awesome](https://camo.githubusercontent.com/9d49598b873146ec650fb3f275e8a532c765dabb1f61d5afa25be41e79891aa7/68747470733a2f2f617765736f6d652e72652f62616467652e737667)](https://awesome.re)",
    "- [n8n](https://github.com/letta-ai/n8n-nodes-letta) - Connect your Letta agent to n8n workflows."
   ],
   "repository_evidence": [
    "# Awesome Letta [![Awesome](https://camo.githubusercontent.com/9d49598b873146ec650fb3f275e8a532c765dabb1f61d5afa25be41e79891aa7/68747470733a2f2f617765736f6d652e72652f62616467652e737667)](https://awesome.re)",
    "- [n8n](https://github.com/letta-ai/n8n-nodes-letta) - Connect your Letta agent to n8n workflows."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/letta-ai/awesome-letta",
   "project": "Letta's agent file format",
   "repository": "https://github.com/letta-ai/agent-file",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome Letta [![Awesome](https://camo.githubusercontent.com/9d49598b873146ec650fb3f275e8a532c765dabb1f61d5afa25be41e79891aa7/68747470733a2f2f617765736f6d652e72652f62616467652e737667)](https://awesome.re)",
    "[Letta's agent file format](https://github.com/letta-ai/agent-file) is a standard file format for serializing statful AI agents."
   ],
   "repository_evidence": [
    "# Awesome Letta [![Awesome](https://camo.githubusercontent.com/9d49598b873146ec650fb3f275e8a532c765dabb1f61d5afa25be41e79891aa7/68747470733a2f2f617765736f6d652e72652f62616467652e737667)](https://awesome.re)",
    "[Letta's agent file format](https://github.com/letta-ai/agent-file) is a standard file format for serializing statful AI agents."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/letta-ai/awesome-letta",
   "project": "Sleep-time Compute",
   "repository": "https://github.com/letta-ai/sleep-time-compute",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome Letta [![Awesome](https://camo.githubusercontent.com/9d49598b873146ec650fb3f275e8a532c765dabb1f61d5afa25be41e79891aa7/68747470733a2f2f617765736f6d652e72652f62616467652e737667)](https://awesome.re)",
    "- [Sleep-time Compute](https://arxiv.org/abs/2504.13171) - Research on agent sleep-time compute, with accompanying [GitHub repository](https://github.com/letta-ai/sleep-time-compute) and [blog post](https://www.letta.com/blog/sleep-time-compute)"
   ],
   "repository_evidence": [
    "# Awesome Letta [![Awesome](https://camo.githubusercontent.com/9d49598b873146ec650fb3f275e8a532c765dabb1f61d5afa25be41e79891aa7/68747470733a2f2f617765736f6d652e72652f62616467652e737667)](https://awesome.re)",
    "- [Sleep-time Compute](https://arxiv.org/abs/2504.13171) - Research on agent sleep-time compute, with accompanying [GitHub repository](https://github.com/letta-ai/sleep-time-compute) and [blog post](https://www.letta.com/blog/sleep-time-compute)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/letta-ai/awesome-letta",
   "project": "Terminal-Bench",
   "repository": "https://github.com/letta-ai/letta-terminalbench",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome Letta [![Awesome](https://camo.githubusercontent.com/9d49598b873146ec650fb3f275e8a532c765dabb1f61d5afa25be41e79891aa7/68747470733a2f2f617765736f6d652e72652f62616467652e737667)](https://awesome.re)",
    "- [Terminal-Bench](https://github.com/letta-ai/letta-terminalbench) - Letta integration for terminal-bench [[Blog post]](https://www.letta.com/blog/terminal-bench)"
   ],
   "repository_evidence": [
    "# Awesome Letta [![Awesome](https://camo.githubusercontent.com/9d49598b873146ec650fb3f275e8a532c765dabb1f61d5afa25be41e79891aa7/68747470733a2f2f617765736f6d652e72652f62616467652e737667)](https://awesome.re)",
    "- [Terminal-Bench](https://github.com/letta-ai/letta-terminalbench) - Letta integration for terminal-bench [[Blog post]](https://www.letta.com/blog/terminal-bench)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/letta-ai/awesome-letta",
   "project": "Recovery-Bench",
   "repository": "https://github.com/letta-ai/recovery-bench",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome Letta [![Awesome](https://camo.githubusercontent.com/9d49598b873146ec650fb3f275e8a532c765dabb1f61d5afa25be41e79891aa7/68747470733a2f2f617765736f6d652e72652f62616467652e737667)](https://awesome.re)",
    "- [Recovery-Bench](https://github.com/letta-ai/recovery-bench) - Recovery-Bench is a benchmark for evaluating the capability of LLM agents to recover from mistakes [[Blog post]](https://www.letta.com/blog/recovery-bench)"
   ],
   "repository_evidence": [
    "# Awesome Letta [![Awesome](https://camo.githubusercontent.com/9d49598b873146ec650fb3f275e8a532c765dabb1f61d5afa25be41e79891aa7/68747470733a2f2f617765736f6d652e72652f62616467652e737667)](https://awesome.re)",
    "- [Recovery-Bench](https://github.com/letta-ai/recovery-bench) - Recovery-Bench is a benchmark for evaluating the capability of LLM agents to recover from mistakes [[Blog post]](https://www.letta.com/blog/recovery-bench)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/letta-ai/awesome-letta",
   "project": "Interact with your Letta agent using n8n and Telegram",
   "repository": "https://github.com/raisga/telegram-letta-n8n-guide",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome Letta [![Awesome](https://camo.githubusercontent.com/9d49598b873146ec650fb3f275e8a532c765dabb1f61d5afa25be41e79891aa7/68747470733a2f2f617765736f6d652e72652f62616467652e737667)](https://awesome.re)",
    "- [Interact with your Letta agent using n8n and Telegram](https://github.com/raisga/telegram-letta-n8n-guide) - Guide to connect Letta agents with n8n and Telegram"
   ],
   "repository_evidence": [
    "# Awesome Letta [![Awesome](https://camo.githubusercontent.com/9d49598b873146ec650fb3f275e8a532c765dabb1f61d5afa25be41e79891aa7/68747470733a2f2f617765736f6d652e72652f62616467652e737667)](https://awesome.re)",
    "- [Interact with your Letta agent using n8n and Telegram](https://github.com/raisga/telegram-letta-n8n-guide) - Guide to connect Letta agents with n8n and Telegram"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://arxiv.org/html/2604.03035v1",
   "project": "OpenHands",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "In recent years, LLM-based coding agents have approached human-level performance on increasingly difficult tasks - most strikingly in competitive programming, where systems like OpenAI\u2019s o3 have achieved human-competitive results on Codeforces and IOI El-Kishky et al. 2025.",
    "Encouraged by these milestones, organizations are rapidly deploying agents into production: For instance, OpenHands Wang et al. 2025, a popular coding agent used in enterprises, now authors a substantial fraction of commits to its own codebase Neubig 2024, and commercial tools increasingly integrate LLMs into pull request reviews Cihan et al. 2025, feature additions, and debugging workflows."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://arxiv.org/html/2604.03035v1",
   "project": "SWE-agent",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Software Engineering Agents and Architectural Evolution.",
    "The capabilities of coding assistants have evolved from completion engines to autonomous agents capable of multi-step reasoning (SWE-agent Yang et al. 2024, OpenHands Wang et al. 2025, Aider Gauthier 2023)."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://arxiv.org/html/2604.03035v1",
   "project": "OpenHands",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Software Engineering Agents and Architectural Evolution.",
    "The capabilities of coding assistants have evolved from completion engines to autonomous agents capable of multi-step reasoning (SWE-agent Yang et al. 2024, OpenHands Wang et al. 2025, Aider Gauthier 2023)."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://arxiv.org/html/2604.03035v1",
   "project": "Aider",
   "repository": "https://github.com/paul-gauthier/aider",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Software Engineering Agents and Architectural Evolution.",
    "The capabilities of coding assistants have evolved from completion engines to autonomous agents capable of multi-step reasoning (SWE-agent Yang et al. 2024, OpenHands Wang et al. 2025, Aider Gauthier 2023)."
   ],
   "repository_evidence": [
    "Gauthier [2023] Paul Gauthier. Aider: Ai pair programming in your terminal. [https://github.com/paul-gauthier/aider](https://github.com/paul-gauthier/aider), 2023."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://arxiv.org/html/2605.19219",
   "project": "Stagehand",
   "repository": "https://github.com/browserbase/stagehand",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Each agent uses the Stagehand browser-automation library Browserbase (2026) as the browser controller for operating live storefronts.",
    "Stagehand: the ai browser automation framework.",
    "Note: [https://github.com/browserbase/stagehand](https://github.com/browserbase/stagehand)"
   ],
   "repository_evidence": [
    "Each agent uses the Stagehand browser-automation library Browserbase (2026) as the browser controller for operating live storefronts.",
    "Stagehand: the ai browser automation framework.",
    "Note: [https://github.com/browserbase/stagehand](https://github.com/browserbase/stagehand)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/assafelovic/gpt-researcher",
   "project": "GPT Researcher",
   "repository": "https://github.com/assafelovic/gpt-researcher.git",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# \ud83d\udd0e GPT Researcher",
    "GPT Researcher the first open deep research agent designed for both web and local research on any given task."
   ],
   "repository_evidence": [
    "git clone https://github.com/assafelovic/gpt-researcher.git",
    "2. Clone the project and navigate to the directory:"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/mudler/LocalAGI",
   "project": "LocalAGI",
   "repository": "https://github.com/mudler/LocalAGI",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "**LocalAGI** is a powerful, self-hostable AI Agent platform that allows you to design AI automations without writing code.",
    "[![LocalAGI Logo](/mudler/LocalAGI/raw/main/webui/react-ui/public/logo_1.png)](/mudler/LocalAGI/blob/main/webui/react-ui/public/logo_1.png)"
   ],
   "repository_evidence": [
    "# Clone the repository",
    "git clone https://github.com/mudler/LocalAGI",
    "[![Go Report Card](https://camo.githubusercontent.com/af63ad9bce7893bdddbba93a05f62245729202bcb3e5ff9fe909d7cd0b18277a/68747470733a2f2f676f7265706f7274636172642e636f6d2f62616467652f6769746875622e636f6d2f6d75646c65722f4c6f63616c414749)](https://goreportcard.com/report/github.com/mudler/LocalAGI)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://arxiv.org/html/2504.14603v1",
   "project": "UFO2",
   "repository": "https://github.com/microsoft/UFO/",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# UFO2: The Desktop AgentOS",
    "The source code of UFO2 is publicly available at [https://github.com/microsoft/UFO/](https://github.com/microsoft/UFO/), with comprehensive documentation provided at [https://microsoft.github.io/UFO/](https://microsoft.github.io/UFO/)."
   ],
   "repository_evidence": [
    "# UFO2: The Desktop AgentOS",
    "The source code of UFO2 is publicly available at [https://github.com/microsoft/UFO/](https://github.com/microsoft/UFO/), with comprehensive documentation provided at [https://microsoft.github.io/UFO/](https://microsoft.github.io/UFO/)."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://arxiv.org/html/2603.12614",
   "project": "openclaw",
   "repository": "https://github.com/openclaw",
   "stars": "198000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Dataset. Our dataset consists of 20 open-source, multi-tool LLM agent applications (Table 2).",
    "| Agent | GitHub Stars | Agent | GitHub Stars |",
    "| openclaw (Team, 2026) | 198k | superagi (SuperAGI, 2023) | 17.2k |"
   ],
   "repository_evidence": [
    "Dataset. Our dataset consists of 20 open-source, multi-tool LLM agent applications (Table 2).",
    "- Openclaw. Note: [https://github.com/openclaw](https://github.com/openclaw) Cited by: Table 2."
   ],
   "stars_evidence": [
    "Dataset. Our dataset consists of 20 open-source, multi-tool LLM agent applications (Table 2).",
    "| Agent | GitHub Stars | Agent | GitHub Stars |",
    "| openclaw (Team, 2026) | 198k | superagi (SuperAGI, 2023) | 17.2k |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://arxiv.org/html/2603.12614",
   "project": "autogpt",
   "repository": "https://github.com/Significant-Gravitas/AutoGPT",
   "stars": "182000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Dataset. Our dataset consists of 20 open-source, multi-tool LLM agent applications (Table 2).",
    "| Agent | GitHub Stars | Agent | GitHub Stars |",
    "| autogpt (Gravitas, 2023) | 182k | agentscope (ModelScope, 2023) | 16.4k |"
   ],
   "repository_evidence": [
    "Dataset. Our dataset consists of 20 open-source, multi-tool LLM agent applications (Table 2).",
    "- AutoGPT. Note: [https://github.com/Significant-Gravitas/AutoGPT](https://github.com/Significant-Gravitas/AutoGPT) Cited by: Table 2."
   ],
   "stars_evidence": [
    "Dataset. Our dataset consists of 20 open-source, multi-tool LLM agent applications (Table 2).",
    "| Agent | GitHub Stars | Agent | GitHub Stars |",
    "| autogpt (Gravitas, 2023) | 182k | agentscope (ModelScope, 2023) | 16.4k |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://arxiv.org/html/2603.12614",
   "project": "langflow",
   "repository": "https://github.com/langflow-ai/langflow",
   "stars": "145000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Dataset. Our dataset consists of 20 open-source, multi-tool LLM agent applications (Table 2).",
    "| Agent | GitHub Stars | Agent | GitHub Stars |",
    "| langflow (LangFlow, 2023) | 145k | agentzero (agent0ai, 2023) | 14.7k |"
   ],
   "repository_evidence": [
    "Dataset. Our dataset consists of 20 open-source, multi-tool LLM agent applications (Table 2).",
    "- LangFlow. Note: [https://github.com/langflow-ai/langflow](https://github.com/langflow-ai/langflow) Cited by: Table 2."
   ],
   "stars_evidence": [
    "Dataset. Our dataset consists of 20 open-source, multi-tool LLM agent applications (Table 2).",
    "| Agent | GitHub Stars | Agent | GitHub Stars |",
    "| langflow (LangFlow, 2023) | 145k | agentzero (agent0ai, 2023) | 14.7k |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://arxiv.org/html/2603.12614",
   "project": "langchain",
   "repository": "https://github.com/langchain-ai/langchain",
   "stars": "127000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Dataset. Our dataset consists of 20 open-source, multi-tool LLM agent applications (Table 2).",
    "| Agent | GitHub Stars | Agent | GitHub Stars |",
    "| langchain (AI, 2022) | 127k | bisheng (DataElement, 2023) | 11.1k |"
   ],
   "repository_evidence": [
    "Dataset. Our dataset consists of 20 open-source, multi-tool LLM agent applications (Table 2).",
    "- LangChain. Note: [https://github.com/langchain-ai/langchain](https://github.com/langchain-ai/langchain) Cited by: Table 2."
   ],
   "stars_evidence": [
    "Dataset. Our dataset consists of 20 open-source, multi-tool LLM agent applications (Table 2).",
    "| Agent | GitHub Stars | Agent | GitHub Stars |",
    "| langchain (AI, 2022) | 127k | bisheng (DataElement, 2023) | 11.1k |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://arxiv.org/html/2603.12614",
   "project": "ragflow",
   "repository": "https://github.com/infiniflow/ragflow",
   "stars": "73300",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Dataset. Our dataset consists of 20 open-source, multi-tool LLM agent applications (Table 2).",
    "| Agent | GitHub Stars | Agent | GitHub Stars |",
    "| ragflow (Infiniflow, 2023) | 73.3k | xagent (OpenBMB, 2023) | 8.5k |"
   ],
   "repository_evidence": [
    "Dataset. Our dataset consists of 20 open-source, multi-tool LLM agent applications (Table 2).",
    "- RAGFlow. Note: [https://github.com/infiniflow/ragflow](https://github.com/infiniflow/ragflow) Cited by: Table 2."
   ],
   "stars_evidence": [
    "Dataset. Our dataset consists of 20 open-source, multi-tool LLM agent applications (Table 2).",
    "| Agent | GitHub Stars | Agent | GitHub Stars |",
    "| ragflow (Infiniflow, 2023) | 73.3k | xagent (OpenBMB, 2023) | 8.5k |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://arxiv.org/html/2603.12614",
   "project": "metagpt",
   "repository": null,
   "stars": "64200",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Dataset. Our dataset consists of 20 open-source, multi-tool LLM agent applications (Table 2).",
    "| Agent | GitHub Stars | Agent | GitHub Stars |",
    "| metagpt (Hong et al., 2024) | 64.2k | taskweaver (Microsoft, 2023) | 6.1k |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "Dataset. Our dataset consists of 20 open-source, multi-tool LLM agent applications (Table 2).",
    "| Agent | GitHub Stars | Agent | GitHub Stars |",
    "| metagpt (Hong et al., 2024) | 64.2k | taskweaver (Microsoft, 2023) | 6.1k |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://arxiv.org/html/2603.12614",
   "project": "llama_index",
   "repository": "https://github.com/run-llama/llama_index",
   "stars": "47000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Dataset. Our dataset consists of 20 open-source, multi-tool LLM agent applications (Table 2).",
    "| Agent | GitHub Stars | Agent | GitHub Stars |",
    "| llama_index (LlamaIndex, 2022) | 47k | taskingai (TaskingAI, 2024) | 5.4k |"
   ],
   "repository_evidence": [
    "Dataset. Our dataset consists of 20 open-source, multi-tool LLM agent applications (Table 2).",
    "- LlamaIndex. Note: [https://github.com/run-llama/llama_index](https://github.com/run-llama/llama_index) Cited by: Table 2."
   ],
   "stars_evidence": [
    "Dataset. Our dataset consists of 20 open-source, multi-tool LLM agent applications (Table 2).",
    "| Agent | GitHub Stars | Agent | GitHub Stars |",
    "| llama_index (LlamaIndex, 2022) | 47k | taskingai (TaskingAI, 2024) | 5.4k |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://arxiv.org/html/2603.12614",
   "project": "chatchat",
   "repository": "https://github.com/chatchat-space/Langchain-Chatchat",
   "stars": "37300",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Dataset. Our dataset consists of 20 open-source, multi-tool LLM agent applications (Table 2).",
    "| Agent | GitHub Stars | Agent | GitHub Stars |",
    "| chatchat (chatchat-space, 2023) | 37.3k | langroid (Langroid, 2023) | 3.9k |"
   ],
   "repository_evidence": [
    "Dataset. Our dataset consists of 20 open-source, multi-tool LLM agent applications (Table 2).",
    "- ChatChat. Note: [https://github.com/chatchat-space/Langchain-Chatchat](https://github.com/chatchat-space/Langchain-Chatchat) Cited by: Table 2."
   ],
   "stars_evidence": [
    "Dataset. Our dataset consists of 20 open-source, multi-tool LLM agent applications (Table 2).",
    "| Agent | GitHub Stars | Agent | GitHub Stars |",
    "| chatchat (chatchat-space, 2023) | 37.3k | langroid (Langroid, 2023) | 3.9k |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://arxiv.org/html/2603.12614",
   "project": "vanna",
   "repository": "https://github.com/vanna-ai/vanna",
   "stars": "22700",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Dataset. Our dataset consists of 20 open-source, multi-tool LLM agent applications (Table 2).",
    "| Agent | GitHub Stars | Agent | GitHub Stars |",
    "| vanna (AI, 2023b) | 22.7k | griptape (AI, 2023a) | 2.5k |"
   ],
   "repository_evidence": [
    "Dataset. Our dataset consists of 20 open-source, multi-tool LLM agent applications (Table 2).",
    "- Vanna. Note: [https://github.com/vanna-ai/vanna](https://github.com/vanna-ai/vanna) Cited by: Table 2."
   ],
   "stars_evidence": [
    "Dataset. Our dataset consists of 20 open-source, multi-tool LLM agent applications (Table 2).",
    "| Agent | GitHub Stars | Agent | GitHub Stars |",
    "| vanna (AI, 2023b) | 22.7k | griptape (AI, 2023a) | 2.5k |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://arxiv.org/html/2603.12614",
   "project": "dbgpt",
   "repository": "https://github.com/eosphoros-ai/DB-GPT",
   "stars": "18100",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Dataset. Our dataset consists of 20 open-source, multi-tool LLM agent applications (Table 2).",
    "| Agent | GitHub Stars | Agent | GitHub Stars |",
    "| dbgpt (eosphoros-ai, 2023) | 18.1k | lagent (InternLM, 2023) | 2.2k |"
   ],
   "repository_evidence": [
    "Dataset. Our dataset consists of 20 open-source, multi-tool LLM agent applications (Table 2).",
    "- DB-gpt. Note: [https://github.com/eosphoros-ai/DB-GPT](https://github.com/eosphoros-ai/DB-GPT) Cited by: Table 2."
   ],
   "stars_evidence": [
    "Dataset. Our dataset consists of 20 open-source, multi-tool LLM agent applications (Table 2).",
    "| Agent | GitHub Stars | Agent | GitHub Stars |",
    "| dbgpt (eosphoros-ai, 2023) | 18.1k | lagent (InternLM, 2023) | 2.2k |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://arxiv.org/html/2603.12614",
   "project": "superagi",
   "repository": "https://github.com/TransformerOptimus/SuperAGI",
   "stars": "17200",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Dataset. Our dataset consists of 20 open-source, multi-tool LLM agent applications (Table 2).",
    "| Agent | GitHub Stars | Agent | GitHub Stars |",
    "| openclaw (Team, 2026) | 198k | superagi (SuperAGI, 2023) | 17.2k |"
   ],
   "repository_evidence": [
    "Dataset. Our dataset consists of 20 open-source, multi-tool LLM agent applications (Table 2).",
    "- SuperAGI. Note: [https://github.com/TransformerOptimus/SuperAGI](https://github.com/TransformerOptimus/SuperAGI) Cited by: Table 2."
   ],
   "stars_evidence": [
    "Dataset. Our dataset consists of 20 open-source, multi-tool LLM agent applications (Table 2).",
    "| Agent | GitHub Stars | Agent | GitHub Stars |",
    "| openclaw (Team, 2026) | 198k | superagi (SuperAGI, 2023) | 17.2k |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://arxiv.org/html/2603.12614",
   "project": "agentscope",
   "repository": "https://github.com/modelscope/agentscope",
   "stars": "16400",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Dataset. Our dataset consists of 20 open-source, multi-tool LLM agent applications (Table 2).",
    "| Agent | GitHub Stars | Agent | GitHub Stars |",
    "| autogpt (Gravitas, 2023) | 182k | agentscope (ModelScope, 2023) | 16.4k |"
   ],
   "repository_evidence": [
    "Dataset. Our dataset consists of 20 open-source, multi-tool LLM agent applications (Table 2).",
    "- AgentScope. Note: [https://github.com/modelscope/agentscope](https://github.com/modelscope/agentscope) Cited by: Table 2."
   ],
   "stars_evidence": [
    "Dataset. Our dataset consists of 20 open-source, multi-tool LLM agent applications (Table 2).",
    "| Agent | GitHub Stars | Agent | GitHub Stars |",
    "| autogpt (Gravitas, 2023) | 182k | agentscope (ModelScope, 2023) | 16.4k |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://arxiv.org/html/2603.12614",
   "project": "agentzero",
   "repository": "https://github.com/agent0ai/agent-zero",
   "stars": "14700",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Dataset. Our dataset consists of 20 open-source, multi-tool LLM agent applications (Table 2).",
    "| Agent | GitHub Stars | Agent | GitHub Stars |",
    "| langflow (LangFlow, 2023) | 145k | agentzero (agent0ai, 2023) | 14.7k |"
   ],
   "repository_evidence": [
    "Dataset. Our dataset consists of 20 open-source, multi-tool LLM agent applications (Table 2).",
    "- AgentZero. Note: [https://github.com/agent0ai/agent-zero](https://github.com/agent0ai/agent-zero) Cited by: Table 2."
   ],
   "stars_evidence": [
    "Dataset. Our dataset consists of 20 open-source, multi-tool LLM agent applications (Table 2).",
    "| Agent | GitHub Stars | Agent | GitHub Stars |",
    "| langflow (LangFlow, 2023) | 145k | agentzero (agent0ai, 2023) | 14.7k |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://arxiv.org/html/2603.12614",
   "project": "bisheng",
   "repository": "https://github.com/dataelement/bisheng",
   "stars": "11100",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Dataset. Our dataset consists of 20 open-source, multi-tool LLM agent applications (Table 2).",
    "| Agent | GitHub Stars | Agent | GitHub Stars |",
    "| langchain (AI, 2022) | 127k | bisheng (DataElement, 2023) | 11.1k |"
   ],
   "repository_evidence": [
    "Dataset. Our dataset consists of 20 open-source, multi-tool LLM agent applications (Table 2).",
    "- Bisheng. Note: [https://github.com/dataelement/bisheng](https://github.com/dataelement/bisheng) Cited by: Table 2."
   ],
   "stars_evidence": [
    "Dataset. Our dataset consists of 20 open-source, multi-tool LLM agent applications (Table 2).",
    "| Agent | GitHub Stars | Agent | GitHub Stars |",
    "| langchain (AI, 2022) | 127k | bisheng (DataElement, 2023) | 11.1k |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://arxiv.org/html/2603.12614",
   "project": "xagent",
   "repository": "https://github.com/OpenBMB/XAgent",
   "stars": "8500",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Dataset. Our dataset consists of 20 open-source, multi-tool LLM agent applications (Table 2).",
    "| Agent | GitHub Stars | Agent | GitHub Stars |",
    "| ragflow (Infiniflow, 2023) | 73.3k | xagent (OpenBMB, 2023) | 8.5k |"
   ],
   "repository_evidence": [
    "Dataset. Our dataset consists of 20 open-source, multi-tool LLM agent applications (Table 2).",
    "- XAgent. Note: [https://github.com/OpenBMB/XAgent](https://github.com/OpenBMB/XAgent) Cited by: Table 2."
   ],
   "stars_evidence": [
    "Dataset. Our dataset consists of 20 open-source, multi-tool LLM agent applications (Table 2).",
    "| Agent | GitHub Stars | Agent | GitHub Stars |",
    "| ragflow (Infiniflow, 2023) | 73.3k | xagent (OpenBMB, 2023) | 8.5k |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://arxiv.org/html/2603.12614",
   "project": "taskweaver",
   "repository": "https://github.com/microsoft/TaskWeaver",
   "stars": "6100",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Dataset. Our dataset consists of 20 open-source, multi-tool LLM agent applications (Table 2).",
    "| Agent | GitHub Stars | Agent | GitHub Stars |",
    "| metagpt (Hong et al., 2024) | 64.2k | taskweaver (Microsoft, 2023) | 6.1k |"
   ],
   "repository_evidence": [
    "Dataset. Our dataset consists of 20 open-source, multi-tool LLM agent applications (Table 2).",
    "- TaskWeaver. Note: [https://github.com/microsoft/TaskWeaver](https://github.com/microsoft/TaskWeaver) Cited by: Table 2."
   ],
   "stars_evidence": [
    "Dataset. Our dataset consists of 20 open-source, multi-tool LLM agent applications (Table 2).",
    "| Agent | GitHub Stars | Agent | GitHub Stars |",
    "| metagpt (Hong et al., 2024) | 64.2k | taskweaver (Microsoft, 2023) | 6.1k |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://arxiv.org/html/2603.12614",
   "project": "taskingai",
   "repository": "https://github.com/TaskingAI/TaskingAI",
   "stars": "5400",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Dataset. Our dataset consists of 20 open-source, multi-tool LLM agent applications (Table 2).",
    "| Agent | GitHub Stars | Agent | GitHub Stars |",
    "| llama_index (LlamaIndex, 2022) | 47k | taskingai (TaskingAI, 2024) | 5.4k |"
   ],
   "repository_evidence": [
    "Dataset. Our dataset consists of 20 open-source, multi-tool LLM agent applications (Table 2).",
    "- TaskingAI. Note: [https://github.com/TaskingAI/TaskingAI](https://github.com/TaskingAI/TaskingAI) Cited by: Table 2."
   ],
   "stars_evidence": [
    "Dataset. Our dataset consists of 20 open-source, multi-tool LLM agent applications (Table 2).",
    "| Agent | GitHub Stars | Agent | GitHub Stars |",
    "| llama_index (LlamaIndex, 2022) | 47k | taskingai (TaskingAI, 2024) | 5.4k |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://arxiv.org/html/2603.12614",
   "project": "langroid",
   "repository": "https://github.com/langroid/langroid",
   "stars": "3900",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Dataset. Our dataset consists of 20 open-source, multi-tool LLM agent applications (Table 2).",
    "| Agent | GitHub Stars | Agent | GitHub Stars |",
    "| chatchat (chatchat-space, 2023) | 37.3k | langroid (Langroid, 2023) | 3.9k |"
   ],
   "repository_evidence": [
    "Dataset. Our dataset consists of 20 open-source, multi-tool LLM agent applications (Table 2).",
    "- Langroid. Note: [https://github.com/langroid/langroid](https://github.com/langroid/langroid) Cited by: Table 2."
   ],
   "stars_evidence": [
    "Dataset. Our dataset consists of 20 open-source, multi-tool LLM agent applications (Table 2).",
    "| Agent | GitHub Stars | Agent | GitHub Stars |",
    "| chatchat (chatchat-space, 2023) | 37.3k | langroid (Langroid, 2023) | 3.9k |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://arxiv.org/html/2603.12614",
   "project": "griptape",
   "repository": "https://github.com/griptape-ai/griptape",
   "stars": "2500",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Dataset. Our dataset consists of 20 open-source, multi-tool LLM agent applications (Table 2).",
    "| Agent | GitHub Stars | Agent | GitHub Stars |",
    "| vanna (AI, 2023b) | 22.7k | griptape (AI, 2023a) | 2.5k |"
   ],
   "repository_evidence": [
    "Dataset. Our dataset consists of 20 open-source, multi-tool LLM agent applications (Table 2).",
    "- Griptape. Note: [https://github.com/griptape-ai/griptape](https://github.com/griptape-ai/griptape) Cited by: Table 2."
   ],
   "stars_evidence": [
    "Dataset. Our dataset consists of 20 open-source, multi-tool LLM agent applications (Table 2).",
    "| Agent | GitHub Stars | Agent | GitHub Stars |",
    "| vanna (AI, 2023b) | 22.7k | griptape (AI, 2023a) | 2.5k |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://arxiv.org/html/2603.12614",
   "project": "lagent",
   "repository": "https://github.com/InternLM/lagent",
   "stars": "2200",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Dataset. Our dataset consists of 20 open-source, multi-tool LLM agent applications (Table 2).",
    "| Agent | GitHub Stars | Agent | GitHub Stars |",
    "| dbgpt (eosphoros-ai, 2023) | 18.1k | lagent (InternLM, 2023) | 2.2k |"
   ],
   "repository_evidence": [
    "Dataset. Our dataset consists of 20 open-source, multi-tool LLM agent applications (Table 2).",
    "- Lagent. Note: [https://github.com/InternLM/lagent](https://github.com/InternLM/lagent) Cited by: Table 2."
   ],
   "stars_evidence": [
    "Dataset. Our dataset consists of 20 open-source, multi-tool LLM agent applications (Table 2).",
    "| Agent | GitHub Stars | Agent | GitHub Stars |",
    "| dbgpt (eosphoros-ai, 2023) | 18.1k | lagent (InternLM, 2023) | 2.2k |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://www.morphllm.com/ai-coding-agent",
   "project": "opencode",
   "repository": "https://github.com/anomalyco/opencode",
   "stars": "193678",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Best AI Coding Agent (2026): Ranked by Terminal-Bench, Price, and Source",
    "opencode (193k stars, MIT) is the most-starred open source agent.",
    "[anomalyco/opencode](https://github.com/anomalyco/opencode) (moved from sst/opencode) has 193,678 stars under MIT and shipped v1.18.13 on August 4, 2026, ahead of Claude Code (140,331), Gemini CLI (106,374), and OpenAI Codex (104,106)."
   ],
   "repository_evidence": [
    "# Best AI Coding Agent (2026): Ranked by Terminal-Bench, Price, and Source",
    "[anomalyco/opencode](https://github.com/anomalyco/opencode) (moved from sst/opencode) has 193,678 stars under MIT and shipped v1.18.13 on August 4, 2026, ahead of Claude Code (140,331), Gemini CLI (106,374), and OpenAI Codex (104,106)."
   ],
   "stars_evidence": [
    "# Best AI Coding Agent (2026): Ranked by Terminal-Bench, Price, and Source",
    "[anomalyco/opencode](https://github.com/anomalyco/opencode) (moved from sst/opencode) has 193,678 stars under MIT and shipped v1.18.13 on August 4, 2026, ahead of Claude Code (140,331), Gemini CLI (106,374), and OpenAI Codex (104,106)."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://www.morphllm.com/ai-coding-agent",
   "project": "Claude Code",
   "repository": "https://github.com/anthropics/claude-code",
   "stars": "140331",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Best AI Coding Agent (2026): Ranked by Terminal-Bench, Price, and Source",
    "The repo [anthropics/claude-code](https://github.com/anthropics/claude-code) has 140,331 stars and shipped v2.1.222 on August 4, 2026, but is proprietary (the repo is for issues and docs, with no open-source license)."
   ],
   "repository_evidence": [
    "# Best AI Coding Agent (2026): Ranked by Terminal-Bench, Price, and Source",
    "The repo [anthropics/claude-code](https://github.com/anthropics/claude-code) has 140,331 stars and shipped v2.1.222 on August 4, 2026, but is proprietary (the repo is for issues and docs, with no open-source license)."
   ],
   "stars_evidence": [
    "# Best AI Coding Agent (2026): Ranked by Terminal-Bench, Price, and Source",
    "The repo [anthropics/claude-code](https://github.com/anthropics/claude-code) has 140,331 stars and shipped v2.1.222 on August 4, 2026, but is proprietary (the repo is for issues and docs, with no open-source license)."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://www.morphllm.com/ai-coding-agent",
   "project": "Gemini CLI",
   "repository": "https://github.com/google-gemini/gemini-cli",
   "stars": "106374",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Best AI Coding Agent (2026): Ranked by Terminal-Bench, Price, and Source",
    "[google-gemini/gemini-cli](https://github.com/google-gemini/gemini-cli): 106,374 stars, Apache-2.0."
   ],
   "repository_evidence": [
    "# Best AI Coding Agent (2026): Ranked by Terminal-Bench, Price, and Source",
    "[google-gemini/gemini-cli](https://github.com/google-gemini/gemini-cli): 106,374 stars, Apache-2.0."
   ],
   "stars_evidence": [
    "# Best AI Coding Agent (2026): Ranked by Terminal-Bench, Price, and Source",
    "[google-gemini/gemini-cli](https://github.com/google-gemini/gemini-cli): 106,374 stars, Apache-2.0."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://www.morphllm.com/ai-coding-agent",
   "project": "OpenAI Codex",
   "repository": "https://github.com/openai/codex",
   "stars": "104106",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Best AI Coding Agent (2026): Ranked by Terminal-Bench, Price, and Source",
    "OpenAI's open-source agent ([openai/codex](https://github.com/openai/codex), 104,106 stars, Apache-2.0, stable 0.146.0 as of July 29, 2026)."
   ],
   "repository_evidence": [
    "# Best AI Coding Agent (2026): Ranked by Terminal-Bench, Price, and Source",
    "OpenAI's open-source agent ([openai/codex](https://github.com/openai/codex), 104,106 stars, Apache-2.0, stable 0.146.0 as of July 29, 2026)."
   ],
   "stars_evidence": [
    "# Best AI Coding Agent (2026): Ranked by Terminal-Bench, Price, and Source",
    "OpenAI's open-source agent ([openai/codex](https://github.com/openai/codex), 104,106 stars, Apache-2.0, stable 0.146.0 as of July 29, 2026)."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://www.morphllm.com/ai-coding-agent",
   "project": "Cline",
   "repository": "https://github.com/cline/cline",
   "stars": "65680",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Best AI Coding Agent (2026): Ranked by Terminal-Bench, Price, and Source",
    "[cline/cline](https://github.com/cline/cline): 65,680 stars, Apache-2.0, free, with usage-based inference only and no subscription."
   ],
   "repository_evidence": [
    "# Best AI Coding Agent (2026): Ranked by Terminal-Bench, Price, and Source",
    "[cline/cline](https://github.com/cline/cline): 65,680 stars, Apache-2.0, free, with usage-based inference only and no subscription."
   ],
   "stars_evidence": [
    "# Best AI Coding Agent (2026): Ranked by Terminal-Bench, Price, and Source",
    "[cline/cline](https://github.com/cline/cline): 65,680 stars, Apache-2.0, free, with usage-based inference only and no subscription."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://www.morphllm.com/ai-coding-agent",
   "project": "Aider",
   "repository": "https://github.com/Aider-AI/aider",
   "stars": "47956",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Best AI Coding Agent (2026): Ranked by Terminal-Bench, Price, and Source",
    "[Aider-AI/aider](https://github.com/Aider-AI/aider): 47,956 stars, Apache-2.0, free, BYOK and model-agnostic."
   ],
   "repository_evidence": [
    "# Best AI Coding Agent (2026): Ranked by Terminal-Bench, Price, and Source",
    "[Aider-AI/aider](https://github.com/Aider-AI/aider): 47,956 stars, Apache-2.0, free, BYOK and model-agnostic."
   ],
   "stars_evidence": [
    "# Best AI Coding Agent (2026): Ranked by Terminal-Bench, Price, and Source",
    "[Aider-AI/aider](https://github.com/Aider-AI/aider): 47,956 stars, Apache-2.0, free, BYOK and model-agnostic."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://www.morphllm.com/ai-coding-agent",
   "project": "Kilo Code",
   "repository": "https://github.com/Kilo-Org/kilocode",
   "stars": "26720",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Best AI Coding Agent (2026): Ranked by Terminal-Bench, Price, and Source",
    "[Kilo-Org/kilocode](https://github.com/Kilo-Org/kilocode): 26,720 stars, MIT (the domain kilocode.ai now redirects to kilo.ai)."
   ],
   "repository_evidence": [
    "# Best AI Coding Agent (2026): Ranked by Terminal-Bench, Price, and Source",
    "[Kilo-Org/kilocode](https://github.com/Kilo-Org/kilocode): 26,720 stars, MIT (the domain kilocode.ai now redirects to kilo.ai)."
   ],
   "stars_evidence": [
    "# Best AI Coding Agent (2026): Ranked by Terminal-Bench, Price, and Source",
    "[Kilo-Org/kilocode](https://github.com/Kilo-Org/kilocode): 26,720 stars, MIT (the domain kilocode.ai now redirects to kilo.ai)."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://www.morphllm.com/ai-coding-agent",
   "project": "Zed",
   "repository": "https://github.com/zed-industries/zed",
   "stars": "88064",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Best AI Coding Agent (2026): Ranked by Terminal-Bench, Price, and Source",
    "[zed-industries/zed](https://github.com/zed-industries/zed): 88,064 stars, a Rust-based multiplayer editor with agentic AI."
   ],
   "repository_evidence": [
    "# Best AI Coding Agent (2026): Ranked by Terminal-Bench, Price, and Source",
    "[zed-industries/zed](https://github.com/zed-industries/zed): 88,064 stars, a Rust-based multiplayer editor with agentic AI."
   ],
   "stars_evidence": [
    "# Best AI Coding Agent (2026): Ranked by Terminal-Bench, Price, and Source",
    "[zed-industries/zed](https://github.com/zed-industries/zed): 88,064 stars, a Rust-based multiplayer editor with agentic AI."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://www.morphllm.com/ai-coding-agent",
   "project": "Roo Code",
   "repository": "https://github.com/RooCodeInc/Roo-Code",
   "stars": "24294",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Best AI Coding Agent (2026): Ranked by Terminal-Bench, Price, and Source",
    "[Roo Code](https://github.com/RooCodeInc/Roo-Code) (24,294 stars, Apache-2.0) is a free, BYOK Cline fork for VS Code; roocode.com now redirects to roomote.dev, the team's separate hosted cloud product (from $99/mo)."
   ],
   "repository_evidence": [
    "# Best AI Coding Agent (2026): Ranked by Terminal-Bench, Price, and Source",
    "[Roo Code](https://github.com/RooCodeInc/Roo-Code) (24,294 stars, Apache-2.0) is a free, BYOK Cline fork for VS Code; roocode.com now redirects to roomote.dev, the team's separate hosted cloud product (from $99/mo)."
   ],
   "stars_evidence": [
    "# Best AI Coding Agent (2026): Ranked by Terminal-Bench, Price, and Source",
    "[Roo Code](https://github.com/RooCodeInc/Roo-Code) (24,294 stars, Apache-2.0) is a free, BYOK Cline fork for VS Code; roocode.com now redirects to roomote.dev, the team's separate hosted cloud product (from $99/mo)."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://www.morphllm.com/ai-coding-agent",
   "project": "Continue.dev",
   "repository": null,
   "stars": "34559",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Best AI Coding Agent (2026): Ranked by Terminal-Bench, Price, and Source",
    "Continue.dev (34,559 stars, Apache-2.0) was acquired by Cursor, and its open source extension remains available."
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# Best AI Coding Agent (2026): Ranked by Terminal-Bench, Price, and Source",
    "Continue.dev (34,559 stars, Apache-2.0) was acquired by Cursor, and its open source extension remains available."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/skyvern-ai/skyvern",
   "project": "BabyAGI",
   "repository": "https://github.com/yoheinakajima/babyagi",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Skyvern was inspired by the Task-Driven autonomous agent design popularized by [BabyAGI](https://github.com/yoheinakajima/babyagi) and [AutoGPT](https://github.com/Significant-Gravitas/AutoGPT) -- with one major bonus: we give Skyvern the ability to interact with websites using browser automation libraries like [Playwright](https://playwright.dev/)."
   ],
   "repository_evidence": [
    "Skyvern was inspired by the Task-Driven autonomous agent design popularized by [BabyAGI](https://github.com/yoheinakajima/babyagi) and [AutoGPT](https://github.com/Significant-Gravitas/AutoGPT) -- with one major bonus: we give Skyvern the ability to interact with websites using browser automation libraries like [Playwright](https://playwright.dev/)."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/skyvern-ai/skyvern",
   "project": "AutoGPT",
   "repository": "https://github.com/Significant-Gravitas/AutoGPT",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Skyvern was inspired by the Task-Driven autonomous agent design popularized by [BabyAGI](https://github.com/yoheinakajima/babyagi) and [AutoGPT](https://github.com/Significant-Gravitas/AutoGPT) -- with one major bonus: we give Skyvern the ability to interact with websites using browser automation libraries like [Playwright](https://playwright.dev/)."
   ],
   "repository_evidence": [
    "Skyvern was inspired by the Task-Driven autonomous agent design popularized by [BabyAGI](https://github.com/yoheinakajima/babyagi) and [AutoGPT](https://github.com/Significant-Gravitas/AutoGPT) -- with one major bonus: we give Skyvern the ability to interact with websites using browser automation libraries like [Playwright](https://playwright.dev/)."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://reddit.com/r/LocalLLaMA/comments/1je47w9/what_is_the_absolute_best_open_clone_of_openai",
   "project": "open-deep-research",
   "repository": "https://github.com/nickscamara/open-deep-research",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "I know people made some, but I don't see too much buzz about them despite being numerous:",
    "https://github.com/nickscamara/open-deep-research"
   ],
   "repository_evidence": [
    "I know people made some, but I don't see too much buzz about them despite being numerous:",
    "https://github.com/nickscamara/open-deep-research"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://reddit.com/r/LocalLLaMA/comments/1je47w9/what_is_the_absolute_best_open_clone_of_openai",
   "project": "deep-research",
   "repository": "https://github.com/dzhng/deep-research",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "I know people made some, but I don't see too much buzz about them despite being numerous:",
    "https://github.com/dzhng/deep-research"
   ],
   "repository_evidence": [
    "I know people made some, but I don't see too much buzz about them despite being numerous:",
    "https://github.com/dzhng/deep-research"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://reddit.com/r/LocalLLaMA/comments/1je47w9/what_is_the_absolute_best_open_clone_of_openai",
   "project": "OpenDeepResearcher",
   "repository": "https://github.com/mshumer/OpenDeepResearcher",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "I know people made some, but I don't see too much buzz about them despite being numerous:",
    "https://github.com/mshumer/OpenDeepResearcher"
   ],
   "repository_evidence": [
    "I know people made some, but I don't see too much buzz about them despite being numerous:",
    "https://github.com/mshumer/OpenDeepResearcher"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://reddit.com/r/LocalLLaMA/comments/1je47w9/what_is_the_absolute_best_open_clone_of_openai",
   "project": "node-DeepResearch",
   "repository": "https://github.com/jina-ai/node-DeepResearch",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "I know people made some, but I don't see too much buzz about them despite being numerous:",
    "https://github.com/jina-ai/node-DeepResearch"
   ],
   "repository_evidence": [
    "I know people made some, but I don't see too much buzz about them despite being numerous:",
    "https://github.com/jina-ai/node-DeepResearch"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://reddit.com/r/LocalLLaMA/comments/1je47w9/what_is_the_absolute_best_open_clone_of_openai",
   "project": "deep-research-at-home",
   "repository": "https://github.com/atineiatte/deep-research-at-home",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "I know people made some, but I don't see too much buzz about them despite being numerous:",
    "https://github.com/atineiatte/deep-research-at-home"
   ],
   "repository_evidence": [
    "I know people made some, but I don't see too much buzz about them despite being numerous:",
    "https://github.com/atineiatte/deep-research-at-home"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://reddit.com/r/LocalLLaMA/comments/1je47w9/what_is_the_absolute_best_open_clone_of_openai",
   "project": "gpt-researcher",
   "repository": "https://github.com/assafelovic/gpt-researcher",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "I know people made some, but I don't see too much buzz about them despite being numerous:",
    "https://github.com/assafelovic/gpt-researcher"
   ],
   "repository_evidence": [
    "I know people made some, but I don't see too much buzz about them despite being numerous:",
    "https://github.com/assafelovic/gpt-researcher"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://reddit.com/r/LocalLLaMA/comments/1je47w9/what_is_the_absolute_best_open_clone_of_openai",
   "project": "OpenManus",
   "repository": "https://github.com/mannaandpoem/OpenManus",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "I know people made some, but I don't see too much buzz about them despite being numerous:",
    "https://github.com/mannaandpoem/OpenManus"
   ],
   "repository_evidence": [
    "I know people made some, but I don't see too much buzz about them despite being numerous:",
    "https://github.com/mannaandpoem/OpenManus"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://reddit.com/r/LocalLLaMA/comments/1je47w9/what_is_the_absolute_best_open_clone_of_openai",
   "project": "PocketManus",
   "repository": "https://github.com/The-Pocket-World/PocketManus",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "I know people made some, but I don't see too much buzz about them despite being numerous:",
    "https://github.com/The-Pocket-World/PocketManus"
   ],
   "repository_evidence": [
    "I know people made some, but I don't see too much buzz about them despite being numerous:",
    "https://github.com/The-Pocket-World/PocketManus"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://reddit.com/r/LocalLLaMA/comments/1je47w9/what_is_the_absolute_best_open_clone_of_openai",
   "project": "agenticSeek",
   "repository": "https://github.com/Fosowl/agenticSeek",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "I know people made some, but I don't see too much buzz about them despite being numerous:",
    "https://github.com/Fosowl/agenticSeek"
   ],
   "repository_evidence": [
    "I know people made some, but I don't see too much buzz about them despite being numerous:",
    "https://github.com/Fosowl/agenticSeek"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://reddit.com/r/LocalLLaMA/comments/1je47w9/what_is_the_absolute_best_open_clone_of_openai",
   "project": "owl",
   "repository": "https://github.com/camel-ai/owl",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "I know people made some, but I don't see too much buzz about them despite being numerous:",
    "https://github.com/camel-ai/owl"
   ],
   "repository_evidence": [
    "I know people made some, but I don't see too much buzz about them despite being numerous:",
    "https://github.com/camel-ai/owl"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://reddit.com/r/LocalLLaMA/comments/1je47w9/what_is_the_absolute_best_open_clone_of_openai",
   "project": "ANUS",
   "repository": "https://github.com/nikmcfly/ANUS",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Let\u2019s not forget what is arguably one of the greatest repo\u2019s ever",
    "https://github.com/nikmcfly/ANUS"
   ],
   "repository_evidence": [
    "Let\u2019s not forget what is arguably one of the greatest repo\u2019s ever",
    "https://github.com/nikmcfly/ANUS"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://reddit.com/r/LocalLLaMA/comments/1je47w9/what_is_the_absolute_best_open_clone_of_openai",
   "project": "deep-research-web-ui",
   "repository": "https://github.com/AnotiaWang/deep-research-web-ui?tab=readme-ov-file",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "A front-end for dzhng\u2019s deep research.",
    "https://github.com/AnotiaWang/deep-research-web-ui?tab=readme-ov-file"
   ],
   "repository_evidence": [
    "A front-end for dzhng\u2019s deep research.",
    "https://github.com/AnotiaWang/deep-research-web-ui?tab=readme-ov-file"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://reddit.com/r/LocalLLaMA/comments/1je47w9/what_is_the_absolute_best_open_clone_of_openai",
   "project": "smolagents",
   "repository": "https://github.com/huggingface/smolagents/tree/gaia-submission-r1/examples/open_deep_research",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "https://github.com/huggingface/smolagents/tree/gaia-submission-r1/examples/open_deep_research"
   ],
   "repository_evidence": [
    "https://github.com/huggingface/smolagents/tree/gaia-submission-r1/examples/open_deep_research"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://ai.riera.co.uk/new-sources/2026-03-03",
   "project": "LangGraph",
   "repository": "https://github.com/langchain-ai/langgraph",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "LangGraph",
    "[https://github.com/langchain-ai/langgraph?update=2026-03-03](https://github.com/langchain-ai/langgraph?update=2026-03-03)",
    "Stateful agent orchestration by LangChain. Updated with CLI examples."
   ],
   "repository_evidence": [
    "LangGraph",
    "[https://github.com/langchain-ai/langgraph?update=2026-03-03](https://github.com/langchain-ai/langgraph?update=2026-03-03)",
    "Stateful agent orchestration by LangChain. Updated with CLI examples."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://ai.riera.co.uk/new-sources/2026-03-03",
   "project": "Agency Swarm",
   "repository": "https://github.com/VRSEN/agency-swarm",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Agency Swarm",
    "[https://github.com/VRSEN/agency-swarm?update=2026-03-03](https://github.com/VRSEN/agency-swarm?update=2026-03-03)",
    "Collaborative multi-agent orchestration framework. Updated with CLI examples."
   ],
   "repository_evidence": [
    "Agency Swarm",
    "[https://github.com/VRSEN/agency-swarm?update=2026-03-03](https://github.com/VRSEN/agency-swarm?update=2026-03-03)",
    "Collaborative multi-agent orchestration framework. Updated with CLI examples."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://ai.riera.co.uk/new-sources/2026-03-03",
   "project": "Composio",
   "repository": "https://github.com/composiohq/composio",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Composio",
    "[https://github.com/composiohq/composio?update=2026-03-03](https://github.com/composiohq/composio?update=2026-03-03)",
    "Tool integration platform for AI agents. Updated with CLI examples."
   ],
   "repository_evidence": [
    "Composio",
    "[https://github.com/composiohq/composio?update=2026-03-03](https://github.com/composiohq/composio?update=2026-03-03)",
    "Tool integration platform for AI agents. Updated with CLI examples."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://ai.riera.co.uk/new-sources/2026-03-03",
   "project": "Phidata",
   "repository": "https://github.com/phidata-hq/phidata",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Phidata",
    "[https://github.com/phidata-hq/phidata?update=2026-03-03](https://github.com/agno-agi/phidata?update=2026-03-03)",
    "Framework for building AI assistants with memory and tools. Updated with CLI examples."
   ],
   "repository_evidence": [
    "Phidata",
    "[https://github.com/phidata-hq/phidata?update=2026-03-03](https://github.com/agno-agi/phidata?update=2026-03-03)",
    "Framework for building AI assistants with memory and tools. Updated with CLI examples."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://ai.riera.co.uk/new-sources/2026-03-03",
   "project": "Bee Agent Framework",
   "repository": "https://github.com/i-am-bee/beeai-framework",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Bee Agent Framework",
    "[https://github.com/i-am-bee/beeai-framework?update=2026-03-03](https://github.com/i-am-bee/beeai-framework?update=2026-03-03)",
    "IBM's TypeScript/Python agent framework. Updated with CLI examples."
   ],
   "repository_evidence": [
    "Bee Agent Framework",
    "[https://github.com/i-am-bee/beeai-framework?update=2026-03-03](https://github.com/i-am-bee/beeai-framework?update=2026-03-03)",
    "IBM's TypeScript/Python agent framework. Updated with CLI examples."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://ai.riera.co.uk/new-sources/2026-03-03",
   "project": "Agno",
   "repository": "https://github.com/agno-agi/agno",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Agno",
    "[https://github.com/agno-agi/agno?update=2026-03-03](https://github.com/agno-agi/agno?update=2026-03-03)",
    "Lightweight Python framework (formerly Phidata v2). Updated with CLI examples."
   ],
   "repository_evidence": [
    "Agno",
    "[https://github.com/agno-agi/agno?update=2026-03-03](https://github.com/agno-agi/agno?update=2026-03-03)",
    "Lightweight Python framework (formerly Phidata v2). Updated with CLI examples."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://ai.riera.co.uk/new-sources/2026-03-03",
   "project": "Anthropic Agent Skills",
   "repository": "https://github.com/anthropics/skills",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Anthropic Agent Skills",
    "[https://github.com/anthropics/skills](https://github.com/anthropics/skills)",
    "Standardized, reusable skill folders for Claude."
   ],
   "repository_evidence": [
    "Anthropic Agent Skills",
    "[https://github.com/anthropics/skills](https://github.com/anthropics/skills)",
    "Standardized, reusable skill folders for Claude."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://codersera.com/blog/how-to-run-open-manus-on-macos-step-by-step-installation",
   "project": "OpenManus",
   "repository": "github.com/FoundationAgents/OpenManus",
   "stars": "56000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "How to Run OpenManus on macOS in 2026: Self-Host the Manus AI Alternative",
    "If you have been relying on the paid Manus agent \u2014 or were planning to \u2014 the only durable path forward is the open-source fork: **OpenManus**, now maintained by the FoundationAgents organisation (the MetaGPT team) at `github.com/FoundationAgents/OpenManus`.",
    "OpenManus is an open-source agent framework built by the MetaGPT / FoundationAgents team to replicate Manus AI's planner-executor-verifier loop without invite codes, paid subscriptions, or vendor lock-in."
   ],
   "repository_evidence": [
    "How to Run OpenManus on macOS in 2026: Self-Host the Manus AI Alternative",
    "If you have been relying on the paid Manus agent \u2014 or were planning to \u2014 the only durable path forward is the open-source fork: **OpenManus**, now maintained by the FoundationAgents organisation (the MetaGPT team) at `github.com/FoundationAgents/OpenManus`."
   ],
   "stars_evidence": [
    "How to Run OpenManus on macOS in 2026: Self-Host the Manus AI Alternative",
    "The original prototype was written in three hours in March 2025; by April 2026 the project has crossed **56k GitHub stars** and roughly 9.7k forks, with a multi-agent execution mode (`run_flow.py`), a Model Context Protocol entry point (`run_mcp.py`), an optional data-analysis sub-agent, browser automation via Playwright, and pluggable search backends (Google, DuckDuckGo, fallbacks)."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/projects/github.com%2Ftaskingai%2Ftaskingai",
   "project": "TaskingAI",
   "repository": "https://github.com/taskingai/taskingai",
   "stars": "5104",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# https://github.com/taskingai/taskingai",
    "The open source platform for AI-native application development."
   ],
   "repository_evidence": [
    "# https://github.com/taskingai/taskingai",
    "[https://github.com/taskingai/taskingai](https://github.com/taskingai/taskingai)"
   ],
   "stars_evidence": [
    "# https://github.com/taskingai/taskingai",
    "The open source platform for AI-native application development.",
    "- Stars: 5,104"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/projects/github.com%2Fletta-ai%2Fletta",
   "project": "Letta",
   "repository": "https://github.com/letta-ai/letta",
   "stars": "16218",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# https://github.com/letta-ai/letta",
    "Letta (formerly MemGPT) is the stateful agents framework with memory, reasoning, and context management."
   ],
   "repository_evidence": [
    "# https://github.com/letta-ai/letta",
    "[https://github.com/letta-ai/letta](https://github.com/letta-ai/letta)"
   ],
   "stars_evidence": [
    "# https://github.com/letta-ai/letta",
    "- Stars: 16,218"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://tech.yahoo.com/cybersecurity/articles/aws-strands-agents-tools-received-032036248.html",
   "project": "AWS Strands Agents Tools",
   "repository": "https://github.com/strands-agents/tools",
   "stars": "1200",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# AWS Strands Agents Tools Received Four CVEs in 23 Days \u2014 And They All Share the Same Root Cause",
    "Between July 15 and August 6, 2026, [AWS Strands Agents Tools](https://github.com/strands-agents/tools) \u2014 the first-party tool package for the Strands Agents SDK \u2014 received four distinct security advisories."
   ],
   "repository_evidence": [
    "# AWS Strands Agents Tools Received Four CVEs in 23 Days \u2014 And They All Share the Same Root Cause",
    "Between July 15 and August 6, 2026, [AWS Strands Agents Tools](https://github.com/strands-agents/tools) \u2014 the first-party tool package for the Strands Agents SDK \u2014 received four distinct security advisories."
   ],
   "stars_evidence": [
    "# AWS Strands Agents Tools Received Four CVEs in 23 Days \u2014 And They All Share the Same Root Cause",
    "Strands Agents Tools is not a niche third-party library.",
    "It is AWS's own tooling for its agent SDK, maintained at 1.2k GitHub stars and 327 forks."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://rywalker.com/research/ai-coding-assistants",
   "project": "OpenCode",
   "repository": null,
   "stars": "172000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## Executive Summary",
    "- **OpenCode leads by an order of magnitude** \u2014 172K+ GitHub stars and a claimed 7.5M monthly developers under new parent company Anomaly[1]"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "## Executive Summary",
    "- **OpenCode leads by an order of magnitude** \u2014 172K+ GitHub stars and a claimed 7.5M monthly developers under new parent company Anomaly[1]"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://rywalker.com/research/ai-coding-assistants",
   "project": "OpenHands",
   "repository": null,
   "stars": "76000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## Executive Summary",
    "- **Heavyweights joined** \u2014 OpenHands (76K+ stars, $18.8M Series A), Goose (48K+, donated by Block to the Linux Foundation's Agentic AI Foundation), Crush (25K+, Charm), and Kilo Code ($8M seed, GitLab right-of-first-refusal)[2][3][4][5]"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "## Executive Summary",
    "- **Heavyweights joined** \u2014 OpenHands (76K+ stars, $18.8M Series A), Goose (48K+, donated by Block to the Linux Foundation's Agentic AI Foundation), Crush (25K+, Charm), and Kilo Code ($8M seed, GitLab right-of-first-refusal)[2][3][4][5]"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://rywalker.com/research/ai-coding-assistants",
   "project": "Goose",
   "repository": null,
   "stars": "48000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## Executive Summary",
    "- **Heavyweights joined** \u2014 OpenHands (76K+ stars, $18.8M Series A), Goose (48K+, donated by Block to the Linux Foundation's Agentic AI Foundation), Crush (25K+, Charm), and Kilo Code ($8M seed, GitLab right-of-first-refusal)[2][3][4][5]"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "## Executive Summary",
    "- **Heavyweights joined** \u2014 OpenHands (76K+ stars, $18.8M Series A), Goose (48K+, donated by Block to the Linux Foundation's Agentic AI Foundation), Crush (25K+, Charm), and Kilo Code ($8M seed, GitLab right-of-first-refusal)[2][3][4][5]"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://rywalker.com/research/ai-coding-assistants",
   "project": "Crush",
   "repository": null,
   "stars": "25000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## Executive Summary",
    "- **Heavyweights joined** \u2014 OpenHands (76K+ stars, $18.8M Series A), Goose (48K+, donated by Block to the Linux Foundation's Agentic AI Foundation), Crush (25K+, Charm), and Kilo Code ($8M seed, GitLab right-of-first-refusal)[2][3][4][5]"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "## Executive Summary",
    "- **Heavyweights joined** \u2014 OpenHands (76K+ stars, $18.8M Series A), Goose (48K+, donated by Block to the Linux Foundation's Agentic AI Foundation), Crush (25K+, Charm), and Kilo Code ($8M seed, GitLab right-of-first-refusal)[2][3][4][5]"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://rywalker.com/research/ai-coding-assistants",
   "project": "Aider",
   "repository": null,
   "stars": "46000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "### [Aider](/research/aider)",
    "- 46K stars; model-agnostic across 75+ providers with [git](/research/t/git)-native workflows"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "### [Aider](/research/aider)",
    "- 46K stars; model-agnostic across 75+ providers with [git](/research/t/git)-native workflows"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://rywalker.com/research/ai-coding-assistants",
   "project": "Claude Code",
   "repository": null,
   "stars": "131000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "### [Claude Code](/research/claude-code)",
    "- 131K+ stars; terminal, IDE, web, mobile, and Slack surfaces; $2.5B+ run-rate revenue"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "### [Claude Code](/research/claude-code)",
    "- 131K+ stars; terminal, IDE, web, mobile, and Slack surfaces; $2.5B+ run-rate revenue"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://rywalker.com/research/ai-coding-assistants",
   "project": "Cline",
   "repository": null,
   "stars": "63000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "### [Cline](/research/cline)",
    "- 63K stars, ~4.3M VS Code installs; $32M seed + Series A (Emergence, Pace)"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "### [Cline](/research/cline)",
    "- 63K stars, ~4.3M VS Code installs; $32M seed + Series A (Emergence, Pace)"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://rywalker.com/research/ai-coding-assistants",
   "project": "Continue",
   "repository": null,
   "stars": "33000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "### [Continue](/research/continue)",
    "- 33K stars; the pivot: markdown-defined AI checks that run on every PR as GitHub status checks"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "### [Continue](/research/continue)",
    "- 33K stars; the pivot: markdown-defined AI checks that run on every PR as GitHub status checks"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://rywalker.com/research/ai-coding-assistants",
   "project": "Refact.ai",
   "repository": null,
   "stars": "3500",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "### [Refact.ai](/research/refact-ai)",
    "- 3.5K+ stars (BSD-3-Clause); VS Code, JetBrains, and more, backed by a self-hostable server"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "### [Refact.ai](/research/refact-ai)",
    "- 3.5K+ stars (BSD-3-Clause); VS Code, JetBrains, and more, backed by a self-hostable server"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://arxiv.org/pdf/2510.24701v3",
   "project": "Tongyi DeepResearch",
   "repository": "https://github.com/Alibaba-NLP/DeepResearch",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Tongyi DeepResearch Technical Report",
    "We open-source the model, frame-\nwork, and complete solutions to empower the community.",
    "https://github.com/Alibaba-NLP/DeepResearch"
   ],
   "repository_evidence": [
    "Tongyi DeepResearch Technical Report",
    "We open-source the model, frame-\nwork, and complete solutions to empower the community.",
    "https://github.com/Alibaba-NLP/DeepResearch"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://arxiv.org/html/2510.04173",
   "project": "crewAI",
   "repository": "https://github.com/crewAIInc/crewAI",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "- [7] (2024) crewAI. Note: [https://github.com/crewAIInc/crewAI](https://github.com/crewAIInc/crewAI) Cited by: \u00a72.1, \u00a72.1, Table 2.",
    "References"
   ],
   "repository_evidence": [
    "- [7] (2024) crewAI. Note: [https://github.com/crewAIInc/crewAI](https://github.com/crewAIInc/crewAI) Cited by: \u00a72.1, \u00a72.1, Table 2.",
    "References"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://arxiv.org/html/2510.04173",
   "project": "lm-evaluation-harness",
   "repository": "https://github.com/EleutherAI/lm-evaluation-harness",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "- [9] (2024) Lm-evaluation-harness: a framework for few-shot and evaluation of language models. Note: [https://github.com/EleutherAI/lm-evaluation-harness](https://github.com/EleutherAI/lm-evaluation-harness)Open-source evaluation harness for LMs Cited by: \u00a71.",
    "References"
   ],
   "repository_evidence": [
    "- [9] (2024) Lm-evaluation-harness: a framework for few-shot and evaluation of language models. Note: [https://github.com/EleutherAI/lm-evaluation-harness](https://github.com/EleutherAI/lm-evaluation-harness)Open-source evaluation harness for LMs Cited by: \u00a71.",
    "References"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://arxiv.org/html/2510.04173",
   "project": "LangChain",
   "repository": "https://github.com/langchain-ai/langchain",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "- [18] (2024) LangChain. Note: [https://github.com/langchain-ai/langchain](https://github.com/langchain-ai/langchain) Cited by: \u00a72.1, \u00a72.1.",
    "References"
   ],
   "repository_evidence": [
    "- [18] (2024) LangChain. Note: [https://github.com/langchain-ai/langchain](https://github.com/langchain-ai/langchain) Cited by: \u00a72.1, \u00a72.1.",
    "References"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://arxiv.org/html/2510.04173",
   "project": "Semantic Kernel",
   "repository": "https://github.com/microsoft/semantic-kernel",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "- [23] (2024) Semantic Kernel. Note: [https://github.com/microsoft/semantic-kernel](https://github.com/microsoft/semantic-kernel) Cited by: \u00a72.1, \u00a72.1.",
    "References"
   ],
   "repository_evidence": [
    "- [23] (2024) Semantic Kernel. Note: [https://github.com/microsoft/semantic-kernel](https://github.com/microsoft/semantic-kernel) Cited by: \u00a72.1, \u00a72.1.",
    "References"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://arxiv.org/html/2510.04173",
   "project": "WayFlow",
   "repository": "https://github.com/oracle/wayflow",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "As a reference example, we provide a runtime implementation called WayFlow66 6 [https://github.com/oracle/wayflow](https://github.com/oracle/wayflow), a powerful and intuitive Python library for constructing sophisticated AI-powered assistants.",
    "### B.3 Agent Spec Runtime Adapters"
   ],
   "repository_evidence": [
    "As a reference example, we provide a runtime implementation called WayFlow66 6 [https://github.com/oracle/wayflow](https://github.com/oracle/wayflow), a powerful and intuitive Python library for constructing sophisticated AI-powered assistants.",
    "### B.3 Agent Spec Runtime Adapters"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://arxiv.org/pdf/2608.25593.pdf",
   "project": "JIT",
   "repository": "https://github.com/bingreeky/JIT",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "GitHub\nhttps://github.com/bingreeky/JIT",
    "Scaling Harness Intelligence via Just-in-Time Harness Evolution"
   ],
   "repository_evidence": [
    "GitHub\nhttps://github.com/bingreeky/JIT",
    "Scaling Harness Intelligence via Just-in-Time Harness Evolution"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://arxiv.org/pdf/2608.25593.pdf",
   "project": "Nanobot",
   "repository": "https://github.com/HKUDS/nanobot",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "HKUDS. Nanobot: Lightweight open-source ai agent. https://github.com/HKUDS/nanobot, 2026.",
    "References"
   ],
   "repository_evidence": [
    "HKUDS. Nanobot: Lightweight open-source ai agent. https://github.com/HKUDS/nanobot, 2026.",
    "References"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/pydantic/pydantic-ai",
   "project": "Pydantic AI",
   "repository": "https://github.com/pydantic/pydantic-ai",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "**Pydantic AI** is the Python AI SDK: a typed, [extensible](https://pydantic.dev/docs/ai/guides/extensibility/) agent loop with [every model](https://pydantic.dev/docs/ai/models/overview/) a string swap away.",
    "Pydantic AI"
   ],
   "repository_evidence": [
    "[ ![Pydantic AI](https://camo.githubusercontent.com/d4f790e42c220cbb28a441cc48eadb71d7fff8c35cdffa983644630ffa59e386/68747470733a2f2f707964616e7469632e6465762f646f63732f61692f696d672f707964616e7469632d61692d6c696768742e737667) ](https://pydantic.dev/docs/ai/)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/pydantic/pydantic-ai",
   "project": "Pydantic AI Harness",
   "repository": "https://github.com/pydantic/pydantic-ai-harness",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Pydantic AI Harness"
   ],
   "repository_evidence": [
    "**[Pydantic AI Harness](https://github.com/pydantic/pydantic-ai-harness)** has everything an agent needs for complex, long-running work, snapped on as [capabilities](https://pydantic.dev/docs/ai/capabilities/overview/), from [memory](https://pydantic.dev/docs/ai/harness/memory/), [sub-agents](https://pydantic.dev/docs/ai/harness/subagents/), and [context management](https://pydantic.dev/docs/ai/harness/compaction/) to a complete [coding agent](https://pydantic.dev/docs/ai/harness/coder/).",
    "Pydantic AI Harness"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://aichitect.dev/category/agent-frameworks",
   "project": "AutoGen",
   "repository": null,
   "stars": "34000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "OSSFreePopular",
    "## AutoGen",
    "Conversational multi-agent framework \u2014 superseded by Microsoft Agent Framework",
    "\u2b50 34,000"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "OSSFreePopular",
    "## AutoGen",
    "Conversational multi-agent framework \u2014 superseded by Microsoft Agent Framework",
    "\u2b50 34,000"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://aichitect.dev/category/agent-frameworks",
   "project": "CrewAI",
   "repository": null,
   "stars": "23000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "OSSFreePopular",
    "## CrewAI",
    "Role-based multi-agent orchestration",
    "\u2b50 23,000"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "OSSFreePopular",
    "## CrewAI",
    "Role-based multi-agent orchestration",
    "\u2b50 23,000"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://aichitect.dev/category/agent-frameworks",
   "project": "MetaGPT",
   "repository": null,
   "stars": "44000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "OSSFree",
    "## MetaGPT",
    "Multi-agent software company simulation",
    "\u2b50 44,000"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "OSSFree",
    "## MetaGPT",
    "Multi-agent software company simulation",
    "\u2b50 44,000"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://aichitect.dev/category/agent-frameworks",
   "project": "Semantic Kernel",
   "repository": null,
   "stars": "22000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "OSSFree",
    "## Semantic Kernel",
    "Microsoft AI orchestration SDK \u2014 superseded by Microsoft Agent Framework",
    "\u2b50 22,000"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "OSSFree",
    "## Semantic Kernel",
    "Microsoft AI orchestration SDK \u2014 superseded by Microsoft Agent Framework",
    "\u2b50 22,000"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://aichitect.dev/category/agent-frameworks",
   "project": "Agno",
   "repository": null,
   "stars": "18000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "OSSFree",
    "## Agno",
    "Fast Python agent framework, formerly Phidata",
    "\u2b50 18,000"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "OSSFree",
    "## Agno",
    "Fast Python agent framework, formerly Phidata",
    "\u2b50 18,000"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://aichitect.dev/category/agent-frameworks",
   "project": "smolagents",
   "repository": null,
   "stars": "12000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "OSSFree",
    "## smolagents",
    "HuggingFace's minimal agent framework",
    "\u2b50 12,000"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "OSSFree",
    "## smolagents",
    "HuggingFace's minimal agent framework",
    "\u2b50 12,000"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://aichitect.dev/category/agent-frameworks",
   "project": "OpenAI Agents SDK",
   "repository": null,
   "stars": "12000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "OSSFree",
    "## OpenAI Agents SDK",
    "Production-grade multi-agent orchestration from OpenAI",
    "\u2b50 12,000"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "OSSFree",
    "## OpenAI Agents SDK",
    "Production-grade multi-agent orchestration from OpenAI",
    "\u2b50 12,000"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://aichitect.dev/category/agent-frameworks",
   "project": "LangGraph",
   "repository": null,
   "stars": "8000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "OSSFree",
    "## LangGraph",
    "Graph-based stateful agent orchestration",
    "\u2b50 8,000\u25cf Active"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "OSSFree",
    "## LangGraph",
    "Graph-based stateful agent orchestration",
    "\u2b50 8,000\u25cf Active"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://aichitect.dev/category/agent-frameworks",
   "project": "Mastra",
   "repository": null,
   "stars": "8000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "OSSFree",
    "## Mastra",
    "TypeScript AI agent framework by Vercel contributors",
    "\u2b50 8,000"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "OSSFree",
    "## Mastra",
    "TypeScript AI agent framework by Vercel contributors",
    "\u2b50 8,000"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://aichitect.dev/category/agent-frameworks",
   "project": "Google Agent Development Kit",
   "repository": null,
   "stars": "7800",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "OSSFree",
    "## Google Agent Development Kit",
    "Google's open-source framework for building production-ready AI agents",
    "\u2b50 7,800"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "OSSFree",
    "## Google Agent Development Kit",
    "Google's open-source framework for building production-ready AI agents",
    "\u2b50 7,800"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://aichitect.dev/category/agent-frameworks",
   "project": "PydanticAI",
   "repository": null,
   "stars": "7000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "OSSFree",
    "## PydanticAI",
    "Type-safe Python agent framework by Pydantic team",
    "\u2b50 7,000"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "OSSFree",
    "## PydanticAI",
    "Type-safe Python agent framework by Pydantic team",
    "\u2b50 7,000"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://aichitect.dev/category/agent-frameworks",
   "project": "Julep",
   "repository": null,
   "stars": "5400",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Free",
    "## Julep",
    "Platform for building long-running AI workflows and stateful agents",
    "\u2b50 5,400"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "Free",
    "## Julep",
    "Platform for building long-running AI workflows and stateful agents",
    "\u2b50 5,400"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://aichitect.dev/category/agent-frameworks",
   "project": "Strands Agents",
   "repository": null,
   "stars": "3000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "OSSFree",
    "## Strands Agents",
    "AWS's open-source agent SDK with built-in persistent memory",
    "\u2b50 3,000"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "OSSFree",
    "## Strands Agents",
    "AWS's open-source agent SDK with built-in persistent memory",
    "\u2b50 3,000"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://aichitect.dev/category/agent-frameworks",
   "project": "Bee Agent Framework",
   "repository": null,
   "stars": "1900",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "OSSFree",
    "## Bee Agent Framework",
    "IBM's open-source TypeScript framework for production AI agents",
    "\u2b50 1,900"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "OSSFree",
    "## Bee Agent Framework",
    "IBM's open-source TypeScript framework for production AI agents",
    "\u2b50 1,900"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://aichitect.dev/category/agent-frameworks",
   "project": "Microsoft Agent Framework",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "OSSFree",
    "## Microsoft Agent Framework",
    "Microsoft's official agent SDK \u2014 merger of AutoGen and Semantic Kernel"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://aichitect.dev/category/agent-frameworks",
   "project": "Claude Agent SDK",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "OSSFree",
    "## Claude Agent SDK",
    "Anthropic's official agent SDK"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://differentiated.io/llm-framework-leaderboard",
   "project": "AutoGPT",
   "repository": "https://github.com/Significant-Gravitas/AutoGPT",
   "stars": "186000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "| Name | | Language | | VC Backed | |",
    "| ![AutoGPT](/_next/image?url=https%3A%2F%2Favatars.githubusercontent.com%2Fu%2F130738209%3Fv%3D4&w=48&q=75)[AutoGPT](https://github.com/Significant-Gravitas/AutoGPT) | 186k+ | | Mar 2023 | | |"
   ],
   "repository_evidence": [
    "| Name | | Language | | VC Backed | |",
    "| ![AutoGPT](/_next/image?url=https%3A%2F%2Favatars.githubusercontent.com%2Fu%2F130738209%3Fv%3D4&w=48&q=75)[AutoGPT](https://github.com/Significant-Gravitas/AutoGPT) | 186k+ | | Mar 2023 | | |"
   ],
   "stars_evidence": [
    "| Name | | Language | | VC Backed | |",
    "| ![AutoGPT](/_next/image?url=https%3A%2F%2Favatars.githubusercontent.com%2Fu%2F130738209%3Fv%3D4&w=48&q=75)[AutoGPT](https://github.com/Significant-Gravitas/AutoGPT) | 186k+ | | Mar 2023 | | |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://differentiated.io/llm-framework-leaderboard",
   "project": "LangChain",
   "repository": "https://github.com/langchain-ai/langchain",
   "stars": "142000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "| Name | | Language | | VC Backed | |",
    "| ![LangChain](/_next/image?url=https%3A%2F%2Favatars.githubusercontent.com%2Fu%2F126733545%3Fv%3D4&w=48&q=75)[LangChain](https://github.com/langchain-ai/langchain) | 142k+ | | Oct 2022 | | |"
   ],
   "repository_evidence": [
    "| Name | | Language | | VC Backed | |",
    "| ![LangChain](/_next/image?url=https%3A%2F%2Favatars.githubusercontent.com%2Fu%2F126733545%3Fv%3D4&w=48&q=75)[LangChain](https://github.com/langchain-ai/langchain) | 142k+ | | Oct 2022 | | |"
   ],
   "stars_evidence": [
    "| Name | | Language | | VC Backed | |",
    "| ![LangChain](/_next/image?url=https%3A%2F%2Favatars.githubusercontent.com%2Fu%2F126733545%3Fv%3D4&w=48&q=75)[LangChain](https://github.com/langchain-ai/langchain) | 142k+ | | Oct 2022 | | |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://differentiated.io/llm-framework-leaderboard",
   "project": "MetaGPT",
   "repository": "https://github.com/geekan/MetaGPT",
   "stars": "69000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "| Name | | Language | | VC Backed | |",
    "| ![MetaGPT](/_next/image?url=https%3A%2F%2Favatars.githubusercontent.com%2Fu%2F198047230%3Fv%3D4&w=48&q=75)[MetaGPT](https://github.com/geekan/MetaGPT) | 69k+ | | Jun 2023 | | |"
   ],
   "repository_evidence": [
    "| Name | | Language | | VC Backed | |",
    "| ![MetaGPT](/_next/image?url=https%3A%2F%2Favatars.githubusercontent.com%2Fu%2F198047230%3Fv%3D4&w=48&q=75)[MetaGPT](https://github.com/geekan/MetaGPT) | 69k+ | | Jun 2023 | | |"
   ],
   "stars_evidence": [
    "| Name | | Language | | VC Backed | |",
    "| ![MetaGPT](/_next/image?url=https%3A%2F%2Favatars.githubusercontent.com%2Fu%2F198047230%3Fv%3D4&w=48&q=75)[MetaGPT](https://github.com/geekan/MetaGPT) | 69k+ | | Jun 2023 | | |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://differentiated.io/llm-framework-leaderboard",
   "project": "mem0",
   "repository": "https://github.com/mem0ai/mem0",
   "stars": "61000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "| Name | | Language | | VC Backed | |",
    "| ![mem0](/_next/image?url=https%3A%2F%2Favatars.githubusercontent.com%2Fu%2F137054526%3Fv%3D4&w=48&q=75)[mem0](https://github.com/mem0ai/mem0) | 61k+ | | Jun 2023 | | |"
   ],
   "repository_evidence": [
    "| Name | | Language | | VC Backed | |",
    "| ![mem0](/_next/image?url=https%3A%2F%2Favatars.githubusercontent.com%2Fu%2F137054526%3Fv%3D4&w=48&q=75)[mem0](https://github.com/mem0ai/mem0) | 61k+ | | Jun 2023 | | |"
   ],
   "stars_evidence": [
    "| Name | | Language | | VC Backed | |",
    "| ![mem0](/_next/image?url=https%3A%2F%2Favatars.githubusercontent.com%2Fu%2F137054526%3Fv%3D4&w=48&q=75)[mem0](https://github.com/mem0ai/mem0) | 61k+ | | Jun 2023 | | |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://differentiated.io/llm-framework-leaderboard",
   "project": "CrewAI",
   "repository": "https://github.com/crewAIInc/crewAI",
   "stars": "56000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "| Name | | Language | | VC Backed | |",
    "| ![CrewAI](/_next/image?url=https%3A%2F%2Favatars.githubusercontent.com%2Fu%2F170677839%3Fv%3D4&w=48&q=75)[CrewAI](https://github.com/crewAIInc/crewAI) | 56k+ | | Oct 2023 | | |"
   ],
   "repository_evidence": [
    "| Name | | Language | | VC Backed | |",
    "| ![CrewAI](/_next/image?url=https%3A%2F%2Favatars.githubusercontent.com%2Fu%2F170677839%3Fv%3D4&w=48&q=75)[CrewAI](https://github.com/crewAIInc/crewAI) | 56k+ | | Oct 2023 | | |"
   ],
   "stars_evidence": [
    "| Name | | Language | | VC Backed | |",
    "| ![CrewAI](/_next/image?url=https%3A%2F%2Favatars.githubusercontent.com%2Fu%2F170677839%3Fv%3D4&w=48&q=75)[CrewAI](https://github.com/crewAIInc/crewAI) | 56k+ | | Oct 2023 | | |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://differentiated.io/llm-framework-leaderboard",
   "project": "LlamaIndex",
   "repository": "https://github.com/run-llama/llama_index",
   "stars": "51000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "| Name | | Language | | VC Backed | |",
    "| ![LlamaIndex](/_next/image?url=https%3A%2F%2Favatars.githubusercontent.com%2Fu%2F130722866%3Fv%3D4&w=48&q=75)[LlamaIndex](https://github.com/run-llama/llama_index) | 51k+ | | Nov 2022 | | |"
   ],
   "repository_evidence": [
    "| Name | | Language | | VC Backed | |",
    "| ![LlamaIndex](/_next/image?url=https%3A%2F%2Favatars.githubusercontent.com%2Fu%2F130722866%3Fv%3D4&w=48&q=75)[LlamaIndex](https://github.com/run-llama/llama_index) | 51k+ | | Nov 2022 | | |"
   ],
   "stars_evidence": [
    "| Name | | Language | | VC Backed | |",
    "| ![LlamaIndex](/_next/image?url=https%3A%2F%2Favatars.githubusercontent.com%2Fu%2F130722866%3Fv%3D4&w=48&q=75)[LlamaIndex](https://github.com/run-llama/llama_index) | 51k+ | | Nov 2022 | | |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://differentiated.io/llm-framework-leaderboard",
   "project": "Agno",
   "repository": "https://github.com/agno-agi/agno",
   "stars": "41000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "| Name | | Language | | VC Backed | |",
    "| ![Agno](/_next/image?url=https%3A%2F%2Favatars.githubusercontent.com%2Fu%2F104874993%3Fv%3D4&w=48&q=75)[Agno](https://github.com/agno-agi/agno) | 41k+ | | May 2022 | | |"
   ],
   "repository_evidence": [
    "| Name | | Language | | VC Backed | |",
    "| ![Agno](/_next/image?url=https%3A%2F%2Favatars.githubusercontent.com%2Fu%2F104874993%3Fv%3D4&w=48&q=75)[Agno](https://github.com/agno-agi/agno) | 41k+ | | May 2022 | | |"
   ],
   "stars_evidence": [
    "| Name | | Language | | VC Backed | |",
    "| ![Agno](/_next/image?url=https%3A%2F%2Favatars.githubusercontent.com%2Fu%2F104874993%3Fv%3D4&w=48&q=75)[Agno](https://github.com/agno-agi/agno) | 41k+ | | May 2022 | | |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://differentiated.io/llm-framework-leaderboard",
   "project": "LangGraph",
   "repository": "https://github.com/langchain-ai/langgraph",
   "stars": "38000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "| Name | | Language | | VC Backed | |",
    "| ![LangGraph](/_next/image?url=https%3A%2F%2Favatars.githubusercontent.com%2Fu%2F126733545%3Fv%3D4&w=48&q=75)[LangGraph](https://github.com/langchain-ai/langgraph) | 38k+ | | Aug 2023 | | |"
   ],
   "repository_evidence": [
    "| Name | | Language | | VC Backed | |",
    "| ![LangGraph](/_next/image?url=https%3A%2F%2Favatars.githubusercontent.com%2Fu%2F126733545%3Fv%3D4&w=48&q=75)[LangGraph](https://github.com/langchain-ai/langgraph) | 38k+ | | Aug 2023 | | |"
   ],
   "stars_evidence": [
    "| Name | | Language | | VC Backed | |",
    "| ![LangGraph](/_next/image?url=https%3A%2F%2Favatars.githubusercontent.com%2Fu%2F126733545%3Fv%3D4&w=48&q=75)[LangGraph](https://github.com/langchain-ai/langgraph) | 38k+ | | Aug 2023 | | |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://differentiated.io/llm-framework-leaderboard",
   "project": "DSPy",
   "repository": "https://github.com/stanfordnlp/dspy",
   "stars": "36000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "| Name | | Language | | VC Backed | |",
    "| ![DSPy](/_next/image?url=https%3A%2F%2Favatars.githubusercontent.com%2Fu%2F3046006%3Fv%3D4&w=48&q=75)[DSPy](https://github.com/stanfordnlp/dspy) | 36k+ | | Jan 2023 | | |"
   ],
   "repository_evidence": [
    "| Name | | Language | | VC Backed | |",
    "| ![DSPy](/_next/image?url=https%3A%2F%2Favatars.githubusercontent.com%2Fu%2F3046006%3Fv%3D4&w=48&q=75)[DSPy](https://github.com/stanfordnlp/dspy) | 36k+ | | Jan 2023 | | |"
   ],
   "stars_evidence": [
    "| Name | | Language | | VC Backed | |",
    "| ![DSPy](/_next/image?url=https%3A%2F%2Favatars.githubusercontent.com%2Fu%2F3046006%3Fv%3D4&w=48&q=75)[DSPy](https://github.com/stanfordnlp/dspy) | 36k+ | | Jan 2023 | | |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://differentiated.io/llm-framework-leaderboard",
   "project": "GraphRAG",
   "repository": "https://github.com/microsoft/graphrag",
   "stars": "35000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "| Name | | Language | | VC Backed | |",
    "| ![GraphRAG](/_next/image?url=https%3A%2F%2Favatars.githubusercontent.com%2Fu%2F6154722%3Fv%3D4&w=48&q=75)[GraphRAG](https://github.com/microsoft/graphrag) | 35k+ | | Mar 2024 | | |"
   ],
   "repository_evidence": [
    "| Name | | Language | | VC Backed | |",
    "| ![GraphRAG](/_next/image?url=https%3A%2F%2Favatars.githubusercontent.com%2Fu%2F6154722%3Fv%3D4&w=48&q=75)[GraphRAG](https://github.com/microsoft/graphrag) | 35k+ | | Mar 2024 | | |"
   ],
   "stars_evidence": [
    "| Name | | Language | | VC Backed | |",
    "| ![GraphRAG](/_next/image?url=https%3A%2F%2Favatars.githubusercontent.com%2Fu%2F6154722%3Fv%3D4&w=48&q=75)[GraphRAG](https://github.com/microsoft/graphrag) | 35k+ | | Mar 2024 | | |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://differentiated.io/llm-framework-leaderboard",
   "project": "smolagents",
   "repository": "https://github.com/huggingface/smolagents",
   "stars": "28000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "| Name | | Language | | VC Backed | |",
    "| ![smolagents](/_next/image?url=https%3A%2F%2Favatars.githubusercontent.com%2Fu%2F25720743%3Fv%3D4&w=48&q=75)[smolagents](https://github.com/huggingface/smolagents) | 28k+ | | Dec 2024 | | |"
   ],
   "repository_evidence": [
    "| Name | | Language | | VC Backed | |",
    "| ![smolagents](/_next/image?url=https%3A%2F%2Favatars.githubusercontent.com%2Fu%2F25720743%3Fv%3D4&w=48&q=75)[smolagents](https://github.com/huggingface/smolagents) | 28k+ | | Dec 2024 | | |"
   ],
   "stars_evidence": [
    "| Name | | Language | | VC Backed | |",
    "| ![smolagents](/_next/image?url=https%3A%2F%2Favatars.githubusercontent.com%2Fu%2F25720743%3Fv%3D4&w=48&q=75)[smolagents](https://github.com/huggingface/smolagents) | 28k+ | | Dec 2024 | | |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://differentiated.io/llm-framework-leaderboard",
   "project": "Semantic Kernel",
   "repository": "https://github.com/microsoft/semantic-kernel",
   "stars": "28000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "| Name | | Language | | VC Backed | |",
    "| ![Semantic Kernel](/_next/image?url=https%3A%2F%2Favatars.githubusercontent.com%2Fu%2F6154722%3Fv%3D4&w=48&q=75)[Semantic Kernel](https://github.com/microsoft/semantic-kernel) | 28k+ | | Feb 2023 | | |"
   ],
   "repository_evidence": [
    "| Name | | Language | | VC Backed | |",
    "| ![Semantic Kernel](/_next/image?url=https%3A%2F%2Favatars.githubusercontent.com%2Fu%2F6154722%3Fv%3D4&w=48&q=75)[Semantic Kernel](https://github.com/microsoft/semantic-kernel) | 28k+ | | Feb 2023 | | |"
   ],
   "stars_evidence": [
    "| Name | | Language | | VC Backed | |",
    "| ![Semantic Kernel](/_next/image?url=https%3A%2F%2Favatars.githubusercontent.com%2Fu%2F6154722%3Fv%3D4&w=48&q=75)[Semantic Kernel](https://github.com/microsoft/semantic-kernel) | 28k+ | | Feb 2023 | | |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://differentiated.io/llm-framework-leaderboard",
   "project": "AgentScope",
   "repository": "https://github.com/agentscope-ai/agentscope",
   "stars": "28000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "| Name | | Language | | VC Backed | |",
    "| ![AgentScope](/_next/image?url=https%3A%2F%2Favatars.githubusercontent.com%2Fu%2F211762292%3Fv%3D4&w=48&q=75)[AgentScope](https://github.com/agentscope-ai/agentscope) | 28k+ | | Jan 2024 | | |"
   ],
   "repository_evidence": [
    "| Name | | Language | | VC Backed | |",
    "| ![AgentScope](/_next/image?url=https%3A%2F%2Favatars.githubusercontent.com%2Fu%2F211762292%3Fv%3D4&w=48&q=75)[AgentScope](https://github.com/agentscope-ai/agentscope) | 28k+ | | Jan 2024 | | |"
   ],
   "stars_evidence": [
    "| Name | | Language | | VC Backed | |",
    "| ![AgentScope](/_next/image?url=https%3A%2F%2Favatars.githubusercontent.com%2Fu%2F211762292%3Fv%3D4&w=48&q=75)[AgentScope](https://github.com/agentscope-ai/agentscope) | 28k+ | | Jan 2024 | | |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://differentiated.io/llm-framework-leaderboard",
   "project": "OpenAI Agents SDK",
   "repository": "https://github.com/openai/openai-agents-python",
   "stars": "28000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "| Name | | Language | | VC Backed | |",
    "| ![OpenAI Agents SDK](/_next/image?url=https%3A%2F%2Favatars.githubusercontent.com%2Fu%2F14957082%3Fv%3D4&w=48&q=75)[OpenAI Agents SDK](https://github.com/openai/openai-agents-python) | 28k+ | | Mar 2025 | | |"
   ],
   "repository_evidence": [
    "| Name | | Language | | VC Backed | |",
    "| ![OpenAI Agents SDK](/_next/image?url=https%3A%2F%2Favatars.githubusercontent.com%2Fu%2F14957082%3Fv%3D4&w=48&q=75)[OpenAI Agents SDK](https://github.com/openai/openai-agents-python) | 28k+ | | Mar 2025 | | |"
   ],
   "stars_evidence": [
    "| Name | | Language | | VC Backed | |",
    "| ![OpenAI Agents SDK](/_next/image?url=https%3A%2F%2Favatars.githubusercontent.com%2Fu%2F14957082%3Fv%3D4&w=48&q=75)[OpenAI Agents SDK](https://github.com/openai/openai-agents-python) | 28k+ | | Mar 2025 | | |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://differentiated.io/llm-framework-leaderboard",
   "project": "Deep Agents",
   "repository": "https://github.com/langchain-ai/deepagents",
   "stars": "27000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "| Name | | Language | | VC Backed | |",
    "| ![Deep Agents](/_next/image?url=https%3A%2F%2Favatars.githubusercontent.com%2Fu%2F126733545%3Fv%3D4&w=48&q=75)[Deep Agents](https://github.com/langchain-ai/deepagents) | 27k+ | | Jul 2025 | | |"
   ],
   "repository_evidence": [
    "| Name | | Language | | VC Backed | |",
    "| ![Deep Agents](/_next/image?url=https%3A%2F%2Favatars.githubusercontent.com%2Fu%2F126733545%3Fv%3D4&w=48&q=75)[Deep Agents](https://github.com/langchain-ai/deepagents) | 27k+ | | Jul 2025 | | |"
   ],
   "stars_evidence": [
    "| Name | | Language | | VC Backed | |",
    "| ![Deep Agents](/_next/image?url=https%3A%2F%2Favatars.githubusercontent.com%2Fu%2F126733545%3Fv%3D4&w=48&q=75)[Deep Agents](https://github.com/langchain-ai/deepagents) | 27k+ | | Jul 2025 | | |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://differentiated.io/llm-framework-leaderboard",
   "project": "Mastra",
   "repository": "https://github.com/mastra-ai/mastra",
   "stars": "26000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "| Name | | Language | | VC Backed | |",
    "| ![Mastra](/_next/image?url=https%3A%2F%2Favatars.githubusercontent.com%2Fu%2F149120496%3Fv%3D4&w=48&q=75)[Mastra](https://github.com/mastra-ai/mastra) | 26k+ | | Aug 2024 | | |"
   ],
   "repository_evidence": [
    "| Name | | Language | | VC Backed | |",
    "| ![Mastra](/_next/image?url=https%3A%2F%2Favatars.githubusercontent.com%2Fu%2F149120496%3Fv%3D4&w=48&q=75)[Mastra](https://github.com/mastra-ai/mastra) | 26k+ | | Aug 2024 | | |"
   ],
   "stars_evidence": [
    "| Name | | Language | | VC Backed | |",
    "| ![Mastra](/_next/image?url=https%3A%2F%2Favatars.githubusercontent.com%2Fu%2F149120496%3Fv%3D4&w=48&q=75)[Mastra](https://github.com/mastra-ai/mastra) | 26k+ | | Aug 2024 | | |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://differentiated.io/llm-framework-leaderboard",
   "project": "Haystack",
   "repository": "https://github.com/deepset-ai/haystack",
   "stars": "26000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "| Name | | Language | | VC Backed | |",
    "| ![Haystack](/_next/image?url=https%3A%2F%2Favatars.githubusercontent.com%2Fu%2F51827949%3Fv%3D4&w=48&q=75)[Haystack](https://github.com/deepset-ai/haystack) | 26k+ | | Nov 2019 | | |"
   ],
   "repository_evidence": [
    "| Name | | Language | | VC Backed | |",
    "| ![Haystack](/_next/image?url=https%3A%2F%2Favatars.githubusercontent.com%2Fu%2F51827949%3Fv%3D4&w=48&q=75)[Haystack](https://github.com/deepset-ai/haystack) | 26k+ | | Nov 2019 | | |"
   ],
   "stars_evidence": [
    "| Name | | Language | | VC Backed | |",
    "| ![Haystack](/_next/image?url=https%3A%2F%2Favatars.githubusercontent.com%2Fu%2F51827949%3Fv%3D4&w=48&q=75)[Haystack](https://github.com/deepset-ai/haystack) | 26k+ | | Nov 2019 | | |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://differentiated.io/llm-framework-leaderboard",
   "project": "Vercel AI SDK",
   "repository": "https://github.com/vercel/ai",
   "stars": "26000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "| Name | | Language | | VC Backed | |",
    "| ![Vercel AI SDK](/_next/image?url=https%3A%2F%2Favatars.githubusercontent.com%2Fu%2F14985020%3Fv%3D4&w=48&q=75)[Vercel AI SDK](https://github.com/vercel/ai) | 26k+ | | May 2023 | | |"
   ],
   "repository_evidence": [
    "| Name | | Language | | VC Backed | |",
    "| ![Vercel AI SDK](/_next/image?url=https%3A%2F%2Favatars.githubusercontent.com%2Fu%2F14985020%3Fv%3D4&w=48&q=75)[Vercel AI SDK](https://github.com/vercel/ai) | 26k+ | | May 2023 | | |"
   ],
   "stars_evidence": [
    "| Name | | Language | | VC Backed | |",
    "| ![Vercel AI SDK](/_next/image?url=https%3A%2F%2Favatars.githubusercontent.com%2Fu%2F14985020%3Fv%3D4&w=48&q=75)[Vercel AI SDK](https://github.com/vercel/ai) | 26k+ | | May 2023 | | |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://differentiated.io/llm-framework-leaderboard",
   "project": "Letta",
   "repository": "https://github.com/cpacker/MemGPT",
   "stars": "24000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "| Name | | Language | | VC Backed | |",
    "| ![Letta](/_next/image?url=https%3A%2F%2Favatars.githubusercontent.com%2Fu%2F177780362%3Fv%3D4&w=48&q=75)[Letta](https://github.com/cpacker/MemGPT) | 24k+ | | Oct 2023 | | |"
   ],
   "repository_evidence": [
    "| Name | | Language | | VC Backed | |",
    "| ![Letta](/_next/image?url=https%3A%2F%2Favatars.githubusercontent.com%2Fu%2F177780362%3Fv%3D4&w=48&q=75)[Letta](https://github.com/cpacker/MemGPT) | 24k+ | | Oct 2023 | | |"
   ],
   "stars_evidence": [
    "| Name | | Language | | VC Backed | |",
    "| ![Letta](/_next/image?url=https%3A%2F%2Favatars.githubusercontent.com%2Fu%2F177780362%3Fv%3D4&w=48&q=75)[Letta](https://github.com/cpacker/MemGPT) | 24k+ | | Oct 2023 | | |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://differentiated.io/llm-framework-leaderboard",
   "project": "guidance",
   "repository": "https://github.com/guidance-ai/guidance",
   "stars": "22000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "| Name | | Language | | VC Backed | |",
    "| ![guidance](/_next/image?url=https%3A%2F%2Favatars.githubusercontent.com%2Fu%2F142035062%3Fv%3D4&w=48&q=75)[guidance](https://github.com/guidance-ai/guidance) | 22k+ | | Nov 2022 | | |"
   ],
   "repository_evidence": [
    "| Name | | Language | | VC Backed | |",
    "| ![guidance](/_next/image?url=https%3A%2F%2Favatars.githubusercontent.com%2Fu%2F142035062%3Fv%3D4&w=48&q=75)[guidance](https://github.com/guidance-ai/guidance) | 22k+ | | Nov 2022 | | |"
   ],
   "stars_evidence": [
    "| Name | | Language | | VC Backed | |",
    "| ![guidance](/_next/image?url=https%3A%2F%2Favatars.githubusercontent.com%2Fu%2F142035062%3Fv%3D4&w=48&q=75)[guidance](https://github.com/guidance-ai/guidance) | 22k+ | | Nov 2022 | | |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://differentiated.io/llm-framework-leaderboard",
   "project": "Google ADK",
   "repository": "https://github.com/google/adk-python",
   "stars": "21000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "| Name | | Language | | VC Backed | |",
    "| ![Google ADK](/_next/image?url=https%3A%2F%2Favatars.githubusercontent.com%2Fu%2F1342004%3Fv%3D4&w=48&q=75)[Google ADK](https://github.com/google/adk-python) | 21k+ | | Apr 2025 | | |"
   ],
   "repository_evidence": [
    "| Name | | Language | | VC Backed | |",
    "| ![Google ADK](/_next/image?url=https%3A%2F%2Favatars.githubusercontent.com%2Fu%2F1342004%3Fv%3D4&w=48&q=75)[Google ADK](https://github.com/google/adk-python) | 21k+ | | Apr 2025 | | |"
   ],
   "stars_evidence": [
    "| Name | | Language | | VC Backed | |",
    "| ![Google ADK](/_next/image?url=https%3A%2F%2Favatars.githubusercontent.com%2Fu%2F1342004%3Fv%3D4&w=48&q=75)[Google ADK](https://github.com/google/adk-python) | 21k+ | | Apr 2025 | | |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://differentiated.io/llm-framework-leaderboard",
   "project": "PydanticAI",
   "repository": "https://github.com/pydantic/pydantic-ai",
   "stars": "19000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "| Name | | Language | | VC Backed | |",
    "| ![PydanticAI](/_next/image?url=https%3A%2F%2Favatars.githubusercontent.com%2Fu%2F110818415%3Fv%3D4&w=48&q=75)[PydanticAI](https://github.com/pydantic/pydantic-ai) | 19k+ | | Jun 2024 | | |"
   ],
   "repository_evidence": [
    "| Name | | Language | | VC Backed | |",
    "| ![PydanticAI](/_next/image?url=https%3A%2F%2Favatars.githubusercontent.com%2Fu%2F110818415%3Fv%3D4&w=48&q=75)[PydanticAI](https://github.com/pydantic/pydantic-ai) | 19k+ | | Jun 2024 | | |"
   ],
   "stars_evidence": [
    "| Name | | Language | | VC Backed | |",
    "| ![PydanticAI](/_next/image?url=https%3A%2F%2Favatars.githubusercontent.com%2Fu%2F110818415%3Fv%3D4&w=48&q=75)[PydanticAI](https://github.com/pydantic/pydantic-ai) | 19k+ | | Jun 2024 | | |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://differentiated.io/llm-framework-leaderboard",
   "project": "NeMo",
   "repository": "https://github.com/NVIDIA/NeMo",
   "stars": "18000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "| Name | | Language | | VC Backed | |",
    "| ![NeMo](/_next/image?url=https%3A%2F%2Favatars.githubusercontent.com%2Fu%2F213689629%3Fv%3D4&w=48&q=75)[NeMo](https://github.com/NVIDIA/NeMo) | 18k+ | | Aug 2019 | | |"
   ],
   "repository_evidence": [
    "| Name | | Language | | VC Backed | |",
    "| ![NeMo](/_next/image?url=https%3A%2F%2Favatars.githubusercontent.com%2Fu%2F213689629%3Fv%3D4&w=48&q=75)[NeMo](https://github.com/NVIDIA/NeMo) | 18k+ | | Aug 2019 | | |"
   ],
   "stars_evidence": [
    "| Name | | Language | | VC Backed | |",
    "| ![NeMo](/_next/image?url=https%3A%2F%2Favatars.githubusercontent.com%2Fu%2F213689629%3Fv%3D4&w=48&q=75)[NeMo](https://github.com/NVIDIA/NeMo) | 18k+ | | Aug 2019 | | |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://differentiated.io/llm-framework-leaderboard",
   "project": "Camel",
   "repository": "https://github.com/camel-ai/camel",
   "stars": "17000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "| Name | | Language | | VC Backed | |",
    "| ![Camel](/_next/image?url=https%3A%2F%2Favatars.githubusercontent.com%2Fu%2F134388954%3Fv%3D4&w=48&q=75)[Camel](https://github.com/camel-ai/camel) | 17k+ | | Mar 2023 | | |"
   ],
   "repository_evidence": [
    "| Name | | Language | | VC Backed | |",
    "| ![Camel](/_next/image?url=https%3A%2F%2Favatars.githubusercontent.com%2Fu%2F134388954%3Fv%3D4&w=48&q=75)[Camel](https://github.com/camel-ai/camel) | 17k+ | | Mar 2023 | | |"
   ],
   "stars_evidence": [
    "| Name | | Language | | VC Backed | |",
    "| ![Camel](/_next/image?url=https%3A%2F%2Favatars.githubusercontent.com%2Fu%2F134388954%3Fv%3D4&w=48&q=75)[Camel](https://github.com/camel-ai/camel) | 17k+ | | Mar 2023 | | |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://differentiated.io/llm-framework-leaderboard",
   "project": "Instructor",
   "repository": "https://github.com/instructor-ai/instructor",
   "stars": "14000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "| Name | | Language | | VC Backed | |",
    "| ![Instructor](/_next/image?url=https%3A%2F%2Favatars.githubusercontent.com%2Fu%2F152629781%3Fv%3D4&w=48&q=75)[Instructor](https://github.com/instructor-ai/instructor) | 14k+ | | Jun 2023 | | |"
   ],
   "repository_evidence": [
    "| Name | | Language | | VC Backed | |",
    "| ![Instructor](/_next/image?url=https%3A%2F%2Favatars.githubusercontent.com%2Fu%2F152629781%3Fv%3D4&w=48&q=75)[Instructor](https://github.com/instructor-ai/instructor) | 14k+ | | Jun 2023 | | |"
   ],
   "stars_evidence": [
    "| Name | | Language | | VC Backed | |",
    "| ![Instructor](/_next/image?url=https%3A%2F%2Favatars.githubusercontent.com%2Fu%2F152629781%3Fv%3D4&w=48&q=75)[Instructor](https://github.com/instructor-ai/instructor) | 14k+ | | Jun 2023 | | |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://differentiated.io/llm-framework-leaderboard",
   "project": "Gateway",
   "repository": "https://github.com/portkey-ai/gateway",
   "stars": "12000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "| Name | | Language | | VC Backed | |",
    "| ![Gateway](/_next/image?url=https%3A%2F%2Favatars.githubusercontent.com%2Fu%2F131141116%3Fv%3D4&w=48&q=75)[Gateway](https://github.com/portkey-ai/gateway) | 12k+ | | Aug 2023 | | |"
   ],
   "repository_evidence": [
    "| Name | | Language | | VC Backed | |",
    "| ![Gateway](/_next/image?url=https%3A%2F%2Favatars.githubusercontent.com%2Fu%2F131141116%3Fv%3D4&w=48&q=75)[Gateway](https://github.com/portkey-ai/gateway) | 12k+ | | Aug 2023 | | |"
   ],
   "stars_evidence": [
    "| Name | | Language | | VC Backed | |",
    "| ![Gateway](/_next/image?url=https%3A%2F%2Favatars.githubusercontent.com%2Fu%2F131141116%3Fv%3D4&w=48&q=75)[Gateway](https://github.com/portkey-ai/gateway) | 12k+ | | Aug 2023 | | |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://differentiated.io/llm-framework-leaderboard",
   "project": "Microsoft Agent Framework",
   "repository": "https://github.com/microsoft/agent-framework",
   "stars": "12000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "| Name | | Language | | VC Backed | |",
    "| ![Microsoft Agent Framework](/_next/image?url=https%3A%2F%2Favatars.githubusercontent.com%2Fu%2F6154722%3Fv%3D4&w=48&q=75)[Microsoft Agent Framework](https://github.com/microsoft/agent-framework) | 12k+ | | Apr 2025 | | |"
   ],
   "repository_evidence": [
    "| Name | | Language | | VC Backed | |",
    "| ![Microsoft Agent Framework](/_next/image?url=https%3A%2F%2Favatars.githubusercontent.com%2Fu%2F6154722%3Fv%3D4&w=48&q=75)[Microsoft Agent Framework](https://github.com/microsoft/agent-framework) | 12k+ | | Apr 2025 | | |"
   ],
   "stars_evidence": [
    "| Name | | Language | | VC Backed | |",
    "| ![Microsoft Agent Framework](/_next/image?url=https%3A%2F%2Favatars.githubusercontent.com%2Fu%2F6154722%3Fv%3D4&w=48&q=75)[Microsoft Agent Framework](https://github.com/microsoft/agent-framework) | 12k+ | | Apr 2025 | | |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://differentiated.io/llm-framework-leaderboard",
   "project": "Agents",
   "repository": "https://github.com/livekit/agents",
   "stars": "11000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "| Name | | Language | | VC Backed | |",
    "| ![Agents](/_next/image?url=https%3A%2F%2Favatars.githubusercontent.com%2Fu%2F69438833%3Fv%3D4&w=48&q=75)[Agents](https://github.com/livekit/agents) | 11k+ | | Oct 2023 | | |"
   ],
   "repository_evidence": [
    "| Name | | Language | | VC Backed | |",
    "| ![Agents](/_next/image?url=https%3A%2F%2Favatars.githubusercontent.com%2Fu%2F69438833%3Fv%3D4&w=48&q=75)[Agents](https://github.com/livekit/agents) | 11k+ | | Oct 2023 | | |"
   ],
   "stars_evidence": [
    "| Name | | Language | | VC Backed | |",
    "| ![Agents](/_next/image?url=https%3A%2F%2Favatars.githubusercontent.com%2Fu%2F69438833%3Fv%3D4&w=48&q=75)[Agents](https://github.com/livekit/agents) | 11k+ | | Oct 2023 | | |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://differentiated.io/llm-framework-leaderboard",
   "project": "PocketFlow",
   "repository": "https://github.com/The-Pocket/PocketFlow",
   "stars": "11000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "| Name | | Language | | VC Backed | |",
    "| ![PocketFlow](/_next/image?url=https%3A%2F%2Favatars.githubusercontent.com%2Fu%2F193350244%3Fv%3D4&w=48&q=75)[PocketFlow](https://github.com/The-Pocket/PocketFlow) | 11k+ | | Dec 2024 | | |"
   ],
   "repository_evidence": [
    "| Name | | Language | | VC Backed | |",
    "| ![PocketFlow](/_next/image?url=https%3A%2F%2Favatars.githubusercontent.com%2Fu%2F193350244%3Fv%3D4&w=48&q=75)[PocketFlow](https://github.com/The-Pocket/PocketFlow) | 11k+ | | Dec 2024 | | |"
   ],
   "stars_evidence": [
    "| Name | | Language | | VC Backed | |",
    "| ![PocketFlow](/_next/image?url=https%3A%2F%2Favatars.githubusercontent.com%2Fu%2F193350244%3Fv%3D4&w=48&q=75)[PocketFlow](https://github.com/The-Pocket/PocketFlow) | 11k+ | | Dec 2024 | | |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://differentiated.io/llm-framework-leaderboard",
   "project": "VoltAgent",
   "repository": "https://github.com/VoltAgent/voltagent",
   "stars": "10000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "| Name | | Language | | VC Backed | |",
    "| ![VoltAgent](/_next/image?url=https%3A%2F%2Favatars.githubusercontent.com%2Fu%2F201282378%3Fv%3D4&w=48&q=75)[VoltAgent](https://github.com/VoltAgent/voltagent) | 10k+ | | Apr 2025 | | |"
   ],
   "repository_evidence": [
    "| Name | | Language | | VC Backed | |",
    "| ![VoltAgent](/_next/image?url=https%3A%2F%2Favatars.githubusercontent.com%2Fu%2F201282378%3Fv%3D4&w=48&q=75)[VoltAgent](https://github.com/VoltAgent/voltagent) | 10k+ | | Apr 2025 | | |"
   ],
   "stars_evidence": [
    "| Name | | Language | | VC Backed | |",
    "| ![VoltAgent](/_next/image?url=https%3A%2F%2Favatars.githubusercontent.com%2Fu%2F201282378%3Fv%3D4&w=48&q=75)[VoltAgent](https://github.com/VoltAgent/voltagent) | 10k+ | | Apr 2025 | | |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://differentiated.io/llm-framework-leaderboard",
   "project": "Spring AI",
   "repository": "https://github.com/spring-projects/spring-ai",
   "stars": "9000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "| Name | | Language | | VC Backed | |",
    "| ![Spring AI](/_next/image?url=https%3A%2F%2Favatars.githubusercontent.com%2Fu%2F317776%3Fv%3D4&w=48&q=75)[Spring AI](https://github.com/spring-projects/spring-ai) | 9k+ | | Jun 2023 | | |"
   ],
   "repository_evidence": [
    "| Name | | Language | | VC Backed | |",
    "| ![Spring AI](/_next/image?url=https%3A%2F%2Favatars.githubusercontent.com%2Fu%2F317776%3Fv%3D4&w=48&q=75)[Spring AI](https://github.com/spring-projects/spring-ai) | 9k+ | | Jun 2023 | | |"
   ],
   "stars_evidence": [
    "| Name | | Language | | VC Backed | |",
    "| ![Spring AI](/_next/image?url=https%3A%2F%2Favatars.githubusercontent.com%2Fu%2F317776%3Fv%3D4&w=48&q=75)[Spring AI](https://github.com/spring-projects/spring-ai) | 9k+ | | Jun 2023 | | |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://differentiated.io/llm-framework-leaderboard",
   "project": "Llama Stack",
   "repository": "https://github.com/meta-llama/llama-stack",
   "stars": "8000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "| Name | | Language | | VC Backed | |",
    "| ![Llama Stack](/_next/image?url=https%3A%2F%2Favatars.githubusercontent.com%2Fu%2F272781975%3Fv%3D4&w=48&q=75)[Llama Stack](https://github.com/meta-llama/llama-stack) | 8k+ | | Jun 2024 | | |"
   ],
   "repository_evidence": [
    "| Name | | Language | | VC Backed | |",
    "| ![Llama Stack](/_next/image?url=https%3A%2F%2Favatars.githubusercontent.com%2Fu%2F272781975%3Fv%3D4&w=48&q=75)[Llama Stack](https://github.com/meta-llama/llama-stack) | 8k+ | | Jun 2024 | | |"
   ],
   "stars_evidence": [
    "| Name | | Language | | VC Backed | |",
    "| ![Llama Stack](/_next/image?url=https%3A%2F%2Favatars.githubusercontent.com%2Fu%2F272781975%3Fv%3D4&w=48&q=75)[Llama Stack](https://github.com/meta-llama/llama-stack) | 8k+ | | Jun 2024 | | |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://differentiated.io/llm-framework-leaderboard",
   "project": "Rig",
   "repository": "https://github.com/0xPlaygrounds/rig",
   "stars": "8000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "| Name | | Language | | VC Backed | |",
    "| ![Rig](/_next/image?url=https%3A%2F%2Favatars.githubusercontent.com%2Fu%2F93353392%3Fv%3D4&w=48&q=75)[Rig](https://github.com/0xPlaygrounds/rig) | 8k+ | | Jun 2024 | | |"
   ],
   "repository_evidence": [
    "| Name | | Language | | VC Backed | |",
    "| ![Rig](/_next/image?url=https%3A%2F%2Favatars.githubusercontent.com%2Fu%2F93353392%3Fv%3D4&w=48&q=75)[Rig](https://github.com/0xPlaygrounds/rig) | 8k+ | | Jun 2024 | | |"
   ],
   "stars_evidence": [
    "| Name | | Language | | VC Backed | |",
    "| ![Rig](/_next/image?url=https%3A%2F%2Favatars.githubusercontent.com%2Fu%2F93353392%3Fv%3D4&w=48&q=75)[Rig](https://github.com/0xPlaygrounds/rig) | 8k+ | | Jun 2024 | | |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://differentiated.io/llm-framework-leaderboard",
   "project": "Agent Squad",
   "repository": "https://github.com/2FastLabs/agent-squad",
   "stars": "8000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "| Name | | Language | | VC Backed | |",
    "| ![Agent Squad](/_next/image?url=https%3A%2F%2Favatars.githubusercontent.com%2Fu%2F215317808%3Fv%3D4&w=48&q=75)[Agent Squad](https://github.com/2FastLabs/agent-squad) | 8k+ | | Jul 2024 | | |"
   ],
   "repository_evidence": [
    "| Name | | Language | | VC Backed | |",
    "| ![Agent Squad](/_next/image?url=https%3A%2F%2Favatars.githubusercontent.com%2Fu%2F215317808%3Fv%3D4&w=48&q=75)[Agent Squad](https://github.com/2FastLabs/agent-squad) | 8k+ | | Jul 2024 | | |"
   ],
   "stars_evidence": [
    "| Name | | Language | | VC Backed | |",
    "| ![Agent Squad](/_next/image?url=https%3A%2F%2Favatars.githubusercontent.com%2Fu%2F215317808%3Fv%3D4&w=48&q=75)[Agent Squad](https://github.com/2FastLabs/agent-squad) | 8k+ | | Jul 2024 | | |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://differentiated.io/llm-framework-leaderboard",
   "project": "Claude Agent SDK",
   "repository": "https://github.com/anthropics/claude-agent-sdk-python",
   "stars": "8000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "| Name | | Language | | VC Backed | |",
    "| ![Claude Agent SDK](/_next/image?url=https%3A%2F%2Favatars.githubusercontent.com%2Fu%2F76263028%3Fv%3D4&w=48&q=75)[Claude Agent SDK](https://github.com/anthropics/claude-agent-sdk-python) | 8k+ | | Jun 2025 | | |"
   ],
   "repository_evidence": [
    "| Name | | Language | | VC Backed | |",
    "| ![Claude Agent SDK](/_next/image?url=https%3A%2F%2Favatars.githubusercontent.com%2Fu%2F76263028%3Fv%3D4&w=48&q=75)[Claude Agent SDK](https://github.com/anthropics/claude-agent-sdk-python) | 8k+ | | Jun 2025 | | |"
   ],
   "stars_evidence": [
    "| Name | | Language | | VC Backed | |",
    "| ![Claude Agent SDK](/_next/image?url=https%3A%2F%2Favatars.githubusercontent.com%2Fu%2F76263028%3Fv%3D4&w=48&q=75)[Claude Agent SDK](https://github.com/anthropics/claude-agent-sdk-python) | 8k+ | | Jun 2025 | | |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://differentiated.io/llm-framework-leaderboard",
   "project": "Strands Agents",
   "repository": "https://github.com/strands-agents/harness-sdk",
   "stars": "7000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "| Name | | Language | | VC Backed | |",
    "| ![Strands Agents](/_next/image?url=https%3A%2F%2Favatars.githubusercontent.com%2Fu%2F209155962%3Fv%3D4&w=48&q=75)[Strands Agents](https://github.com/strands-agents/harness-sdk) | 7k+ | | May 2025 | | |"
   ],
   "repository_evidence": [
    "| Name | | Language | | VC Backed | |",
    "| ![Strands Agents](/_next/image?url=https%3A%2F%2Favatars.githubusercontent.com%2Fu%2F209155962%3Fv%3D4&w=48&q=75)[Strands Agents](https://github.com/strands-agents/harness-sdk) | 7k+ | | May 2025 | | |"
   ],
   "stars_evidence": [
    "| Name | | Language | | VC Backed | |",
    "| ![Strands Agents](/_next/image?url=https%3A%2F%2Favatars.githubusercontent.com%2Fu%2F209155962%3Fv%3D4&w=48&q=75)[Strands Agents](https://github.com/strands-agents/harness-sdk) | 7k+ | | May 2025 | | |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://differentiated.io/llm-framework-leaderboard",
   "project": "Genkit",
   "repository": "https://github.com/genkit-ai/genkit",
   "stars": "6000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "| Name | | Language | | VC Backed | |",
    "| ![Genkit](/_next/image?url=https%3A%2F%2Favatars.githubusercontent.com%2Fu%2F166032008%3Fv%3D4&w=48&q=75)[Genkit](https://github.com/genkit-ai/genkit) | 6k+ | | Apr 2024 | | |"
   ],
   "repository_evidence": [
    "| Name | | Language | | VC Backed | |",
    "| ![Genkit](/_next/image?url=https%3A%2F%2Favatars.githubusercontent.com%2Fu%2F166032008%3Fv%3D4&w=48&q=75)[Genkit](https://github.com/genkit-ai/genkit) | 6k+ | | Apr 2024 | | |"
   ],
   "stars_evidence": [
    "| Name | | Language | | VC Backed | |",
    "| ![Genkit](/_next/image?url=https%3A%2F%2Favatars.githubusercontent.com%2Fu%2F166032008%3Fv%3D4&w=48&q=75)[Genkit](https://github.com/genkit-ai/genkit) | 6k+ | | Apr 2024 | | |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://differentiated.io/llm-framework-leaderboard",
   "project": "Marvin",
   "repository": "https://github.com/PrefectHQ/marvin",
   "stars": "6000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "| Name | | Language | | VC Backed | |",
    "| ![Marvin](/_next/image?url=https%3A%2F%2Favatars.githubusercontent.com%2Fu%2F39270919%3Fv%3D4&w=48&q=75)[Marvin](https://github.com/PrefectHQ/marvin) | 6k+ | | Mar 2023 | | |"
   ],
   "repository_evidence": [
    "| Name | | Language | | VC Backed | |",
    "| ![Marvin](/_next/image?url=https%3A%2F%2Favatars.githubusercontent.com%2Fu%2F39270919%3Fv%3D4&w=48&q=75)[Marvin](https://github.com/PrefectHQ/marvin) | 6k+ | | Mar 2023 | | |"
   ],
   "stars_evidence": [
    "| Name | | Language | | VC Backed | |",
    "| ![Marvin](/_next/image?url=https%3A%2F%2Favatars.githubusercontent.com%2Fu%2F39270919%3Fv%3D4&w=48&q=75)[Marvin](https://github.com/PrefectHQ/marvin) | 6k+ | | Mar 2023 | | |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://differentiated.io/llm-framework-leaderboard",
   "project": "Atomic Agents",
   "repository": "https://github.com/Eigenwise/atomic-agents",
   "stars": "6000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "| Name | | Language | | VC Backed | |",
    "| ![Atomic Agents](/_next/image?url=https%3A%2F%2Favatars.githubusercontent.com%2Fu%2F48944754%3Fv%3D4&w=48&q=75)[Atomic Agents](https://github.com/Eigenwise/atomic-agents) | 6k+ | | Jun 2024 | | |"
   ],
   "repository_evidence": [
    "| Name | | Language | | VC Backed | |",
    "| ![Atomic Agents](/_next/image?url=https%3A%2F%2Favatars.githubusercontent.com%2Fu%2F48944754%3Fv%3D4&w=48&q=75)[Atomic Agents](https://github.com/Eigenwise/atomic-agents) | 6k+ | | Jun 2024 | | |"
   ],
   "stars_evidence": [
    "| Name | | Language | | VC Backed | |",
    "| ![Atomic Agents](/_next/image?url=https%3A%2F%2Favatars.githubusercontent.com%2Fu%2F48944754%3Fv%3D4&w=48&q=75)[Atomic Agents](https://github.com/Eigenwise/atomic-agents) | 6k+ | | Jun 2024 | | |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://differentiated.io/llm-framework-leaderboard",
   "project": "ell",
   "repository": "https://github.com/MadcowD/ell",
   "stars": "6000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "| Name | | Language | | VC Backed | |",
    "| ![ell](/_next/image?url=https%3A%2F%2Favatars.githubusercontent.com%2Fu%2F719535%3Fv%3D4&w=48&q=75)[ell](https://github.com/MadcowD/ell) | 6k+ | | Jul 2024 | | |"
   ],
   "repository_evidence": [
    "| Name | | Language | | VC Backed | |",
    "| ![ell](/_next/image?url=https%3A%2F%2Favatars.githubusercontent.com%2Fu%2F719535%3Fv%3D4&w=48&q=75)[ell](https://github.com/MadcowD/ell) | 6k+ | | Jul 2024 | | |"
   ],
   "stars_evidence": [
    "| Name | | Language | | VC Backed | |",
    "| ![ell](/_next/image?url=https%3A%2F%2Favatars.githubusercontent.com%2Fu%2F719535%3Fv%3D4&w=48&q=75)[ell](https://github.com/MadcowD/ell) | 6k+ | | Jul 2024 | | |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://differentiated.io/llm-framework-leaderboard",
   "project": "AutoRAG",
   "repository": "https://github.com/Marker-Inc-Korea/AutoRAG",
   "stars": "5000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "| Name | | Language | | VC Backed | |",
    "| ![AutoRAG](/_next/image?url=https%3A%2F%2Favatars.githubusercontent.com%2Fu%2F74290595%3Fv%3D4&w=48&q=75)[AutoRAG](https://github.com/Marker-Inc-Korea/AutoRAG) | 5k+ | | Jan 2024 | | |"
   ],
   "repository_evidence": [
    "| Name | | Language | | VC Backed | |",
    "| ![AutoRAG](/_next/image?url=https%3A%2F%2Favatars.githubusercontent.com%2Fu%2F74290595%3Fv%3D4&w=48&q=75)[AutoRAG](https://github.com/Marker-Inc-Korea/AutoRAG) | 5k+ | | Jan 2024 | | |"
   ],
   "stars_evidence": [
    "| Name | | Language | | VC Backed | |",
    "| ![AutoRAG](/_next/image?url=https%3A%2F%2Favatars.githubusercontent.com%2Fu%2F74290595%3Fv%3D4&w=48&q=75)[AutoRAG](https://github.com/Marker-Inc-Korea/AutoRAG) | 5k+ | | Jan 2024 | | |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://differentiated.io/llm-framework-leaderboard",
   "project": "AG2",
   "repository": "https://github.com/ag2ai/ag2",
   "stars": "5000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "| Name | | Language | | VC Backed | |",
    "| ![AG2](/_next/image?url=https%3A%2F%2Favatars.githubusercontent.com%2Fu%2F188122941%3Fv%3D4&w=48&q=75)[AG2](https://github.com/ag2ai/ag2) | 5k+ | | Nov 2024 | | |"
   ],
   "repository_evidence": [
    "| Name | | Language | | VC Backed | |",
    "| ![AG2](/_next/image?url=https%3A%2F%2Favatars.githubusercontent.com%2Fu%2F188122941%3Fv%3D4&w=48&q=75)[AG2](https://github.com/ag2ai/ag2) | 5k+ | | Nov 2024 | | |"
   ],
   "stars_evidence": [
    "| Name | | Language | | VC Backed | |",
    "| ![AG2](/_next/image?url=https%3A%2F%2Favatars.githubusercontent.com%2Fu%2F188122941%3Fv%3D4&w=48&q=75)[AG2](https://github.com/ag2ai/ag2) | 5k+ | | Nov 2024 | | |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://differentiated.io/llm-framework-leaderboard",
   "project": "Agenta",
   "repository": "https://github.com/Agenta-AI/agenta",
   "stars": "4000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "| Name | | Language | | VC Backed | |",
    "| ![Agenta](/_next/image?url=https%3A%2F%2Favatars.githubusercontent.com%2Fu%2F127993667%3Fv%3D4&w=48&q=75)[Agenta](https://github.com/Agenta-AI/agenta) | 4k+ | | Apr 2023 | | |"
   ],
   "repository_evidence": [
    "| Name | | Language | | VC Backed | |",
    "| ![Agenta](/_next/image?url=https%3A%2F%2Favatars.githubusercontent.com%2Fu%2F127993667%3Fv%3D4&w=48&q=75)[Agenta](https://github.com/Agenta-AI/agenta) | 4k+ | | Apr 2023 | | |"
   ],
   "stars_evidence": [
    "| Name | | Language | | VC Backed | |",
    "| ![Agenta](/_next/image?url=https%3A%2F%2Favatars.githubusercontent.com%2Fu%2F127993667%3Fv%3D4&w=48&q=75)[Agenta](https://github.com/Agenta-AI/agenta) | 4k+ | | Apr 2023 | | |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://differentiated.io/llm-framework-leaderboard",
   "project": "LMQL",
   "repository": "https://github.com/eth-sri/lmql",
   "stars": "4000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "| Name | | Language | | VC Backed | |",
    "| ![LMQL](/_next/image?url=https%3A%2F%2Favatars.githubusercontent.com%2Fu%2F5363413%3Fv%3D4&w=48&q=75)[LMQL](https://github.com/eth-sri/lmql) | 4k+ | | Nov 2022 | | |"
   ],
   "repository_evidence": [
    "| Name | | Language | | VC Backed | |",
    "| ![LMQL](/_next/image?url=https%3A%2F%2Favatars.githubusercontent.com%2Fu%2F5363413%3Fv%3D4&w=48&q=75)[LMQL](https://github.com/eth-sri/lmql) | 4k+ | | Nov 2022 | | |"
   ],
   "stars_evidence": [
    "| Name | | Language | | VC Backed | |",
    "| ![LMQL](/_next/image?url=https%3A%2F%2Favatars.githubusercontent.com%2Fu%2F5363413%3Fv%3D4&w=48&q=75)[LMQL](https://github.com/eth-sri/lmql) | 4k+ | | Nov 2022 | | |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://differentiated.io/llm-framework-leaderboard",
   "project": "AdalFlow",
   "repository": "https://github.com/SylphAI-Inc/AdalFlow",
   "stars": "4000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "| Name | | Language | | VC Backed | |",
    "| ![AdalFlow](/_next/image?url=https%3A%2F%2Favatars.githubusercontent.com%2Fu%2F109630329%3Fv%3D4&w=48&q=75)[AdalFlow](https://github.com/SylphAI-Inc/AdalFlow) | 4k+ | | Apr 2024 | | |"
   ],
   "repository_evidence": [
    "| Name | | Language | | VC Backed | |",
    "| ![AdalFlow](/_next/image?url=https%3A%2F%2Favatars.githubusercontent.com%2Fu%2F109630329%3Fv%3D4&w=48&q=75)[AdalFlow](https://github.com/SylphAI-Inc/AdalFlow) | 4k+ | | Apr 2024 | | |"
   ],
   "stars_evidence": [
    "| Name | | Language | | VC Backed | |",
    "| ![AdalFlow](/_next/image?url=https%3A%2F%2Favatars.githubusercontent.com%2Fu%2F109630329%3Fv%3D4&w=48&q=75)[AdalFlow](https://github.com/SylphAI-Inc/AdalFlow) | 4k+ | | Apr 2024 | | |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://differentiated.io/llm-framework-leaderboard",
   "project": "Langgroid",
   "repository": "https://github.com/langroid/langroid",
   "stars": "4000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "| Name | | Language | | VC Backed | |",
    "| ![Langgroid](/_next/image?url=https%3A%2F%2Favatars.githubusercontent.com%2Fu%2F130325191%3Fv%3D4&w=48&q=75)[Langgroid](https://github.com/langroid/langroid) | 4k+ | | Apr 2023 | | |"
   ],
   "repository_evidence": [
    "| Name | | Language | | VC Backed | |",
    "| ![Langgroid](/_next/image?url=https%3A%2F%2Favatars.githubusercontent.com%2Fu%2F130325191%3Fv%3D4&w=48&q=75)[Langgroid](https://github.com/langroid/langroid) | 4k+ | | Apr 2023 | | |"
   ],
   "stars_evidence": [
    "| Name | | Language | | VC Backed | |",
    "| ![Langgroid](/_next/image?url=https%3A%2F%2Favatars.githubusercontent.com%2Fu%2F130325191%3Fv%3D4&w=48&q=75)[Langgroid](https://github.com/langroid/langroid) | 4k+ | | Apr 2023 | | |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://differentiated.io/llm-framework-leaderboard",
   "project": "eve",
   "repository": "https://github.com/vercel/eve",
   "stars": "4000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "| Name | | Language | | VC Backed | |",
    "| ![eve](/_next/image?url=https%3A%2F%2Favatars.githubusercontent.com%2Fu%2F14985020%3Fv%3D4&w=48&q=75)[eve](https://github.com/vercel/eve) | 4k+ | | Jun 2026 | | |"
   ],
   "repository_evidence": [
    "| Name | | Language | | VC Backed | |",
    "| ![eve](/_next/image?url=https%3A%2F%2Favatars.githubusercontent.com%2Fu%2F14985020%3Fv%3D4&w=48&q=75)[eve](https://github.com/vercel/eve) | 4k+ | | Jun 2026 | | |"
   ],
   "stars_evidence": [
    "| Name | | Language | | VC Backed | |",
    "| ![eve](/_next/image?url=https%3A%2F%2Favatars.githubusercontent.com%2Fu%2F14985020%3Fv%3D4&w=48&q=75)[eve](https://github.com/vercel/eve) | 4k+ | | Jun 2026 | | |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://differentiated.io/llm-framework-leaderboard",
   "project": "BeeAI Framework",
   "repository": "https://github.com/i-am-bee/beeai-framework",
   "stars": "3000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "| Name | | Language | | VC Backed | |",
    "| ![BeeAI Framework](/_next/image?url=https%3A%2F%2Favatars.githubusercontent.com%2Fu%2F178592583%3Fv%3D4&w=48&q=75)[BeeAI Framework](https://github.com/i-am-bee/beeai-framework) | 3k+ | | Aug 2024 | | |"
   ],
   "repository_evidence": [
    "| Name | | Language | | VC Backed | |",
    "| ![BeeAI Framework](/_next/image?url=https%3A%2F%2Favatars.githubusercontent.com%2Fu%2F178592583%3Fv%3D4&w=48&q=75)[BeeAI Framework](https://github.com/i-am-bee/beeai-framework) | 3k+ | | Aug 2024 | | |"
   ],
   "stars_evidence": [
    "| Name | | Language | | VC Backed | |",
    "| ![BeeAI Framework](/_next/image?url=https%3A%2F%2Favatars.githubusercontent.com%2Fu%2F178592583%3Fv%3D4&w=48&q=75)[BeeAI Framework](https://github.com/i-am-bee/beeai-framework) | 3k+ | | Aug 2024 | | |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://differentiated.io/llm-framework-leaderboard",
   "project": "Memobase",
   "repository": "https://github.com/memodb-io/memobase",
   "stars": "3000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "| Name | | Language | | VC Backed | |",
    "| ![Memobase](/_next/image?url=https%3A%2F%2Favatars.githubusercontent.com%2Fu%2F180244457%3Fv%3D4&w=48&q=75)[Memobase](https://github.com/memodb-io/memobase) | 3k+ | | Sep 2024 | | |"
   ],
   "repository_evidence": [
    "| Name | | Language | | VC Backed | |",
    "| ![Memobase](/_next/image?url=https%3A%2F%2Favatars.githubusercontent.com%2Fu%2F180244457%3Fv%3D4&w=48&q=75)[Memobase](https://github.com/memodb-io/memobase) | 3k+ | | Sep 2024 | | |"
   ],
   "stars_evidence": [
    "| Name | | Language | | VC Backed | |",
    "| ![Memobase](/_next/image?url=https%3A%2F%2Favatars.githubusercontent.com%2Fu%2F180244457%3Fv%3D4&w=48&q=75)[Memobase](https://github.com/memodb-io/memobase) | 3k+ | | Sep 2024 | | |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://differentiated.io/llm-framework-leaderboard",
   "project": "Griptape",
   "repository": "https://github.com/griptape-ai/griptape",
   "stars": "3000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "| Name | | Language | | VC Backed | |",
    "| ![Griptape](/_next/image?url=https%3A%2F%2Favatars.githubusercontent.com%2Fu%2F123192176%3Fv%3D4&w=48&q=75)[Griptape](https://github.com/griptape-ai/griptape) | 3k+ | | Jan 2023 | | |"
   ],
   "repository_evidence": [
    "| Name | | Language | | VC Backed | |",
    "| ![Griptape](/_next/image?url=https%3A%2F%2Favatars.githubusercontent.com%2Fu%2F123192176%3Fv%3D4&w=48&q=75)[Griptape](https://github.com/griptape-ai/griptape) | 3k+ | | Jan 2023 | | |"
   ],
   "stars_evidence": [
    "| Name | | Language | | VC Backed | |",
    "| ![Griptape](/_next/image?url=https%3A%2F%2Favatars.githubusercontent.com%2Fu%2F123192176%3Fv%3D4&w=48&q=75)[Griptape](https://github.com/griptape-ai/griptape) | 3k+ | | Jan 2023 | | |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://differentiated.io/llm-framework-leaderboard",
   "project": "Burr",
   "repository": "https://github.com/DAGWorks-Inc/burr",
   "stars": "2000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "| Name | | Language | | VC Backed | |",
    "| ![Burr](/_next/image?url=https%3A%2F%2Favatars.githubusercontent.com%2Fu%2F47359%3Fv%3D4&w=48&q=75)[Burr](https://github.com/DAGWorks-Inc/burr) | 2k+ | | Jan 2024 | | |"
   ],
   "repository_evidence": [
    "| Name | | Language | | VC Backed | |",
    "| ![Burr](/_next/image?url=https%3A%2F%2Favatars.githubusercontent.com%2Fu%2F47359%3Fv%3D4&w=48&q=75)[Burr](https://github.com/DAGWorks-Inc/burr) | 2k+ | | Jan 2024 | | |"
   ],
   "stars_evidence": [
    "| Name | | Language | | VC Backed | |",
    "| ![Burr](/_next/image?url=https%3A%2F%2Favatars.githubusercontent.com%2Fu%2F47359%3Fv%3D4&w=48&q=75)[Burr](https://github.com/DAGWorks-Inc/burr) | 2k+ | | Jan 2024 | | |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://differentiated.io/llm-framework-leaderboard",
   "project": "AgentStack",
   "repository": "https://github.com/AgentOps-AI/AgentStack",
   "stars": "2000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "| Name | | Language | | VC Backed | |",
    "| ![AgentStack](/_next/image?url=https%3A%2F%2Favatars.githubusercontent.com%2Fu%2F187821849%3Fv%3D4&w=48&q=75)[AgentStack](https://github.com/AgentOps-AI/AgentStack) | 2k+ | | Sep 2024 | | |"
   ],
   "repository_evidence": [
    "| Name | | Language | | VC Backed | |",
    "| ![AgentStack](/_next/image?url=https%3A%2F%2Favatars.githubusercontent.com%2Fu%2F187821849%3Fv%3D4&w=48&q=75)[AgentStack](https://github.com/AgentOps-AI/AgentStack) | 2k+ | | Sep 2024 | | |"
   ],
   "stars_evidence": [
    "| Name | | Language | | VC Backed | |",
    "| ![AgentStack](/_next/image?url=https%3A%2F%2Favatars.githubusercontent.com%2Fu%2F187821849%3Fv%3D4&w=48&q=75)[AgentStack](https://github.com/AgentOps-AI/AgentStack) | 2k+ | | Sep 2024 | | |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://differentiated.io/llm-framework-leaderboard",
   "project": "SymbolicAI",
   "repository": "https://github.com/ExtensityAI/symbolicai",
   "stars": "2000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "| Name | | Language | | VC Backed | |",
    "| ![SymbolicAI](/_next/image?url=https%3A%2F%2Favatars.githubusercontent.com%2Fu%2F124845778%3Fv%3D4&w=48&q=75)[SymbolicAI](https://github.com/ExtensityAI/symbolicai) | 2k+ | | Nov 2022 | | |"
   ],
   "repository_evidence": [
    "| Name | | Language | | VC Backed | |",
    "| ![SymbolicAI](/_next/image?url=https%3A%2F%2Favatars.githubusercontent.com%2Fu%2F124845778%3Fv%3D4&w=48&q=75)[SymbolicAI](https://github.com/ExtensityAI/symbolicai) | 2k+ | | Nov 2022 | | |"
   ],
   "stars_evidence": [
    "| Name | | Language | | VC Backed | |",
    "| ![SymbolicAI](/_next/image?url=https%3A%2F%2Favatars.githubusercontent.com%2Fu%2F124845778%3Fv%3D4&w=48&q=75)[SymbolicAI](https://github.com/ExtensityAI/symbolicai) | 2k+ | | Nov 2022 | | |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://differentiated.io/llm-framework-leaderboard",
   "project": "mirascope",
   "repository": "https://github.com/Mirascope/mirascope",
   "stars": "2000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "| Name | | Language | | VC Backed | |",
    "| ![mirascope](/_next/image?url=https%3A%2F%2Favatars.githubusercontent.com%2Fu%2F153858533%3Fv%3D4&w=48&q=75)[mirascope](https://github.com/Mirascope/mirascope) | 2k+ | | Dec 2023 | | |"
   ],
   "repository_evidence": [
    "| Name | | Language | | VC Backed | |",
    "| ![mirascope](/_next/image?url=https%3A%2F%2Favatars.githubusercontent.com%2Fu%2F153858533%3Fv%3D4&w=48&q=75)[mirascope](https://github.com/Mirascope/mirascope) | 2k+ | | Dec 2023 | | |"
   ],
   "stars_evidence": [
    "| Name | | Language | | VC Backed | |",
    "| ![mirascope](/_next/image?url=https%3A%2F%2Favatars.githubusercontent.com%2Fu%2F153858533%3Fv%3D4&w=48&q=75)[mirascope](https://github.com/Mirascope/mirascope) | 2k+ | | Dec 2023 | | |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://differentiated.io/llm-framework-leaderboard",
   "project": "Cloudflare AI SDK",
   "repository": "https://github.com/cloudflare/ai",
   "stars": "1000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "| Name | | Language | | VC Backed | |",
    "| ![Cloudflare AI SDK](/_next/image?url=https%3A%2F%2Favatars.githubusercontent.com%2Fu%2F314135%3Fv%3D4&w=48&q=75)[Cloudflare AI SDK](https://github.com/cloudflare/ai) | 1k+ | | Mar 2025 | | |"
   ],
   "repository_evidence": [
    "| Name | | Language | | VC Backed | |",
    "| ![Cloudflare AI SDK](/_next/image?url=https%3A%2F%2Favatars.githubusercontent.com%2Fu%2F314135%3Fv%3D4&w=48&q=75)[Cloudflare AI SDK](https://github.com/cloudflare/ai) | 1k+ | | Mar 2025 | | |"
   ],
   "stars_evidence": [
    "| Name | | Language | | VC Backed | |",
    "| ![Cloudflare AI SDK](/_next/image?url=https%3A%2F%2Favatars.githubusercontent.com%2Fu%2F314135%3Fv%3D4&w=48&q=75)[Cloudflare AI SDK](https://github.com/cloudflare/ai) | 1k+ | | Mar 2025 | | |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://differentiated.io/llm-framework-leaderboard",
   "project": "Dynamiq",
   "repository": "https://github.com/dynamiq-ai/dynamiq",
   "stars": "1000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "| Name | | Language | | VC Backed | |",
    "| ![Dynamiq](/_next/image?url=https%3A%2F%2Favatars.githubusercontent.com%2Fu%2F151867818%3Fv%3D4&w=48&q=75)[Dynamiq](https://github.com/dynamiq-ai/dynamiq) | 1k+ | | Sep 2024 | | |"
   ],
   "repository_evidence": [
    "| Name | | Language | | VC Backed | |",
    "| ![Dynamiq](/_next/image?url=https%3A%2F%2Favatars.githubusercontent.com%2Fu%2F151867818%3Fv%3D4&w=48&q=75)[Dynamiq](https://github.com/dynamiq-ai/dynamiq) | 1k+ | | Sep 2024 | | |"
   ],
   "stars_evidence": [
    "| Name | | Language | | VC Backed | |",
    "| ![Dynamiq](/_next/image?url=https%3A%2F%2Favatars.githubusercontent.com%2Fu%2F151867818%3Fv%3D4&w=48&q=75)[Dynamiq](https://github.com/dynamiq-ai/dynamiq) | 1k+ | | Sep 2024 | | |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://tinyagents.dev/vs/aws-strands-vs-openai-agents-sdk",
   "project": "AWS Strands Agents",
   "repository": "https://github.com/strands-agents/sdk-python",
   "stars": "4200",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "AWS Strands Agents vs OpenAI Agents SDK: Which Agent Framework to Use?",
    "AWS Strands Agents is a lightweight, model-driven Python SDK for building agents released by AWS in May 2025.",
    "### AWS Strands Agents"
   ],
   "repository_evidence": [
    "AWS Strands Agents vs OpenAI Agents SDK: Which Agent Framework to Use?",
    "[github.com/strands-agents/sdk-python\u2192](https://github.com/strands-agents/sdk-python)"
   ],
   "stars_evidence": [
    "AWS Strands Agents vs OpenAI Agents SDK: Which Agent Framework to Use?",
    "GitHub Stars\n4.2k"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "http://ssojet.com/blog/open-source-ai-coding-agents",
   "project": "Aider",
   "repository": "https://github.com/Aider-AI/aider",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# 9 Open-Source AI Coding Agents Worth Self-Hosting",
    "This guide ranks nine open-source AI coding agents you can self-host in 2026, with real licenses, model support, and the honest tradeoffs of each.",
    "| Agent | License | Interface | Model Support | Best For |",
    "| Aider | Apache 2.0 | Terminal / git | Any (cloud or local) | Git-native pair programming |",
    "Aider is published under the Apache 2.0 license and has crossed 6.8M PyPI installs, per its [GitHub repository](https://github.com/Aider-AI/aider) (verified 2026-06-07)."
   ],
   "repository_evidence": [
    "# 9 Open-Source AI Coding Agents Worth Self-Hosting",
    "This guide ranks nine open-source AI coding agents you can self-host in 2026, with real licenses, model support, and the honest tradeoffs of each.",
    "Aider is published under the Apache 2.0 license and has crossed 6.8M PyPI installs, per its [GitHub repository](https://github.com/Aider-AI/aider) (verified 2026-06-07)."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "http://ssojet.com/blog/open-source-ai-coding-agents",
   "project": "OpenCode",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# 9 Open-Source AI Coding Agents Worth Self-Hosting",
    "This guide ranks nine open-source AI coding agents you can self-host in 2026, with real licenses, model support, and the honest tradeoffs of each.",
    "| Agent | License | Interface | Model Support | Best For |",
    "| OpenCode | MIT | Terminal TUI | Any provider | Provider-agnostic terminal work |",
    "OpenCode is the provider-agnostic terminal agent that made \"not coupled to any model vendor\" its design principle."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "http://ssojet.com/blog/open-source-ai-coding-agents",
   "project": "Cline",
   "repository": "https://github.com/cline/cline",
   "stars": "60k",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# 9 Open-Source AI Coding Agents Worth Self-Hosting",
    "This guide ranks nine open-source AI coding agents you can self-host in 2026, with real licenses, model support, and the honest tradeoffs of each.",
    "| Agent | License | Interface | Model Support | Best For |",
    "| Cline | Apache 2.0 | VS Code + IDEs | Any (cloud or local) | Autonomous edits inside the editor |",
    "Cline is the most-starred open-source IDE agent and the reference point most others are measured against.",
    "Cline is Apache 2.0 licensed and, per its [GitHub repository](https://github.com/cline/cline), has grown past 60k stars (verified 2026-06-07)."
   ],
   "repository_evidence": [
    "# 9 Open-Source AI Coding Agents Worth Self-Hosting",
    "This guide ranks nine open-source AI coding agents you can self-host in 2026, with real licenses, model support, and the honest tradeoffs of each.",
    "Cline is Apache 2.0 licensed and, per its [GitHub repository](https://github.com/cline/cline), has grown past 60k stars (verified 2026-06-07)."
   ],
   "stars_evidence": [
    "# 9 Open-Source AI Coding Agents Worth Self-Hosting",
    "This guide ranks nine open-source AI coding agents you can self-host in 2026, with real licenses, model support, and the honest tradeoffs of each.",
    "Cline is Apache 2.0 licensed and, per its [GitHub repository](https://github.com/cline/cline), has grown past 60k stars (verified 2026-06-07)."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "http://ssojet.com/blog/open-source-ai-coding-agents",
   "project": "Continue",
   "repository": "https://github.com/continuedev/continue",
   "stars": "32000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# 9 Open-Source AI Coding Agents Worth Self-Hosting",
    "This guide ranks nine open-source AI coding agents you can self-host in 2026, with real licenses, model support, and the honest tradeoffs of each.",
    "| Agent | License | Interface | Model Support | Best For |",
    "| Continue | Apache 2.0 | VS Code / JetBrains | Any + Ollama local | Autocomplete plus chat, fully local |",
    "Continue is released under Apache 2.0 by Continue Dev, Inc., with over 32,000 GitHub stars and more than 2.4M Visual Studio Marketplace installs as of March 2026, per its [GitHub repository](https://github.com/continuedev/continue) (verified 2026-06-07)."
   ],
   "repository_evidence": [
    "# 9 Open-Source AI Coding Agents Worth Self-Hosting",
    "This guide ranks nine open-source AI coding agents you can self-host in 2026, with real licenses, model support, and the honest tradeoffs of each.",
    "Continue is released under Apache 2.0 by Continue Dev, Inc., with over 32,000 GitHub stars and more than 2.4M Visual Studio Marketplace installs as of March 2026, per its [GitHub repository](https://github.com/continuedev/continue) (verified 2026-06-07)."
   ],
   "stars_evidence": [
    "# 9 Open-Source AI Coding Agents Worth Self-Hosting",
    "This guide ranks nine open-source AI coding agents you can self-host in 2026, with real licenses, model support, and the honest tradeoffs of each.",
    "Continue is released under Apache 2.0 by Continue Dev, Inc., with over 32,000 GitHub stars and more than 2.4M Visual Studio Marketplace installs as of March 2026, per its [GitHub repository](https://github.com/continuedev/continue) (verified 2026-06-07)."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "http://ssojet.com/blog/open-source-ai-coding-agents",
   "project": "Goose",
   "repository": "https://github.com/block/goose",
   "stars": "27000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# 9 Open-Source AI Coding Agents Worth Self-Hosting",
    "This guide ranks nine open-source AI coding agents you can self-host in 2026, with real licenses, model support, and the honest tradeoffs of each.",
    "| Agent | License | Interface | Model Support | Best For |",
    "| Goose | Apache 2.0 | Desktop / CLI | 15+ providers | MCP-heavy agentic workflows |",
    "Goose was released in January 2025 by Block under Apache 2.0 and has grown to 27,000+ GitHub stars with 350+ contributors, per its [GitHub repository](https://github.com/block/goose) (verified 2026-06-07)."
   ],
   "repository_evidence": [
    "# 9 Open-Source AI Coding Agents Worth Self-Hosting",
    "This guide ranks nine open-source AI coding agents you can self-host in 2026, with real licenses, model support, and the honest tradeoffs of each.",
    "Goose was released in January 2025 by Block under Apache 2.0 and has grown to 27,000+ GitHub stars with 350+ contributors, per its [GitHub repository](https://github.com/block/goose) (verified 2026-06-07)."
   ],
   "stars_evidence": [
    "# 9 Open-Source AI Coding Agents Worth Self-Hosting",
    "This guide ranks nine open-source AI coding agents you can self-host in 2026, with real licenses, model support, and the honest tradeoffs of each.",
    "Goose was released in January 2025 by Block under Apache 2.0 and has grown to 27,000+ GitHub stars with 350+ contributors, per its [GitHub repository](https://github.com/block/goose) (verified 2026-06-07)."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "http://ssojet.com/blog/open-source-ai-coding-agents",
   "project": "OpenHands",
   "repository": "https://github.com/All-Hands-AI/OpenHands",
   "stars": "70k",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# 9 Open-Source AI Coding Agents Worth Self-Hosting",
    "This guide ranks nine open-source AI coding agents you can self-host in 2026, with real licenses, model support, and the honest tradeoffs of each.",
    "| Agent | License | Interface | Model Support | Best For |",
    "| OpenHands | MIT | Web / Docker | Any (model-agnostic) | Autonomous, sandboxed task runs |",
    "OpenHands (formerly OpenDevin) is MIT-licensed and the most popular self-hosted autonomous agent, with 70k+ GitHub stars and 490+ contributors, per its [GitHub repository](https://github.com/All-Hands-AI/OpenHands) (verified 2026-06-07)."
   ],
   "repository_evidence": [
    "# 9 Open-Source AI Coding Agents Worth Self-Hosting",
    "This guide ranks nine open-source AI coding agents you can self-host in 2026, with real licenses, model support, and the honest tradeoffs of each.",
    "OpenHands (formerly OpenDevin) is MIT-licensed and the most popular self-hosted autonomous agent, with 70k+ GitHub stars and 490+ contributors, per its [GitHub repository](https://github.com/All-Hands-AI/OpenHands) (verified 2026-06-07)."
   ],
   "stars_evidence": [
    "# 9 Open-Source AI Coding Agents Worth Self-Hosting",
    "This guide ranks nine open-source AI coding agents you can self-host in 2026, with real licenses, model support, and the honest tradeoffs of each.",
    "OpenHands (formerly OpenDevin) is MIT-licensed and the most popular self-hosted autonomous agent, with 70k+ GitHub stars and 490+ contributors, per its [GitHub repository](https://github.com/All-Hands-AI/OpenHands) (verified 2026-06-07)."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "http://ssojet.com/blog/open-source-ai-coding-agents",
   "project": "Roo Code",
   "repository": "https://github.com/RooCodeInc/Roo-Code",
   "stars": "23.7k",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# 9 Open-Source AI Coding Agents Worth Self-Hosting",
    "This guide ranks nine open-source AI coding agents you can self-host in 2026, with real licenses, model support, and the honest tradeoffs of each.",
    "| Agent | License | Interface | Model Support | Best For |",
    "| Roo Code | Apache 2.0 | VS Code + forks | Any (500+ models) | Multi-mode team-style workflows |",
    "Roo Code, originally forked from Cline, is Apache 2.0 licensed with around 23.7k GitHub stars, per its [GitHub repository](https://github.com/RooCodeInc/Roo-Code) (verified 2026-06-07)."
   ],
   "repository_evidence": [
    "# 9 Open-Source AI Coding Agents Worth Self-Hosting",
    "This guide ranks nine open-source AI coding agents you can self-host in 2026, with real licenses, model support, and the honest tradeoffs of each.",
    "Roo Code, originally forked from Cline, is Apache 2.0 licensed with around 23.7k GitHub stars, per its [GitHub repository](https://github.com/RooCodeInc/Roo-Code) (verified 2026-06-07)."
   ],
   "stars_evidence": [
    "# 9 Open-Source AI Coding Agents Worth Self-Hosting",
    "This guide ranks nine open-source AI coding agents you can self-host in 2026, with real licenses, model support, and the honest tradeoffs of each.",
    "Roo Code, originally forked from Cline, is Apache 2.0 licensed with around 23.7k GitHub stars, per its [GitHub repository](https://github.com/RooCodeInc/Roo-Code) (verified 2026-06-07)."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "http://ssojet.com/blog/open-source-ai-coding-agents",
   "project": "Gemini CLI",
   "repository": "https://github.com/google-gemini/gemini-cli",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# 9 Open-Source AI Coding Agents Worth Self-Hosting",
    "This guide ranks nine open-source AI coding agents you can self-host in 2026, with real licenses, model support, and the honest tradeoffs of each.",
    "| Agent | License | Interface | Model Support | Best For |",
    "| Gemini CLI | Apache 2.0 | Terminal | Gemini (1M context) | Free-tier terminal agent |",
    "Gemini CLI is published under Apache 2.0, per its [GitHub repository](https://github.com/google-gemini/gemini-cli) (verified 2026-06-07)."
   ],
   "repository_evidence": [
    "# 9 Open-Source AI Coding Agents Worth Self-Hosting",
    "This guide ranks nine open-source AI coding agents you can self-host in 2026, with real licenses, model support, and the honest tradeoffs of each.",
    "Gemini CLI is published under Apache 2.0, per its [GitHub repository](https://github.com/google-gemini/gemini-cli) (verified 2026-06-07)."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "http://ssojet.com/blog/open-source-ai-coding-agents",
   "project": "Kilo Code",
   "repository": "https://github.com/Kilo-Org/kilocode",
   "stars": "10000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# 9 Open-Source AI Coding Agents Worth Self-Hosting",
    "This guide ranks nine open-source AI coding agents you can self-host in 2026, with real licenses, model support, and the honest tradeoffs of each.",
    "| Agent | License | Interface | Model Support | Best For |",
    "| Kilo Code | Apache 2.0 | VS Code / JetBrains / CLI | 500+ models | All-in-one editor agent |",
    "Kilo Code is Apache 2.0 licensed, has surpassed 10,000 GitHub stars, and has been installed more than 250,000 times, per its [GitHub repository](https://github.com/Kilo-Org/kilocode) and listing (verified 2026-06-07)."
   ],
   "repository_evidence": [
    "# 9 Open-Source AI Coding Agents Worth Self-Hosting",
    "This guide ranks nine open-source AI coding agents you can self-host in 2026, with real licenses, model support, and the honest tradeoffs of each.",
    "Kilo Code is Apache 2.0 licensed, has surpassed 10,000 GitHub stars, and has been installed more than 250,000 times, per its [GitHub repository](https://github.com/Kilo-Org/kilocode) and listing (verified 2026-06-07)."
   ],
   "stars_evidence": [
    "# 9 Open-Source AI Coding Agents Worth Self-Hosting",
    "This guide ranks nine open-source AI coding agents you can self-host in 2026, with real licenses, model support, and the honest tradeoffs of each.",
    "Kilo Code is Apache 2.0 licensed, has surpassed 10,000 GitHub stars, and has been installed more than 250,000 times, per its [GitHub repository](https://github.com/Kilo-Org/kilocode) and listing (verified 2026-06-07)."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://arxiv.org/html/2602.22953",
   "project": "mini-SWE agent",
   "repository": "github.com/SWE-agent/mini-swe-agent",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Table 5: Per-benchmark adaptation summary. Released adaptor code:\nsrc/exgentic/benchmarks/{appworld, browsecompplus, swebench, tau2}/.",
    "Table 6: Reference agent implementations mirrored when defining each benchmark\u2019s Unified Protocol adaptor. Each row links to the canonical implementation in the benchmark\u2019s own repository.",
    "|SWE-Bench Verified | mini-SWE agent | [github.com/SWE-agent/mini-swe-agent](https://github.com/SWE-agent/mini-swe-agent) |"
   ],
   "repository_evidence": [
    "Table 5: Per-benchmark adaptation summary. Released adaptor code:\nsrc/exgentic/benchmarks/{appworld, browsecompplus, swebench, tau2}/.",
    "Table 6: Reference agent implementations mirrored when defining each benchmark\u2019s Unified Protocol adaptor. Each row links to the canonical implementation in the benchmark\u2019s own repository.",
    "|SWE-Bench Verified | mini-SWE agent | [github.com/SWE-agent/mini-swe-agent](https://github.com/SWE-agent/mini-swe-agent) |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://arxiv.org/html/2602.22953",
   "project": "AppWorld",
   "repository": "github.com/StonyBrookNLP/appworld/blob/main/notebooks/minimal_agent.ipynb",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Table 5: Per-benchmark adaptation summary. Released adaptor code:\nsrc/exgentic/benchmarks/{appworld, browsecompplus, swebench, tau2}/.",
    "Table 6: Reference agent implementations mirrored when defining each benchmark\u2019s Unified Protocol adaptor. Each row links to the canonical implementation in the benchmark\u2019s own repository.",
    "|AppWorld | minimal\\_agent.ipynb (ReAct) | [StonyBrookNLP/appworld/notebooks/minimal\\_agent.ipynb](https://github.com/StonyBrookNLP/appworld/blob/main/notebooks/minimal_agent.ipynb) |"
   ],
   "repository_evidence": [
    "Table 5: Per-benchmark adaptation summary. Released adaptor code:\nsrc/exgentic/benchmarks/{appworld, browsecompplus, swebench, tau2}/.",
    "Table 6: Reference agent implementations mirrored when defining each benchmark\u2019s Unified Protocol adaptor. Each row links to the canonical implementation in the benchmark\u2019s own repository.",
    "|AppWorld | minimal\\_agent.ipynb (ReAct) | [StonyBrookNLP/appworld/notebooks/minimal\\_agent.ipynb](https://github.com/StonyBrookNLP/appworld/blob/main/notebooks/minimal_agent.ipynb) |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://arxiv.org/html/2602.22953",
   "project": "BrowseComp+",
   "repository": "github.com/texttron/BrowseComp-Plus/blob/main/search_agent/openai_client.py",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Table 5: Per-benchmark adaptation summary. Released adaptor code:\nsrc/exgentic/benchmarks/{appworld, browsecompplus, swebench, tau2}/.",
    "Table 6: Reference agent implementations mirrored when defining each benchmark\u2019s Unified Protocol adaptor. Each row links to the canonical implementation in the benchmark\u2019s own repository.",
    "|BrowseComp+ | OpenAI search-agent baseline | [texttron/BrowseComp-Plus/search\\_agent/openai\\_client.py](https://github.com/texttron/BrowseComp-Plus/blob/main/search_agent/openai_client.py) |"
   ],
   "repository_evidence": [
    "Table 5: Per-benchmark adaptation summary. Released adaptor code:\nsrc/exgentic/benchmarks/{appworld, browsecompplus, swebench, tau2}/.",
    "Table 6: Reference agent implementations mirrored when defining each benchmark\u2019s Unified Protocol adaptor. Each row links to the canonical implementation in the benchmark\u2019s own repository.",
    "|BrowseComp+ | OpenAI search-agent baseline | [texttron/BrowseComp-Plus/search\\_agent/openai\\_client.py](https://github.com/texttron/BrowseComp-Plus/blob/main/search_agent/openai_client.py) |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://arxiv.org/html/2602.22953",
   "project": "tau2-bench",
   "repository": "github.com/sierra-research/tau2-bench/blob/main/src/tau2/agent/llm_agent.py",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Table 5: Per-benchmark adaptation summary. Released adaptor code:\nsrc/exgentic/benchmarks/{appworld, browsecompplus, swebench, tau2}/.",
    "Table 6: Reference agent implementations mirrored when defining each benchmark\u2019s Unified Protocol adaptor. Each row links to the canonical implementation in the benchmark\u2019s own repository.",
    "|$\\tau^{2}$-Bench | LLMAgent (text default) | [sierra-research/tau2-bench/src/tau2/agent/llm\\_agent.py](https://github.com/sierra-research/tau2-bench/blob/main/src/tau2/agent/llm_agent.py) |"
   ],
   "repository_evidence": [
    "Table 5: Per-benchmark adaptation summary. Released adaptor code:\nsrc/exgentic/benchmarks/{appworld, browsecompplus, swebench, tau2}/.",
    "Table 6: Reference agent implementations mirrored when defining each benchmark\u2019s Unified Protocol adaptor. Each row links to the canonical implementation in the benchmark\u2019s own repository.",
    "|$\\tau^{2}$-Bench | LLMAgent (text default) | [sierra-research/tau2-bench/src/tau2/agent/llm\\_agent.py](https://github.com/sierra-research/tau2-bench/blob/main/src/tau2/agent/llm_agent.py) |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://arxiv.org/html/2602.22953",
   "project": "LiteLLM",
   "repository": "github.com/BerriAI/litellm/blob/main/model_prices_and_context_window.json",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Cost per Task. The average monetary cost of completing a task, enabling comparison of agent efficiency in addition to performance. In our experiments, costs are reported using LiteLLM\u2019s pricing data^2^^2^ 2 [Model prices and context window.](https://github.com/BerriAI/litellm/blob/main/model_prices_and_context_window.json)."
   ],
   "repository_evidence": [
    "Cost per Task. The average monetary cost of completing a task, enabling comparison of agent efficiency in addition to performance. In our experiments, costs are reported using LiteLLM\u2019s pricing data^2^^2^ 2 [Model prices and context window.](https://github.com/BerriAI/litellm/blob/main/model_prices_and_context_window.json)."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://arxiv.org/html/2602.22953",
   "project": "AgentBeats",
   "repository": "github.com/agentbeats/agentbeats",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "AgentBeats^3^^3^ 3 [AgentBeats](https://github.com/agentbeats/agentbeats) requires agents and benchmarks to conform to A2A+MCP subsets for evaluation; CUBE\u00a0[22] unifies benchmarks via an MCP+Gym schema (wrap once, consume universally)."
   ],
   "repository_evidence": [
    "AgentBeats^3^^3^ 3 [AgentBeats](https://github.com/agentbeats/agentbeats) requires agents and benchmarks to conform to A2A+MCP subsets for evaluation; CUBE\u00a0[22] unifies benchmarks via an MCP+Gym schema (wrap once, consume universally)."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://www.reddit.com/r/LLMDevs/comments/1jpfa8f/i_built_open_source_deep_research_heres_how_it/",
   "project": "agents-deep-research",
   "repository": "https://github.com/qx-labs/agents-deep-research",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "I built a deep research implementation that allows you to produce 20+ page detailed research reports, compatible with online and locally deployed models.",
    "You can run it from CLI or a Python script and it will output a report",
    "https://github.com/qx-labs/agents-deep-research"
   ],
   "repository_evidence": [
    "I built a deep research implementation that allows you to produce 20+ page detailed research reports, compatible with online and locally deployed models.",
    "You can run it from CLI or a Python script and it will output a report",
    "https://github.com/qx-labs/agents-deep-research"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://www.reddit.com/r/LLMDevs/comments/1jpfa8f/i_built_open_source_deep_research_heres_how_it/",
   "project": "PlanExe",
   "repository": "https://github.com/neoneye/PlanExe",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Love your project. Using structured output. I have been looking through your INSTRUCTIONS for inspiration for my [own similar project](https://github.com/neoneye/PlanExe)."
   ],
   "repository_evidence": [
    "Love your project. Using structured output. I have been looking through your INSTRUCTIONS for inspiration for my [own similar project](https://github.com/neoneye/PlanExe)."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://www.reddit.com/r/LLMDevs/comments/1jpfa8f/i_built_open_source_deep_research_heres_how_it/",
   "project": "deep-research",
   "repository": "https://github.com/dzhng/deep-research",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "How does it compare to this popular repo?",
    "https://github.com/dzhng/deep-research"
   ],
   "repository_evidence": [
    "How does it compare to this popular repo?",
    "https://github.com/dzhng/deep-research"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://www.reddit.com/r/LLMDevs/comments/1jpfa8f/i_built_open_source_deep_research_heres_how_it/",
   "project": "open_deep_research",
   "repository": "https://github.com/langchain-ai/open_deep_research",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "How different from Langchains Open Deep Research?\u00a0https://github.com/langchain-ai/open_deep_research"
   ],
   "repository_evidence": [
    "How different from Langchains Open Deep Research?\u00a0https://github.com/langchain-ai/open_deep_research"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://www.reddit.com/r/LLMDevs/comments/1jpfa8f/i_built_open_source_deep_research_heres_how_it/",
   "project": "local-deep-research",
   "repository": "https://github.com/LearningCircuit/local-deep-research",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Also check out this [https://github.com/LearningCircuit/local-deep-research](https://github.com/LearningCircuit/local-deep-research)"
   ],
   "repository_evidence": [
    "Also check out this [https://github.com/LearningCircuit/local-deep-research](https://github.com/LearningCircuit/local-deep-research)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://skillsllm.com/skill/cmjnjiw6x00jbl104qfnebbpz",
   "project": "Adala",
   "repository": "https://github.com/HumanSignal/Adala",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "This repository curates a list of AI agents, categorized into open-source projects and closed-source projects/companies.",
    "#### [Adala](https://github.com/HumanSignal/Adala)"
   ],
   "repository_evidence": [
    "This repository curates a list of AI agents, categorized into open-source projects and closed-source projects/companies.",
    "#### [Adala](https://github.com/HumanSignal/Adala)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://skillsllm.com/skill/cmjnjiw6x00jbl104qfnebbpz",
   "project": "Agent4Rec",
   "repository": "https://github.com/LehengTHU/Agent4Rec",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "This repository curates a list of AI agents, categorized into open-source projects and closed-source projects/companies.",
    "#### [Agent4Rec](https://github.com/LehengTHU/Agent4Rec)"
   ],
   "repository_evidence": [
    "This repository curates a list of AI agents, categorized into open-source projects and closed-source projects/companies.",
    "#### [Agent4Rec](https://github.com/LehengTHU/Agent4Rec)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://skillsllm.com/skill/cmjnjiw6x00jbl104qfnebbpz",
   "project": "AgentForge",
   "repository": "https://github.com/DataBassGit/AgentForge",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "This repository curates a list of AI agents, categorized into open-source projects and closed-source projects/companies.",
    "#### [AgentForge](https://github.com/DataBassGit/AgentForge)"
   ],
   "repository_evidence": [
    "This repository curates a list of AI agents, categorized into open-source projects and closed-source projects/companies.",
    "#### [AgentForge](https://github.com/DataBassGit/AgentForge)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://skillsllm.com/skill/cmjnjiw6x00jbl104qfnebbpz",
   "project": "AgentGPT",
   "repository": "https://agentgpt.reworkd.ai/",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "This repository curates a list of AI agents, categorized into open-source projects and closed-source projects/companies.",
    "#### [AgentGPT](https://agentgpt.reworkd.ai/)"
   ],
   "repository_evidence": [
    "This repository curates a list of AI agents, categorized into open-source projects and closed-source projects/companies.",
    "#### [AgentGPT](https://agentgpt.reworkd.ai/)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://skillsllm.com/skill/cmjnjiw6x00jbl104qfnebbpz",
   "project": "AgentPilot",
   "repository": "https://github.com/jbexta/AgentPilot",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "This repository curates a list of AI agents, categorized into open-source projects and closed-source projects/companies.",
    "#### [AgentPilot](https://github.com/jbexta/AgentPilot)"
   ],
   "repository_evidence": [
    "This repository curates a list of AI agents, categorized into open-source projects and closed-source projects/companies.",
    "#### [AgentPilot](https://github.com/jbexta/AgentPilot)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://skillsllm.com/skill/cmjnjiw6x00jbl104qfnebbpz",
   "project": "Agents",
   "repository": "https://github.com/aiwaves-cn/agents",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "This repository curates a list of AI agents, categorized into open-source projects and closed-source projects/companies.",
    "#### [Agents](https://github.com/aiwaves-cn/agents)"
   ],
   "repository_evidence": [
    "This repository curates a list of AI agents, categorized into open-source projects and closed-source projects/companies.",
    "#### [Agents](https://github.com/aiwaves-cn/agents)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://skillsllm.com/skill/cmjnjiw6x00jbl104qfnebbpz",
   "project": "AgentVerse",
   "repository": "https://github.com/OpenBMB/AgentVerse",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "This repository curates a list of AI agents, categorized into open-source projects and closed-source projects/companies.",
    "#### [AgentVerse](https://github.com/OpenBMB/AgentVerse)"
   ],
   "repository_evidence": [
    "This repository curates a list of AI agents, categorized into open-source projects and closed-source projects/companies.",
    "#### [AgentVerse](https://github.com/OpenBMB/AgentVerse)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://skillsllm.com/skill/cmjnjiw6x00jbl104qfnebbpz",
   "project": "AI Legion",
   "repository": "https://github.com/eumemic/ai-legion",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "This repository curates a list of AI agents, categorized into open-source projects and closed-source projects/companies.",
    "#### [AI Legion](https://github.com/eumemic/ai-legion)"
   ],
   "repository_evidence": [
    "This repository curates a list of AI agents, categorized into open-source projects and closed-source projects/companies.",
    "#### [AI Legion](https://github.com/eumemic/ai-legion)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://skillsllm.com/skill/cmjnjiw6x00jbl104qfnebbpz",
   "project": "Aider",
   "repository": "https://github.com/paul-gauthier/aider",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "This repository curates a list of AI agents, categorized into open-source projects and closed-source projects/companies.",
    "#### [Aider](https://github.com/paul-gauthier/aider)"
   ],
   "repository_evidence": [
    "This repository curates a list of AI agents, categorized into open-source projects and closed-source projects/companies.",
    "#### [Aider](https://github.com/paul-gauthier/aider)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://skillsllm.com/skill/cmjnjiw6x00jbl104qfnebbpz",
   "project": "AIlice",
   "repository": "https://github.com/myshell-ai/AIlice",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "This repository curates a list of AI agents, categorized into open-source projects and closed-source projects/companies.",
    "#### [AIlice](https://github.com/myshell-ai/AIlice)"
   ],
   "repository_evidence": [
    "This repository curates a list of AI agents, categorized into open-source projects and closed-source projects/companies.",
    "#### [AIlice](https://github.com/myshell-ai/AIlice)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://skillsllm.com/skill/cmjnjiw6x00jbl104qfnebbpz",
   "project": "AutoGen",
   "repository": "https://github.com/microsoft/autogen",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "This repository curates a list of AI agents, categorized into open-source projects and closed-source projects/companies.",
    "#### [AutoGen](https://github.com/microsoft/autogen)"
   ],
   "repository_evidence": [
    "This repository curates a list of AI agents, categorized into open-source projects and closed-source projects/companies.",
    "#### [AutoGen](https://github.com/microsoft/autogen)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://skillsllm.com/skill/cmjnjiw6x00jbl104qfnebbpz",
   "project": "AutoGPT",
   "repository": "https://agpt.co/",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "This repository curates a list of AI agents, categorized into open-source projects and closed-source projects/companies.",
    "#### [AutoGPT](https://agpt.co/)"
   ],
   "repository_evidence": [
    "This repository curates a list of AI agents, categorized into open-source projects and closed-source projects/companies.",
    "#### [AutoGPT](https://agpt.co/)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://skillsllm.com/skill/cmjnjiw6x00jbl104qfnebbpz",
   "project": "Automata",
   "repository": "https://github.com/emrgnt-cmplxty/automata",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "This repository curates a list of AI agents, categorized into open-source projects and closed-source projects/companies.",
    "#### [Automata](https://github.com/emrgnt-cmplxty/automata)"
   ],
   "repository_evidence": [
    "This repository curates a list of AI agents, categorized into open-source projects and closed-source projects/companies.",
    "#### [Automata](https://github.com/emrgnt-cmplxty/automata)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://skillsllm.com/skill/cmjnjiw6x00jbl104qfnebbpz",
   "project": "AutoPR",
   "repository": "https://github.com/irgolic/AutoPR",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "This repository curates a list of AI agents, categorized into open-source projects and closed-source projects/companies.",
    "#### [AutoPR](https://github.com/irgolic/AutoPR)"
   ],
   "repository_evidence": [
    "This repository curates a list of AI agents, categorized into open-source projects and closed-source projects/companies.",
    "#### [AutoPR](https://github.com/irgolic/AutoPR)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://skillsllm.com/skill/cmjnjiw6x00jbl104qfnebbpz",
   "project": "Autonomous HR Chatbot",
   "repository": "https://github.com/stepanogil/autonomous-hr-chatbot",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "This repository curates a list of AI agents, categorized into open-source projects and closed-source projects/companies.",
    "#### [Autonomous HR Chatbot](https://github.com/stepanogil/autonomous-hr-chatbot)"
   ],
   "repository_evidence": [
    "This repository curates a list of AI agents, categorized into open-source projects and closed-source projects/companies.",
    "#### [Autonomous HR Chatbot](https://github.com/stepanogil/autonomous-hr-chatbot)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://skillsllm.com/skill/cmjnjiw6x00jbl104qfnebbpz",
   "project": "BabyAGI",
   "repository": "https://github.com/yoheinakajima/babyagi",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "This repository curates a list of AI agents, categorized into open-source projects and closed-source projects/companies.",
    "#### [BabyAGI](https://github.com/yoheinakajima/babyagi)"
   ],
   "repository_evidence": [
    "This repository curates a list of AI agents, categorized into open-source projects and closed-source projects/companies.",
    "#### [BabyAGI](https://github.com/yoheinakajima/babyagi)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://skillsllm.com/skill/cmjnjiw6x00jbl104qfnebbpz",
   "project": "BabyBeeAGI",
   "repository": "https://yoheinakajima.com/babybeeagi-task-management-and-functionality-expansion-on-top-of-babyagi/",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "This repository curates a list of AI agents, categorized into open-source projects and closed-source projects/companies.",
    "#### [BabyBeeAGI](https://yoheinakajima.com/babybeeagi-task-management-and-functionality-expansion-on-top-of-babyagi/)"
   ],
   "repository_evidence": [
    "This repository curates a list of AI agents, categorized into open-source projects and closed-source projects/companies.",
    "#### [BabyBeeAGI](https://yoheinakajima.com/babybeeagi-task-management-and-functionality-expansion-on-top-of-babyagi/)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://skillsllm.com/skill/cmjnjiw6x00jbl104qfnebbpz",
   "project": "BeeBot",
   "repository": "https://github.com/AutoPackAI/beebot",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "This repository curates a list of AI agents, categorized into open-source projects and closed-source projects/companies.",
    "#### [BeeBot](https://github.com/AutoPackAI/beebot)"
   ],
   "repository_evidence": [
    "This repository curates a list of AI agents, categorized into open-source projects and closed-source projects/companies.",
    "#### [BeeBot](https://github.com/AutoPackAI/beebot)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://skillsllm.com/skill/cmjnjiw6x00jbl104qfnebbpz",
   "project": "Blinky",
   "repository": "https://github.com/seahyinghang8/blinky",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "This repository curates a list of AI agents, categorized into open-source projects and closed-source projects/companies.",
    "#### [Blinky](https://github.com/seahyinghang8/blinky)"
   ],
   "repository_evidence": [
    "This repository curates a list of AI agents, categorized into open-source projects and closed-source projects/companies.",
    "#### [Blinky](https://github.com/seahyinghang8/blinky)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://skillsllm.com/skill/cmjnjiw6x00jbl104qfnebbpz",
   "project": "Bloop",
   "repository": "https://bloop.ai/",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "This repository curates a list of AI agents, categorized into open-source projects and closed-source projects/companies.",
    "#### [Bloop](https://bloop.ai/)"
   ],
   "repository_evidence": [
    "This repository curates a list of AI agents, categorized into open-source projects and closed-source projects/companies.",
    "#### [Bloop](https://bloop.ai/)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://skillsllm.com/skill/cmjnjiw6x00jbl104qfnebbpz",
   "project": "BondAI",
   "repository": "https://bondai.dev/",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "This repository curates a list of AI agents, categorized into open-source projects and closed-source projects/companies.",
    "#### [BondAI](https://bondai.dev/)"
   ],
   "repository_evidence": [
    "This repository curates a list of AI agents, categorized into open-source projects and closed-source projects/companies.",
    "#### [BondAI](https://bondai.dev/)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://skillsllm.com/skill/cmjnjiw6x00jbl104qfnebbpz",
   "project": "Cal.ai",
   "repository": "https://cal.ai",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "This repository curates a list of AI agents, categorized into open-source projects and closed-source projects/companies.",
    "#### [Cal.ai](https://cal.ai)"
   ],
   "repository_evidence": [
    "This repository curates a list of AI agents, categorized into open-source projects and closed-source projects/companies.",
    "#### [Cal.ai](https://cal.ai)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://skillsllm.com/skill/cmjnjiw6x00jbl104qfnebbpz",
   "project": "CAMEL",
   "repository": "https://github.com/camel-ai/camel",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "This repository curates a list of AI agents, categorized into open-source projects and closed-source projects/companies.",
    "#### [CAMEL](https://github.com/camel-ai/camel)"
   ],
   "repository_evidence": [
    "This repository curates a list of AI agents, categorized into open-source projects and closed-source projects/companies.",
    "#### [CAMEL](https://github.com/camel-ai/camel)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://skillsllm.com/skill/cmjnjiw6x00jbl104qfnebbpz",
   "project": "ChatArena",
   "repository": "https://www.chatarena.org/",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "This repository curates a list of AI agents, categorized into open-source projects and closed-source projects/companies.",
    "#### [ChatArena](https://www.chatarena.org/)"
   ],
   "repository_evidence": [
    "This repository curates a list of AI agents, categorized into open-source projects and closed-source projects/companies.",
    "#### [ChatArena](https://www.chatarena.org/)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://skillsllm.com/skill/cmjnjiw6x00jbl104qfnebbpz",
   "project": "ChatDev",
   "repository": "https://github.com/OpenBMB/ChatDev",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "This repository curates a list of AI agents, categorized into open-source projects and closed-source projects/companies.",
    "#### [ChatDev](https://github.com/OpenBMB/ChatDev)"
   ],
   "repository_evidence": [
    "This repository curates a list of AI agents, categorized into open-source projects and closed-source projects/companies.",
    "#### [ChatDev](https://github.com/OpenBMB/ChatDev)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://skillsllm.com/skill/cmjnjiw6x00jbl104qfnebbpz",
   "project": "ChemCrow",
   "repository": "https://github.com/ur-whitelab/chemcrow-public",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "This repository curates a list of AI agents, categorized into open-source projects and closed-source projects/companies.",
    "#### [ChemCrow](https://github.com/ur-whitelab/chemcrow-public)"
   ],
   "repository_evidence": [
    "This repository curates a list of AI agents, categorized into open-source projects and closed-source projects/companies.",
    "#### [ChemCrow](https://github.com/ur-whitelab/chemcrow-public)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://skillsllm.com/skill/cmjnjiw6x00jbl104qfnebbpz",
   "project": "Clippy",
   "repository": "https://github.com/ennucore/clippy/",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "This repository curates a list of AI agents, categorized into open-source projects and closed-source projects/companies.",
    "#### [Clippy](https://github.com/ennucore/clippy/)"
   ],
   "repository_evidence": [
    "This repository curates a list of AI agents, categorized into open-source projects and closed-source projects/companies.",
    "#### [Clippy](https://github.com/ennucore/clippy/)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://skillsllm.com/skill/cmjnjiw6x00jbl104qfnebbpz",
   "project": "CodeFuse-ChatBot",
   "repository": "https://github.com/codefuse-ai/codefuse-chatbot",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "This repository curates a list of AI agents, categorized into open-source projects and closed-source projects/companies.",
    "#### [CodeFuse-ChatBot](https://github.com/codefuse-ai/codefuse-chatbot)"
   ],
   "repository_evidence": [
    "This repository curates a list of AI agents, categorized into open-source projects and closed-source projects/companies.",
    "#### [CodeFuse-ChatBot](https://github.com/codefuse-ai/codefuse-chatbot)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://skillsllm.com/skill/cmjnjiw6x00jbl104qfnebbpz",
   "project": "CrewAI",
   "repository": "https://github.com/joaomdmoura/crewai",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "This repository curates a list of AI agents, categorized into open-source projects and closed-source projects/companies.",
    "#### [CrewAI](https://github.com/joaomdmoura/crewai)"
   ],
   "repository_evidence": [
    "This repository curates a list of AI agents, categorized into open-source projects and closed-source projects/companies.",
    "#### [CrewAI](https://github.com/joaomdmoura/crewai)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://skillsllm.com/skill/cmjnjiw6x00jbl104qfnebbpz",
   "project": "Databerry",
   "repository": "https://www.databerry.ai/",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "This repository curates a list of AI agents, categorized into open-source projects and closed-source projects/companies.",
    "#### [Databerry](https://www.databerry.ai/)"
   ],
   "repository_evidence": [
    "This repository curates a list of AI agents, categorized into open-source projects and closed-source projects/companies.",
    "#### [Databerry](https://www.databerry.ai/)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://skillsllm.com/skill/cmjnjiw6x00jbl104qfnebbpz",
   "project": "DemoGPT",
   "repository": "https://github.com/melih-unsal/DemoGPT",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "This repository curates a list of AI agents, categorized into open-source projects and closed-source projects/companies.",
    "#### [DemoGPT](https://github.com/melih-unsal/DemoGPT)"
   ],
   "repository_evidence": [
    "This repository curates a list of AI agents, categorized into open-source projects and closed-source projects/companies.",
    "#### [DemoGPT](https://github.com/melih-unsal/DemoGPT)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://skillsllm.com/skill/cmjnjiw6x00jbl104qfnebbpz",
   "project": "DevGPT",
   "repository": "https://github.com/jina-ai/dev-gpt",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "This repository curates a list of AI agents, categorized into open-source projects and closed-source projects/companies.",
    "#### [DevGPT](https://github.com/jina-ai/dev-gpt)"
   ],
   "repository_evidence": [
    "This repository curates a list of AI agents, categorized into open-source projects and closed-source projects/companies.",
    "#### [DevGPT](https://github.com/jina-ai/dev-gpt)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://skillsllm.com/skill/cmjnjiw6x00jbl104qfnebbpz",
   "project": "Devika",
   "repository": "https://github.com/stitionai/devika",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "This repository curates a list of AI agents, categorized into open-source projects and closed-source projects/companies.",
    "#### [Devika](https://github.com/stitionai/devika)"
   ],
   "repository_evidence": [
    "This repository curates a list of AI agents, categorized into open-source projects and closed-source projects/companies.",
    "#### [Devika](https://github.com/stitionai/devika)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://skillsllm.com/skill/cmjnjiw6x00jbl104qfnebbpz",
   "project": "Devon",
   "repository": "https://github.com/entropy-research/Devon",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "This repository curates a list of AI agents, categorized into open-source projects and closed-source projects/companies.",
    "#### [Devon](https://github.com/entropy-research/Devon)"
   ],
   "repository_evidence": [
    "This repository curates a list of AI agents, categorized into open-source projects and closed-source projects/companies.",
    "#### [Devon](https://github.com/entropy-research/Devon)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://skillsllm.com/skill/cmjnjiw6x00jbl104qfnebbpz",
   "project": "DevOpsGPT",
   "repository": "https://github.com/kuafuai/DevOpsGPT",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "This repository curates a list of AI agents, categorized into open-source projects and closed-source projects/companies.",
    "#### [DevOpsGPT](https://github.com/kuafuai/DevOpsGPT)"
   ],
   "repository_evidence": [
    "This repository curates a list of AI agents, categorized into open-source projects and closed-source projects/companies.",
    "#### [DevOpsGPT](https://github.com/kuafuai/DevOpsGPT)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://skillsllm.com/skill/cmjnjiw6x00jbl104qfnebbpz",
   "project": "dotagent",
   "repository": "https://github.com/dot-agent/dotagent",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "This repository curates a list of AI agents, categorized into open-source projects and closed-source projects/companies.",
    "#### [dotagent](https://github.com/dot-agent/dotagent)"
   ],
   "repository_evidence": [
    "This repository curates a list of AI agents, categorized into open-source projects and closed-source projects/companies.",
    "#### [dotagent](https://github.com/dot-agent/dotagent)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://skillsllm.com/skill/cmjnjiw6x00jbl104qfnebbpz",
   "project": "Eidolon",
   "repository": "https://eidolonai.com/",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "This repository curates a list of AI agents, categorized into open-source projects and closed-source projects/companies.",
    "#### [Eidolon](https://eidolonai.com/)"
   ],
   "repository_evidence": [
    "This repository curates a list of AI agents, categorized into open-source projects and closed-source projects/companies.",
    "#### [Eidolon](https://eidolonai.com/)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://skillsllm.com/skill/cmjnjiw6x00jbl104qfnebbpz",
   "project": "FastAgency",
   "repository": "https://fastagency.ai/latest/",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "This repository curates a list of AI agents, categorized into open-source projects and closed-source projects/companies.",
    "#### [FastAgency](https://fastagency.ai/latest/)"
   ],
   "repository_evidence": [
    "This repository curates a list of AI agents, categorized into open-source projects and closed-source projects/companies.",
    "#### [FastAgency](https://fastagency.ai/latest/)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://skillsllm.com/skill/cmjnjiw6x00jbl104qfnebbpz",
   "project": "Flowise",
   "repository": "https://flowiseai.com/",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "This repository curates a list of AI agents, categorized into open-source projects and closed-source projects/companies.",
    "#### [Flowise](https://flowiseai.com/)"
   ],
   "repository_evidence": [
    "This repository curates a list of AI agents, categorized into open-source projects and closed-source projects/companies.",
    "#### [Flowise](https://flowiseai.com/)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://skillsllm.com/skill/cmjnjiw6x00jbl104qfnebbpz",
   "project": "Friday",
   "repository": "https://github.com/amirrezasalimi/friday/",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "This repository curates a list of AI agents, categorized into open-source projects and closed-source projects/companies.",
    "#### [Friday](https://github.com/amirrezasalimi/friday/)"
   ],
   "repository_evidence": [
    "This repository curates a list of AI agents, categorized into open-source projects and closed-source projects/companies.",
    "#### [Friday](https://github.com/amirrezasalimi/friday/)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://skillsllm.com/skill/cmjnjiw6x00jbl104qfnebbpz",
   "project": "GPTSwarm",
   "repository": "https://gptswarm.org/",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "This repository curates a list of AI agents, categorized into open-source projects and closed-source projects/companies.",
    "#### [GPTSwarm](https://gptswarm.org/)"
   ],
   "repository_evidence": [
    "This repository curates a list of AI agents, categorized into open-source projects and closed-source projects/companies.",
    "#### [GPTSwarm](https://gptswarm.org/)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://skillsllm.com/skill/cmjnjiw6x00jbl104qfnebbpz",
   "project": "awesome-ai-agents",
   "repository": "https://github.com/aylar-ghezelbash/awesome-ai-agents",
   "stars": "108",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "What is awesome-ai-agents?",
    "It has 108 GitHub stars."
   ],
   "repository_evidence": [
    "Installation",
    "# Add to your Claude Code skills git clone https://github.com/aylar-ghezelbash/awesome-ai-agents"
   ],
   "stars_evidence": [
    "What is awesome-ai-agents?",
    "It has 108 GitHub stars."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://genta.dev/resources/best-ai-agent-frameworks-2026",
   "project": "Agno",
   "repository": "https://github.com/agno-agi/agno",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Top 10 AI Agent Frameworks & Tools In 2026: Build Production-Ready AI Agents",
    "Top AI Agent Frameworks Overview",
    "- **Agno** \u2014 **High-performance** runtime for multi-agent systems with session management, memory, knowledge and **MCP** tool support."
   ],
   "repository_evidence": [
    "Top 10 AI Agent Frameworks & Tools In 2026: Build Production-Ready AI Agents",
    "Top AI Agent Frameworks Overview",
    "[GitHub](https://github.com/agno-agi/agno)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://genta.dev/resources/best-ai-agent-frameworks-2026",
   "project": "AutoGen",
   "repository": "https://github.com/microsoft/autogen",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Top 10 AI Agent Frameworks & Tools In 2026: Build Production-Ready AI Agents",
    "Top AI Agent Frameworks Overview",
    "- **AutoGen** \u2014 Event-driven **multi-agent** framework with robust recipes and an optional Studio UI for prototyping."
   ],
   "repository_evidence": [
    "Top 10 AI Agent Frameworks & Tools In 2026: Build Production-Ready AI Agents",
    "## 7) AutoGen (Microsoft)",
    "[Docs](https://microsoft.github.io/autogen/stable//index.html) \u00b7 [GitHub](https://github.com/microsoft/autogen)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://genta.dev/resources/best-ai-agent-frameworks-2026",
   "project": "CrewAI",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Top 10 AI Agent Frameworks & Tools In 2026: Build Production-Ready AI Agents",
    "Top AI Agent Frameworks Overview",
    "- **CrewAI** \u2014 Human-readable **multi-agent \u201ccrews\u201d** with roles, tasks, tools, and memory; great for SOP-style workflows."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://genta.dev/resources/best-ai-agent-frameworks-2026",
   "project": "LlamaIndex",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Top 10 AI Agent Frameworks & Tools In 2026: Build Production-Ready AI Agents",
    "Top AI Agent Frameworks Overview",
    "- **LlamaIndex** \u2014 Best when the agent is a **knowledge worker** over your data; **Agentic Document Workflows** are built for end-to-end doc automation."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://genta.dev/resources/best-ai-agent-frameworks-2026",
   "project": "LangGraph",
   "repository": "https://langchain-ai.github.io/langgraph/",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Top 10 AI Agent Frameworks & Tools In 2026: Build Production-Ready AI Agents",
    "Top AI Agent Frameworks Overview",
    "- **LangGraph** \u2014 Our default for **stateful, controllable orchestration** and multi-agent graphs; it\u2019s the **recommended path** for new agents in LangChain\u2019s docs."
   ],
   "repository_evidence": [
    "Top 10 AI Agent Frameworks & Tools In 2026: Build Production-Ready AI Agents",
    "Top AI Agent Frameworks Overview",
    "[LangChain agents page](https://python.langchain.com/api_reference/core/agents.html) \u00b7 [LangGraph docs](https://langchain-ai.github.io/langgraph/)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://genta.dev/resources/best-ai-agent-frameworks-2026",
   "project": "smolagents",
   "repository": "https://github.com/huggingface/smolagents",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Top 10 AI Agent Frameworks & Tools In 2026: Build Production-Ready AI Agents",
    "Top AI Agent Frameworks Overview",
    "- **smolagents** \u2014 Ultra-minimal **ai agent tools** for Python; easy to read/extend; works with any LLM."
   ],
   "repository_evidence": [
    "Top 10 AI Agent Frameworks & Tools In 2026: Build Production-Ready AI Agents",
    "## 8) Smolagents (Hugging Face)",
    "[Docs](https://huggingface.co/docs/smolagents/en/index) \u00b7 [GitHub](https://github.com/huggingface/smolagents) \u00b7 [Intro blog](https://huggingface.co/blog/smolagents)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://arxiv.org/html/2504.14603v2",
   "project": "UFO2",
   "repository": "https://github.com/microsoft/UFO/",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# UFO2: The Desktop AgentOS",
    "The source code of UFO2 is publicly available at [https://github.com/microsoft/UFO/](https://github.com/microsoft/UFO/), with comprehensive documentation provided at [https://microsoft.github.io/UFO/](https://microsoft.github.io/UFO/)."
   ],
   "repository_evidence": [
    "# UFO2: The Desktop AgentOS",
    "The source code of UFO2 is publicly available at [https://github.com/microsoft/UFO/](https://github.com/microsoft/UFO/), with comprehensive documentation provided at [https://microsoft.github.io/UFO/](https://microsoft.github.io/UFO/)."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://www.reddit.com/r/AI_Agents/comments/1glzob6/tutorial_on_building_agent_with_memory_using_letta/",
   "project": "Letta",
   "repository": "https://github.com/letta-ai/letta",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Hi all - I'm one of the creators of [Letta](https://github.com/letta-ai/letta), an agents framework focused on memory, and we just released a free short [course](https://www.deeplearning.ai/short-courses/llms-as-operating-systems-agent-memory/) with Andrew Ng."
   ],
   "repository_evidence": [
    "Hi all - I'm one of the creators of [Letta](https://github.com/letta-ai/letta), an agents framework focused on memory, and we just released a free short [course](https://www.deeplearning.ai/short-courses/llms-as-operating-systems-agent-memory/) with Andrew Ng."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://www.reddit.com/r/AI_Agents/comments/1glzob6/tutorial_on_building_agent_with_memory_using_letta/",
   "project": "lang-memgpt",
   "repository": "https://github.com/langchain-ai/lang-memgpt",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "They released an example of that here, though the implementation isn't fully correct (they don't save the conversational history and are missing some memory tools [https://github.com/langchain-ai/lang-memgpt](https://github.com/langchain-ai/lang-memgpt)"
   ],
   "repository_evidence": [
    "They released an example of that here, though the implementation isn't fully correct (they don't save the conversational history and are missing some memory tools [https://github.com/langchain-ai/lang-memgpt](https://github.com/langchain-ai/lang-memgpt)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://dev.to/aws/how-a-strands-agent-took-claude-opus-5-from-30-to-9995-on-arc-agi-3-4kel",
   "project": "Strands Agents SDK",
   "repository": "https://github.com/strands-labs/benchmark-harnesses/tree/main/arc-agi-3-agent",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "How a Strands agent took Claude Opus 5 from 30% to 99.95% on ARC-AGI-3",
    "AWS engineers built [an agent](https://github.com/strands-labs/benchmark-harnesses/tree/main/arc-agi-3-agent) to take it on.",
    "Using Claude Opus 5 and the open source Strands Agents SDK, the agent completed all 183 levels across ARC-AGI-3\u2019s 25 public environments with a 99.95% relative human action efficiency (RHAE) score over one 8 hour run, spending about $830 in tokens to do it."
   ],
   "repository_evidence": [
    "How a Strands agent took Claude Opus 5 from 30% to 99.95% on ARC-AGI-3",
    "AWS engineers built [an agent](https://github.com/strands-labs/benchmark-harnesses/tree/main/arc-agi-3-agent) to take it on.",
    "Using Claude Opus 5 and the open source Strands Agents SDK, the agent completed all 183 levels across ARC-AGI-3\u2019s 25 public environments with a 99.95% relative human action efficiency (RHAE) score over one 8 hour run, spending about $830 in tokens to do it."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://dev.to/aws/how-a-strands-agent-took-claude-opus-5-from-30-to-9995-on-arc-agi-3-4kel",
   "project": "PRO-LONG",
   "repository": "https://github.com/alexisfox7/PRO-LONG",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "How a Strands agent took Claude Opus 5 from 30% to 99.95% on ARC-AGI-3",
    "The specific tools the agent was given didn't come from nowhere.",
    "The approach was based on [PRO-LONG](https://github.com/alexisfox7/PRO-LONG), which tested how well an agent using GPT-5.5 performed on ARC-AGI-3 as it was progressively given more ways to work with its interaction history."
   ],
   "repository_evidence": [
    "How a Strands agent took Claude Opus 5 from 30% to 99.95% on ARC-AGI-3",
    "The specific tools the agent was given didn't come from nowhere.",
    "The approach was based on [PRO-LONG](https://github.com/alexisfox7/PRO-LONG), which tested how well an agent using GPT-5.5 performed on ARC-AGI-3 as it was progressively given more ways to work with its interaction history."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://arxiv.org/pdf/2605.14084v1",
   "project": "SWE-agent",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "1\nIntroduction",
    "Systems such as SWE-agent [Yang et al., 2024] and OpenHands [Wang\net al., 2024] make this setting explicit: the model must inspect files, issue edits, execute tests,\nand react to tool outputs under a constrained agent\u2013computer interface, so success depends on\nboth reasoning quality and protocol fidelity."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://arxiv.org/pdf/2605.14084v1",
   "project": "OpenHands",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "1\nIntroduction",
    "Systems such as SWE-agent [Yang et al., 2024] and OpenHands [Wang\net al., 2024] make this setting explicit: the model must inspect files, issue edits, execute tests,\nand react to tool outputs under a constrained agent\u2013computer interface, so success depends on\nboth reasoning quality and protocol fidelity."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://arxiv.org/pdf/2605.14084v1",
   "project": "LiteLLM",
   "repository": "https://github.com/BerriAI/litellm",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "References",
    "BerriAI. LiteLLM: Open source ai gateway for 100+ llms. https://github.com/BerriAI/\nlitellm, 2026. Accessed: 2026-04-30."
   ],
   "repository_evidence": [
    "References",
    "BerriAI. LiteLLM: Open source ai gateway for 100+ llms. https://github.com/BerriAI/\nlitellm, 2026. Accessed: 2026-04-30."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://arxiv.org/pdf/2605.14084v1",
   "project": "Podman",
   "repository": "https://github.com/containers/podman",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "References",
    "Podman contributors. Podman: A tool for managing OCI containers and pods. https://github.\ncom/containers/podman, 2026. Accessed: 2026-04-29."
   ],
   "repository_evidence": [
    "References",
    "Podman contributors. Podman: A tool for managing OCI containers and pods. https://github.\ncom/containers/podman, 2026. Accessed: 2026-04-29."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://arxiv.org/pdf/2605.14084v1",
   "project": "Roo-Code",
   "repository": "https://github.com/RooCodeInc/Roo-Code",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "References",
    "Roo-Code Contributors. Roo-code: An open-source in-ide coding agent. https://github.com/\nRooCodeInc/Roo-Code, 2025. GitHub repository."
   ],
   "repository_evidence": [
    "References",
    "Roo-Code Contributors. Roo-code: An open-source in-ide coding agent. https://github.com/\nRooCodeInc/Roo-Code, 2025. GitHub repository."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://arxiv.org/pdf/2605.14084v1",
   "project": "Roo Code Evals",
   "repository": "https://github.com/RooCodeInc/Roo-Code-Evals",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "References",
    "RooCodeInc. Roo Code Evals: Eval exercises for roo code. https://github.com/RooCodeInc/\nRoo-Code-Evals, 2026. GitHub repository."
   ],
   "repository_evidence": [
    "References",
    "RooCodeInc. Roo Code Evals: Eval exercises for roo code. https://github.com/RooCodeInc/\nRoo-Code-Evals, 2026. GitHub repository."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://arxiv.org/html/2510.10666v2",
   "project": "SimpleDeepSearcher",
   "repository": "https://github.com/RUCAIBox/SimpleDeepSearcher",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# BrowserAgent: Building Web Agents with Human-Inspired Web Browsing Actions",
    "Sun et al. (2025) Shuang Sun, Huatong Song, Yuhao Wang, Ruiyang Ren, Jinhao Jiang, Junjie Zhang, Lei Fang, Zhongyuan Wang, Wayne Xin Zhao, and Ji-Rong Wen. Simpledeepsearcher: Deep information seeking via web-powered reasoning trajectory synthesis. GitHub: https://github.com/RUCAIBox/SimpleDeepSearcher, 2025."
   ],
   "repository_evidence": [
    "# BrowserAgent: Building Web Agents with Human-Inspired Web Browsing Actions",
    "Sun et al. (2025) Shuang Sun, Huatong Song, Yuhao Wang, Ruiyang Ren, Jinhao Jiang, Junjie Zhang, Lei Fang, Zhongyuan Wang, Wayne Xin Zhao, and Ji-Rong Wen. Simpledeepsearcher: Deep information seeking via web-powered reasoning trajectory synthesis. GitHub: https://github.com/RUCAIBox/SimpleDeepSearcher, 2025."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/huggingface/blog/blob/main/open-deep-research.md",
   "project": "smolagents",
   "repository": "https://github.com/huggingface/smolagents",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Open-source DeepResearch \u2013 Freeing our search agents",
    "An Agent framework is a layer on top of an LLM to make said LLM execute actions (like browse the web or read PDF documents), and organize its operations in a series of steps.",
    "For a quick intro to agents, check [this great interview by Andrew Ng](https://youtu.be/sal78ACtGTc?feature=shared&t=52) and our [introduction blog post](https://huggingface.co/blog/smolagents) to the smolagents library.",
    "Here is a recent example comparing the performance of a few frontier LLMs with and without an agentic framework (in this case the simple [smolagents](https://github.com/huggingface/smolagents) library) - using an agentic framework bumps performance by up to 60 points!"
   ],
   "repository_evidence": [
    "Open-source DeepResearch \u2013 Freeing our search agents",
    "Here is a recent example comparing the performance of a few frontier LLMs with and without an agentic framework (in this case the simple [smolagents](https://github.com/huggingface/smolagents) library) - using an agentic framework bumps performance by up to 60 points!"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/huggingface/blog/blob/main/open-deep-research.md",
   "project": "gpt-researcher",
   "repository": "https://github.com/assafelovic/gpt-researcher",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Open-source DeepResearch \u2013 Freeing our search agents",
    "Community Reproductions",
    "While we were working on this and focusing on GAIA, other great open implementations of Deep Research emerged from the community, specifically from",
    "assafelovic"
   ],
   "repository_evidence": [
    "Open-source DeepResearch \u2013 Freeing our search agents",
    "Community Reproductions",
    "While we were working on this and focusing on GAIA, other great open implementations of Deep Research emerged from the community, specifically from",
    "assafelovic"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/huggingface/blog/blob/main/open-deep-research.md",
   "project": "open-deep-research",
   "repository": "https://github.com/nickscamara/open-deep-research",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Open-source DeepResearch \u2013 Freeing our search agents",
    "Community Reproductions",
    "While we were working on this and focusing on GAIA, other great open implementations of Deep Research emerged from the community, specifically from",
    "nickscamara"
   ],
   "repository_evidence": [
    "Open-source DeepResearch \u2013 Freeing our search agents",
    "Community Reproductions",
    "While we were working on this and focusing on GAIA, other great open implementations of Deep Research emerged from the community, specifically from",
    "nickscamara"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/huggingface/blog/blob/main/open-deep-research.md",
   "project": "node-DeepResearch",
   "repository": "https://github.com/jina-ai/node-DeepResearch",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Open-source DeepResearch \u2013 Freeing our search agents",
    "Community Reproductions",
    "While we were working on this and focusing on GAIA, other great open implementations of Deep Research emerged from the community, specifically from",
    "jina-ai"
   ],
   "repository_evidence": [
    "Open-source DeepResearch \u2013 Freeing our search agents",
    "Community Reproductions",
    "While we were working on this and focusing on GAIA, other great open implementations of Deep Research emerged from the community, specifically from",
    "jina-ai"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/alternbits/awesome-ai-agents",
   "project": "Adala",
   "repository": "https://github.com/HumanSignal/Adala",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome AI Agents",
    "A curated list of AI agents, categorized into open-source projects and closed-source projects/companies.",
    "## Open-source Projects",
    "- [Adala](https://github.com/HumanSignal/Adala) - Autonomous data labeling agent framework."
   ],
   "repository_evidence": [
    "# Awesome AI Agents",
    "A curated list of AI agents, categorized into open-source projects and closed-source projects/companies.",
    "## Open-source Projects",
    "- [Adala](https://github.com/HumanSignal/Adala) - Autonomous data labeling agent framework."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/alternbits/awesome-ai-agents",
   "project": "AgentGPT",
   "repository": "https://agentgpt.reworkd.ai/",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome AI Agents",
    "A curated list of AI agents, categorized into open-source projects and closed-source projects/companies.",
    "## Open-source Projects",
    "- [AgentGPT](https://agentgpt.reworkd.ai/) - Browser-based no-code AI agent tool."
   ],
   "repository_evidence": [
    "# Awesome AI Agents",
    "A curated list of AI agents, categorized into open-source projects and closed-source projects/companies.",
    "## Open-source Projects",
    "- [AgentGPT](https://agentgpt.reworkd.ai/) - Browser-based no-code AI agent tool."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/alternbits/awesome-ai-agents",
   "project": "AutoGen",
   "repository": "https://github.com/microsoft/autogen",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome AI Agents",
    "A curated list of AI agents, categorized into open-source projects and closed-source projects/companies.",
    "## Open-source Projects",
    "- [AutoGen](https://github.com/microsoft/autogen) - Multi-agent AI framework by Microsoft."
   ],
   "repository_evidence": [
    "# Awesome AI Agents",
    "A curated list of AI agents, categorized into open-source projects and closed-source projects/companies.",
    "## Open-source Projects",
    "- [AutoGen](https://github.com/microsoft/autogen) - Multi-agent AI framework by Microsoft."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/alternbits/awesome-ai-agents",
   "project": "CrewAI",
   "repository": "https://github.com/joaomdmoura/crewai",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome AI Agents",
    "A curated list of AI agents, categorized into open-source projects and closed-source projects/companies.",
    "## Open-source Projects",
    "- [CrewAI](https://github.com/joaomdmoura/crewai) - Framework for multi-agent orchestration."
   ],
   "repository_evidence": [
    "# Awesome AI Agents",
    "A curated list of AI agents, categorized into open-source projects and closed-source projects/companies.",
    "## Open-source Projects",
    "- [CrewAI](https://github.com/joaomdmoura/crewai) - Framework for multi-agent orchestration."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/alternbits/awesome-ai-agents",
   "project": "Agent4Rec",
   "repository": "https://github.com/LehengTHU/Agent4Rec",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome AI Agents",
    "A curated list of AI agents, categorized into open-source projects and closed-source projects/companies.",
    "## Open-source Projects",
    "- [Agent4Rec](https://github.com/LehengTHU/Agent4Rec) - A recommender system simulator using 1,000 generative agents."
   ],
   "repository_evidence": [
    "# Awesome AI Agents",
    "A curated list of AI agents, categorized into open-source projects and closed-source projects/companies.",
    "## Open-source Projects",
    "- [Agent4Rec](https://github.com/LehengTHU/Agent4Rec) - A recommender system simulator using 1,000 generative agents."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/alternbits/awesome-ai-agents",
   "project": "AgentForge",
   "repository": "https://github.com/DataBassGit/AgentForge",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome AI Agents",
    "A curated list of AI agents, categorized into open-source projects and closed-source projects/companies.",
    "## Open-source Projects",
    "- [AgentForge](https://github.com/DataBassGit/AgentForge) - LLM-agnostic platform for building and testing AI agents."
   ],
   "repository_evidence": [
    "# Awesome AI Agents",
    "A curated list of AI agents, categorized into open-source projects and closed-source projects/companies.",
    "## Open-source Projects",
    "- [AgentForge](https://github.com/DataBassGit/AgentForge) - LLM-agnostic platform for building and testing AI agents."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/alternbits/awesome-ai-agents",
   "project": "AgentPilot",
   "repository": "https://github.com/jbexta/AgentPilot",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome AI Agents",
    "A curated list of AI agents, categorized into open-source projects and closed-source projects/companies.",
    "## Open-source Projects",
    "- [AgentPilot](https://github.com/jbexta/AgentPilot) - Desktop app for building, managing, and chatting with AI agents."
   ],
   "repository_evidence": [
    "# Awesome AI Agents",
    "A curated list of AI agents, categorized into open-source projects and closed-source projects/companies.",
    "## Open-source Projects",
    "- [AgentPilot](https://github.com/jbexta/AgentPilot) - Desktop app for building, managing, and chatting with AI agents."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/alternbits/awesome-ai-agents",
   "project": "Agents",
   "repository": "https://github.com/aiwaves-cn/agents",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome AI Agents",
    "A curated list of AI agents, categorized into open-source projects and closed-source projects/companies.",
    "## Open-source Projects",
    "- [Agents](https://github.com/aiwaves-cn/agents) - Library/framework for building language agents."
   ],
   "repository_evidence": [
    "# Awesome AI Agents",
    "A curated list of AI agents, categorized into open-source projects and closed-source projects/companies.",
    "## Open-source Projects",
    "- [Agents](https://github.com/aiwaves-cn/agents) - Library/framework for building language agents."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/alternbits/awesome-ai-agents",
   "project": "AgentVerse",
   "repository": "https://github.com/OpenBMB/AgentVerse",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome AI Agents",
    "A curated list of AI agents, categorized into open-source projects and closed-source projects/companies.",
    "## Open-source Projects",
    "- [AgentVerse](https://github.com/OpenBMB/AgentVerse) - Platform for task-solving and simulation AI agents."
   ],
   "repository_evidence": [
    "# Awesome AI Agents",
    "A curated list of AI agents, categorized into open-source projects and closed-source projects/companies.",
    "## Open-source Projects",
    "- [AgentVerse](https://github.com/OpenBMB/AgentVerse) - Platform for task-solving and simulation AI agents."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/alternbits/awesome-ai-agents",
   "project": "AI Legion",
   "repository": "https://github.com/eumemic/ai-legion",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome AI Agents",
    "A curated list of AI agents, categorized into open-source projects and closed-source projects/companies.",
    "## Open-source Projects",
    "- [AI Legion](https://github.com/eumemic/ai-legion) - Multi-agent system similar to AutoGPT."
   ],
   "repository_evidence": [
    "# Awesome AI Agents",
    "A curated list of AI agents, categorized into open-source projects and closed-source projects/companies.",
    "## Open-source Projects",
    "- [AI Legion](https://github.com/eumemic/ai-legion) - Multi-agent system similar to AutoGPT."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/alternbits/awesome-ai-agents",
   "project": "Aider",
   "repository": "https://github.com/paul-gauthier/aider",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome AI Agents",
    "A curated list of AI agents, categorized into open-source projects and closed-source projects/companies.",
    "## Open-source Projects",
    "- [Aider](https://github.com/paul-gauthier/aider) - Command-line AI coding assistant."
   ],
   "repository_evidence": [
    "# Awesome AI Agents",
    "A curated list of AI agents, categorized into open-source projects and closed-source projects/companies.",
    "## Open-source Projects",
    "- [Aider](https://github.com/paul-gauthier/aider) - Command-line AI coding assistant."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/alternbits/awesome-ai-agents",
   "project": "AIlice",
   "repository": "https://github.com/myshell-ai/AIlice",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome AI Agents",
    "A curated list of AI agents, categorized into open-source projects and closed-source projects/companies.",
    "## Open-source Projects",
    "- [AIlice](https://github.com/myshell-ai/AIlice) - Task execution AI agent with dynamic agent trees."
   ],
   "repository_evidence": [
    "# Awesome AI Agents",
    "A curated list of AI agents, categorized into open-source projects and closed-source projects/companies.",
    "## Open-source Projects",
    "- [AIlice](https://github.com/myshell-ai/AIlice) - Task execution AI agent with dynamic agent trees."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/alternbits/awesome-ai-agents",
   "project": "AutoGPT",
   "repository": "https://agpt.co/",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome AI Agents",
    "A curated list of AI agents, categorized into open-source projects and closed-source projects/companies.",
    "## Open-source Projects",
    "- [AutoGPT](https://agpt.co/) - An experimental project for fully autonomous GPT-4."
   ],
   "repository_evidence": [
    "# Awesome AI Agents",
    "A curated list of AI agents, categorized into open-source projects and closed-source projects/companies.",
    "## Open-source Projects",
    "- [AutoGPT](https://agpt.co/) - An experimental project for fully autonomous GPT-4."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/alternbits/awesome-ai-agents",
   "project": "Automata",
   "repository": "https://github.com/emrgnt-cmplxty/automata",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome AI Agents",
    "A curated list of AI agents, categorized into open-source projects and closed-source projects/companies.",
    "## Open-source Projects",
    "- [Automata](https://github.com/emrgnt-cmplxty/automata) - AI-driven code generation and automation framework."
   ],
   "repository_evidence": [
    "# Awesome AI Agents",
    "A curated list of AI agents, categorized into open-source projects and closed-source projects/companies.",
    "## Open-source Projects",
    "- [Automata](https://github.com/emrgnt-cmplxty/automata) - AI-driven code generation and automation framework."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/alternbits/awesome-ai-agents",
   "project": "Autonomous HR Chatbot",
   "repository": "https://github.com/stepanogil/autonomous-hr-chatbot",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome AI Agents",
    "A curated list of AI agents, categorized into open-source projects and closed-source projects/companies.",
    "## Open-source Projects",
    "- [Autonomous HR Chatbot](https://github.com/stepanogil/autonomous-hr-chatbot) - AI-powered HR query assistant."
   ],
   "repository_evidence": [
    "# Awesome AI Agents",
    "A curated list of AI agents, categorized into open-source projects and closed-source projects/companies.",
    "## Open-source Projects",
    "- [Autonomous HR Chatbot](https://github.com/stepanogil/autonomous-hr-chatbot) - AI-powered HR query assistant."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/alternbits/awesome-ai-agents",
   "project": "AutoPR",
   "repository": "https://github.com/irgolic/AutoPR",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome AI Agents",
    "A curated list of AI agents, categorized into open-source projects and closed-source projects/companies.",
    "## Open-source Projects",
    "- [AutoPR](https://github.com/irgolic/AutoPR) - Automated pull request AI agent."
   ],
   "repository_evidence": [
    "# Awesome AI Agents",
    "A curated list of AI agents, categorized into open-source projects and closed-source projects/companies.",
    "## Open-source Projects",
    "- [AutoPR](https://github.com/irgolic/AutoPR) - Automated pull request AI agent."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/alternbits/awesome-ai-agents",
   "project": "BabyAGI",
   "repository": "https://github.com/yoheinakajima/babyagi",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome AI Agents",
    "A curated list of AI agents, categorized into open-source projects and closed-source projects/companies.",
    "## Open-source Projects",
    "- [BabyAGI](https://github.com/yoheinakajima/babyagi) - Autonomous AI task manager."
   ],
   "repository_evidence": [
    "# Awesome AI Agents",
    "A curated list of AI agents, categorized into open-source projects and closed-source projects/companies.",
    "## Open-source Projects",
    "- [BabyAGI](https://github.com/yoheinakajima/babyagi) - Autonomous AI task manager."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/alternbits/awesome-ai-agents",
   "project": "BabyBeeAGI",
   "repository": "https://yoheinakajima.com/babybeeagi-task-management-and-functionality-expansion-on-top-of-babyagi/",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome AI Agents",
    "A curated list of AI agents, categorized into open-source projects and closed-source projects/companies.",
    "## Open-source Projects",
    "- [BabyBeeAGI](https://yoheinakajima.com/babybeeagi-task-management-and-functionality-expansion-on-top-of-babyagi/) - Task management and BabyAGI enhancement."
   ],
   "repository_evidence": [
    "# Awesome AI Agents",
    "A curated list of AI agents, categorized into open-source projects and closed-source projects/companies.",
    "## Open-source Projects",
    "- [BabyBeeAGI](https://yoheinakajima.com/babybeeagi-task-management-and-functionality-expansion-on-top-of-babyagi/) - Task management and BabyAGI enhancement."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/alternbits/awesome-ai-agents",
   "project": "BeeBot",
   "repository": "https://github.com/AutoPackAI/beebot",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome AI Agents",
    "A curated list of AI agents, categorized into open-source projects and closed-source projects/companies.",
    "## Open-source Projects",
    "- [BeeBot](https://github.com/AutoPackAI/beebot) - Early-stage AI agent research project."
   ],
   "repository_evidence": [
    "# Awesome AI Agents",
    "A curated list of AI agents, categorized into open-source projects and closed-source projects/companies.",
    "## Open-source Projects",
    "- [BeeBot](https://github.com/AutoPackAI/beebot) - Early-stage AI agent research project."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/alternbits/awesome-ai-agents",
   "project": "Blinky",
   "repository": "https://github.com/seahyinghang8/blinky",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome AI Agents",
    "A curated list of AI agents, categorized into open-source projects and closed-source projects/companies.",
    "## Open-source Projects",
    "- [Blinky](https://github.com/seahyinghang8/blinky) - AI debugging assistant for VSCode."
   ],
   "repository_evidence": [
    "# Awesome AI Agents",
    "A curated list of AI agents, categorized into open-source projects and closed-source projects/companies.",
    "## Open-source Projects",
    "- [Blinky](https://github.com/seahyinghang8/blinky) - AI debugging assistant for VSCode."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/alternbits/awesome-ai-agents",
   "project": "Bloop",
   "repository": "https://bloop.ai/",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome AI Agents",
    "A curated list of AI agents, categorized into open-source projects and closed-source projects/companies.",
    "## Open-source Projects",
    "- [Bloop](https://bloop.ai/) - AI-powered semantic code search engine."
   ],
   "repository_evidence": [
    "# Awesome AI Agents",
    "A curated list of AI agents, categorized into open-source projects and closed-source projects/companies.",
    "## Open-source Projects",
    "- [Bloop](https://bloop.ai/) - AI-powered semantic code search engine."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/alternbits/awesome-ai-agents",
   "project": "BondAI",
   "repository": "https://bondai.dev/",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome AI Agents",
    "A curated list of AI agents, categorized into open-source projects and closed-source projects/companies.",
    "## Open-source Projects",
    "- [BondAI](https://bondai.dev/) - Autonomous AI assistant with CLI and RESTful API."
   ],
   "repository_evidence": [
    "# Awesome AI Agents",
    "A curated list of AI agents, categorized into open-source projects and closed-source projects/companies.",
    "## Open-source Projects",
    "- [BondAI](https://bondai.dev/) - Autonomous AI assistant with CLI and RESTful API."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/alternbits/awesome-ai-agents",
   "project": "Cal.ai",
   "repository": "https://cal.ai",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome AI Agents",
    "A curated list of AI agents, categorized into open-source projects and closed-source projects/companies.",
    "## Open-source Projects",
    "- [Cal.ai](https://cal.ai) - Open-source scheduling assistant."
   ],
   "repository_evidence": [
    "# Awesome AI Agents",
    "A curated list of AI agents, categorized into open-source projects and closed-source projects/companies.",
    "## Open-source Projects",
    "- [Cal.ai](https://cal.ai) - Open-source scheduling assistant."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/alternbits/awesome-ai-agents",
   "project": "CAMEL",
   "repository": "https://github.com/camel-ai/camel",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome AI Agents",
    "A curated list of AI agents, categorized into open-source projects and closed-source projects/companies.",
    "## Open-source Projects",
    "- [CAMEL](https://github.com/camel-ai/camel) - Communicative agents for mind exploration."
   ],
   "repository_evidence": [
    "# Awesome AI Agents",
    "A curated list of AI agents, categorized into open-source projects and closed-source projects/companies.",
    "## Open-source Projects",
    "- [CAMEL](https://github.com/camel-ai/camel) - Communicative agents for mind exploration."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/alternbits/awesome-ai-agents",
   "project": "ChatArena",
   "repository": "https://www.chatarena.org/",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome AI Agents",
    "A curated list of AI agents, categorized into open-source projects and closed-source projects/companies.",
    "## Open-source Projects",
    "- [ChatArena](https://www.chatarena.org/) - Multi-agent interaction framework."
   ],
   "repository_evidence": [
    "# Awesome AI Agents",
    "A curated list of AI agents, categorized into open-source projects and closed-source projects/companies.",
    "## Open-source Projects",
    "- [ChatArena](https://www.chatarena.org/) - Multi-agent interaction framework."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/alternbits/awesome-ai-agents",
   "project": "ChatDev",
   "repository": "https://github.com/OpenBMB/ChatDev",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome AI Agents",
    "A curated list of AI agents, categorized into open-source projects and closed-source projects/companies.",
    "## Open-source Projects",
    "- [ChatDev](https://github.com/OpenBMB/ChatDev) - AI-driven software development team."
   ],
   "repository_evidence": [
    "# Awesome AI Agents",
    "A curated list of AI agents, categorized into open-source projects and closed-source projects/companies.",
    "## Open-source Projects",
    "- [ChatDev](https://github.com/OpenBMB/ChatDev) - AI-driven software development team."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/alternbits/awesome-ai-agents",
   "project": "ChemCrow",
   "repository": "https://github.com/ur-whitelab/chemcrow-public",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome AI Agents",
    "A curated list of AI agents, categorized into open-source projects and closed-source projects/companies.",
    "## Open-source Projects",
    "- [ChemCrow](https://github.com/ur-whitelab/chemcrow-public) - AI chemistry assistant."
   ],
   "repository_evidence": [
    "# Awesome AI Agents",
    "A curated list of AI agents, categorized into open-source projects and closed-source projects/companies.",
    "## Open-source Projects",
    "- [ChemCrow](https://github.com/ur-whitelab/chemcrow-public) - AI chemistry assistant."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/alternbits/awesome-ai-agents",
   "project": "Clippy",
   "repository": "https://github.com/ennucore/clippy/",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome AI Agents",
    "A curated list of AI agents, categorized into open-source projects and closed-source projects/companies.",
    "## Open-source Projects",
    "- [Clippy](https://github.com/ennucore/clippy/) - Autonomous AI coding agent."
   ],
   "repository_evidence": [
    "# Awesome AI Agents",
    "A curated list of AI agents, categorized into open-source projects and closed-source projects/companies.",
    "## Open-source Projects",
    "- [Clippy](https://github.com/ennucore/clippy/) - Autonomous AI coding agent."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/alternbits/awesome-ai-agents",
   "project": "CodeFuse-ChatBot",
   "repository": "https://github.com/codefuse-ai/codefuse-chatbot",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome AI Agents",
    "A curated list of AI agents, categorized into open-source projects and closed-source projects/companies.",
    "## Open-source Projects",
    "- [CodeFuse-ChatBot](https://github.com/codefuse-ai/codefuse-chatbot) - AI-driven software development lifecycle assistant."
   ],
   "repository_evidence": [
    "# Awesome AI Agents",
    "A curated list of AI agents, categorized into open-source projects and closed-source projects/companies.",
    "## Open-source Projects",
    "- [CodeFuse-ChatBot](https://github.com/codefuse-ai/codefuse-chatbot) - AI-driven software development lifecycle assistant."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/alternbits/awesome-ai-agents",
   "project": "Databerry",
   "repository": "https://www.databerry.ai/",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome AI Agents",
    "A curated list of AI agents, categorized into open-source projects and closed-source projects/companies.",
    "## Open-source Projects",
    "- [Databerry](https://www.databerry.ai/) - No-code AI chatbot builder."
   ],
   "repository_evidence": [
    "# Awesome AI Agents",
    "A curated list of AI agents, categorized into open-source projects and closed-source projects/companies.",
    "## Open-source Projects",
    "- [Databerry](https://www.databerry.ai/) - No-code AI chatbot builder."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/alternbits/awesome-ai-agents",
   "project": "DemoGPT",
   "repository": "https://github.com/melih-unsal/DemoGPT",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome AI Agents",
    "A curated list of AI agents, categorized into open-source projects and closed-source projects/companies.",
    "## Open-source Projects",
    "- [DemoGPT](https://github.com/melih-unsal/DemoGPT) - AI-powered app prototyping tool."
   ],
   "repository_evidence": [
    "# Awesome AI Agents",
    "A curated list of AI agents, categorized into open-source projects and closed-source projects/companies.",
    "## Open-source Projects",
    "- [DemoGPT](https://github.com/melih-unsal/DemoGPT) - AI-powered app prototyping tool."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/alternbits/awesome-ai-agents",
   "project": "DevGPT",
   "repository": "https://github.com/jina-ai/dev-gpt",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome AI Agents",
    "A curated list of AI agents, categorized into open-source projects and closed-source projects/companies.",
    "## Open-source Projects",
    "- [DevGPT](https://github.com/jina-ai/dev-gpt) - AI-powered virtual software development team."
   ],
   "repository_evidence": [
    "# Awesome AI Agents",
    "A curated list of AI agents, categorized into open-source projects and closed-source projects/companies.",
    "## Open-source Projects",
    "- [DevGPT](https://github.com/jina-ai/dev-gpt) - AI-powered virtual software development team."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/alternbits/awesome-ai-agents",
   "project": "Devika",
   "repository": "https://github.com/stitionai/devika",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome AI Agents",
    "A curated list of AI agents, categorized into open-source projects and closed-source projects/companies.",
    "## Open-source Projects",
    "- [Devika](https://github.com/stitionai/devika) - AI-powered software engineer."
   ],
   "repository_evidence": [
    "# Awesome AI Agents",
    "A curated list of AI agents, categorized into open-source projects and closed-source projects/companies.",
    "## Open-source Projects",
    "- [Devika](https://github.com/stitionai/devika) - AI-powered software engineer."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/alternbits/awesome-ai-agents",
   "project": "Devon",
   "repository": "https://github.com/entropy-research/Devon",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome AI Agents",
    "A curated list of AI agents, categorized into open-source projects and closed-source projects/companies.",
    "## Open-source Projects",
    "- [Devon](https://github.com/entropy-research/Devon) - Open-source Devin alternative."
   ],
   "repository_evidence": [
    "# Awesome AI Agents",
    "A curated list of AI agents, categorized into open-source projects and closed-source projects/companies.",
    "## Open-source Projects",
    "- [Devon](https://github.com/entropy-research/Devon) - Open-source Devin alternative."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/alternbits/awesome-ai-agents",
   "project": "DevOpsGPT",
   "repository": "https://github.com/kuafuai/DevOpsGPT",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome AI Agents",
    "A curated list of AI agents, categorized into open-source projects and closed-source projects/companies.",
    "## Open-source Projects",
    "- [DevOpsGPT](https://github.com/kuafuai/DevOpsGPT) - AI-driven software development automation."
   ],
   "repository_evidence": [
    "# Awesome AI Agents",
    "A curated list of AI agents, categorized into open-source projects and closed-source projects/companies.",
    "## Open-source Projects",
    "- [DevOpsGPT](https://github.com/kuafuai/DevOpsGPT) - AI-driven software development automation."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/alternbits/awesome-ai-agents",
   "project": "dotagent",
   "repository": "https://github.com/dot-agent/dotagent",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome AI Agents",
    "A curated list of AI agents, categorized into open-source projects and closed-source projects/companies.",
    "## Open-source Projects",
    "- [dotagent](https://github.com/dot-agent/dotagent) - Deployable AI agents for cloud, PC, and mobile."
   ],
   "repository_evidence": [
    "# Awesome AI Agents",
    "A curated list of AI agents, categorized into open-source projects and closed-source projects/companies.",
    "## Open-source Projects",
    "- [dotagent](https://github.com/dot-agent/dotagent) - Deployable AI agents for cloud, PC, and mobile."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/alternbits/awesome-ai-agents",
   "project": "Eidolon",
   "repository": "https://eidolonai.com/",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome AI Agents",
    "A curated list of AI agents, categorized into open-source projects and closed-source projects/companies.",
    "## Open-source Projects",
    "- [Eidolon](https://eidolonai.com/) - Modular AI agent SDK."
   ],
   "repository_evidence": [
    "# Awesome AI Agents",
    "A curated list of AI agents, categorized into open-source projects and closed-source projects/companies.",
    "## Open-source Projects",
    "- [Eidolon](https://eidolonai.com/) - Modular AI agent SDK."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/alternbits/awesome-ai-agents",
   "project": "FastAgency",
   "repository": "https://fastagency.ai/latest/",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome AI Agents",
    "A curated list of AI agents, categorized into open-source projects and closed-source projects/companies.",
    "## Open-source Projects",
    "- [FastAgency](https://fastagency.ai/latest/) - Multi-agent AI workflow deployment tool."
   ],
   "repository_evidence": [
    "# Awesome AI Agents",
    "A curated list of AI agents, categorized into open-source projects and closed-source projects/companies.",
    "## Open-source Projects",
    "- [FastAgency](https://fastagency.ai/latest/) - Multi-agent AI workflow deployment tool."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/alternbits/awesome-ai-agents",
   "project": "Flowise",
   "repository": "https://flowiseai.com/",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome AI Agents",
    "A curated list of AI agents, categorized into open-source projects and closed-source projects/companies.",
    "## Open-source Projects",
    "- [Flowise](https://flowiseai.com/) - Low-code AI agent builder."
   ],
   "repository_evidence": [
    "# Awesome AI Agents",
    "A curated list of AI agents, categorized into open-source projects and closed-source projects/companies.",
    "## Open-source Projects",
    "- [Flowise](https://flowiseai.com/) - Low-code AI agent builder."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/alternbits/awesome-ai-agents",
   "project": "Friday",
   "repository": "https://github.com/amirrezasalimi/friday/",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome AI Agents",
    "A curated list of AI agents, categorized into open-source projects and closed-source projects/companies.",
    "## Open-source Projects",
    "- [Friday](https://github.com/amirrezasalimi/friday/) - AI assistant for Node.js development."
   ],
   "repository_evidence": [
    "# Awesome AI Agents",
    "A curated list of AI agents, categorized into open-source projects and closed-source projects/companies.",
    "## Open-source Projects",
    "- [Friday](https://github.com/amirrezasalimi/friday/) - AI assistant for Node.js development."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/alternbits/awesome-ai-agents",
   "project": "Giselle",
   "repository": "https://github.com/giselles-ai/giselle",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome AI Agents",
    "A curated list of AI agents, categorized into open-source projects and closed-source projects/companies.",
    "## Open-source Projects",
    "- [Giselle](https://github.com/giselles-ai/giselle) - AI for Agentic Workflows. Human-AI Collaboration. Open Source."
   ],
   "repository_evidence": [
    "# Awesome AI Agents",
    "A curated list of AI agents, categorized into open-source projects and closed-source projects/companies.",
    "## Open-source Projects",
    "- [Giselle](https://github.com/giselles-ai/giselle) - AI for Agentic Workflows. Human-AI Collaboration. Open Source."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/alternbits/awesome-ai-agents",
   "project": "GPTSwarm",
   "repository": "https://gptswarm.org/",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome AI Agents",
    "A curated list of AI agents, categorized into open-source projects and closed-source projects/companies.",
    "## Open-source Projects",
    "- [GPTSwarm](https://gptswarm.org/) - Optimizable graph-based AI agents."
   ],
   "repository_evidence": [
    "# Awesome AI Agents",
    "A curated list of AI agents, categorized into open-source projects and closed-source projects/companies.",
    "## Open-source Projects",
    "- [GPTSwarm](https://gptswarm.org/) - Optimizable graph-based AI agents."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/alternbits/awesome-ai-agents",
   "project": "Upsonic",
   "repository": "https://github.com/Upsonic/Upsonic",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome AI Agents",
    "A curated list of AI agents, categorized into open-source projects and closed-source projects/companies.",
    "## Open-source Projects",
    "- [Upsonic](https://github.com/Upsonic/Upsonic) - Reliable agent framework that support MCP."
   ],
   "repository_evidence": [
    "# Awesome AI Agents",
    "A curated list of AI agents, categorized into open-source projects and closed-source projects/companies.",
    "## Open-source Projects",
    "- [Upsonic](https://github.com/Upsonic/Upsonic) - Reliable agent framework that support MCP."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://devfest.ai/repositories",
   "project": "traceloop/openllmetry",
   "repository": "https://github.com/traceloop/openllmetry",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Whitelisted Repositories",
    "[traceloop/openllmetry](https://github.com/traceloop/openllmetry)"
   ],
   "repository_evidence": [
    "# Whitelisted Repositories",
    "[traceloop/openllmetry](https://github.com/traceloop/openllmetry)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://devfest.ai/repositories",
   "project": "julep-ai/julep",
   "repository": "https://github.com/julep-ai/julep",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Whitelisted Repositories",
    "[julep-ai/julep](https://github.com/julep-ai/julep)"
   ],
   "repository_evidence": [
    "# Whitelisted Repositories",
    "[julep-ai/julep](https://github.com/julep-ai/julep)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://devfest.ai/repositories",
   "project": "llmware-ai/llmware",
   "repository": "https://github.com/llmware-ai/llmware",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Whitelisted Repositories",
    "[llmware-ai/llmware](https://github.com/llmware-ai/llmware)"
   ],
   "repository_evidence": [
    "# Whitelisted Repositories",
    "[llmware-ai/llmware](https://github.com/llmware-ai/llmware)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://devfest.ai/repositories",
   "project": "keephq/keep",
   "repository": "https://github.com/keephq/keep",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Whitelisted Repositories",
    "[keephq/keep](https://github.com/keephq/keep)"
   ],
   "repository_evidence": [
    "# Whitelisted Repositories",
    "[keephq/keep](https://github.com/keephq/keep)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://devfest.ai/repositories",
   "project": "CopilotKit/CopilotKit",
   "repository": "https://github.com/CopilotKit/CopilotKit",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Whitelisted Repositories",
    "[CopilotKit/CopilotKit](https://github.com/CopilotKit/CopilotKit)"
   ],
   "repository_evidence": [
    "# Whitelisted Repositories",
    "[CopilotKit/CopilotKit](https://github.com/CopilotKit/CopilotKit)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://devfest.ai/repositories",
   "project": "gitroomhq/postiz-app",
   "repository": "https://github.com/gitroomhq/postiz-app",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Whitelisted Repositories",
    "[gitroomhq/postiz-app](https://github.com/gitroomhq/postiz-app)"
   ],
   "repository_evidence": [
    "# Whitelisted Repositories",
    "[gitroomhq/postiz-app](https://github.com/gitroomhq/postiz-app)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://devfest.ai/repositories",
   "project": "avaiga/taipy",
   "repository": "https://github.com/avaiga/taipy",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Whitelisted Repositories",
    "[avaiga/taipy](https://github.com/avaiga/taipy)"
   ],
   "repository_evidence": [
    "# Whitelisted Repositories",
    "[avaiga/taipy](https://github.com/avaiga/taipy)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://devfest.ai/repositories",
   "project": "Classiq/classiq-library",
   "repository": "https://github.com/Classiq/classiq-library",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Whitelisted Repositories",
    "[Classiq/classiq-library](https://github.com/Classiq/classiq-library)"
   ],
   "repository_evidence": [
    "# Whitelisted Repositories",
    "[Classiq/classiq-library](https://github.com/Classiq/classiq-library)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://devfest.ai/repositories",
   "project": "diggerhq/digger",
   "repository": "https://github.com/diggerhq/digger",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Whitelisted Repositories",
    "[diggerhq/digger](https://github.com/diggerhq/digger)"
   ],
   "repository_evidence": [
    "# Whitelisted Repositories",
    "[diggerhq/digger](https://github.com/diggerhq/digger)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://devfest.ai/repositories",
   "project": "tooljet/tooljet",
   "repository": "https://github.com/tooljet/tooljet",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Whitelisted Repositories",
    "[tooljet/tooljet](https://github.com/tooljet/tooljet)"
   ],
   "repository_evidence": [
    "# Whitelisted Repositories",
    "[tooljet/tooljet](https://github.com/tooljet/tooljet)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://devfest.ai/repositories",
   "project": "ComposioHQ/composio",
   "repository": "https://github.com/ComposioHQ/composio",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Whitelisted Repositories",
    "[ComposioHQ/composio](https://github.com/ComposioHQ/composio)"
   ],
   "repository_evidence": [
    "# Whitelisted Repositories",
    "[ComposioHQ/composio](https://github.com/ComposioHQ/composio)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://devfest.ai/repositories",
   "project": "mediar-ai/screenpipe",
   "repository": "https://github.com/mediar-ai/screenpipe",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Whitelisted Repositories",
    "[mediar-ai/screenpipe](https://github.com/mediar-ai/screenpipe)"
   ],
   "repository_evidence": [
    "# Whitelisted Repositories",
    "[mediar-ai/screenpipe](https://github.com/mediar-ai/screenpipe)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://devfest.ai/repositories",
   "project": "huanshere/videolingo",
   "repository": "https://github.com/huanshere/videolingo",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Whitelisted Repositories",
    "[huanshere/videolingo](https://github.com/huanshere/videolingo)"
   ],
   "repository_evidence": [
    "# Whitelisted Repositories",
    "[huanshere/videolingo](https://github.com/huanshere/videolingo)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://devfest.ai/repositories",
   "project": "wandb/weave",
   "repository": "https://github.com/wandb/weave",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Whitelisted Repositories",
    "[wandb/weave](https://github.com/wandb/weave)"
   ],
   "repository_evidence": [
    "# Whitelisted Repositories",
    "[wandb/weave](https://github.com/wandb/weave)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://devfest.ai/repositories",
   "project": "mattermost/mattermost",
   "repository": "https://github.com/mattermost/mattermost",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Whitelisted Repositories",
    "[mattermost/mattermost](https://github.com/mattermost/mattermost)"
   ],
   "repository_evidence": [
    "# Whitelisted Repositories",
    "[mattermost/mattermost](https://github.com/mattermost/mattermost)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://devfest.ai/repositories",
   "project": "canner/wrenai",
   "repository": "https://github.com/canner/wrenai",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Whitelisted Repositories",
    "[canner/wrenai](https://github.com/canner/wrenai)"
   ],
   "repository_evidence": [
    "# Whitelisted Repositories",
    "[canner/wrenai](https://github.com/canner/wrenai)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://devfest.ai/repositories",
   "project": "project-monai/monai",
   "repository": "https://github.com/project-monai/monai",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Whitelisted Repositories",
    "[project-monai/monai](https://github.com/project-monai/monai)"
   ],
   "repository_evidence": [
    "# Whitelisted Repositories",
    "[project-monai/monai](https://github.com/project-monai/monai)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://devfest.ai/repositories",
   "project": "koljab/realtimetts",
   "repository": "https://github.com/koljab/realtimetts",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Whitelisted Repositories",
    "[koljab/realtimetts](https://github.com/koljab/realtimetts)"
   ],
   "repository_evidence": [
    "# Whitelisted Repositories",
    "[koljab/realtimetts](https://github.com/koljab/realtimetts)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://devfest.ai/repositories",
   "project": "a-r-r-o-w/cogvideox-factory",
   "repository": "https://github.com/a-r-r-o-w/cogvideox-factory",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Whitelisted Repositories",
    "[a-r-r-o-w/cogvideox-factory](https://github.com/a-r-r-o-w/cogvideox-factory)"
   ],
   "repository_evidence": [
    "# Whitelisted Repositories",
    "[a-r-r-o-w/cogvideox-factory](https://github.com/a-r-r-o-w/cogvideox-factory)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://devfest.ai/repositories",
   "project": "mendableai/firecrawl",
   "repository": "https://github.com/mendableai/firecrawl",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Whitelisted Repositories",
    "[mendableai/firecrawl](https://github.com/mendableai/firecrawl)"
   ],
   "repository_evidence": [
    "# Whitelisted Repositories",
    "[mendableai/firecrawl](https://github.com/mendableai/firecrawl)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://devfest.ai/repositories",
   "project": "maplemx/agently",
   "repository": "https://github.com/maplemx/agently",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Whitelisted Repositories",
    "[maplemx/agently](https://github.com/maplemx/agently)"
   ],
   "repository_evidence": [
    "# Whitelisted Repositories",
    "[maplemx/agently](https://github.com/maplemx/agently)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://devfest.ai/repositories",
   "project": "arc53/docsgpt",
   "repository": "https://github.com/arc53/docsgpt",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Whitelisted Repositories",
    "[arc53/docsgpt](https://github.com/arc53/docsgpt)"
   ],
   "repository_evidence": [
    "# Whitelisted Repositories",
    "[arc53/docsgpt](https://github.com/arc53/docsgpt)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://devfest.ai/repositories",
   "project": "mololab/json-translator",
   "repository": "https://github.com/mololab/json-translator",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Whitelisted Repositories",
    "[mololab/json-translator](https://github.com/mololab/json-translator)"
   ],
   "repository_evidence": [
    "# Whitelisted Repositories",
    "[mololab/json-translator](https://github.com/mololab/json-translator)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://devfest.ai/repositories",
   "project": "naomiproject/naomi",
   "repository": "https://github.com/naomiproject/naomi",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Whitelisted Repositories",
    "[naomiproject/naomi](https://github.com/naomiproject/naomi)"
   ],
   "repository_evidence": [
    "# Whitelisted Repositories",
    "[naomiproject/naomi](https://github.com/naomiproject/naomi)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://devfest.ai/repositories",
   "project": "guanguans/ai-commit",
   "repository": "https://github.com/guanguans/ai-commit",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Whitelisted Repositories",
    "[guanguans/ai-commit](https://github.com/guanguans/ai-commit)"
   ],
   "repository_evidence": [
    "# Whitelisted Repositories",
    "[guanguans/ai-commit](https://github.com/guanguans/ai-commit)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://devfest.ai/repositories",
   "project": "openai/mle-bench",
   "repository": "https://github.com/openai/mle-bench",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Whitelisted Repositories",
    "[openai/mle-bench](https://github.com/openai/mle-bench)"
   ],
   "repository_evidence": [
    "# Whitelisted Repositories",
    "[openai/mle-bench](https://github.com/openai/mle-bench)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://devfest.ai/repositories",
   "project": "mindsdb/mindsdb",
   "repository": "https://github.com/mindsdb/mindsdb",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Whitelisted Repositories",
    "[mindsdb/mindsdb](https://github.com/mindsdb/mindsdb)"
   ],
   "repository_evidence": [
    "# Whitelisted Repositories",
    "[mindsdb/mindsdb](https://github.com/mindsdb/mindsdb)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://devfest.ai/repositories",
   "project": "assafelovic/gpt-researcher",
   "repository": "https://github.com/assafelovic/gpt-researcher",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Whitelisted Repositories",
    "[assafelovic/gpt-researcher](https://github.com/assafelovic/gpt-researcher)"
   ],
   "repository_evidence": [
    "# Whitelisted Repositories",
    "[assafelovic/gpt-researcher](https://github.com/assafelovic/gpt-researcher)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://devfest.ai/repositories",
   "project": "tolgee/tolgee-platform",
   "repository": "https://github.com/tolgee/tolgee-platform",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Whitelisted Repositories",
    "[tolgee/tolgee-platform](https://github.com/tolgee/tolgee-platform)"
   ],
   "repository_evidence": [
    "# Whitelisted Repositories",
    "[tolgee/tolgee-platform](https://github.com/tolgee/tolgee-platform)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://devfest.ai/repositories",
   "project": "bionic-gpt/bionic-gpt",
   "repository": "https://github.com/bionic-gpt/bionic-gpt",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Whitelisted Repositories",
    "[bionic-gpt/bionic-gpt](https://github.com/bionic-gpt/bionic-gpt)"
   ],
   "repository_evidence": [
    "# Whitelisted Repositories",
    "[bionic-gpt/bionic-gpt](https://github.com/bionic-gpt/bionic-gpt)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://devfest.ai/repositories",
   "project": "run-llama/llama_index",
   "repository": "https://github.com/run-llama/llama_index",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Whitelisted Repositories",
    "[run-llama/llama_index](https://github.com/run-llama/llama_index)"
   ],
   "repository_evidence": [
    "# Whitelisted Repositories",
    "[run-llama/llama_index](https://github.com/run-llama/llama_index)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://devfest.ai/repositories",
   "project": "souzatharsis/podcastfy",
   "repository": "https://github.com/souzatharsis/podcastfy",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Whitelisted Repositories",
    "[souzatharsis/podcastfy](https://github.com/souzatharsis/podcastfy)"
   ],
   "repository_evidence": [
    "# Whitelisted Repositories",
    "[souzatharsis/podcastfy](https://github.com/souzatharsis/podcastfy)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://devfest.ai/repositories",
   "project": "ericlbuehler/mistral.rs",
   "repository": "https://github.com/ericlbuehler/mistral.rs",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Whitelisted Repositories",
    "[ericlbuehler/mistral.rs](https://github.com/ericlbuehler/mistral.rs)"
   ],
   "repository_evidence": [
    "# Whitelisted Repositories",
    "[ericlbuehler/mistral.rs](https://github.com/ericlbuehler/mistral.rs)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://devfest.ai/repositories",
   "project": "michaelfeil/infinity",
   "repository": "https://github.com/michaelfeil/infinity",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Whitelisted Repositories",
    "[michaelfeil/infinity](https://github.com/michaelfeil/infinity)"
   ],
   "repository_evidence": [
    "# Whitelisted Repositories",
    "[michaelfeil/infinity](https://github.com/michaelfeil/infinity)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://devfest.ai/repositories",
   "project": "princeton-nlp/swe-agent",
   "repository": "https://github.com/princeton-nlp/swe-agent",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Whitelisted Repositories",
    "[princeton-nlp/swe-agent](https://github.com/princeton-nlp/swe-agent)"
   ],
   "repository_evidence": [
    "# Whitelisted Repositories",
    "[princeton-nlp/swe-agent](https://github.com/princeton-nlp/swe-agent)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://devfest.ai/repositories",
   "project": "hezarai/hezar",
   "repository": "https://github.com/hezarai/hezar",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Whitelisted Repositories",
    "[hezarai/hezar](https://github.com/hezarai/hezar)"
   ],
   "repository_evidence": [
    "# Whitelisted Repositories",
    "[hezarai/hezar](https://github.com/hezarai/hezar)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://devfest.ai/repositories",
   "project": "sktime/sktime",
   "repository": "https://github.com/sktime/sktime",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Whitelisted Repositories",
    "[sktime/sktime](https://github.com/sktime/sktime)"
   ],
   "repository_evidence": [
    "# Whitelisted Repositories",
    "[sktime/sktime](https://github.com/sktime/sktime)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://devfest.ai/repositories",
   "project": "mosecorg/mosec",
   "repository": "https://github.com/mosecorg/mosec",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Whitelisted Repositories",
    "[mosecorg/mosec](https://github.com/mosecorg/mosec)"
   ],
   "repository_evidence": [
    "# Whitelisted Repositories",
    "[mosecorg/mosec](https://github.com/mosecorg/mosec)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://devfest.ai/repositories",
   "project": "storia-ai/sage",
   "repository": "https://github.com/storia-ai/sage",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Whitelisted Repositories",
    "[storia-ai/sage](https://github.com/storia-ai/sage)"
   ],
   "repository_evidence": [
    "# Whitelisted Repositories",
    "[storia-ai/sage](https://github.com/storia-ai/sage)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://devfest.ai/repositories",
   "project": "holmeswww/agentkit",
   "repository": "https://github.com/holmeswww/agentkit",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Whitelisted Repositories",
    "[holmeswww/agentkit](https://github.com/holmeswww/agentkit)"
   ],
   "repository_evidence": [
    "# Whitelisted Repositories",
    "[holmeswww/agentkit](https://github.com/holmeswww/agentkit)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://devfest.ai/repositories",
   "project": "fedirz/faster-whisper-server",
   "repository": "https://github.com/fedirz/faster-whisper-server",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Whitelisted Repositories",
    "[fedirz/faster-whisper-server](https://github.com/fedirz/faster-whisper-server)"
   ],
   "repository_evidence": [
    "# Whitelisted Repositories",
    "[fedirz/faster-whisper-server](https://github.com/fedirz/faster-whisper-server)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://devfest.ai/repositories",
   "project": "palico-ai/palico-ai",
   "repository": "https://github.com/palico-ai/palico-ai",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Whitelisted Repositories",
    "[palico-ai/palico-ai](https://github.com/palico-ai/palico-ai)"
   ],
   "repository_evidence": [
    "# Whitelisted Repositories",
    "[palico-ai/palico-ai](https://github.com/palico-ai/palico-ai)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://devfest.ai/repositories",
   "project": "mlc-ai/mlc-llm",
   "repository": "https://github.com/mlc-ai/mlc-llm",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Whitelisted Repositories",
    "[mlc-ai/mlc-llm](https://github.com/mlc-ai/mlc-llm)"
   ],
   "repository_evidence": [
    "# Whitelisted Repositories",
    "[mlc-ai/mlc-llm](https://github.com/mlc-ai/mlc-llm)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://devfest.ai/repositories",
   "project": "feder-cr/auto_jobs_applier_aihawk",
   "repository": "https://github.com/feder-cr/auto_jobs_applier_aihawk",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Whitelisted Repositories",
    "[feder-cr/auto_jobs_applier_aihawk](https://github.com/feder-cr/auto_jobs_applier_aihawk)"
   ],
   "repository_evidence": [
    "# Whitelisted Repositories",
    "[feder-cr/auto_jobs_applier_aihawk](https://github.com/feder-cr/auto_jobs_applier_aihawk)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://devfest.ai/repositories",
   "project": "tensorflow/tensorflow",
   "repository": "https://github.com/tensorflow/tensorflow",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Whitelisted Repositories",
    "[tensorflow/tensorflow](https://github.com/tensorflow/tensorflow)"
   ],
   "repository_evidence": [
    "# Whitelisted Repositories",
    "[tensorflow/tensorflow](https://github.com/tensorflow/tensorflow)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://devfest.ai/repositories",
   "project": "prefecthq/marvin",
   "repository": "https://github.com/prefecthq/marvin",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Whitelisted Repositories",
    "[prefecthq/marvin](https://github.com/prefecthq/marvin)"
   ],
   "repository_evidence": [
    "# Whitelisted Repositories",
    "[prefecthq/marvin](https://github.com/prefecthq/marvin)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://devfest.ai/repositories",
   "project": "awaescher/ollamasharp",
   "repository": "https://github.com/awaescher/ollamasharp",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Whitelisted Repositories",
    "[awaescher/ollamasharp](https://github.com/awaescher/ollamasharp)"
   ],
   "repository_evidence": [
    "# Whitelisted Repositories",
    "[awaescher/ollamasharp](https://github.com/awaescher/ollamasharp)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://devfest.ai/repositories",
   "project": "all-hands-ai/openhands",
   "repository": "https://github.com/all-hands-ai/openhands",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Whitelisted Repositories",
    "[all-hands-ai/openhands](https://github.com/all-hands-ai/openhands)"
   ],
   "repository_evidence": [
    "# Whitelisted Repositories",
    "[all-hands-ai/openhands](https://github.com/all-hands-ai/openhands)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://devfest.ai/repositories",
   "project": "devflowinc/trieve",
   "repository": "https://github.com/devflowinc/trieve",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Whitelisted Repositories",
    "[devflowinc/trieve](https://github.com/devflowinc/trieve)"
   ],
   "repository_evidence": [
    "# Whitelisted Repositories",
    "[devflowinc/trieve](https://github.com/devflowinc/trieve)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://devfest.ai/repositories",
   "project": "sgl-project/sglang",
   "repository": "https://github.com/sgl-project/sglang",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Whitelisted Repositories",
    "[sgl-project/sglang](https://github.com/sgl-project/sglang)"
   ],
   "repository_evidence": [
    "# Whitelisted Repositories",
    "[sgl-project/sglang](https://github.com/sgl-project/sglang)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://devfest.ai/repositories",
   "project": "shishirpatil/gorilla",
   "repository": "https://github.com/shishirpatil/gorilla",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Whitelisted Repositories",
    "[shishirpatil/gorilla](https://github.com/shishirpatil/gorilla)"
   ],
   "repository_evidence": [
    "# Whitelisted Repositories",
    "[shishirpatil/gorilla](https://github.com/shishirpatil/gorilla)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://devfest.ai/repositories",
   "project": "modelscope/facechain",
   "repository": "https://github.com/modelscope/facechain",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Whitelisted Repositories",
    "[modelscope/facechain](https://github.com/modelscope/facechain)"
   ],
   "repository_evidence": [
    "# Whitelisted Repositories",
    "[modelscope/facechain](https://github.com/modelscope/facechain)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://devfest.ai/repositories",
   "project": "om-ai-lab/omagent",
   "repository": "https://github.com/om-ai-lab/omagent",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Whitelisted Repositories",
    "[om-ai-lab/omagent](https://github.com/om-ai-lab/omagent)"
   ],
   "repository_evidence": [
    "# Whitelisted Repositories",
    "[om-ai-lab/omagent](https://github.com/om-ai-lab/omagent)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://devfest.ai/repositories",
   "project": "starmoonai/starmoon",
   "repository": "https://github.com/starmoonai/starmoon",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Whitelisted Repositories",
    "[starmoonai/starmoon](https://github.com/starmoonai/starmoon)"
   ],
   "repository_evidence": [
    "# Whitelisted Repositories",
    "[starmoonai/starmoon](https://github.com/starmoonai/starmoon)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://devfest.ai/repositories",
   "project": "woolverine94/biniou",
   "repository": "https://github.com/woolverine94/biniou",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Whitelisted Repositories",
    "[woolverine94/biniou](https://github.com/woolverine94/biniou)"
   ],
   "repository_evidence": [
    "# Whitelisted Repositories",
    "[woolverine94/biniou](https://github.com/woolverine94/biniou)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://devfest.ai/repositories",
   "project": "jozu-ai/kitops",
   "repository": "https://github.com/jozu-ai/kitops",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Whitelisted Repositories",
    "[jozu-ai/kitops](https://github.com/jozu-ai/kitops)"
   ],
   "repository_evidence": [
    "# Whitelisted Repositories",
    "[jozu-ai/kitops](https://github.com/jozu-ai/kitops)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://devfest.ai/repositories",
   "project": "apple/ml-depth-pro",
   "repository": "https://github.com/apple/ml-depth-pro",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Whitelisted Repositories",
    "[apple/ml-depth-pro](https://github.com/apple/ml-depth-pro)"
   ],
   "repository_evidence": [
    "# Whitelisted Repositories",
    "[apple/ml-depth-pro](https://github.com/apple/ml-depth-pro)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://devfest.ai/repositories",
   "project": "superduper-io/superduper",
   "repository": "https://github.com/superduper-io/superduper",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Whitelisted Repositories",
    "[superduper-io/superduper](https://github.com/superduper-io/superduper)"
   ],
   "repository_evidence": [
    "# Whitelisted Repositories",
    "[superduper-io/superduper](https://github.com/superduper-io/superduper)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://devfest.ai/repositories",
   "project": "lightly-ai/lightly",
   "repository": "https://github.com/lightly-ai/lightly",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Whitelisted Repositories",
    "[lightly-ai/lightly](https://github.com/lightly-ai/lightly)"
   ],
   "repository_evidence": [
    "# Whitelisted Repositories",
    "[lightly-ai/lightly](https://github.com/lightly-ai/lightly)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://devfest.ai/repositories",
   "project": "mlt-oss/open-assistant-api",
   "repository": "https://github.com/mlt-oss/open-assistant-api",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Whitelisted Repositories",
    "[mlt-oss/open-assistant-api](https://github.com/mlt-oss/open-assistant-api)"
   ],
   "repository_evidence": [
    "# Whitelisted Repositories",
    "[mlt-oss/open-assistant-api](https://github.com/mlt-oss/open-assistant-api)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://devfest.ai/repositories",
   "project": "dstackai/dstack",
   "repository": "https://github.com/dstackai/dstack",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Whitelisted Repositories",
    "[dstackai/dstack](https://github.com/dstackai/dstack)"
   ],
   "repository_evidence": [
    "# Whitelisted Repositories",
    "[dstackai/dstack](https://github.com/dstackai/dstack)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://devfest.ai/repositories",
   "project": "mindspore-lab/mindnlp",
   "repository": "https://github.com/mindspore-lab/mindnlp",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Whitelisted Repositories",
    "[mindspore-lab/mindnlp](https://github.com/mindspore-lab/mindnlp)"
   ],
   "repository_evidence": [
    "# Whitelisted Repositories",
    "[mindspore-lab/mindnlp](https://github.com/mindspore-lab/mindnlp)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://devfest.ai/repositories",
   "project": "kaiban-ai/kaibanjs",
   "repository": "https://github.com/kaiban-ai/kaibanjs",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Whitelisted Repositories",
    "[kaiban-ai/kaibanjs](https://github.com/kaiban-ai/kaibanjs)"
   ],
   "repository_evidence": [
    "# Whitelisted Repositories",
    "[kaiban-ai/kaibanjs](https://github.com/kaiban-ai/kaibanjs)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://devfest.ai/repositories",
   "project": "copilotkit/copilotkit",
   "repository": "https://github.com/copilotkit/copilotkit",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Whitelisted Repositories",
    "[copilotkit/copilotkit](https://github.com/copilotkit/copilotkit)"
   ],
   "repository_evidence": [
    "# Whitelisted Repositories",
    "[copilotkit/copilotkit](https://github.com/copilotkit/copilotkit)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://devfest.ai/repositories",
   "project": "simular-ai/agent-s",
   "repository": "https://github.com/simular-ai/agent-s",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Whitelisted Repositories",
    "[simular-ai/agent-s](https://github.com/simular-ai/agent-s)"
   ],
   "repository_evidence": [
    "# Whitelisted Repositories",
    "[simular-ai/agent-s](https://github.com/simular-ai/agent-s)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://devfest.ai/repositories",
   "project": "topoteretes/cognee",
   "repository": "https://github.com/topoteretes/cognee",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Whitelisted Repositories",
    "[topoteretes/cognee](https://github.com/topoteretes/cognee)"
   ],
   "repository_evidence": [
    "# Whitelisted Repositories",
    "[topoteretes/cognee](https://github.com/topoteretes/cognee)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://devfest.ai/repositories",
   "project": "langchain-ai/langchain",
   "repository": "https://github.com/langchain-ai/langchain",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Whitelisted Repositories",
    "[langchain-ai/langchain](https://github.com/langchain-ai/langchain)"
   ],
   "repository_evidence": [
    "# Whitelisted Repositories",
    "[langchain-ai/langchain](https://github.com/langchain-ai/langchain)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://devfest.ai/repositories",
   "project": "scale3-labs/langtrace",
   "repository": "https://github.com/scale3-labs/langtrace",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Whitelisted Repositories",
    "[scale3-labs/langtrace](https://github.com/scale3-labs/langtrace)"
   ],
   "repository_evidence": [
    "# Whitelisted Repositories",
    "[scale3-labs/langtrace](https://github.com/scale3-labs/langtrace)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://devfest.ai/repositories",
   "project": "continuedev/continue",
   "repository": "https://github.com/continuedev/continue",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Whitelisted Repositories",
    "[continuedev/continue](https://github.com/continuedev/continue)"
   ],
   "repository_evidence": [
    "# Whitelisted Repositories",
    "[continuedev/continue](https://github.com/continuedev/continue)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://devfest.ai/repositories",
   "project": "boundaryml/baml",
   "repository": "https://github.com/boundaryml/baml",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Whitelisted Repositories",
    "[boundaryml/baml](https://github.com/boundaryml/baml)"
   ],
   "repository_evidence": [
    "# Whitelisted Repositories",
    "[boundaryml/baml](https://github.com/boundaryml/baml)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://devfest.ai/repositories",
   "project": "huggingface/trl",
   "repository": "https://github.com/huggingface/trl",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Whitelisted Repositories",
    "[huggingface/trl](https://github.com/huggingface/trl)"
   ],
   "repository_evidence": [
    "# Whitelisted Repositories",
    "[huggingface/trl](https://github.com/huggingface/trl)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://devfest.ai/repositories",
   "project": "openbmb/chatdev",
   "repository": "https://github.com/openbmb/chatdev",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Whitelisted Repositories",
    "[openbmb/chatdev](https://github.com/openbmb/chatdev)"
   ],
   "repository_evidence": [
    "# Whitelisted Repositories",
    "[openbmb/chatdev](https://github.com/openbmb/chatdev)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://devfest.ai/repositories",
   "project": "rentruewang/bocoel",
   "repository": "https://github.com/rentruewang/bocoel",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Whitelisted Repositories",
    "[rentruewang/bocoel](https://github.com/rentruewang/bocoel)"
   ],
   "repository_evidence": [
    "# Whitelisted Repositories",
    "[rentruewang/bocoel](https://github.com/rentruewang/bocoel)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://devfest.ai/repositories",
   "project": "huggingface/huggingface-llama-recipes",
   "repository": "https://github.com/huggingface/huggingface-llama-recipes",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Whitelisted Repositories",
    "[huggingface/huggingface-llama-recipes](https://github.com/huggingface/huggingface-llama-recipes)"
   ],
   "repository_evidence": [
    "# Whitelisted Repositories",
    "[huggingface/huggingface-llama-recipes](https://github.com/huggingface/huggingface-llama-recipes)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://devfest.ai/repositories",
   "project": "hkuds/lightrag",
   "repository": "https://github.com/hkuds/lightrag",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Whitelisted Repositories",
    "[hkuds/lightrag](https://github.com/hkuds/lightrag)"
   ],
   "repository_evidence": [
    "# Whitelisted Repositories",
    "[hkuds/lightrag](https://github.com/hkuds/lightrag)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://devfest.ai/repositories",
   "project": "card-forge/forge",
   "repository": "https://github.com/card-forge/forge",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Whitelisted Repositories",
    "[card-forge/forge](https://github.com/card-forge/forge)"
   ],
   "repository_evidence": [
    "# Whitelisted Repositories",
    "[card-forge/forge](https://github.com/card-forge/forge)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://devfest.ai/repositories",
   "project": "kruxai/ragbuilder",
   "repository": "https://github.com/kruxai/ragbuilder",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Whitelisted Repositories",
    "[kruxai/ragbuilder](https://github.com/kruxai/ragbuilder)"
   ],
   "repository_evidence": [
    "# Whitelisted Repositories",
    "[kruxai/ragbuilder](https://github.com/kruxai/ragbuilder)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://devfest.ai/repositories",
   "project": "memfreeme/memfree",
   "repository": "https://github.com/memfreeme/memfree",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Whitelisted Repositories",
    "[memfreeme/memfree](https://github.com/memfreeme/memfree)"
   ],
   "repository_evidence": [
    "# Whitelisted Repositories",
    "[memfreeme/memfree](https://github.com/memfreeme/memfree)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://devfest.ai/repositories",
   "project": "cpacker/memgpt",
   "repository": "https://github.com/cpacker/memgpt",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Whitelisted Repositories",
    "[cpacker/memgpt](https://github.com/cpacker/memgpt)"
   ],
   "repository_evidence": [
    "# Whitelisted Repositories",
    "[cpacker/memgpt](https://github.com/cpacker/memgpt)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://devfest.ai/repositories",
   "project": "naver/mast3r",
   "repository": "https://github.com/naver/mast3r",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Whitelisted Repositories",
    "[naver/mast3r](https://github.com/naver/mast3r)"
   ],
   "repository_evidence": [
    "# Whitelisted Repositories",
    "[naver/mast3r](https://github.com/naver/mast3r)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://devfest.ai/repositories",
   "project": "alibaba/higress",
   "repository": "https://github.com/alibaba/higress",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Whitelisted Repositories",
    "[alibaba/higress](https://github.com/alibaba/higress)"
   ],
   "repository_evidence": [
    "# Whitelisted Repositories",
    "[alibaba/higress](https://github.com/alibaba/higress)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://devfest.ai/repositories",
   "project": "lobehub/lobe-chat",
   "repository": "https://github.com/lobehub/lobe-chat",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Whitelisted Repositories",
    "[lobehub/lobe-chat](https://github.com/lobehub/lobe-chat)"
   ],
   "repository_evidence": [
    "# Whitelisted Repositories",
    "[lobehub/lobe-chat](https://github.com/lobehub/lobe-chat)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://devfest.ai/repositories",
   "project": "deepset-ai/haystack",
   "repository": "https://github.com/deepset-ai/haystack",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Whitelisted Repositories",
    "[deepset-ai/haystack](https://github.com/deepset-ai/haystack)"
   ],
   "repository_evidence": [
    "# Whitelisted Repositories",
    "[deepset-ai/haystack](https://github.com/deepset-ai/haystack)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://devfest.ai/repositories",
   "project": "mobile-artificial-intelligence/maid",
   "repository": "https://github.com/mobile-artificial-intelligence/maid",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Whitelisted Repositories",
    "[mobile-artificial-intelligence/maid](https://github.com/mobile-artificial-intelligence/maid)"
   ],
   "repository_evidence": [
    "# Whitelisted Repositories",
    "[mobile-artificial-intelligence/maid](https://github.com/mobile-artificial-intelligence/maid)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://devfest.ai/repositories",
   "project": "yamadashy/repopack",
   "repository": "https://github.com/yamadashy/repopack",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Whitelisted Repositories",
    "[yamadashy/repopack](https://github.com/yamadashy/repopack)"
   ],
   "repository_evidence": [
    "# Whitelisted Repositories",
    "[yamadashy/repopack](https://github.com/yamadashy/repopack)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://devfest.ai/repositories",
   "project": "prefecthq/controlflow",
   "repository": "https://github.com/prefecthq/controlflow",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Whitelisted Repositories",
    "[prefecthq/controlflow](https://github.com/prefecthq/controlflow)"
   ],
   "repository_evidence": [
    "# Whitelisted Repositories",
    "[prefecthq/controlflow](https://github.com/prefecthq/controlflow)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://devfest.ai/repositories",
   "project": "rhymes-ai/aria",
   "repository": "https://github.com/rhymes-ai/aria",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Whitelisted Repositories",
    "[rhymes-ai/aria](https://github.com/rhymes-ai/aria)"
   ],
   "repository_evidence": [
    "# Whitelisted Repositories",
    "[rhymes-ai/aria](https://github.com/rhymes-ai/aria)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://devfest.ai/repositories",
   "project": "linkedin/liger-kernel",
   "repository": "https://github.com/linkedin/liger-kernel",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Whitelisted Repositories",
    "[linkedin/liger-kernel](https://github.com/linkedin/liger-kernel)"
   ],
   "repository_evidence": [
    "# Whitelisted Repositories",
    "[linkedin/liger-kernel](https://github.com/linkedin/liger-kernel)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://devfest.ai/repositories",
   "project": "web-infra-dev/midscene",
   "repository": "https://github.com/web-infra-dev/midscene",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Whitelisted Repositories",
    "[web-infra-dev/midscene](https://github.com/web-infra-dev/midscene)"
   ],
   "repository_evidence": [
    "# Whitelisted Repositories",
    "[web-infra-dev/midscene](https://github.com/web-infra-dev/midscene)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://devfest.ai/repositories",
   "project": "chartdb/chartdb",
   "repository": "https://github.com/chartdb/chartdb",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Whitelisted Repositories",
    "[chartdb/chartdb](https://github.com/chartdb/chartdb)"
   ],
   "repository_evidence": [
    "# Whitelisted Repositories",
    "[chartdb/chartdb](https://github.com/chartdb/chartdb)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://devfest.ai/repositories",
   "project": "significant-gravitas/autogpt",
   "repository": "https://github.com/significant-gravitas/autogpt",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Whitelisted Repositories",
    "[significant-gravitas/autogpt](https://github.com/significant-gravitas/autogpt)"
   ],
   "repository_evidence": [
    "# Whitelisted Repositories",
    "[significant-gravitas/autogpt](https://github.com/significant-gravitas/autogpt)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://devfest.ai/repositories",
   "project": "kardolus/chatgpt-cli",
   "repository": "https://github.com/kardolus/chatgpt-cli",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Whitelisted Repositories",
    "[kardolus/chatgpt-cli](https://github.com/kardolus/chatgpt-cli)"
   ],
   "repository_evidence": [
    "# Whitelisted Repositories",
    "[kardolus/chatgpt-cli](https://github.com/kardolus/chatgpt-cli)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://devfest.ai/repositories",
   "project": "mfts/papermark",
   "repository": "https://github.com/mfts/papermark",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Whitelisted Repositories",
    "[mfts/papermark](https://github.com/mfts/papermark)"
   ],
   "repository_evidence": [
    "# Whitelisted Repositories",
    "[mfts/papermark](https://github.com/mfts/papermark)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://devfest.ai/repositories",
   "project": "aryn-ai/sycamore",
   "repository": "https://github.com/aryn-ai/sycamore",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Whitelisted Repositories",
    "[aryn-ai/sycamore](https://github.com/aryn-ai/sycamore)"
   ],
   "repository_evidence": [
    "# Whitelisted Repositories",
    "[aryn-ai/sycamore](https://github.com/aryn-ai/sycamore)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://devfest.ai/repositories",
   "project": "fluid-cloudnative/fluid",
   "repository": "https://github.com/fluid-cloudnative/fluid",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Whitelisted Repositories",
    "[fluid-cloudnative/fluid](https://github.com/fluid-cloudnative/fluid)"
   ],
   "repository_evidence": [
    "# Whitelisted Repositories",
    "[fluid-cloudnative/fluid](https://github.com/fluid-cloudnative/fluid)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://devfest.ai/repositories",
   "project": "gradio-app/gradio",
   "repository": "https://github.com/gradio-app/gradio",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Whitelisted Repositories",
    "[gradio-app/gradio](https://github.com/gradio-app/gradio)"
   ],
   "repository_evidence": [
    "# Whitelisted Repositories",
    "[gradio-app/gradio](https://github.com/gradio-app/gradio)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://devfest.ai/repositories",
   "project": "chenyangsi/freeu",
   "repository": "https://github.com/chenyangsi/freeu",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Whitelisted Repositories",
    "[chenyangsi/freeu](https://github.com/chenyangsi/freeu)"
   ],
   "repository_evidence": [
    "# Whitelisted Repositories",
    "[chenyangsi/freeu](https://github.com/chenyangsi/freeu)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://devfest.ai/repositories",
   "project": "danswer-ai/danswer",
   "repository": "https://github.com/danswer-ai/danswer",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Whitelisted Repositories",
    "[danswer-ai/danswer](https://github.com/danswer-ai/danswer)"
   ],
   "repository_evidence": [
    "# Whitelisted Repositories",
    "[danswer-ai/danswer](https://github.com/danswer-ai/danswer)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://devfest.ai/repositories",
   "project": "juliadynamics/agents.jl",
   "repository": "https://github.com/juliadynamics/agents.jl",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Whitelisted Repositories",
    "[juliadynamics/agents.jl](https://github.com/juliadynamics/agents.jl)"
   ],
   "repository_evidence": [
    "# Whitelisted Repositories",
    "[juliadynamics/agents.jl](https://github.com/juliadynamics/agents.jl)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://devfest.ai/repositories",
   "project": "jomjol/ai-on-the-edge-device",
   "repository": "https://github.com/jomjol/ai-on-the-edge-device",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Whitelisted Repositories",
    "[jomjol/ai-on-the-edge-device](https://github.com/jomjol/ai-on-the-edge-device)"
   ],
   "repository_evidence": [
    "# Whitelisted Repositories",
    "[jomjol/ai-on-the-edge-device](https://github.com/jomjol/ai-on-the-edge-device)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://devfest.ai/repositories",
   "project": "mlc-ai/web-llm",
   "repository": "https://github.com/mlc-ai/web-llm",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Whitelisted Repositories",
    "[mlc-ai/web-llm](https://github.com/mlc-ai/web-llm)"
   ],
   "repository_evidence": [
    "# Whitelisted Repositories",
    "[mlc-ai/web-llm](https://github.com/mlc-ai/web-llm)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://devfest.ai/repositories",
   "project": "aiplanethub/beyondllm",
   "repository": "https://github.com/aiplanethub/beyondllm",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Whitelisted Repositories",
    "[aiplanethub/beyondllm](https://github.com/aiplanethub/beyondllm)"
   ],
   "repository_evidence": [
    "# Whitelisted Repositories",
    "[aiplanethub/beyondllm](https://github.com/aiplanethub/beyondllm)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://devfest.ai/repositories",
   "project": "livekit/agents",
   "repository": "https://github.com/livekit/agents",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Whitelisted Repositories",
    "[livekit/agents](https://github.com/livekit/agents)"
   ],
   "repository_evidence": [
    "# Whitelisted Repositories",
    "[livekit/agents](https://github.com/livekit/agents)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://devfest.ai/repositories",
   "project": "geekan/metagpt",
   "repository": "https://github.com/geekan/metagpt",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Whitelisted Repositories",
    "[geekan/metagpt](https://github.com/geekan/metagpt)"
   ],
   "repository_evidence": [
    "# Whitelisted Repositories",
    "[geekan/metagpt](https://github.com/geekan/metagpt)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://devfest.ai/repositories",
   "project": "haosulab/maniskill",
   "repository": "https://github.com/haosulab/maniskill",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Whitelisted Repositories",
    "[haosulab/maniskill](https://github.com/haosulab/maniskill)"
   ],
   "repository_evidence": [
    "# Whitelisted Repositories",
    "[haosulab/maniskill](https://github.com/haosulab/maniskill)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://devfest.ai/repositories",
   "project": "qwenlm/qwen2.5-coder",
   "repository": "https://github.com/qwenlm/qwen2.5-coder",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Whitelisted Repositories",
    "[qwenlm/qwen2.5-coder](https://github.com/qwenlm/qwen2.5-coder)"
   ],
   "repository_evidence": [
    "# Whitelisted Repositories",
    "[qwenlm/qwen2.5-coder](https://github.com/qwenlm/qwen2.5-coder)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://devfest.ai/repositories",
   "project": "phidatahq/phidata",
   "repository": "https://github.com/phidatahq/phidata",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Whitelisted Repositories",
    "[phidatahq/phidata](https://github.com/phidatahq/phidata)"
   ],
   "repository_evidence": [
    "# Whitelisted Repositories",
    "[phidatahq/phidata](https://github.com/phidatahq/phidata)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://devfest.ai/repositories",
   "project": "david-kunz/gen.nvim",
   "repository": "https://github.com/david-kunz/gen.nvim",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Whitelisted Repositories",
    "[david-kunz/gen.nvim](https://github.com/david-kunz/gen.nvim)"
   ],
   "repository_evidence": [
    "# Whitelisted Repositories",
    "[david-kunz/gen.nvim](https://github.com/david-kunz/gen.nvim)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://devfest.ai/repositories",
   "project": "argilla-io/argilla",
   "repository": "https://github.com/argilla-io/argilla",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Whitelisted Repositories",
    "[argilla-io/argilla](https://github.com/argilla-io/argilla)"
   ],
   "repository_evidence": [
    "# Whitelisted Repositories",
    "[argilla-io/argilla](https://github.com/argilla-io/argilla)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://devfest.ai/repositories",
   "project": "agnaistic/agnai",
   "repository": "https://github.com/agnaistic/agnai",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Whitelisted Repositories",
    "[agnaistic/agnai](https://github.com/agnaistic/agnai)"
   ],
   "repository_evidence": [
    "# Whitelisted Repositories",
    "[agnaistic/agnai](https://github.com/agnaistic/agnai)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://devfest.ai/repositories",
   "project": "myshell-ai/ailice",
   "repository": "https://github.com/myshell-ai/ailice",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Whitelisted Repositories",
    "[myshell-ai/ailice](https://github.com/myshell-ai/ailice)"
   ],
   "repository_evidence": [
    "# Whitelisted Repositories",
    "[myshell-ai/ailice](https://github.com/myshell-ai/ailice)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://devfest.ai/repositories",
   "project": "tensorlakeai/indexify",
   "repository": "https://github.com/tensorlakeai/indexify",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Whitelisted Repositories",
    "[tensorlakeai/indexify](https://github.com/tensorlakeai/indexify)"
   ],
   "repository_evidence": [
    "# Whitelisted Repositories",
    "[tensorlakeai/indexify](https://github.com/tensorlakeai/indexify)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://devfest.ai/repositories",
   "project": "composiohq/composio",
   "repository": "https://github.com/composiohq/composio",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Whitelisted Repositories",
    "[composiohq/composio](https://github.com/composiohq/composio)"
   ],
   "repository_evidence": [
    "# Whitelisted Repositories",
    "[composiohq/composio](https://github.com/composiohq/composio)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://devfest.ai/repositories",
   "project": "yokingma/search_with_ai",
   "repository": "https://github.com/yokingma/search_with_ai",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Whitelisted Repositories",
    "[yokingma/search_with_ai](https://github.com/yokingma/search_with_ai)"
   ],
   "repository_evidence": [
    "# Whitelisted Repositories",
    "[yokingma/search_with_ai](https://github.com/yokingma/search_with_ai)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://devfest.ai/repositories",
   "project": "kudoai/chatgpt.js",
   "repository": "https://github.com/kudoai/chatgpt.js",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Whitelisted Repositories",
    "[kudoai/chatgpt.js](https://github.com/kudoai/chatgpt.js)"
   ],
   "repository_evidence": [
    "# Whitelisted Repositories",
    "[kudoai/chatgpt.js](https://github.com/kudoai/chatgpt.js)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://arxiv.org/pdf/2603.12614v1",
   "project": "openclaw",
   "repository": "https://github.com/openclaw",
   "stars": "198000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Dataset. Our dataset consists of 20 open-source, multi-tool\nLLM agent applications (Table 2).",
    "Table 2: LLM agents in the dataset, ranked by GitHub stars.",
    "openclaw [51]\n198k"
   ],
   "repository_evidence": [
    "Dataset. Our dataset consists of 20 open-source, multi-tool\nLLM agent applications (Table 2).",
    "Table 2: LLM agents in the dataset, ranked by GitHub stars.",
    "OpenClaw Development Team. 2026. openclaw. https://github.com/openclaw."
   ],
   "stars_evidence": [
    "Dataset. Our dataset consists of 20 open-source, multi-tool\nLLM agent applications (Table 2).",
    "Table 2: LLM agents in the dataset, ranked by GitHub stars.",
    "openclaw [51]\n198k"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://arxiv.org/pdf/2603.12614v1",
   "project": "autogpt",
   "repository": "https://github.com/Significant-Gravitas/AutoGPT",
   "stars": "182000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Dataset. Our dataset consists of 20 open-source, multi-tool\nLLM agent applications (Table 2).",
    "Table 2: LLM agents in the dataset, ranked by GitHub stars.",
    "autogpt [14]\n182k"
   ],
   "repository_evidence": [
    "Dataset. Our dataset consists of 20 open-source, multi-tool\nLLM agent applications (Table 2).",
    "Table 2: LLM agents in the dataset, ranked by GitHub stars.",
    "Significant Gravitas. 2023. AutoGPT. https://github.com/Significant-Gravitas/"
   ],
   "stars_evidence": [
    "Dataset. Our dataset consists of 20 open-source, multi-tool\nLLM agent applications (Table 2).",
    "Table 2: LLM agents in the dataset, ranked by GitHub stars.",
    "autogpt [14]\n182k"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://arxiv.org/pdf/2603.12614v1",
   "project": "langflow",
   "repository": "https://github.com/langflow-ai/langflow",
   "stars": "145000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Dataset. Our dataset consists of 20 open-source, multi-tool\nLLM agent applications (Table 2).",
    "Table 2: LLM agents in the dataset, ranked by GitHub stars.",
    "langflow [23]\n145k"
   ],
   "repository_evidence": [
    "Dataset. Our dataset consists of 20 open-source, multi-tool\nLLM agent applications (Table 2).",
    "Table 2: LLM agents in the dataset, ranked by GitHub stars.",
    "LangFlow. 2023. LangFlow. https://github.com/langflow-ai/langflow."
   ],
   "stars_evidence": [
    "Dataset. Our dataset consists of 20 open-source, multi-tool\nLLM agent applications (Table 2).",
    "Table 2: LLM agents in the dataset, ranked by GitHub stars.",
    "langflow [23]\n145k"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://arxiv.org/pdf/2603.12614v1",
   "project": "langchain",
   "repository": "https://github.com/langchain-ai/langchain",
   "stars": "127000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Dataset. Our dataset consists of 20 open-source, multi-tool\nLLM agent applications (Table 2).",
    "Table 2: LLM agents in the dataset, ranked by GitHub stars.",
    "langchain [4]\n127k"
   ],
   "repository_evidence": [
    "Dataset. Our dataset consists of 20 open-source, multi-tool\nLLM agent applications (Table 2).",
    "Table 2: LLM agents in the dataset, ranked by GitHub stars.",
    "LangChain AI. 2022. LangChain. https://github.com/langchain-ai/langchain."
   ],
   "stars_evidence": [
    "Dataset. Our dataset consists of 20 open-source, multi-tool\nLLM agent applications (Table 2).",
    "Table 2: LLM agents in the dataset, ranked by GitHub stars.",
    "langchain [4]\n127k"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://arxiv.org/pdf/2603.12614v1",
   "project": "ragflow",
   "repository": "https://github.com/infiniflow/ragflow",
   "stars": "73300",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Dataset. Our dataset consists of 20 open-source, multi-tool\nLLM agent applications (Table 2).",
    "Table 2: LLM agents in the dataset, ranked by GitHub stars.",
    "ragflow [20]\n73.3k"
   ],
   "repository_evidence": [
    "Dataset. Our dataset consists of 20 open-source, multi-tool\nLLM agent applications (Table 2).",
    "Table 2: LLM agents in the dataset, ranked by GitHub stars.",
    "Infiniflow. 2023. RAGFlow. https://github.com/infiniflow/ragflow."
   ],
   "stars_evidence": [
    "Dataset. Our dataset consists of 20 open-source, multi-tool\nLLM agent applications (Table 2).",
    "Table 2: LLM agents in the dataset, ranked by GitHub stars.",
    "ragflow [20]\n73.3k"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://arxiv.org/pdf/2603.12614v1",
   "project": "metagpt",
   "repository": "https://github.com/geekan/MetaGPT",
   "stars": "64200",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Dataset. Our dataset consists of 20 open-source, multi-tool\nLLM agent applications (Table 2).",
    "Table 2: LLM agents in the dataset, ranked by GitHub stars.",
    "metagpt [18]\n64.2k"
   ],
   "repository_evidence": [
    "Dataset. Our dataset consists of 20 open-source, multi-tool\nLLM agent applications (Table 2).",
    "Table 2: LLM agents in the dataset, ranked by GitHub stars.",
    "Sirui Hong, Mingchen Zhuge, Jiaqi Chen, Xiawu Zheng, Yuheng Cheng, Ceyao\nZhang, Jinlin Wang, Zili Wang, Steven Ka Shing Yau, Zijuan Lin, Liyang Zhou,\nChenyu Ran, Lingfeng Xiao, Chenglin Wu, and J\u00fcrgen Schmidhuber. 2024.\nMetaGPT: Meta Programming for A Multi-Agent Collaborative Framework.\narXiv:2308.00352 [cs.AI] https://arxiv.org/abs/2308.00352"
   ],
   "stars_evidence": [
    "Dataset. Our dataset consists of 20 open-source, multi-tool\nLLM agent applications (Table 2).",
    "Table 2: LLM agents in the dataset, ranked by GitHub stars.",
    "metagpt [18]\n64.2k"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://arxiv.org/pdf/2603.12614v1",
   "project": "llama_index",
   "repository": "https://github.com/run-llama/llama_index",
   "stars": "47000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Dataset. Our dataset consists of 20 open-source, multi-tool\nLLM agent applications (Table 2).",
    "Table 2: LLM agents in the dataset, ranked by GitHub stars.",
    "llama_index [29]\n47k"
   ],
   "repository_evidence": [
    "Dataset. Our dataset consists of 20 open-source, multi-tool\nLLM agent applications (Table 2).",
    "Table 2: LLM agents in the dataset, ranked by GitHub stars.",
    "LlamaIndex. 2022. LlamaIndex. https://github.com/run-llama/llama_index."
   ],
   "stars_evidence": [
    "Dataset. Our dataset consists of 20 open-source, multi-tool\nLLM agent applications (Table 2).",
    "Table 2: LLM agents in the dataset, ranked by GitHub stars.",
    "llama_index [29]\n47k"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://arxiv.org/pdf/2603.12614v1",
   "project": "chatchat",
   "repository": "https://github.com/chatchat-space/Langchain-Chatchat",
   "stars": "37300",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Dataset. Our dataset consists of 20 open-source, multi-tool\nLLM agent applications (Table 2).",
    "Table 2: LLM agents in the dataset, ranked by GitHub stars.",
    "chatchat [8]\n37.3k"
   ],
   "repository_evidence": [
    "Dataset. Our dataset consists of 20 open-source, multi-tool\nLLM agent applications (Table 2).",
    "Table 2: LLM agents in the dataset, ranked by GitHub stars.",
    "chatchat space. 2023. ChatChat. https://github.com/chatchat-space/Langchain-"
   ],
   "stars_evidence": [
    "Dataset. Our dataset consists of 20 open-source, multi-tool\nLLM agent applications (Table 2).",
    "Table 2: LLM agents in the dataset, ranked by GitHub stars.",
    "chatchat [8]\n37.3k"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://arxiv.org/pdf/2603.12614v1",
   "project": "vanna",
   "repository": "https://github.com/vanna-ai/vanna",
   "stars": "22700",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Dataset. Our dataset consists of 20 open-source, multi-tool\nLLM agent applications (Table 2).",
    "Table 2: LLM agents in the dataset, ranked by GitHub stars.",
    "vanna [5]\n22.7k"
   ],
   "repository_evidence": [
    "Dataset. Our dataset consists of 20 open-source, multi-tool\nLLM agent applications (Table 2).",
    "Table 2: LLM agents in the dataset, ranked by GitHub stars.",
    "Vanna AI. 2023. Vanna. https://github.com/vanna-ai/vanna."
   ],
   "stars_evidence": [
    "Dataset. Our dataset consists of 20 open-source, multi-tool\nLLM agent applications (Table 2).",
    "Table 2: LLM agents in the dataset, ranked by GitHub stars.",
    "vanna [5]\n22.7k"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://arxiv.org/pdf/2603.12614v1",
   "project": "dbgpt",
   "repository": "https://github.com/eosphoros-ai/DB-GPT",
   "stars": "18100",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Dataset. Our dataset consists of 20 open-source, multi-tool\nLLM agent applications (Table 2).",
    "Table 2: LLM agents in the dataset, ranked by GitHub stars.",
    "dbgpt [13]\n18.1k"
   ],
   "repository_evidence": [
    "Dataset. Our dataset consists of 20 open-source, multi-tool\nLLM agent applications (Table 2).",
    "Table 2: LLM agents in the dataset, ranked by GitHub stars.",
    "eosphoros ai. 2023. DB-GPT. https://github.com/eosphoros-ai/DB-GPT."
   ],
   "stars_evidence": [
    "Dataset. Our dataset consists of 20 open-source, multi-tool\nLLM agent applications (Table 2).",
    "Table 2: LLM agents in the dataset, ranked by GitHub stars.",
    "dbgpt [13]\n18.1k"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://arxiv.org/pdf/2603.12614v1",
   "project": "superagi",
   "repository": "https://github.com/TransformerOptimus/SuperAGI",
   "stars": "17200",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Dataset. Our dataset consists of 20 open-source, multi-tool\nLLM agent applications (Table 2).",
    "Table 2: LLM agents in the dataset, ranked by GitHub stars.",
    "superagi [49]\n17.2k"
   ],
   "repository_evidence": [
    "Dataset. Our dataset consists of 20 open-source, multi-tool\nLLM agent applications (Table 2).",
    "Table 2: LLM agents in the dataset, ranked by GitHub stars.",
    "SuperAGI. 2023. SuperAGI. https://github.com/TransformerOptimus/SuperAGI."
   ],
   "stars_evidence": [
    "Dataset. Our dataset consists of 20 open-source, multi-tool\nLLM agent applications (Table 2).",
    "Table 2: LLM agents in the dataset, ranked by GitHub stars.",
    "superagi [49]\n17.2k"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://arxiv.org/pdf/2603.12614v1",
   "project": "agentscope",
   "repository": "https://github.com/modelscope/agentscope",
   "stars": "16400",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Dataset. Our dataset consists of 20 open-source, multi-tool\nLLM agent applications (Table 2).",
    "Table 2: LLM agents in the dataset, ranked by GitHub stars.",
    "agentscope [35]\n16.4k"
   ],
   "repository_evidence": [
    "Dataset. Our dataset consists of 20 open-source, multi-tool\nLLM agent applications (Table 2).",
    "Table 2: LLM agents in the dataset, ranked by GitHub stars.",
    "ModelScope. 2023. AgentScope. https://github.com/modelscope/agentscope."
   ],
   "stars_evidence": [
    "Dataset. Our dataset consists of 20 open-source, multi-tool\nLLM agent applications (Table 2).",
    "Table 2: LLM agents in the dataset, ranked by GitHub stars.",
    "agentscope [35]\n16.4k"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://arxiv.org/pdf/2603.12614v1",
   "project": "agentzero",
   "repository": "https://github.com/agent0ai/agent-zero",
   "stars": "14700",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Dataset. Our dataset consists of 20 open-source, multi-tool\nLLM agent applications (Table 2).",
    "Table 2: LLM agents in the dataset, ranked by GitHub stars.",
    "agentzero [1]\n14.7k"
   ],
   "repository_evidence": [
    "Dataset. Our dataset consists of 20 open-source, multi-tool\nLLM agent applications (Table 2).",
    "Table 2: LLM agents in the dataset, ranked by GitHub stars.",
    "agent0ai. 2023. AgentZero. https://github.com/agent0ai/agent-zero."
   ],
   "stars_evidence": [
    "Dataset. Our dataset consists of 20 open-source, multi-tool\nLLM agent applications (Table 2).",
    "Table 2: LLM agents in the dataset, ranked by GitHub stars.",
    "agentzero [1]\n14.7k"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://arxiv.org/pdf/2603.12614v1",
   "project": "bisheng",
   "repository": "https://github.com/dataelement/bisheng",
   "stars": "11100",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Dataset. Our dataset consists of 20 open-source, multi-tool\nLLM agent applications (Table 2).",
    "Table 2: LLM agents in the dataset, ranked by GitHub stars.",
    "bisheng [11]\n11.1k"
   ],
   "repository_evidence": [
    "Dataset. Our dataset consists of 20 open-source, multi-tool\nLLM agent applications (Table 2).",
    "Table 2: LLM agents in the dataset, ranked by GitHub stars.",
    "DataElement. 2023. Bisheng. https://github.com/dataelement/bisheng."
   ],
   "stars_evidence": [
    "Dataset. Our dataset consists of 20 open-source, multi-tool\nLLM agent applications (Table 2).",
    "Table 2: LLM agents in the dataset, ranked by GitHub stars.",
    "bisheng [11]\n11.1k"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://arxiv.org/pdf/2603.12614v1",
   "project": "xagent",
   "repository": "https://github.com/OpenBMB/XAgent",
   "stars": "8500",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Dataset. Our dataset consists of 20 open-source, multi-tool\nLLM agent applications (Table 2).",
    "Table 2: LLM agents in the dataset, ranked by GitHub stars.",
    "xagent [39]\n8.5k"
   ],
   "repository_evidence": [
    "Dataset. Our dataset consists of 20 open-source, multi-tool\nLLM agent applications (Table 2).",
    "Table 2: LLM agents in the dataset, ranked by GitHub stars.",
    "OpenBMB. 2023. XAgent. https://github.com/OpenBMB/XAgent."
   ],
   "stars_evidence": [
    "Dataset. Our dataset consists of 20 open-source, multi-tool\nLLM agent applications (Table 2).",
    "Table 2: LLM agents in the dataset, ranked by GitHub stars.",
    "xagent [39]\n8.5k"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://arxiv.org/pdf/2603.12614v1",
   "project": "taskweaver",
   "repository": "https://github.com/microsoft/TaskWeaver",
   "stars": "6100",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Dataset. Our dataset consists of 20 open-source, multi-tool\nLLM agent applications (Table 2).",
    "Table 2: LLM agents in the dataset, ranked by GitHub stars.",
    "taskweaver [34]\n6.1k"
   ],
   "repository_evidence": [
    "Dataset. Our dataset consists of 20 open-source, multi-tool\nLLM agent applications (Table 2).",
    "Table 2: LLM agents in the dataset, ranked by GitHub stars.",
    "Microsoft. 2023. TaskWeaver. https://github.com/microsoft/TaskWeaver."
   ],
   "stars_evidence": [
    "Dataset. Our dataset consists of 20 open-source, multi-tool\nLLM agent applications (Table 2).",
    "Table 2: LLM agents in the dataset, ranked by GitHub stars.",
    "taskweaver [34]\n6.1k"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://arxiv.org/pdf/2603.12614v1",
   "project": "taskingai",
   "repository": "https://github.com/TaskingAI/TaskingAI",
   "stars": "5400",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Dataset. Our dataset consists of 20 open-source, multi-tool\nLLM agent applications (Table 2).",
    "Table 2: LLM agents in the dataset, ranked by GitHub stars.",
    "taskingai [50]\n5.4k"
   ],
   "repository_evidence": [
    "Dataset. Our dataset consists of 20 open-source, multi-tool\nLLM agent applications (Table 2).",
    "Table 2: LLM agents in the dataset, ranked by GitHub stars.",
    "TaskingAI. 2024. TaskingAI. https://github.com/TaskingAI/TaskingAI."
   ],
   "stars_evidence": [
    "Dataset. Our dataset consists of 20 open-source, multi-tool\nLLM agent applications (Table 2).",
    "Table 2: LLM agents in the dataset, ranked by GitHub stars.",
    "taskingai [50]\n5.4k"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://arxiv.org/pdf/2603.12614v1",
   "project": "langroid",
   "repository": "https://github.com/langroid/langroid",
   "stars": "3900",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Dataset. Our dataset consists of 20 open-source, multi-tool\nLLM agent applications (Table 2).",
    "Table 2: LLM agents in the dataset, ranked by GitHub stars.",
    "langroid [24]\n3.9k"
   ],
   "repository_evidence": [
    "Dataset. Our dataset consists of 20 open-source, multi-tool\nLLM agent applications (Table 2).",
    "Table 2: LLM agents in the dataset, ranked by GitHub stars.",
    "Langroid. 2023. Langroid. https://github.com/langroid/langroid."
   ],
   "stars_evidence": [
    "Dataset. Our dataset consists of 20 open-source, multi-tool\nLLM agent applications (Table 2).",
    "Table 2: LLM agents in the dataset, ranked by GitHub stars.",
    "langroid [24]\n3.9k"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://arxiv.org/pdf/2603.12614v1",
   "project": "griptape",
   "repository": "https://github.com/griptape-ai/griptape",
   "stars": "2500",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Dataset. Our dataset consists of 20 open-source, multi-tool\nLLM agent applications (Table 2).",
    "Table 2: LLM agents in the dataset, ranked by GitHub stars.",
    "griptape [3]\n2.5k"
   ],
   "repository_evidence": [
    "Dataset. Our dataset consists of 20 open-source, multi-tool\nLLM agent applications (Table 2).",
    "Table 2: LLM agents in the dataset, ranked by GitHub stars.",
    "Griptape AI. 2023. Griptape. https://github.com/griptape-ai/griptape."
   ],
   "stars_evidence": [
    "Dataset. Our dataset consists of 20 open-source, multi-tool\nLLM agent applications (Table 2).",
    "Table 2: LLM agents in the dataset, ranked by GitHub stars.",
    "griptape [3]\n2.5k"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://arxiv.org/pdf/2603.12614v1",
   "project": "lagent",
   "repository": "https://github.com/InternLM/lagent",
   "stars": "2200",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Dataset. Our dataset consists of 20 open-source, multi-tool\nLLM agent applications (Table 2).",
    "Table 2: LLM agents in the dataset, ranked by GitHub stars.",
    "lagent [21]\n2.2k"
   ],
   "repository_evidence": [
    "Dataset. Our dataset consists of 20 open-source, multi-tool\nLLM agent applications (Table 2).",
    "Table 2: LLM agents in the dataset, ranked by GitHub stars.",
    "InternLM. 2023. Lagent. https://github.com/InternLM/lagent."
   ],
   "stars_evidence": [
    "Dataset. Our dataset consists of 20 open-source, multi-tool\nLLM agent applications (Table 2).",
    "Table 2: LLM agents in the dataset, ranked by GitHub stars.",
    "lagent [21]\n2.2k"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://zylos.ai/research/2026-01-10-browser-automation-deep-dive",
   "project": "Browser Use",
   "repository": null,
   "stars": "71400",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Browser Automation Deep Dive: Code Analysis & Visualization",
    "Key Projects Comparison",
    "| Project | Stars | Approach | Key Strength |",
    "| **Browser Use** | 71.4k | DOM+Accessibility+Vision | Paint-order filtering, demo mode |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# Browser Automation Deep Dive: Code Analysis & Visualization",
    "Key Projects Comparison",
    "| Project | Stars | Approach | Key Strength |",
    "| **Browser Use** | 71.4k | DOM+Accessibility+Vision | Paint-order filtering, demo mode |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://zylos.ai/research/2026-01-10-browser-automation-deep-dive",
   "project": "Skyvern",
   "repository": null,
   "stars": "15000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Browser Automation Deep Dive: Code Analysis & Visualization",
    "Key Projects Comparison",
    "| Project | Stars | Approach | Key Strength |",
    "| **Skyvern** | 15k+ | Vision+DOM hybrid | Enterprise features, multi-agent |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# Browser Automation Deep Dive: Code Analysis & Visualization",
    "Key Projects Comparison",
    "| Project | Stars | Approach | Key Strength |",
    "| **Skyvern** | 15k+ | Vision+DOM hybrid | Enterprise features, multi-agent |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://zylos.ai/research/2026-01-10-browser-automation-deep-dive",
   "project": "Stagehand",
   "repository": null,
   "stars": "10000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Browser Automation Deep Dive: Code Analysis & Visualization",
    "Key Projects Comparison",
    "| Project | Stars | Approach | Key Strength |",
    "| **Stagehand** | 10k+ | Accessibility tree + caching | 70% cost reduction |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# Browser Automation Deep Dive: Code Analysis & Visualization",
    "Key Projects Comparison",
    "| Project | Stars | Approach | Key Strength |",
    "| **Stagehand** | 10k+ | Accessibility tree + caching | 70% cost reduction |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://zylos.ai/research/2026-01-10-browser-automation-deep-dive",
   "project": "LaVague",
   "repository": null,
   "stars": "8000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Browser Automation Deep Dive: Code Analysis & Visualization",
    "Key Projects Comparison",
    "| Project | Stars | Approach | Key Strength |",
    "| **LaVague** | 8k+ | Modular architecture | Local model support |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# Browser Automation Deep Dive: Code Analysis & Visualization",
    "Key Projects Comparison",
    "| Project | Stars | Approach | Key Strength |",
    "| **LaVague** | 8k+ | Modular architecture | Local model support |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://zylos.ai/research/2026-01-10-browser-automation-deep-dive",
   "project": "AgentQL",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Browser Automation Deep Dive: Code Analysis & Visualization",
    "Key Projects Comparison",
    "| Project | Stars | Approach | Key Strength |",
    "| **AgentQL** | - | Semantic query language | Self-healing selectors |"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/topics/deep-research",
   "project": "BettaFish",
   "repository": "/666ghj/BettaFish",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Here are 627 public repositories matching this topic...",
    "[![BettaFish](https://repository-images.githubusercontent.com/822604462/bc43617c-4efc-4742-b64d-9a14f511ad02)](/666ghj/BettaFish)"
   ],
   "repository_evidence": [
    "Here are 627 public repositories matching this topic...",
    "[![BettaFish](https://repository-images.githubusercontent.com/822604462/bc43617c-4efc-4742-b64d-9a14f511ad02)](/666ghj/BettaFish)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/topics/deep-research",
   "project": "storm",
   "repository": "/stanford-oval/storm",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Here are 627 public repositories matching this topic...",
    "[![storm](https://repository-images.githubusercontent.com/776854298/2ff7b3f6-ed96-4dab-858e-be473611fdf3)](/stanford-oval/storm)"
   ],
   "repository_evidence": [
    "Here are 627 public repositories matching this topic...",
    "[![storm](https://repository-images.githubusercontent.com/776854298/2ff7b3f6-ed96-4dab-858e-be473611fdf3)](/stanford-oval/storm)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/topics/deep-research",
   "project": "Sidekick",
   "repository": "/johnbean393/Sidekick",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Here are 627 public repositories matching this topic...",
    "[![Sidekick](https://repository-images.githubusercontent.com/869881190/80f7a1af-1332-46b4-8d2f-9b2270e76b42)](/johnbean393/Sidekick)"
   ],
   "repository_evidence": [
    "Here are 627 public repositories matching this topic...",
    "[![Sidekick](https://repository-images.githubusercontent.com/869881190/80f7a1af-1332-46b4-8d2f-9b2270e76b42)](/johnbean393/Sidekick)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/topics/deep-research",
   "project": "hyperresearch",
   "repository": "/jordan-gibbs/hyperresearch",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Here are 627 public repositories matching this topic...",
    "[![hyperresearch](https://repository-images.githubusercontent.com/1206357666/3dfdff14-545d-4136-8858-b5ed5deb9e5d)](/jordan-gibbs/hyperresearch)"
   ],
   "repository_evidence": [
    "Here are 627 public repositories matching this topic...",
    "[![hyperresearch](https://repository-images.githubusercontent.com/1206357666/3dfdff14-545d-4136-8858-b5ed5deb9e5d)](/jordan-gibbs/hyperresearch)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/topics/deep-research",
   "project": "OpenResearcher",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Here are 627 public repositories matching this topic...",
    "OpenResearcher: A Fully Open Pipeline for Long-Horizon Deep Research Trajectory Synthesis"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/topics/deep-research",
   "project": "browserable",
   "repository": "/browserable/browserable",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Here are 627 public repositories matching this topic...",
    "[![browserable](https://repository-images.githubusercontent.com/962079433/89496a34-2bdf-496d-89b8-89718899596f)](/browserable/browserable)"
   ],
   "repository_evidence": [
    "Here are 627 public repositories matching this topic...",
    "[![browserable](https://repository-images.githubusercontent.com/962079433/89496a34-2bdf-496d-89b8-89718899596f)](/browserable/browserable)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/topics/deep-research",
   "project": "sgr-agent-core",
   "repository": "/vamplabAI/sgr-agent-core",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Here are 627 public repositories matching this topic...",
    "[![sgr-agent-core](https://repository-images.githubusercontent.com/1044710507/b1828ccf-6dc5-4940-b2ab-c533818caa37)](/vamplabAI/sgr-agent-core)"
   ],
   "repository_evidence": [
    "Here are 627 public repositories matching this topic...",
    "[![sgr-agent-core](https://repository-images.githubusercontent.com/1044710507/b1828ccf-6dc5-4940-b2ab-c533818caa37)](/vamplabAI/sgr-agent-core)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://ibm.github.io/beeai-workshop/",
   "project": "BeeAI Framework",
   "repository": "https://github.com/i-am-bee/beeai-framework",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Welcome to BeeAI\u00b6",
    "Check out our documentation for the [BeeAI Framework](https://github.com/i-am-bee/beeai-framework) and [BeeAI Platform](https://docs.beeai.dev/introduction/welcome)"
   ],
   "repository_evidence": [
    "# Welcome to BeeAI\u00b6",
    "Check out our documentation for the [BeeAI Framework](https://github.com/i-am-bee/beeai-framework) and [BeeAI Platform](https://docs.beeai.dev/introduction/welcome)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://youtube.com/watch?v=hjhhSWJFJsI",
   "project": "Open Manis",
   "repository": null,
   "stars": "56000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## Transcript",
    "That's the gap Open Manis is trying to fill."
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "## Transcript",
    "They put the prototype together in about 3 hours, and it now sits on GitHub with around 56,000 stars and almost 10,000 forks."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/SMuflhi/TaskingAI",
   "project": "TaskingAI",
   "repository": "https://github.com/taskingai/taskingai.git",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# TaskingAI",
    "[TaskingAI](https://www.tasking.ai) brings Firebase's simplicity to **AI-native app development**."
   ],
   "repository_evidence": [
    "First, clone the TaskingAI (community edition) repository from GitHub.",
    "git clone https://github.com/taskingai/taskingai.git cd taskingai"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/SMuflhi/TaskingAI",
   "project": "LangChain",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "TaskingAI addresses these challenges with a **decoupled modular design** and **extensive model compatibility**, adhering to **open-source principles**.",
    "**LangChain** is a tool framework for LLM application development, but it faces practical limitations:"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://dev.to/wartzarbee/pydantic-ai-keeps-one-growing-message-list-per-run-and-re-sends-the-whole-thing-every-step-4o7b",
   "project": "ci-guardrail",
   "repository": "https://github.com/wartzar-bee/ci-guardrail",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Pydantic AI keeps one growing message list per run \u2014 and re-sends the whole thing every step",
    "And if this runs in CI, gate it: [`wartzar-bee/ci-guardrail`](https://github.com/wartzar-bee/ci-guardrail) is an Apache-2.0 GitHub Action (built on tokenscope) that fails the check when a run crosses an absolute `max-usd` ceiling \u2014 so the quadratic step doesn't reach production as a silent 4\u00d7 before anyone notices."
   ],
   "repository_evidence": [
    "Pydantic AI keeps one growing message list per run \u2014 and re-sends the whole thing every step",
    "And if this runs in CI, gate it: [`wartzar-bee/ci-guardrail`](https://github.com/wartzar-bee/ci-guardrail) is an Apache-2.0 GitHub Action (built on tokenscope) that fails the check when a run crosses an absolute `max-usd` ceiling \u2014 so the quadratic step doesn't reach production as a silent 4\u00d7 before anyone notices."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://gitleads.app/blog/find-llm-framework-developer-leads",
   "project": "langchain",
   "repository": "langchain-ai/langchain",
   "stars": "100000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## GitHub Repos That Surface LLM Framework Developer Leads",
    "- langchain-ai/langchain (100k+ stars) \u2014 the most-starred LLM framework; stargazers include production AI engineers at startups and enterprises evaluating full AI tooling stacks"
   ],
   "repository_evidence": [
    "## GitHub Repos That Surface LLM Framework Developer Leads",
    "- langchain-ai/langchain (100k+ stars) \u2014 the most-starred LLM framework; stargazers include production AI engineers at startups and enterprises evaluating full AI tooling stacks"
   ],
   "stars_evidence": [
    "## GitHub Repos That Surface LLM Framework Developer Leads",
    "- langchain-ai/langchain (100k+ stars) \u2014 the most-starred LLM framework; stargazers include production AI engineers at startups and enterprises evaluating full AI tooling stacks"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://gitleads.app/blog/find-llm-framework-developer-leads",
   "project": "llama_index",
   "repository": "run-llama/llama_index",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## GitHub Repos That Surface LLM Framework Developer Leads",
    "- run-llama/llama_index \u2014 LlamaIndex RAG and data agents; stargazers are building retrieval pipelines and evaluating vector databases, chunking strategies, and embedding models"
   ],
   "repository_evidence": [
    "## GitHub Repos That Surface LLM Framework Developer Leads",
    "- run-llama/llama_index \u2014 LlamaIndex RAG and data agents; stargazers are building retrieval pipelines and evaluating vector databases, chunking strategies, and embedding models"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://gitleads.app/blog/find-llm-framework-developer-leads",
   "project": "haystack",
   "repository": "deepset-ai/haystack",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## GitHub Repos That Surface LLM Framework Developer Leads",
    "- deepset-ai/haystack \u2014 Haystack AI pipelines; contributors and stargazers include MLOps engineers and enterprise AI platform teams"
   ],
   "repository_evidence": [
    "## GitHub Repos That Surface LLM Framework Developer Leads",
    "- deepset-ai/haystack \u2014 Haystack AI pipelines; contributors and stargazers include MLOps engineers and enterprise AI platform teams"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://gitleads.app/blog/find-llm-framework-developer-leads",
   "project": "dspy",
   "repository": "stanfordnlp/dspy",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## GitHub Repos That Surface LLM Framework Developer Leads",
    "- stanfordnlp/dspy \u2014 DSPy prompt optimization; contributors are AI researchers and production ML engineers who care deeply about model performance tooling"
   ],
   "repository_evidence": [
    "## GitHub Repos That Surface LLM Framework Developer Leads",
    "- stanfordnlp/dspy \u2014 DSPy prompt optimization; contributors are AI researchers and production ML engineers who care deeply about model performance tooling"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://gitleads.app/blog/find-llm-framework-developer-leads",
   "project": "pydantic-ai",
   "repository": "pydantic/pydantic-ai",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## GitHub Repos That Surface LLM Framework Developer Leads",
    "- pydantic/pydantic-ai \u2014 PydanticAI agent framework; stargazers tend to be Python-first production engineers building structured AI applications"
   ],
   "repository_evidence": [
    "## GitHub Repos That Surface LLM Framework Developer Leads",
    "- pydantic/pydantic-ai \u2014 PydanticAI agent framework; stargazers tend to be Python-first production engineers building structured AI applications"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://gitleads.app/blog/find-llm-framework-developer-leads",
   "project": "crewAI",
   "repository": "crewAIInc/crewAI",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## GitHub Repos That Surface LLM Framework Developer Leads",
    "- crewAIInc/crewAI \u2014 CrewAI multi-agent orchestration; stars signal teams building autonomous agent workflows, buyers for hosted compute and orchestration tooling"
   ],
   "repository_evidence": [
    "## GitHub Repos That Surface LLM Framework Developer Leads",
    "- crewAIInc/crewAI \u2014 CrewAI multi-agent orchestration; stars signal teams building autonomous agent workflows, buyers for hosted compute and orchestration tooling"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://gitleads.app/blog/find-llm-framework-developer-leads",
   "project": "mastra",
   "repository": "mastra-ai/mastra",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## GitHub Repos That Surface LLM Framework Developer Leads",
    "- mastra-ai/mastra \u2014 Mastra TypeScript AI framework; stargazers are TypeScript engineers building AI apps, buyers for edge compute and managed model APIs"
   ],
   "repository_evidence": [
    "## GitHub Repos That Surface LLM Framework Developer Leads",
    "- mastra-ai/mastra \u2014 Mastra TypeScript AI framework; stargazers are TypeScript engineers building AI apps, buyers for edge compute and managed model APIs"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://gitleads.app/blog/find-llm-framework-developer-leads",
   "project": "autogen",
   "repository": "microsoft/autogen",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## GitHub Repos That Surface LLM Framework Developer Leads",
    "- microsoft/autogen \u2014 AutoGen multi-agent; contributors include enterprise AI teams with significant compute and tooling budgets"
   ],
   "repository_evidence": [
    "## GitHub Repos That Surface LLM Framework Developer Leads",
    "- microsoft/autogen \u2014 AutoGen multi-agent; contributors include enterprise AI teams with significant compute and tooling budgets"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://ar5iv.labs.arxiv.org/html/2604.21284",
   "project": "MemPalace",
   "repository": "https://github.com/MemPalace/mempalace",
   "stars": "47900",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Spatial Metaphors for LLM Memory:\nA Critical Analysis of the MemPalace Architecture",
    "MemPalace is an open-source AI memory system that applies the ancient *method of loci* (memory palace) spatial metaphor to organize long-term memory for large language models.",
    "MemPalace (10) arrived in April 2026 with an unconventional proposition: borrow the organizational structure of the *method of loci*\u2014a 2,500-year-old mnemonic technique\u2014and use it to organize AI memory."
   ],
   "repository_evidence": [
    "MemPalace: method of loci for AI memory. Note: MIT License. Accessed April 2026. Originally at [https://github.com/milla-jovovich/mempalace](https://github.com/milla-jovovich/mempalace), migrated to MemPalace organization External Links: [Link](https://github.com/MemPalace/mempalace) Cited by: \u00a71."
   ],
   "stars_evidence": [
    "MemPalace: method of loci for AI memory. Note: MIT License. Accessed April 2026. Originally at [https://github.com/milla-jovovich/mempalace](https://github.com/milla-jovovich/mempalace), migrated to MemPalace organization External Links: [Link](https://github.com/MemPalace/mempalace) Cited by: \u00a71.",
    "Launched in April 2026, the project accumulated over 47,000 GitHub stars in its first two weeks and claims state-of-the-art retrieval performance on the LongMemEval benchmark (96.6% Recall@5) without requiring any LLM inference at write time.",
    "By April 19, 2026\u2014two weeks after launch\u2014the count exceeded 47,900 stars and 6,000+ forks, making it one of the fastest-growing AI projects in GitHub history."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://www.reddit.com/r/AI_Agents/comments/1nfz717/which_ai_agent_framework_do_you_find_most/",
   "project": "FlowMetr",
   "repository": "https://github.com/FlowMetr/FlowMetr",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "I have been testing out different AI agent frameworks recently like LangGraph, CrewAI, and AutoGen.",
    "Regarding debugging, i recently published [FlowMetr ](https://github.com/FlowMetr/FlowMetr), a self hostable event based observability platform."
   ],
   "repository_evidence": [
    "I have been testing out different AI agent frameworks recently like LangGraph, CrewAI, and AutoGen.",
    "Regarding debugging, i recently published [FlowMetr ](https://github.com/FlowMetr/FlowMetr), a self hostable event based observability platform."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://www.reddit.com/r/AI_Agents/comments/1nfz717/which_ai_agent_framework_do_you_find_most/",
   "project": "pydantic-ai",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "I have been testing out different AI agent frameworks recently like LangGraph, CrewAI, and AutoGen.",
    "pip install [pydantic-ai](https://ai.pydantic.dev)"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://www.reddit.com/r/AI_Agents/comments/1nfz717/which_ai_agent_framework_do_you_find_most/",
   "project": "Agno",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "I have been testing out different AI agent frameworks recently like LangGraph, CrewAI, and AutoGen.",
    "I prefer [Agno](https://docs.agno.com/introduction) for its simplicity, clean documentation, speed over langraph in execution, and lastly stable APIs."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://www.reddit.com/r/AI_Agents/comments/1nfz717/which_ai_agent_framework_do_you_find_most/",
   "project": "npcpy",
   "repository": "https://github.com/npc-worldwide/npcpy",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "I have been testing out different AI agent frameworks recently like LangGraph, CrewAI, and AutoGen.",
    "npcpy \n\n[https://github.com/npc-worldwide/npcpy](https://github.com/npc-worldwide/npcpy)"
   ],
   "repository_evidence": [
    "I have been testing out different AI agent frameworks recently like LangGraph, CrewAI, and AutoGen.",
    "npcpy \n\n[https://github.com/npc-worldwide/npcpy](https://github.com/npc-worldwide/npcpy)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://www.reddit.com/r/AI_Agents/comments/1nfz717/which_ai_agent_framework_do_you_find_most/",
   "project": "LYRN",
   "repository": "https://github.com/bsides230/LYRN",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "I have been testing out different AI agent frameworks recently like LangGraph, CrewAI, and AutoGen.",
    "[https://github.com/bsides230/LYRN](https://github.com/bsides230/LYRN)"
   ],
   "repository_evidence": [
    "I have been testing out different AI agent frameworks recently like LangGraph, CrewAI, and AutoGen.",
    "[https://github.com/bsides230/LYRN](https://github.com/bsides230/LYRN)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://www.reddit.com/r/AI_Agents/comments/1nfz717/which_ai_agent_framework_do_you_find_most/",
   "project": "VoltAgent",
   "repository": "https://github.com/VoltAgent/voltagent",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "I have been testing out different AI agent frameworks recently like LangGraph, CrewAI, and AutoGen.",
    "I\u2019m one of the maintainers of VoltAgent."
   ],
   "repository_evidence": [
    "I have been testing out different AI agent frameworks recently like LangGraph, CrewAI, and AutoGen.",
    "[https://github.com/VoltAgent/voltagent](https://github.com/VoltAgent/voltagent)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://amux.io/lists/open-source-ai-coding-tools-2026",
   "project": "amux",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Best Open Source AI Coding Tools 2026",
    "Only OSS tools \u2014 license, GitHub stars, language, and honest strengths. No SaaS wrappers. Last updated July 2026.",
    "| Tool | License | Language | Type | Model provider |",
    "| **amux** | MIT + Commons Clause | Python | Fleet orchestrator | Any (Claude Code, Codex, Gemini CLI) |"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://amux.io/lists/open-source-ai-coding-tools-2026",
   "project": "Aider",
   "repository": "https://github.com/Aider-AI/aider",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Best Open Source AI Coding Tools 2026",
    "Only OSS tools \u2014 license, GitHub stars, language, and honest strengths. No SaaS wrappers. Last updated July 2026.",
    "| Tool | License | Language | Type | Model provider |",
    "| **Aider** | Apache 2.0 | Python | Terminal agent | Any LLM (incl. local Ollama) |",
    "**Strength:** Model agnostic, excellent git integration, large community, well-documented. [github.com/Aider-AI/aider](https://github.com/Aider-AI/aider)"
   ],
   "repository_evidence": [
    "# Best Open Source AI Coding Tools 2026",
    "Only OSS tools \u2014 license, GitHub stars, language, and honest strengths. No SaaS wrappers. Last updated July 2026.",
    "## Aider \u2014 The original open-source coding agent",
    "**Strength:** Model agnostic, excellent git integration, large community, well-documented. [github.com/Aider-AI/aider](https://github.com/Aider-AI/aider)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://amux.io/lists/open-source-ai-coding-tools-2026",
   "project": "Cline / Roo Code",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Best Open Source AI Coding Tools 2026",
    "Only OSS tools \u2014 license, GitHub stars, language, and honest strengths. No SaaS wrappers. Last updated July 2026.",
    "| Tool | License | Language | Type | Model provider |",
    "| **Cline / Roo Code** | Apache 2.0 / MIT | TypeScript | VS Code extension | Any (Claude, GPT-4, Gemini, local) |"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://amux.io/lists/open-source-ai-coding-tools-2026",
   "project": "OpenHands",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Best Open Source AI Coding Tools 2026",
    "Only OSS tools \u2014 license, GitHub stars, language, and honest strengths. No SaaS wrappers. Last updated July 2026.",
    "| Tool | License | Language | Type | Model provider |",
    "| **OpenHands** | MIT | Python | Autonomous agent + sandbox | Claude, GPT-4, local |"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://amux.io/lists/open-source-ai-coding-tools-2026",
   "project": "Continue.dev",
   "repository": "https://github.com/continuedev/continue",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Best Open Source AI Coding Tools 2026",
    "Only OSS tools \u2014 license, GitHub stars, language, and honest strengths. No SaaS wrappers. Last updated July 2026.",
    "| Tool | License | Language | Type | Model provider |",
    "| **Continue.dev** | Apache 2.0 | TypeScript | IDE extension (VS Code + JetBrains) | Any (50+ model providers) |",
    "**Strength:** Provider flexibility, JetBrains support, customizable context, strong local model support. [github.com/continuedev/continue](https://github.com/continuedev/continue)"
   ],
   "repository_evidence": [
    "# Best Open Source AI Coding Tools 2026",
    "Only OSS tools \u2014 license, GitHub stars, language, and honest strengths. No SaaS wrappers. Last updated July 2026.",
    "## Continue.dev \u2014 IDE completion and chat",
    "**Strength:** Provider flexibility, JetBrains support, customizable context, strong local model support. [github.com/continuedev/continue](https://github.com/continuedev/continue)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://amux.io/lists/open-source-ai-coding-tools-2026",
   "project": "Goose (Block)",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Best Open Source AI Coding Tools 2026",
    "Only OSS tools \u2014 license, GitHub stars, language, and honest strengths. No SaaS wrappers. Last updated July 2026.",
    "| Tool | License | Language | Type | Model provider |",
    "| **Goose (Block)** | Apache 2.0 | Rust | Terminal agent | Claude, GPT-4, local |"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://amux.io/lists/open-source-ai-coding-tools-2026",
   "project": "Antigravity CLI (agy)",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Best Open Source AI Coding Tools 2026",
    "Only OSS tools \u2014 license, GitHub stars, language, and honest strengths. No SaaS wrappers. Last updated July 2026.",
    "| Tool | License | Language | Type | Model provider |",
    "| **Antigravity CLI (agy)** | MIT | Go | Terminal agent | Gemini 2.5 (Google) |"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://amux.io/lists/open-source-ai-coding-tools-2026",
   "project": "Claude Code CLI",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Best Open Source AI Coding Tools 2026",
    "Only OSS tools \u2014 license, GitHub stars, language, and honest strengths. No SaaS wrappers. Last updated July 2026.",
    "| Tool | License | Language | Type | Model provider |",
    "| **Claude Code CLI** | MIT (CLI tooling) | TypeScript | Terminal agent | Claude only (Anthropic API) |"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://blog.danielrosehill.com/resources/lists/aggregated-resource-lists/ai-browser-tools",
   "project": "browser-use",
   "repository": "https://github.com/browser-use/browser-use",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# AI Browser Tools Index",
    "## Browser Automation Frameworks",
    "- [browser-use](https://github.com/browser-use/browser-use) \u2014 \u00b7 Make websites accessible for AI agents"
   ],
   "repository_evidence": [
    "# AI Browser Tools Index",
    "## Browser Automation Frameworks",
    "- [browser-use](https://github.com/browser-use/browser-use) \u2014 \u00b7 Make websites accessible for AI agents"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://blog.danielrosehill.com/resources/lists/aggregated-resource-lists/ai-browser-tools",
   "project": "Stagehand",
   "repository": "https://github.com/browserbase/stagehand",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# AI Browser Tools Index",
    "## Browser Automation Frameworks",
    "- [Stagehand](https://github.com/browserbase/stagehand) \u2014 \u00b7 AI web browsing framework by Browserbase"
   ],
   "repository_evidence": [
    "# AI Browser Tools Index",
    "## Browser Automation Frameworks",
    "- [Stagehand](https://github.com/browserbase/stagehand) \u2014 \u00b7 AI web browsing framework by Browserbase"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://blog.danielrosehill.com/resources/lists/aggregated-resource-lists/ai-browser-tools",
   "project": "Skyvern",
   "repository": "https://github.com/Skyvern-AI/skyvern",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# AI Browser Tools Index",
    "## Browser Automation Frameworks",
    "- [Skyvern](https://github.com/Skyvern-AI/skyvern) \u2014 \u00b7 Automate browser-based workflows with LLMs and computer vision"
   ],
   "repository_evidence": [
    "# AI Browser Tools Index",
    "## Browser Automation Frameworks",
    "- [Skyvern](https://github.com/Skyvern-AI/skyvern) \u2014 \u00b7 Automate browser-based workflows with LLMs and computer vision"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://blog.danielrosehill.com/resources/lists/aggregated-resource-lists/ai-browser-tools",
   "project": "BrowserGym",
   "repository": "https://github.com/ServiceNow/BrowserGym",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# AI Browser Tools Index",
    "## Browser Automation Frameworks",
    "- [BrowserGym](https://github.com/ServiceNow/BrowserGym) \u2014 \u00b7 Gym environment for web task automation by ServiceNow"
   ],
   "repository_evidence": [
    "# AI Browser Tools Index",
    "## Browser Automation Frameworks",
    "- [BrowserGym](https://github.com/ServiceNow/BrowserGym) \u2014 \u00b7 Gym environment for web task automation by ServiceNow"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://blog.danielrosehill.com/resources/lists/aggregated-resource-lists/ai-browser-tools",
   "project": "Browserable",
   "repository": "https://github.com/browserable/browserable",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# AI Browser Tools Index",
    "## Browser Automation Frameworks",
    "- [Browserable](https://github.com/browserable/browserable) \u2014 \u00b7 Browser automation platform"
   ],
   "repository_evidence": [
    "# AI Browser Tools Index",
    "## Browser Automation Frameworks",
    "- [Browserable](https://github.com/browserable/browserable) \u2014 \u00b7 Browser automation platform"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://blog.danielrosehill.com/resources/lists/aggregated-resource-lists/ai-browser-tools",
   "project": "AgentQL",
   "repository": "https://github.com/tinyfish-io/agentql",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# AI Browser Tools Index",
    "## Browser Automation Frameworks",
    "- [AgentQL](https://github.com/tinyfish-io/agentql) \u2014 \u00b7 AI-powered web interaction SDK"
   ],
   "repository_evidence": [
    "# AI Browser Tools Index",
    "## Browser Automation Frameworks",
    "- [AgentQL](https://github.com/tinyfish-io/agentql) \u2014 \u00b7 AI-powered web interaction SDK"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://blog.danielrosehill.com/resources/lists/aggregated-resource-lists/ai-browser-tools",
   "project": "browser-agent-py",
   "repository": "https://github.com/oxylabs/browser-agent-py",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# AI Browser Tools Index",
    "## Browser Automation Frameworks",
    "- [browser-agent-py](https://github.com/oxylabs/browser-agent-py) \u2014 \u00b7 Python browser agent by Oxylabs"
   ],
   "repository_evidence": [
    "# AI Browser Tools Index",
    "## Browser Automation Frameworks",
    "- [browser-agent-py](https://github.com/oxylabs/browser-agent-py) \u2014 \u00b7 Python browser agent by Oxylabs"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://blog.danielrosehill.com/resources/lists/aggregated-resource-lists/ai-browser-tools",
   "project": "browser-agent",
   "repository": "https://github.com/magnitudedev/browser-agent",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# AI Browser Tools Index",
    "## Browser Automation Frameworks",
    "- [browser-agent](https://github.com/magnitudedev/browser-agent) \u2014 \u00b7 Browser agent by Magnitude"
   ],
   "repository_evidence": [
    "# AI Browser Tools Index",
    "## Browser Automation Frameworks",
    "- [browser-agent](https://github.com/magnitudedev/browser-agent) \u2014 \u00b7 Browser agent by Magnitude"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://blog.danielrosehill.com/resources/lists/aggregated-resource-lists/ai-browser-tools",
   "project": "Cerebellum",
   "repository": "https://github.com/theredsix/cerebellum",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# AI Browser Tools Index",
    "## Browser Automation Frameworks",
    "- [Cerebellum](https://github.com/theredsix/cerebellum) \u2014 \u00b7 Browser automation with AI planning"
   ],
   "repository_evidence": [
    "# AI Browser Tools Index",
    "## Browser Automation Frameworks",
    "- [Cerebellum](https://github.com/theredsix/cerebellum) \u2014 \u00b7 Browser automation with AI planning"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://blog.danielrosehill.com/resources/lists/aggregated-resource-lists/ai-browser-tools",
   "project": "computer-agent",
   "repository": "https://github.com/suitedaces/computer-agent",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# AI Browser Tools Index",
    "## Browser Automation Frameworks",
    "- [computer-agent](https://github.com/suitedaces/computer-agent) \u2014 \u00b7 AI computer use agent"
   ],
   "repository_evidence": [
    "# AI Browser Tools Index",
    "## Browser Automation Frameworks",
    "- [computer-agent](https://github.com/suitedaces/computer-agent) \u2014 \u00b7 AI computer use agent"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://blog.danielrosehill.com/resources/lists/aggregated-resource-lists/ai-browser-tools",
   "project": "on-device-browser-agent",
   "repository": "https://github.com/RunanywhereAI/on-device-browser-agent",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# AI Browser Tools Index",
    "## Browser Automation Frameworks",
    "- [on-device-browser-agent](https://github.com/RunanywhereAI/on-device-browser-agent) \u2014 \u00b7 On-device browser agent"
   ],
   "repository_evidence": [
    "# AI Browser Tools Index",
    "## Browser Automation Frameworks",
    "- [on-device-browser-agent](https://github.com/RunanywhereAI/on-device-browser-agent) \u2014 \u00b7 On-device browser agent"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://blog.danielrosehill.com/resources/lists/aggregated-resource-lists/ai-browser-tools",
   "project": "BrowserAI",
   "repository": "https://github.com/sauravpanda/BrowserAI",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# AI Browser Tools Index",
    "## AI Browser Agents",
    "- [BrowserAI](https://github.com/sauravpanda/BrowserAI) \u2014 \u00b7 Run AI models directly in the browser"
   ],
   "repository_evidence": [
    "# AI Browser Tools Index",
    "## AI Browser Agents",
    "- [BrowserAI](https://github.com/sauravpanda/BrowserAI) \u2014 \u00b7 Run AI models directly in the browser"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://blog.danielrosehill.com/resources/lists/aggregated-resource-lists/ai-browser-tools",
   "project": "HyperAgent",
   "repository": "https://github.com/hyperbrowserai/HyperAgent",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# AI Browser Tools Index",
    "## AI Browser Agents",
    "- [HyperAgent](https://github.com/hyperbrowserai/HyperAgent) \u2014 \u00b7 AI browser agent by HyperBrowser"
   ],
   "repository_evidence": [
    "# AI Browser Tools Index",
    "## AI Browser Agents",
    "- [HyperAgent](https://github.com/hyperbrowserai/HyperAgent) \u2014 \u00b7 AI browser agent by HyperBrowser"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://blog.danielrosehill.com/resources/lists/aggregated-resource-lists/ai-browser-tools",
   "project": "agent-browser",
   "repository": "https://github.com/vercel-labs/agent-browser",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# AI Browser Tools Index",
    "## AI Browser Agents",
    "- [agent-browser](https://github.com/vercel-labs/agent-browser) \u2014 \u00b7 Agent browser by Vercel Labs"
   ],
   "repository_evidence": [
    "# AI Browser Tools Index",
    "## AI Browser Agents",
    "- [agent-browser](https://github.com/vercel-labs/agent-browser) \u2014 \u00b7 Agent browser by Vercel Labs"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://blog.danielrosehill.com/resources/lists/aggregated-resource-lists/ai-browser-tools",
   "project": "Vibium",
   "repository": "https://github.com/VibiumDev/vibium",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# AI Browser Tools Index",
    "## AI Browser Agents",
    "- [Vibium](https://github.com/VibiumDev/vibium) \u2014 \u00b7 AI browser agent"
   ],
   "repository_evidence": [
    "# AI Browser Tools Index",
    "## AI Browser Agents",
    "- [Vibium](https://github.com/VibiumDev/vibium) \u2014 \u00b7 AI browser agent"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://blog.danielrosehill.com/resources/lists/aggregated-resource-lists/ai-browser-tools",
   "project": "hanzi-browse",
   "repository": "https://github.com/hanzili/hanzi-browse",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# AI Browser Tools Index",
    "## AI Browser Agents",
    "- [hanzi-browse](https://github.com/hanzili/hanzi-browse) \u2014 \u00b7 AI browsing assistant"
   ],
   "repository_evidence": [
    "# AI Browser Tools Index",
    "## AI Browser Agents",
    "- [hanzi-browse](https://github.com/hanzili/hanzi-browse) \u2014 \u00b7 AI browsing assistant"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://blog.danielrosehill.com/resources/lists/aggregated-resource-lists/ai-browser-tools",
   "project": "Charlotte",
   "repository": "https://github.com/TickTockBent/charlotte",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# AI Browser Tools Index",
    "## AI Browser Agents",
    "- [Charlotte](https://github.com/TickTockBent/charlotte) \u2014 \u00b7 AI browser agent"
   ],
   "repository_evidence": [
    "# AI Browser Tools Index",
    "## AI Browser Agents",
    "- [Charlotte](https://github.com/TickTockBent/charlotte) \u2014 \u00b7 AI browser agent"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://blog.danielrosehill.com/resources/lists/aggregated-resource-lists/ai-browser-tools",
   "project": "OpenFlux",
   "repository": "https://github.com/EDEAI/OpenFlux",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# AI Browser Tools Index",
    "## AI Browser Agents",
    "- [OpenFlux](https://github.com/EDEAI/OpenFlux) \u2014 \u00b7 Open-source AI browser automation"
   ],
   "repository_evidence": [
    "# AI Browser Tools Index",
    "## AI Browser Agents",
    "- [OpenFlux](https://github.com/EDEAI/OpenFlux) \u2014 \u00b7 Open-source AI browser automation"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://blog.danielrosehill.com/resources/lists/aggregated-resource-lists/ai-browser-tools",
   "project": "nanobrowser",
   "repository": "https://github.com/nanobrowser/nanobrowser",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# AI Browser Tools Index",
    "## AI Browser Agents",
    "- [nanobrowser](https://github.com/nanobrowser/nanobrowser) \u2014 \u00b7 Lightweight AI browser"
   ],
   "repository_evidence": [
    "# AI Browser Tools Index",
    "## AI Browser Agents",
    "- [nanobrowser](https://github.com/nanobrowser/nanobrowser) \u2014 \u00b7 Lightweight AI browser"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://blog.danielrosehill.com/resources/lists/aggregated-resource-lists/ai-browser-tools",
   "project": "ai-browser",
   "repository": "https://github.com/DeepFundAI/ai-browser",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# AI Browser Tools Index",
    "## AI Browser Agents",
    "- [ai-browser](https://github.com/DeepFundAI/ai-browser) \u2014 \u00b7 AI-powered browser"
   ],
   "repository_evidence": [
    "# AI Browser Tools Index",
    "## AI Browser Agents",
    "- [ai-browser](https://github.com/DeepFundAI/ai-browser) \u2014 \u00b7 AI-powered browser"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://blog.danielrosehill.com/resources/lists/aggregated-resource-lists/ai-browser-tools",
   "project": "openbrowser-ai",
   "repository": "https://github.com/billy-enrizky/openbrowser-ai",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# AI Browser Tools Index",
    "## AI Browser Agents",
    "- [openbrowser-ai](https://github.com/billy-enrizky/openbrowser-ai) \u2014 \u00b7 Open-source AI browser"
   ],
   "repository_evidence": [
    "# AI Browser Tools Index",
    "## AI Browser Agents",
    "- [openbrowser-ai](https://github.com/billy-enrizky/openbrowser-ai) \u2014 \u00b7 Open-source AI browser"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://blog.danielrosehill.com/resources/lists/aggregated-resource-lists/ai-browser-tools",
   "project": "Lightpanda Browser",
   "repository": "https://github.com/lightpanda-io/browser",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# AI Browser Tools Index",
    "## AI-Native & Headless Browsers",
    "- [Lightpanda Browser](https://github.com/lightpanda-io/browser) \u2014 \u00b7 Headless browser built for AI and automation"
   ],
   "repository_evidence": [
    "# AI Browser Tools Index",
    "## AI-Native & Headless Browsers",
    "- [Lightpanda Browser](https://github.com/lightpanda-io/browser) \u2014 \u00b7 Headless browser built for AI and automation"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://blog.danielrosehill.com/resources/lists/aggregated-resource-lists/ai-browser-tools",
   "project": "Steel Browser",
   "repository": "https://github.com/steel-dev/steel-browser",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# AI Browser Tools Index",
    "## AI-Native & Headless Browsers",
    "- [Steel Browser](https://github.com/steel-dev/steel-browser) \u2014 \u00b7 Open-source browser API for AI agents"
   ],
   "repository_evidence": [
    "# AI Browser Tools Index",
    "## AI-Native & Headless Browsers",
    "- [Steel Browser](https://github.com/steel-dev/steel-browser) \u2014 \u00b7 Open-source browser API for AI agents"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://blog.danielrosehill.com/resources/lists/aggregated-resource-lists/ai-browser-tools",
   "project": "OpenBrowser",
   "repository": "https://github.com/ntegrals/openbrowser",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# AI Browser Tools Index",
    "## AI-Native & Headless Browsers",
    "- [OpenBrowser](https://github.com/ntegrals/openbrowser) \u2014 \u00b7 Open-source browser project"
   ],
   "repository_evidence": [
    "# AI Browser Tools Index",
    "## AI-Native & Headless Browsers",
    "- [OpenBrowser](https://github.com/ntegrals/openbrowser) \u2014 \u00b7 Open-source browser project"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://blog.danielrosehill.com/resources/lists/aggregated-resource-lists/ai-browser-tools",
   "project": "Browser4",
   "repository": "https://github.com/platonai/Browser4",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# AI Browser Tools Index",
    "## AI-Native & Headless Browsers",
    "- [Browser4](https://github.com/platonai/Browser4) \u2014 \u00b7 AI-native browser by Platon AI"
   ],
   "repository_evidence": [
    "# AI Browser Tools Index",
    "## AI-Native & Headless Browsers",
    "- [Browser4](https://github.com/platonai/Browser4) \u2014 \u00b7 AI-native browser by Platon AI"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://blog.danielrosehill.com/resources/lists/aggregated-resource-lists/ai-browser-tools",
   "project": "bb-browser",
   "repository": "https://github.com/epiral/bb-browser",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# AI Browser Tools Index",
    "## AI-Native & Headless Browsers",
    "- [bb-browser](https://github.com/epiral/bb-browser) \u2014 \u00b7 Browser project"
   ],
   "repository_evidence": [
    "# AI Browser Tools Index",
    "## AI-Native & Headless Browsers",
    "- [bb-browser](https://github.com/epiral/bb-browser) \u2014 \u00b7 Browser project"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://blog.danielrosehill.com/resources/lists/aggregated-resource-lists/ai-browser-tools",
   "project": "browsernode",
   "repository": "https://github.com/leoning60/browsernode",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# AI Browser Tools Index",
    "## AI-Native & Headless Browsers",
    "- [browsernode](https://github.com/leoning60/browsernode) \u2014 \u00b7 Browser node"
   ],
   "repository_evidence": [
    "# AI Browser Tools Index",
    "## AI-Native & Headless Browsers",
    "- [browsernode](https://github.com/leoning60/browsernode) \u2014 \u00b7 Browser node"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://blog.danielrosehill.com/resources/lists/aggregated-resource-lists/ai-browser-tools",
   "project": "camhahu/browser",
   "repository": "https://github.com/camhahu/browser",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# AI Browser Tools Index",
    "## AI-Native & Headless Browsers",
    "- [camhahu/browser](https://github.com/camhahu/browser) \u2014 \u00b7 Browser project"
   ],
   "repository_evidence": [
    "# AI Browser Tools Index",
    "## AI-Native & Headless Browsers",
    "- [camhahu/browser](https://github.com/camhahu/browser) \u2014 \u00b7 Browser project"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://blog.danielrosehill.com/resources/lists/aggregated-resource-lists/ai-browser-tools",
   "project": "OpenBrowser",
   "repository": "https://github.com/softpudding/OpenBrowser",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# AI Browser Tools Index",
    "## AI-Native & Headless Browsers",
    "- [OpenBrowser](https://github.com/softpudding/OpenBrowser) \u2014 \u00b7 Open-source browser"
   ],
   "repository_evidence": [
    "# AI Browser Tools Index",
    "## AI-Native & Headless Browsers",
    "- [OpenBrowser](https://github.com/softpudding/OpenBrowser) \u2014 \u00b7 Open-source browser"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://blog.danielrosehill.com/resources/lists/aggregated-resource-lists/ai-browser-tools",
   "project": "OpenChrome",
   "repository": "https://github.com/shaun0927/openchrome",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# AI Browser Tools Index",
    "## AI-Native & Headless Browsers",
    "- [OpenChrome](https://github.com/shaun0927/openchrome) \u2014 \u00b7 Open-source Chrome-based browser"
   ],
   "repository_evidence": [
    "# AI Browser Tools Index",
    "## AI-Native & Headless Browsers",
    "- [OpenChrome](https://github.com/shaun0927/openchrome) \u2014 \u00b7 Open-source Chrome-based browser"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://blog.danielrosehill.com/resources/lists/aggregated-resource-lists/ai-browser-tools",
   "project": "camofox-browser",
   "repository": "https://github.com/jo-inc/camofox-browser",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# AI Browser Tools Index",
    "## AI-Native & Headless Browsers",
    "- [camofox-browser](https://github.com/jo-inc/camofox-browser) \u2014 \u00b7 Camouflage browser"
   ],
   "repository_evidence": [
    "# AI Browser Tools Index",
    "## AI-Native & Headless Browsers",
    "- [camofox-browser](https://github.com/jo-inc/camofox-browser) \u2014 \u00b7 Camouflage browser"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://blog.danielrosehill.com/resources/lists/aggregated-resource-lists/ai-browser-tools",
   "project": "BrowseWing",
   "repository": "https://github.com/browserwing/browserwing",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# AI Browser Tools Index",
    "## AI-Native & Headless Browsers",
    "- [BrowseWing](https://github.com/browserwing/browserwing) \u2014 \u00b7 AI-powered browser"
   ],
   "repository_evidence": [
    "# AI Browser Tools Index",
    "## AI-Native & Headless Browsers",
    "- [BrowseWing](https://github.com/browserwing/browserwing) \u2014 \u00b7 AI-powered browser"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://blog.danielrosehill.com/resources/lists/aggregated-resource-lists/ai-browser-tools",
   "project": "Tandem Browser",
   "repository": "https://github.com/hydro13/tandem-browser",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# AI Browser Tools Index",
    "## AI-Native & Headless Browsers",
    "- [Tandem Browser](https://github.com/hydro13/tandem-browser) \u2014 \u00b7 Tandem browsing experience"
   ],
   "repository_evidence": [
    "# AI Browser Tools Index",
    "## AI-Native & Headless Browsers",
    "- [Tandem Browser](https://github.com/hydro13/tandem-browser) \u2014 \u00b7 Tandem browsing experience"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://blog.danielrosehill.com/resources/lists/aggregated-resource-lists/ai-browser-tools",
   "project": "gbox",
   "repository": "https://github.com/babelcloud/gbox",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# AI Browser Tools Index",
    "## AI-Native & Headless Browsers",
    "- [gbox](https://github.com/babelcloud/gbox) \u2014 \u00b7 Sandboxed browser environment"
   ],
   "repository_evidence": [
    "# AI Browser Tools Index",
    "## AI-Native & Headless Browsers",
    "- [gbox](https://github.com/babelcloud/gbox) \u2014 \u00b7 Sandboxed browser environment"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://blog.danielrosehill.com/resources/lists/aggregated-resource-lists/ai-browser-tools",
   "project": "browser-cli",
   "repository": "https://github.com/browsemake/browser-cli",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# AI Browser Tools Index",
    "## AI-Native & Headless Browsers",
    "- [browser-cli](https://github.com/browsemake/browser-cli) \u2014 \u00b7 CLI browser tool"
   ],
   "repository_evidence": [
    "# AI Browser Tools Index",
    "## AI-Native & Headless Browsers",
    "- [browser-cli](https://github.com/browsemake/browser-cli) \u2014 \u00b7 CLI browser tool"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://blog.danielrosehill.com/resources/lists/aggregated-resource-lists/ai-browser-tools",
   "project": "mcp-server-browserbase",
   "repository": "https://github.com/browserbase/mcp-server-browserbase",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# AI Browser Tools Index",
    "## Browser MCP Servers",
    "- [mcp-server-browserbase](https://github.com/browserbase/mcp-server-browserbase) \u2014 \u00b7 MCP server for Browserbase"
   ],
   "repository_evidence": [
    "# AI Browser Tools Index",
    "## Browser MCP Servers",
    "- [mcp-server-browserbase](https://github.com/browserbase/mcp-server-browserbase) \u2014 \u00b7 MCP server for Browserbase"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://blog.danielrosehill.com/resources/lists/aggregated-resource-lists/ai-browser-tools",
   "project": "BrowserMCP",
   "repository": "https://github.com/BrowserMCP/mcp",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# AI Browser Tools Index",
    "## Browser MCP Servers",
    "- [BrowserMCP](https://github.com/BrowserMCP/mcp) \u2014 \u00b7 Browser MCP server"
   ],
   "repository_evidence": [
    "# AI Browser Tools Index",
    "## Browser MCP Servers",
    "- [BrowserMCP](https://github.com/BrowserMCP/mcp) \u2014 \u00b7 Browser MCP server"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://blog.danielrosehill.com/resources/lists/aggregated-resource-lists/ai-browser-tools",
   "project": "mcp-chrome",
   "repository": "https://github.com/hangwin/mcp-chrome",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# AI Browser Tools Index",
    "## Browser MCP Servers",
    "- [mcp-chrome](https://github.com/hangwin/mcp-chrome) \u2014 \u00b7 Chrome MCP integration"
   ],
   "repository_evidence": [
    "# AI Browser Tools Index",
    "## Browser MCP Servers",
    "- [mcp-chrome](https://github.com/hangwin/mcp-chrome) \u2014 \u00b7 Chrome MCP integration"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://blog.danielrosehill.com/resources/lists/aggregated-resource-lists/ai-browser-tools",
   "project": "browserai-mcp",
   "repository": "https://github.com/brightdata/browserai-mcp",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# AI Browser Tools Index",
    "## Browser MCP Servers",
    "- [browserai-mcp](https://github.com/brightdata/browserai-mcp) \u2014 \u00b7 Browser AI MCP by Bright Data"
   ],
   "repository_evidence": [
    "# AI Browser Tools Index",
    "## Browser MCP Servers",
    "- [browserai-mcp](https://github.com/brightdata/browserai-mcp) \u2014 \u00b7 Browser AI MCP by Bright Data"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://blog.danielrosehill.com/resources/lists/aggregated-resource-lists/ai-browser-tools",
   "project": "mcp-browser-kit",
   "repository": "https://github.com/ndthanhdev/mcp-browser-kit",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# AI Browser Tools Index",
    "## Browser MCP Servers",
    "- [mcp-browser-kit](https://github.com/ndthanhdev/mcp-browser-kit) \u2014 \u00b7 MCP browser toolkit"
   ],
   "repository_evidence": [
    "# AI Browser Tools Index",
    "## Browser MCP Servers",
    "- [mcp-browser-kit](https://github.com/ndthanhdev/mcp-browser-kit) \u2014 \u00b7 MCP browser toolkit"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://blog.danielrosehill.com/resources/lists/aggregated-resource-lists/ai-browser-tools",
   "project": "debugg-ai-mcp",
   "repository": "https://github.com/debugg-ai/debugg-ai-mcp",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# AI Browser Tools Index",
    "## Browser MCP Servers",
    "- [debugg-ai-mcp](https://github.com/debugg-ai/debugg-ai-mcp) \u2014 \u00b7 Debugg AI MCP server"
   ],
   "repository_evidence": [
    "# AI Browser Tools Index",
    "## Browser MCP Servers",
    "- [debugg-ai-mcp](https://github.com/debugg-ai/debugg-ai-mcp) \u2014 \u00b7 Debugg AI MCP server"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://blog.danielrosehill.com/resources/lists/aggregated-resource-lists/ai-browser-tools",
   "project": "md-browse",
   "repository": "https://github.com/needle-tools/md-browse",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# AI Browser Tools Index",
    "## Browser MCP Servers",
    "- [md-browse](https://github.com/needle-tools/md-browse) \u2014 \u00b7 Markdown browsing MCP tool"
   ],
   "repository_evidence": [
    "# AI Browser Tools Index",
    "## Browser MCP Servers",
    "- [md-browse](https://github.com/needle-tools/md-browse) \u2014 \u00b7 Markdown browsing MCP tool"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://blog.danielrosehill.com/resources/lists/aggregated-resource-lists/ai-browser-tools",
   "project": "moling",
   "repository": "https://github.com/gojue/moling",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# AI Browser Tools Index",
    "## Browser MCP Servers",
    "- [moling](https://github.com/gojue/moling) \u2014 \u00b7 MCP server with browser capabilities"
   ],
   "repository_evidence": [
    "# AI Browser Tools Index",
    "## Browser MCP Servers",
    "- [moling](https://github.com/gojue/moling) \u2014 \u00b7 MCP server with browser capabilities"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://blog.danielrosehill.com/resources/lists/aggregated-resource-lists/ai-browser-tools",
   "project": "Page Assist",
   "repository": "https://github.com/n4ze3m/page-assist",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# AI Browser Tools Index",
    "## Browser Extensions & Assistants",
    "- [Page Assist](https://github.com/n4ze3m/page-assist) \u2014 \u00b7 Web UI for local AI models as a browser extension"
   ],
   "repository_evidence": [
    "# AI Browser Tools Index",
    "## Browser Extensions & Assistants",
    "- [Page Assist](https://github.com/n4ze3m/page-assist) \u2014 \u00b7 Web UI for local AI models as a browser extension"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://blog.danielrosehill.com/resources/lists/aggregated-resource-lists/ai-browser-tools",
   "project": "Chatty",
   "repository": "https://github.com/addyosmani/chatty",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# AI Browser Tools Index",
    "## Browser Extensions & Assistants",
    "- [Chatty](https://github.com/addyosmani/chatty) \u2014 \u00b7 In-browser AI chat by Addy Osmani"
   ],
   "repository_evidence": [
    "# AI Browser Tools Index",
    "## Browser Extensions & Assistants",
    "- [Chatty](https://github.com/addyosmani/chatty) \u2014 \u00b7 In-browser AI chat by Addy Osmani"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://blog.danielrosehill.com/resources/lists/aggregated-resource-lists/ai-browser-tools",
   "project": "AI Web Extensions",
   "repository": "https://github.com/adamlui/ai-web-extensions",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# AI Browser Tools Index",
    "## Browser Extensions & Assistants",
    "- [AI Web Extensions](https://github.com/adamlui/ai-web-extensions) \u2014 \u00b7 Collection of AI browser extensions"
   ],
   "repository_evidence": [
    "# AI Browser Tools Index",
    "## Browser Extensions & Assistants",
    "- [AI Web Extensions](https://github.com/adamlui/ai-web-extensions) \u2014 \u00b7 Collection of AI browser extensions"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://blog.danielrosehill.com/resources/lists/aggregated-resource-lists/ai-browser-tools",
   "project": "AIPex",
   "repository": "https://github.com/AIPexStudio/AIPex",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# AI Browser Tools Index",
    "## Browser Extensions & Assistants",
    "- [AIPex](https://github.com/AIPexStudio/AIPex) \u2014 \u00b7 AI-powered browser extension"
   ],
   "repository_evidence": [
    "# AI Browser Tools Index",
    "## Browser Extensions & Assistants",
    "- [AIPex](https://github.com/AIPexStudio/AIPex) \u2014 \u00b7 AI-powered browser extension"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://blog.danielrosehill.com/resources/lists/aggregated-resource-lists/ai-browser-tools",
   "project": "Clawome",
   "repository": "https://github.com/CodingLucasLi/Clawome",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# AI Browser Tools Index",
    "## Browser Extensions & Assistants",
    "- [Clawome](https://github.com/CodingLucasLi/Clawome) \u2014 \u00b7 AI browser extension"
   ],
   "repository_evidence": [
    "# AI Browser Tools Index",
    "## Browser Extensions & Assistants",
    "- [Clawome](https://github.com/CodingLucasLi/Clawome) \u2014 \u00b7 AI browser extension"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://blog.danielrosehill.com/resources/lists/aggregated-resource-lists/ai-browser-tools",
   "project": "ProofShot",
   "repository": "https://github.com/AmElmo/proofshot",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# AI Browser Tools Index",
    "## Browser Extensions & Assistants",
    "- [ProofShot](https://github.com/AmElmo/proofshot) \u2014 \u00b7 Browser proof-of-work tool"
   ],
   "repository_evidence": [
    "# AI Browser Tools Index",
    "## Browser Extensions & Assistants",
    "- [ProofShot](https://github.com/AmElmo/proofshot) \u2014 \u00b7 Browser proof-of-work tool"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://blog.danielrosehill.com/resources/lists/aggregated-resource-lists/ai-browser-tools",
   "project": "browser-echo",
   "repository": "https://github.com/instructa/browser-echo",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# AI Browser Tools Index",
    "## Browser Extensions & Assistants",
    "- [browser-echo](https://github.com/instructa/browser-echo) \u2014 \u00b7 Browser echo tool"
   ],
   "repository_evidence": [
    "# AI Browser Tools Index",
    "## Browser Extensions & Assistants",
    "- [browser-echo](https://github.com/instructa/browser-echo) \u2014 \u00b7 Browser echo tool"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://blog.danielrosehill.com/resources/lists/aggregated-resource-lists/ai-browser-tools",
   "project": "Mote",
   "repository": "https://github.com/Te29/mote",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# AI Browser Tools Index",
    "## Browser Extensions & Assistants",
    "- [Mote](https://github.com/Te29/mote) \u2014 \u00b7 Browser assistant"
   ],
   "repository_evidence": [
    "# AI Browser Tools Index",
    "## Browser Extensions & Assistants",
    "- [Mote](https://github.com/Te29/mote) \u2014 \u00b7 Browser assistant"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://blog.danielrosehill.com/resources/lists/aggregated-resource-lists/ai-browser-tools",
   "project": "Blank Space",
   "repository": "https://github.com/BrandeisPatrick/blank-space",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# AI Browser Tools Index",
    "## Browser Extensions & Assistants",
    "- [Blank Space](https://github.com/BrandeisPatrick/blank-space) \u2014 \u00b7 Browser extension"
   ],
   "repository_evidence": [
    "# AI Browser Tools Index",
    "## Browser Extensions & Assistants",
    "- [Blank Space](https://github.com/BrandeisPatrick/blank-space) \u2014 \u00b7 Browser extension"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://blog.danielrosehill.com/resources/lists/aggregated-resource-lists/ai-browser-tools",
   "project": "Hashbrown",
   "repository": "https://github.com/liveloveapp/hashbrown",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# AI Browser Tools Index",
    "## Browser Extensions & Assistants",
    "- [Hashbrown](https://github.com/liveloveapp/hashbrown) \u2014 \u00b7 AI browser tool"
   ],
   "repository_evidence": [
    "# AI Browser Tools Index",
    "## Browser Extensions & Assistants",
    "- [Hashbrown](https://github.com/liveloveapp/hashbrown) \u2014 \u00b7 AI browser tool"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://blog.danielrosehill.com/resources/lists/aggregated-resource-lists/ai-browser-tools",
   "project": "llm-scraper",
   "repository": "https://github.com/mishushakov/llm-scraper",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# AI Browser Tools Index",
    "## Web Scraping & Data Extraction",
    "- [llm-scraper](https://github.com/mishushakov/llm-scraper) \u2014 \u00b7 Extract structured data from web pages using LLMs"
   ],
   "repository_evidence": [
    "# AI Browser Tools Index",
    "## Web Scraping & Data Extraction",
    "- [llm-scraper](https://github.com/mishushakov/llm-scraper) \u2014 \u00b7 Extract structured data from web pages using LLMs"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://blog.danielrosehill.com/resources/lists/aggregated-resource-lists/ai-browser-tools",
   "project": "LLMFeeder",
   "repository": "https://github.com/jatinkrmalik/LLMFeeder",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# AI Browser Tools Index",
    "## Web Scraping & Data Extraction",
    "- [LLMFeeder](https://github.com/jatinkrmalik/LLMFeeder) \u2014 \u00b7 Feed web content to LLMs"
   ],
   "repository_evidence": [
    "# AI Browser Tools Index",
    "## Web Scraping & Data Extraction",
    "- [LLMFeeder](https://github.com/jatinkrmalik/LLMFeeder) \u2014 \u00b7 Feed web content to LLMs"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://blog.danielrosehill.com/resources/lists/aggregated-resource-lists/ai-browser-tools",
   "project": "agent-fetch",
   "repository": "https://github.com/teng-lin/agent-fetch",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# AI Browser Tools Index",
    "## Web Scraping & Data Extraction",
    "- [agent-fetch](https://github.com/teng-lin/agent-fetch) \u2014 \u00b7 Agent-based web fetching"
   ],
   "repository_evidence": [
    "# AI Browser Tools Index",
    "## Web Scraping & Data Extraction",
    "- [agent-fetch](https://github.com/teng-lin/agent-fetch) \u2014 \u00b7 Agent-based web fetching"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://arxiv.org/html/2510.10994v2",
   "project": "deer-flow",
   "repository": "https://github.com/bytedance/deer-flow",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Deer-flow. Note: [https://github.com/bytedance/deer-flow](https://github.com/bytedance/deer-flow)accessed 2025-09-19 Cited by: \u00a7H.1."
   ],
   "repository_evidence": [
    "Deer-flow. Note: [https://github.com/bytedance/deer-flow](https://github.com/bytedance/deer-flow)accessed 2025-09-19 Cited by: \u00a7H.1."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://arxiv.org/html/2510.10994v2",
   "project": "deep-research",
   "repository": "https://github.com/dzhng/deep-research",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Deep-research. Note: [https://github.com/dzhng/deep-research](https://github.com/dzhng/deep-research)Version v0.1, accessed 2025-09-19 Cited by: \u00a7H.1."
   ],
   "repository_evidence": [
    "Deep-research. Note: [https://github.com/dzhng/deep-research](https://github.com/dzhng/deep-research)Version v0.1, accessed 2025-09-19 Cited by: \u00a7H.1."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://arxiv.org/html/2510.10994v2",
   "project": "gemini-fullstack-langgraph-quickstart",
   "repository": "https://github.com/google-gemini/gemini-fullstack-langgraph-quickstart",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Gemini-fullstack-langgraph-quickstart. Note: [https://github.com/google-gemini/gemini-fullstack-langgraph-quickstart](https://github.com/google-gemini/gemini-fullstack-langgraph-quickstart)accessed 2025-09-19 Cited by: \u00a7H.1."
   ],
   "repository_evidence": [
    "Gemini-fullstack-langgraph-quickstart. Note: [https://github.com/google-gemini/gemini-fullstack-langgraph-quickstart](https://github.com/google-gemini/gemini-fullstack-langgraph-quickstart)accessed 2025-09-19 Cited by: \u00a7H.1."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://arxiv.org/html/2510.10994v2",
   "project": "open_deep_research",
   "repository": "https://github.com/langchain-ai/open_deep_research",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Open_deep_research. Note: [https://github.com/langchain-ai/open_deep_research](https://github.com/langchain-ai/open_deep_research)accessed 2025-09-19 Cited by: \u00a7H.1."
   ],
   "repository_evidence": [
    "Open_deep_research. Note: [https://github.com/langchain-ai/open_deep_research](https://github.com/langchain-ai/open_deep_research)accessed 2025-09-19 Cited by: \u00a7H.1."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://arxiv.org/html/2510.10994v2",
   "project": "open-deep-research",
   "repository": "https://github.com/nickscamara/open-deep-research",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Open deep research. Note: [https://github.com/nickscamara/open-deep-research](https://github.com/nickscamara/open-deep-research)Version v0.1, accessed 2025-09-19 Cited by: \u00a7H.1."
   ],
   "repository_evidence": [
    "Open deep research. Note: [https://github.com/nickscamara/open-deep-research](https://github.com/nickscamara/open-deep-research)Version v0.1, accessed 2025-09-19 Cited by: \u00a7H.1."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://arxiv.org/html/2603.25928v1",
   "project": "TheBotCompany",
   "repository": "https://github.com/syifan/thebotcompany",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Self-Organizing Multi-Agent Systems for Continuous Software Development",
    "We present TheBotCompany 11 1 [https://github.com/syifan/thebotcompany](https://github.com/syifan/thebotcompany), an open-source orchestration framework for continuous multi-agent software development."
   ],
   "repository_evidence": [
    "# Self-Organizing Multi-Agent Systems for Continuous Software Development",
    "We present TheBotCompany 11 1 [https://github.com/syifan/thebotcompany](https://github.com/syifan/thebotcompany), an open-source orchestration framework for continuous multi-agent software development."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://arxiv.org/pdf/2504.14603v1",
   "project": "UFO",
   "repository": "https://github.com/microsoft/UFO/",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "UFO2: The Desktop AgentOS",
    "The source code of UFO2 is publicly available at https:\n//github.com/microsoft/UFO/, with comprehensive docu-\nmentation provided at https://microsoft.github.io/UFO/."
   ],
   "repository_evidence": [
    "UFO2: The Desktop AgentOS",
    "The source code of UFO2 is publicly available at https:\n//github.com/microsoft/UFO/, with comprehensive docu-\nmentation provided at https://microsoft.github.io/UFO/."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/brandonhimpfen/awesome-ai-agents/blob/main/README.md",
   "project": "AG2",
   "repository": "https://github.com/ag2ai/ag2",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome AI Agents",
    "> A curated list of frameworks, tools, platforms, and resources for building AI agents \u2014 autonomous or semi-autonomous systems with planning, memory, tool use, and multi-step reasoning.",
    "## Frameworks",
    "- [AG2 (AutoGen)](https://github.com/ag2ai/ag2) \u2013 Multi-agent conversational framework with tool use and human-in-the-loop workflows."
   ],
   "repository_evidence": [
    "# Awesome AI Agents",
    "> A curated list of frameworks, tools, platforms, and resources for building AI agents \u2014 autonomous or semi-autonomous systems with planning, memory, tool use, and multi-step reasoning.",
    "## Frameworks",
    "- [AG2 (AutoGen)](https://github.com/ag2ai/ag2) \u2013 Multi-agent conversational framework with tool use and human-in-the-loop workflows."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/brandonhimpfen/awesome-ai-agents/blob/main/README.md",
   "project": "LangChain",
   "repository": "https://github.com/langchain-ai/langchain",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome AI Agents",
    "> A curated list of frameworks, tools, platforms, and resources for building AI agents \u2014 autonomous or semi-autonomous systems with planning, memory, tool use, and multi-step reasoning.",
    "## Frameworks",
    "- [LangChain](https://github.com/langchain-ai/langchain) \u2013 Framework for LLM apps with agents, tools, memory, and planning."
   ],
   "repository_evidence": [
    "# Awesome AI Agents",
    "> A curated list of frameworks, tools, platforms, and resources for building AI agents \u2014 autonomous or semi-autonomous systems with planning, memory, tool use, and multi-step reasoning.",
    "## Frameworks",
    "- [LangChain](https://github.com/langchain-ai/langchain) \u2013 Framework for LLM apps with agents, tools, memory, and planning."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/brandonhimpfen/awesome-ai-agents/blob/main/README.md",
   "project": "LangGraph",
   "repository": "https://github.com/langchain-ai/langgraph",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome AI Agents",
    "> A curated list of frameworks, tools, platforms, and resources for building AI agents \u2014 autonomous or semi-autonomous systems with planning, memory, tool use, and multi-step reasoning.",
    "## Frameworks",
    "- [LangGraph](https://github.com/langchain-ai/langgraph) \u2013 Build stateful agents and graph-based agent workflows."
   ],
   "repository_evidence": [
    "# Awesome AI Agents",
    "> A curated list of frameworks, tools, platforms, and resources for building AI agents \u2014 autonomous or semi-autonomous systems with planning, memory, tool use, and multi-step reasoning.",
    "## Frameworks",
    "- [LangGraph](https://github.com/langchain-ai/langgraph) \u2013 Build stateful agents and graph-based agent workflows."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/brandonhimpfen/awesome-ai-agents/blob/main/README.md",
   "project": "LlamaIndex Agents",
   "repository": "https://github.com/run-llama/llama_index",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome AI Agents",
    "> A curated list of frameworks, tools, platforms, and resources for building AI agents \u2014 autonomous or semi-autonomous systems with planning, memory, tool use, and multi-step reasoning.",
    "## Frameworks",
    "- [LlamaIndex Agents](https://github.com/run-llama/llama_index) \u2013 Data-centric framework with retrieval-heavy agent workflows."
   ],
   "repository_evidence": [
    "# Awesome AI Agents",
    "> A curated list of frameworks, tools, platforms, and resources for building AI agents \u2014 autonomous or semi-autonomous systems with planning, memory, tool use, and multi-step reasoning.",
    "## Frameworks",
    "- [LlamaIndex Agents](https://github.com/run-llama/llama_index) \u2013 Data-centric framework with retrieval-heavy agent workflows."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/brandonhimpfen/awesome-ai-agents/blob/main/README.md",
   "project": "Semantic Kernel",
   "repository": "https://github.com/microsoft/semantic-kernel",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome AI Agents",
    "> A curated list of frameworks, tools, platforms, and resources for building AI agents \u2014 autonomous or semi-autonomous systems with planning, memory, tool use, and multi-step reasoning.",
    "## Frameworks",
    "- [Semantic Kernel](https://github.com/microsoft/semantic-kernel) \u2013 Microsoft\u2019s orchestration framework with planners and connectors."
   ],
   "repository_evidence": [
    "# Awesome AI Agents",
    "> A curated list of frameworks, tools, platforms, and resources for building AI agents \u2014 autonomous or semi-autonomous systems with planning, memory, tool use, and multi-step reasoning.",
    "## Frameworks",
    "- [Semantic Kernel](https://github.com/microsoft/semantic-kernel) \u2013 Microsoft\u2019s orchestration framework with planners and connectors."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/brandonhimpfen/awesome-ai-agents/blob/main/README.md",
   "project": "CrewAI",
   "repository": "https://github.com/crewai-inc/crewai",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome AI Agents",
    "> A curated list of frameworks, tools, platforms, and resources for building AI agents \u2014 autonomous or semi-autonomous systems with planning, memory, tool use, and multi-step reasoning.",
    "## Frameworks",
    "- [CrewAI](https://github.com/crewai-inc/crewai) \u2013 Multi-agent \u201ccrews\u201d that collaborate to complete tasks."
   ],
   "repository_evidence": [
    "# Awesome AI Agents",
    "> A curated list of frameworks, tools, platforms, and resources for building AI agents \u2014 autonomous or semi-autonomous systems with planning, memory, tool use, and multi-step reasoning.",
    "## Frameworks",
    "- [CrewAI](https://github.com/crewai-inc/crewai) \u2013 Multi-agent \u201ccrews\u201d that collaborate to complete tasks."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/brandonhimpfen/awesome-ai-agents/blob/main/README.md",
   "project": "SmolAgents",
   "repository": "https://github.com/huggingface/smolagents",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome AI Agents",
    "> A curated list of frameworks, tools, platforms, and resources for building AI agents \u2014 autonomous or semi-autonomous systems with planning, memory, tool use, and multi-step reasoning.",
    "## Frameworks",
    "- [SmolAgents](https://github.com/huggingface/smolagents) \u2013 Minimal agent framework that \u201cthinks in code.\u201d"
   ],
   "repository_evidence": [
    "# Awesome AI Agents",
    "> A curated list of frameworks, tools, platforms, and resources for building AI agents \u2014 autonomous or semi-autonomous systems with planning, memory, tool use, and multi-step reasoning.",
    "## Frameworks",
    "- [SmolAgents](https://github.com/huggingface/smolagents) \u2013 Minimal agent framework that \u201cthinks in code.\u201d"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/brandonhimpfen/awesome-ai-agents/blob/main/README.md",
   "project": "Agno",
   "repository": "https://github.com/agno-agi/agno",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome AI Agents",
    "> A curated list of frameworks, tools, platforms, and resources for building AI agents \u2014 autonomous or semi-autonomous systems with planning, memory, tool use, and multi-step reasoning.",
    "## Frameworks",
    "- [Agno](https://github.com/agno-agi/agno) \u2013 Multi-agent runtime and AgentOS for secure and production-ready systems."
   ],
   "repository_evidence": [
    "# Awesome AI Agents",
    "> A curated list of frameworks, tools, platforms, and resources for building AI agents \u2014 autonomous or semi-autonomous systems with planning, memory, tool use, and multi-step reasoning.",
    "## Frameworks",
    "- [Agno](https://github.com/agno-agi/agno) \u2013 Multi-agent runtime and AgentOS for secure and production-ready systems."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/brandonhimpfen/awesome-ai-agents/blob/main/README.md",
   "project": "Phidata",
   "repository": "https://github.com/phidatahq/phidata",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome AI Agents",
    "> A curated list of frameworks, tools, platforms, and resources for building AI agents \u2014 autonomous or semi-autonomous systems with planning, memory, tool use, and multi-step reasoning.",
    "## Frameworks",
    "- [Phidata](https://github.com/phidatahq/phidata) \u2013 Tools and frameworks for multimodal, tool-using agents and teams."
   ],
   "repository_evidence": [
    "# Awesome AI Agents",
    "> A curated list of frameworks, tools, platforms, and resources for building AI agents \u2014 autonomous or semi-autonomous systems with planning, memory, tool use, and multi-step reasoning.",
    "## Frameworks",
    "- [Phidata](https://github.com/phidatahq/phidata) \u2013 Tools and frameworks for multimodal, tool-using agents and teams."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/brandonhimpfen/awesome-ai-agents/blob/main/README.md",
   "project": "PydanticAI",
   "repository": "https://github.com/pydantic/pydantic-ai",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome AI Agents",
    "> A curated list of frameworks, tools, platforms, and resources for building AI agents \u2014 autonomous or semi-autonomous systems with planning, memory, tool use, and multi-step reasoning.",
    "## Frameworks",
    "- [PydanticAI](https://github.com/pydantic/pydantic-ai) \u2013 Type-safe agent definitions with Pydantic models."
   ],
   "repository_evidence": [
    "# Awesome AI Agents",
    "> A curated list of frameworks, tools, platforms, and resources for building AI agents \u2014 autonomous or semi-autonomous systems with planning, memory, tool use, and multi-step reasoning.",
    "## Frameworks",
    "- [PydanticAI](https://github.com/pydantic/pydantic-ai) \u2013 Type-safe agent definitions with Pydantic models."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/brandonhimpfen/awesome-ai-agents/blob/main/README.md",
   "project": "Rasa",
   "repository": "https://github.com/RasaHQ/rasa",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome AI Agents",
    "> A curated list of frameworks, tools, platforms, and resources for building AI agents \u2014 autonomous or semi-autonomous systems with planning, memory, tool use, and multi-step reasoning.",
    "## Frameworks",
    "- [Rasa](https://github.com/RasaHQ/rasa) \u2013 Conversational agent framework with NLU and dialogue management."
   ],
   "repository_evidence": [
    "# Awesome AI Agents",
    "> A curated list of frameworks, tools, platforms, and resources for building AI agents \u2014 autonomous or semi-autonomous systems with planning, memory, tool use, and multi-step reasoning.",
    "## Frameworks",
    "- [Rasa](https://github.com/RasaHQ/rasa) \u2013 Conversational agent framework with NLU and dialogue management."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/brandonhimpfen/awesome-ai-agents/blob/main/README.md",
   "project": "Botpress",
   "repository": "https://github.com/botpress/botpress",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome AI Agents",
    "> A curated list of frameworks, tools, platforms, and resources for building AI agents \u2014 autonomous or semi-autonomous systems with planning, memory, tool use, and multi-step reasoning.",
    "## Frameworks",
    "- [Botpress](https://github.com/botpress/botpress) \u2013 Platform for conversational and task-focused agents."
   ],
   "repository_evidence": [
    "# Awesome AI Agents",
    "> A curated list of frameworks, tools, platforms, and resources for building AI agents \u2014 autonomous or semi-autonomous systems with planning, memory, tool use, and multi-step reasoning.",
    "## Frameworks",
    "- [Botpress](https://github.com/botpress/botpress) \u2013 Platform for conversational and task-focused agents."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/brandonhimpfen/awesome-ai-agents/blob/main/README.md",
   "project": "Mastra",
   "repository": "https://github.com/mastra-ai/mastra",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome AI Agents",
    "> A curated list of frameworks, tools, platforms, and resources for building AI agents \u2014 autonomous or semi-autonomous systems with planning, memory, tool use, and multi-step reasoning.",
    "## Frameworks",
    "- [Mastra](https://github.com/mastra-ai/mastra) \u2013 TypeScript/Node.js framework for agentic applications."
   ],
   "repository_evidence": [
    "# Awesome AI Agents",
    "> A curated list of frameworks, tools, platforms, and resources for building AI agents \u2014 autonomous or semi-autonomous systems with planning, memory, tool use, and multi-step reasoning.",
    "## Frameworks",
    "- [Mastra](https://github.com/mastra-ai/mastra) \u2013 TypeScript/Node.js framework for agentic applications."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/brandonhimpfen/awesome-ai-agents/blob/main/README.md",
   "project": "Kitaru",
   "repository": "https://github.com/zenml-io/kitaru",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome AI Agents",
    "> A curated list of frameworks, tools, platforms, and resources for building AI agents \u2014 autonomous or semi-autonomous systems with planning, memory, tool use, and multi-step reasoning.",
    "## Frameworks",
    "- [Kitaru](https://github.com/zenml-io/kitaru) \u2013 Durable execution framework for AI agents with checkpoints, replay, and stateful workflows using Python control flow."
   ],
   "repository_evidence": [
    "# Awesome AI Agents",
    "> A curated list of frameworks, tools, platforms, and resources for building AI agents \u2014 autonomous or semi-autonomous systems with planning, memory, tool use, and multi-step reasoning.",
    "## Frameworks",
    "- [Kitaru](https://github.com/zenml-io/kitaru) \u2013 Durable execution framework for AI agents with checkpoints, replay, and stateful workflows using Python control flow."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/brandonhimpfen/awesome-ai-agents/blob/main/README.md",
   "project": "LangFlow",
   "repository": "https://github.com/langflow-ai/langflow",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome AI Agents",
    "> A curated list of frameworks, tools, platforms, and resources for building AI agents \u2014 autonomous or semi-autonomous systems with planning, memory, tool use, and multi-step reasoning.",
    "## Multi-Agent Orchestration",
    "- [LangFlow](https://github.com/langflow-ai/langflow) \u2013 Visual builder for LangChain/LangGraph flows."
   ],
   "repository_evidence": [
    "# Awesome AI Agents",
    "> A curated list of frameworks, tools, platforms, and resources for building AI agents \u2014 autonomous or semi-autonomous systems with planning, memory, tool use, and multi-step reasoning.",
    "## Multi-Agent Orchestration",
    "- [LangFlow](https://github.com/langflow-ai/langflow) \u2013 Visual builder for LangChain/LangGraph flows."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/brandonhimpfen/awesome-ai-agents/blob/main/README.md",
   "project": "OpenAI Swarm",
   "repository": "https://github.com/openai/swarm",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome AI Agents",
    "> A curated list of frameworks, tools, platforms, and resources for building AI agents \u2014 autonomous or semi-autonomous systems with planning, memory, tool use, and multi-step reasoning.",
    "## Multi-Agent Orchestration",
    "- [OpenAI Swarm](https://github.com/openai/swarm) \u2013 Lightweight agent team coordination for Python."
   ],
   "repository_evidence": [
    "# Awesome AI Agents",
    "> A curated list of frameworks, tools, platforms, and resources for building AI agents \u2014 autonomous or semi-autonomous systems with planning, memory, tool use, and multi-step reasoning.",
    "## Multi-Agent Orchestration",
    "- [OpenAI Swarm](https://github.com/openai/swarm) \u2013 Lightweight agent team coordination for Python."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/brandonhimpfen/awesome-ai-agents/blob/main/README.md",
   "project": "DeerFlow",
   "repository": "https://github.com/bytedance/deer-flow",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome AI Agents",
    "> A curated list of frameworks, tools, platforms, and resources for building AI agents \u2014 autonomous or semi-autonomous systems with planning, memory, tool use, and multi-step reasoning.",
    "## Multi-Agent Orchestration",
    "- [DeerFlow](https://github.com/bytedance/deer-flow) \u2013 Research agent framework with web browsing, crawling, and Python execution."
   ],
   "repository_evidence": [
    "# Awesome AI Agents",
    "> A curated list of frameworks, tools, platforms, and resources for building AI agents \u2014 autonomous or semi-autonomous systems with planning, memory, tool use, and multi-step reasoning.",
    "## Multi-Agent Orchestration",
    "- [DeerFlow](https://github.com/bytedance/deer-flow) \u2013 Research agent framework with web browsing, crawling, and Python execution."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/brandonhimpfen/awesome-ai-agents/blob/main/README.md",
   "project": "Bosun",
   "repository": "https://github.com/virtengine/bosun",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome AI Agents",
    "> A curated list of frameworks, tools, platforms, and resources for building AI agents \u2014 autonomous or semi-autonomous systems with planning, memory, tool use, and multi-step reasoning.",
    "## Multi-Agent Orchestration",
    "- [Bosun](https://github.com/virtengine/bosun) \u2013 Open source workflow and control framework for engineering-focused AI agents."
   ],
   "repository_evidence": [
    "# Awesome AI Agents",
    "> A curated list of frameworks, tools, platforms, and resources for building AI agents \u2014 autonomous or semi-autonomous systems with planning, memory, tool use, and multi-step reasoning.",
    "## Multi-Agent Orchestration",
    "- [Bosun](https://github.com/virtengine/bosun) \u2013 Open source workflow and control framework for engineering-focused AI agents."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/brandonhimpfen/awesome-ai-agents/blob/main/README.md",
   "project": "OpenAgents",
   "repository": "https://github.com/openagents-org/openagents",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome AI Agents",
    "> A curated list of frameworks, tools, platforms, and resources for building AI agents \u2014 autonomous or semi-autonomous systems with planning, memory, tool use, and multi-step reasoning.",
    "## Multi-Agent Orchestration",
    "- [OpenAgents](https://github.com/openagents-org/openagents) \u2013 Open source platform for building multi-agent systems with protocol-based communication and orchestration."
   ],
   "repository_evidence": [
    "# Awesome AI Agents",
    "> A curated list of frameworks, tools, platforms, and resources for building AI agents \u2014 autonomous or semi-autonomous systems with planning, memory, tool use, and multi-step reasoning.",
    "## Multi-Agent Orchestration",
    "- [OpenAgents](https://github.com/openagents-org/openagents) \u2013 Open source platform for building multi-agent systems with protocol-based communication and orchestration."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/brandonhimpfen/awesome-ai-agents/blob/main/README.md",
   "project": "Agno Agent UI",
   "repository": "https://github.com/agno-agi/agent-ui",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome AI Agents",
    "> A curated list of frameworks, tools, platforms, and resources for building AI agents \u2014 autonomous or semi-autonomous systems with planning, memory, tool use, and multi-step reasoning.",
    "## Starter Kits",
    "- [Agno Agent UI](https://github.com/agno-agi/agent-ui) \u2013 Next.js chat interface for AgentOS agents."
   ],
   "repository_evidence": [
    "# Awesome AI Agents",
    "> A curated list of frameworks, tools, platforms, and resources for building AI agents \u2014 autonomous or semi-autonomous systems with planning, memory, tool use, and multi-step reasoning.",
    "## Starter Kits",
    "- [Agno Agent UI](https://github.com/agno-agi/agent-ui) \u2013 Next.js chat interface for AgentOS agents."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/brandonhimpfen/awesome-ai-agents/blob/main/README.md",
   "project": "LangGraph Chat UI",
   "repository": "https://github.com/langchain-ai/langgraph/tree/main/examples/chat",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome AI Agents",
    "> A curated list of frameworks, tools, platforms, and resources for building AI agents \u2014 autonomous or semi-autonomous systems with planning, memory, tool use, and multi-step reasoning.",
    "## Starter Kits",
    "- [LangGraph Chat UI](https://github.com/langchain-ai/langgraph/tree/main/examples/chat) \u2013 Example UIs for agent interactions."
   ],
   "repository_evidence": [
    "# Awesome AI Agents",
    "> A curated list of frameworks, tools, platforms, and resources for building AI agents \u2014 autonomous or semi-autonomous systems with planning, memory, tool use, and multi-step reasoning.",
    "## Starter Kits",
    "- [LangGraph Chat UI](https://github.com/langchain-ai/langgraph/tree/main/examples/chat) \u2013 Example UIs for agent interactions."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/brandonhimpfen/awesome-ai-agents/blob/main/README.md",
   "project": "SmolAgents Starter Projects",
   "repository": "https://github.com/samwit/smolagents_examples",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome AI Agents",
    "> A curated list of frameworks, tools, platforms, and resources for building AI agents \u2014 autonomous or semi-autonomous systems with planning, memory, tool use, and multi-step reasoning.",
    "## Starter Kits",
    "- [SmolAgents Starter Projects](https://github.com/samwit/smolagents_examples) \u2013 Multi-agent demo apps."
   ],
   "repository_evidence": [
    "# Awesome AI Agents",
    "> A curated list of frameworks, tools, platforms, and resources for building AI agents \u2014 autonomous or semi-autonomous systems with planning, memory, tool use, and multi-step reasoning.",
    "## Starter Kits",
    "- [SmolAgents Starter Projects](https://github.com/samwit/smolagents_examples) \u2013 Multi-agent demo apps."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/brandonhimpfen/awesome-ai-agents/blob/main/README.md",
   "project": "CrewAI Quickstarts",
   "repository": "https://github.com/crewai-inc/crewai-quickstarts",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome AI Agents",
    "> A curated list of frameworks, tools, platforms, and resources for building AI agents \u2014 autonomous or semi-autonomous systems with planning, memory, tool use, and multi-step reasoning.",
    "## Starter Kits",
    "- [CrewAI Quickstarts](https://github.com/crewai-inc/crewai-quickstarts) \u2013 Example dashboards and templates."
   ],
   "repository_evidence": [
    "# Awesome AI Agents",
    "> A curated list of frameworks, tools, platforms, and resources for building AI agents \u2014 autonomous or semi-autonomous systems with planning, memory, tool use, and multi-step reasoning.",
    "## Starter Kits",
    "- [CrewAI Quickstarts](https://github.com/crewai-inc/crewai-quickstarts) \u2013 Example dashboards and templates."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/brandonhimpfen/awesome-ai-agents/blob/main/README.md",
   "project": "AG2 Examples",
   "repository": "https://github.com/ag2ai/ag2#examples",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome AI Agents",
    "> A curated list of frameworks, tools, platforms, and resources for building AI agents \u2014 autonomous or semi-autonomous systems with planning, memory, tool use, and multi-step reasoning.",
    "## Examples",
    "- [AG2 Examples](https://github.com/ag2ai/ag2#examples) \u2013 Multi-agent code-writing, retrieval, and planning demos."
   ],
   "repository_evidence": [
    "# Awesome AI Agents",
    "> A curated list of frameworks, tools, platforms, and resources for building AI agents \u2014 autonomous or semi-autonomous systems with planning, memory, tool use, and multi-step reasoning.",
    "## Examples",
    "- [AG2 Examples](https://github.com/ag2ai/ag2#examples) \u2013 Multi-agent code-writing, retrieval, and planning demos."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/brandonhimpfen/awesome-ai-agents/blob/main/README.md",
   "project": "CrewAI Example Projects",
   "repository": "https://github.com/crewai-inc/crewai-quickstarts",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome AI Agents",
    "> A curated list of frameworks, tools, platforms, and resources for building AI agents \u2014 autonomous or semi-autonomous systems with planning, memory, tool use, and multi-step reasoning.",
    "## Examples",
    "- [CrewAI Example Projects](https://github.com/crewai-inc/crewai-quickstarts) \u2013 Research agents, content agents, and workflows."
   ],
   "repository_evidence": [
    "# Awesome AI Agents",
    "> A curated list of frameworks, tools, platforms, and resources for building AI agents \u2014 autonomous or semi-autonomous systems with planning, memory, tool use, and multi-step reasoning.",
    "## Examples",
    "- [CrewAI Example Projects](https://github.com/crewai-inc/crewai-quickstarts) \u2013 Research agents, content agents, and workflows."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/brandonhimpfen/awesome-ai-agents/blob/main/README.md",
   "project": "SmolAgents Examples",
   "repository": "https://github.com/samwit/smolagents_examples",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome AI Agents",
    "> A curated list of frameworks, tools, platforms, and resources for building AI agents \u2014 autonomous or semi-autonomous systems with planning, memory, tool use, and multi-step reasoning.",
    "## Examples",
    "- [SmolAgents Examples](https://github.com/samwit/smolagents_examples) \u2013 Collaborative agent systems with tool use."
   ],
   "repository_evidence": [
    "# Awesome AI Agents",
    "> A curated list of frameworks, tools, platforms, and resources for building AI agents \u2014 autonomous or semi-autonomous systems with planning, memory, tool use, and multi-step reasoning.",
    "## Examples",
    "- [SmolAgents Examples](https://github.com/samwit/smolagents_examples) \u2013 Collaborative agent systems with tool use."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/brandonhimpfen/awesome-ai-agents/blob/main/README.md",
   "project": "AutoGroq",
   "repository": "https://github.com/jgravelle/AutoGroq",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome AI Agents",
    "> A curated list of frameworks, tools, platforms, and resources for building AI agents \u2014 autonomous or semi-autonomous systems with planning, memory, tool use, and multi-step reasoning.",
    "## Examples",
    "- [AutoGroq](https://github.com/jgravelle/AutoGroq) \u2013 Team-based AI agent system for project assistance."
   ],
   "repository_evidence": [
    "# Awesome AI Agents",
    "> A curated list of frameworks, tools, platforms, and resources for building AI agents \u2014 autonomous or semi-autonomous systems with planning, memory, tool use, and multi-step reasoning.",
    "## Examples",
    "- [AutoGroq](https://github.com/jgravelle/AutoGroq) \u2013 Team-based AI agent system for project assistance."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/brandonhimpfen/awesome-ai-agents/blob/main/README.md",
   "project": "ImageAgent (LangGraph)",
   "repository": "https://github.com/josefdc/ImageAgent",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome AI Agents",
    "> A curated list of frameworks, tools, platforms, and resources for building AI agents \u2014 autonomous or semi-autonomous systems with planning, memory, tool use, and multi-step reasoning.",
    "## Examples",
    "- [ImageAgent (LangGraph)](https://github.com/josefdc/ImageAgent) \u2013 Image-editing agent powered by LangGraph."
   ],
   "repository_evidence": [
    "# Awesome AI Agents",
    "> A curated list of frameworks, tools, platforms, and resources for building AI agents \u2014 autonomous or semi-autonomous systems with planning, memory, tool use, and multi-step reasoning.",
    "## Examples",
    "- [ImageAgent (LangGraph)](https://github.com/josefdc/ImageAgent) \u2013 Image-editing agent powered by LangGraph."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/brandonhimpfen/awesome-ai-agents/blob/main/README.md",
   "project": "Top Agent Frameworks Overview",
   "repository": "https://github.com/topics/agent-framework",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome AI Agents",
    "> A curated list of frameworks, tools, platforms, and resources for building AI agents \u2014 autonomous or semi-autonomous systems with planning, memory, tool use, and multi-step reasoning.",
    "## Learning Resources",
    "- [Top Agent Frameworks Overview](https://github.com/topics/agent-framework) \u2013 Comparative list of agent frameworks."
   ],
   "repository_evidence": [
    "# Awesome AI Agents",
    "> A curated list of frameworks, tools, platforms, and resources for building AI agents \u2014 autonomous or semi-autonomous systems with planning, memory, tool use, and multi-step reasoning.",
    "## Learning Resources",
    "- [Top Agent Frameworks Overview](https://github.com/topics/agent-framework) \u2013 Comparative list of agent frameworks."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/brandonhimpfen/awesome-ai-agents/blob/main/README.md",
   "project": "LangGraph Tutorials",
   "repository": "https://github.com/langchain-ai/langgraph/tree/main/examples",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome AI Agents",
    "> A curated list of frameworks, tools, platforms, and resources for building AI agents \u2014 autonomous or semi-autonomous systems with planning, memory, tool use, and multi-step reasoning.",
    "## Learning Resources",
    "- [LangGraph Tutorials](https://github.com/langchain-ai/langgraph/tree/main/examples) \u2013 Tutorials for building agent workflows."
   ],
   "repository_evidence": [
    "# Awesome AI Agents",
    "> A curated list of frameworks, tools, platforms, and resources for building AI agents \u2014 autonomous or semi-autonomous systems with planning, memory, tool use, and multi-step reasoning.",
    "## Learning Resources",
    "- [LangGraph Tutorials](https://github.com/langchain-ai/langgraph/tree/main/examples) \u2013 Tutorials for building agent workflows."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/brandonhimpfen/awesome-ai-agents/blob/main/README.md",
   "project": "CrewAI Learning Resources",
   "repository": "https://github.com/crewai-inc/crewai",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome AI Agents",
    "> A curated list of frameworks, tools, platforms, and resources for building AI agents \u2014 autonomous or semi-autonomous systems with planning, memory, tool use, and multi-step reasoning.",
    "## Learning Resources",
    "- [CrewAI Learning Resources](https://github.com/crewai-inc/crewai) \u2013 Documentation and guided tutorials."
   ],
   "repository_evidence": [
    "# Awesome AI Agents",
    "> A curated list of frameworks, tools, platforms, and resources for building AI agents \u2014 autonomous or semi-autonomous systems with planning, memory, tool use, and multi-step reasoning.",
    "## Learning Resources",
    "- [CrewAI Learning Resources](https://github.com/crewai-inc/crewai) \u2013 Documentation and guided tutorials."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/brandonhimpfen/awesome-ai-agents/blob/main/README.md",
   "project": "SmolAgents Tutorials",
   "repository": "https://github.com/huggingface/smolagents",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome AI Agents",
    "> A curated list of frameworks, tools, platforms, and resources for building AI agents \u2014 autonomous or semi-autonomous systems with planning, memory, tool use, and multi-step reasoning.",
    "## Learning Resources",
    "- [SmolAgents Tutorials](https://github.com/huggingface/smolagents) \u2013 Examples of code-first agent development."
   ],
   "repository_evidence": [
    "# Awesome AI Agents",
    "> A curated list of frameworks, tools, platforms, and resources for building AI agents \u2014 autonomous or semi-autonomous systems with planning, memory, tool use, and multi-step reasoning.",
    "## Learning Resources",
    "- [SmolAgents Tutorials](https://github.com/huggingface/smolagents) \u2013 Examples of code-first agent development."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/brandonhimpfen/awesome-ai-agents/blob/main/README.md",
   "project": "Awesome AI",
   "repository": "https://github.com/awesomelistsio/awesome-ai",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome AI Agents",
    "> A curated list of frameworks, tools, platforms, and resources for building AI agents \u2014 autonomous or semi-autonomous systems with planning, memory, tool use, and multi-step reasoning.",
    "- [Awesome AI](https://github.com/awesomelistsio/awesome-ai)"
   ],
   "repository_evidence": [
    "# Awesome AI Agents",
    "> A curated list of frameworks, tools, platforms, and resources for building AI agents \u2014 autonomous or semi-autonomous systems with planning, memory, tool use, and multi-step reasoning.",
    "- [Awesome AI](https://github.com/awesomelistsio/awesome-ai)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/brandonhimpfen/awesome-ai-agents/blob/main/README.md",
   "project": "Awesome AI Infrastructure",
   "repository": "https://github.com/awesomelistsio/awesome-ai-infrastructure",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome AI Agents",
    "> A curated list of frameworks, tools, platforms, and resources for building AI agents \u2014 autonomous or semi-autonomous systems with planning, memory, tool use, and multi-step reasoning.",
    "- [Awesome AI Infrastructure](https://github.com/awesomelistsio/awesome-ai-infrastructure)"
   ],
   "repository_evidence": [
    "# Awesome AI Agents",
    "> A curated list of frameworks, tools, platforms, and resources for building AI agents \u2014 autonomous or semi-autonomous systems with planning, memory, tool use, and multi-step reasoning.",
    "- [Awesome AI Infrastructure](https://github.com/awesomelistsio/awesome-ai-infrastructure)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/brandonhimpfen/awesome-ai-agents/blob/main/README.md",
   "project": "Awesome AI Research Papers",
   "repository": "https://github.com/awesomelistsio/awesome-ai-research-papers",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome AI Agents",
    "> A curated list of frameworks, tools, platforms, and resources for building AI agents \u2014 autonomous or semi-autonomous systems with planning, memory, tool use, and multi-step reasoning.",
    "- [Awesome AI Research Papers](https://github.com/awesomelistsio/awesome-ai-research-papers)"
   ],
   "repository_evidence": [
    "# Awesome AI Agents",
    "> A curated list of frameworks, tools, platforms, and resources for building AI agents \u2014 autonomous or semi-autonomous systems with planning, memory, tool use, and multi-step reasoning.",
    "- [Awesome AI Research Papers](https://github.com/awesomelistsio/awesome-ai-research-papers)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/brandonhimpfen/awesome-ai-agents/blob/main/README.md",
   "project": "Awesome LLMOps",
   "repository": "https://github.com/awesomelistsio/awesome-llmops",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome AI Agents",
    "> A curated list of frameworks, tools, platforms, and resources for building AI agents \u2014 autonomous or semi-autonomous systems with planning, memory, tool use, and multi-step reasoning.",
    "- [Awesome LLMOps](https://github.com/awesomelistsio/awesome-llmops)"
   ],
   "repository_evidence": [
    "# Awesome AI Agents",
    "> A curated list of frameworks, tools, platforms, and resources for building AI agents \u2014 autonomous or semi-autonomous systems with planning, memory, tool use, and multi-step reasoning.",
    "- [Awesome LLMOps](https://github.com/awesomelistsio/awesome-llmops)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://pypi.org/project/agent_os_kernel/2.0.1",
   "project": "Dify",
   "repository": "https://github.com/langgenius/dify-plugins/pull/2060",
   "stars": "65000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Governance for [Dify](https://github.com/langgenius/dify-plugins/pull/2060) (65K \u2b50), [LlamaIndex](https://github.com/run-llama/llama_index/pull/20644) (47K \u2b50), [LangGraph](https://pypi.org/project/langgraph-trust/), [OpenAI Agents](https://pypi.org/project/openai-agents-trust/), [Agent-Lightning](https://github.com/microsoft/agent-lightning/pull/478), and [OpenClaw](https://clawhub.ai/imran-siddique/agentmesh-governance).",
    "| Framework | Stars | Status | Link |",
    "| **Dify** | 65K \u2b50 | \u2705 Merged | [dify-plugins#2060](https://github.com/langgenius/dify-plugins/pull/2060) |",
    "\ud83c\udfe2 Adopted By Leading AI Frameworks"
   ],
   "repository_evidence": [
    "Governance for [Dify](https://github.com/langgenius/dify-plugins/pull/2060) (65K \u2b50), [LlamaIndex](https://github.com/run-llama/llama_index/pull/20644) (47K \u2b50), [LangGraph](https://pypi.org/project/langgraph-trust/), [OpenAI Agents](https://pypi.org/project/openai-agents-trust/), [Agent-Lightning](https://github.com/microsoft/agent-lightning/pull/478), and [OpenClaw](https://clawhub.ai/imran-siddique/agentmesh-governance).",
    "| Framework | Stars | Status | Link |",
    "| **Dify** | 65K \u2b50 | \u2705 Merged | [dify-plugins#2060](https://github.com/langgenius/dify-plugins/pull/2060) |",
    "\ud83c\udfe2 Adopted By Leading AI Frameworks"
   ],
   "stars_evidence": [
    "Governance for [Dify](https://github.com/langgenius/dify-plugins/pull/2060) (65K \u2b50), [LlamaIndex](https://github.com/run-llama/llama_index/pull/20644) (47K \u2b50), [LangGraph](https://pypi.org/project/langgraph-trust/), [OpenAI Agents](https://pypi.org/project/openai-agents-trust/), [Agent-Lightning](https://github.com/microsoft/agent-lightning/pull/478), and [OpenClaw](https://clawhub.ai/imran-siddique/agentmesh-governance).",
    "| Framework | Stars | Status | Link |",
    "| **Dify** | 65K \u2b50 | \u2705 Merged | [dify-plugins#2060](https://github.com/langgenius/dify-plugins/pull/2060) |",
    "\ud83c\udfe2 Adopted By Leading AI Frameworks"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://pypi.org/project/agent_os_kernel/2.0.1",
   "project": "LlamaIndex",
   "repository": "https://github.com/run-llama/llama_index/pull/20644",
   "stars": "47000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Governance for [Dify](https://github.com/langgenius/dify-plugins/pull/2060) (65K \u2b50), [LlamaIndex](https://github.com/run-llama/llama_index/pull/20644) (47K \u2b50), [LangGraph](https://pypi.org/project/langgraph-trust/), [OpenAI Agents](https://pypi.org/project/openai-agents-trust/), [Agent-Lightning](https://github.com/microsoft/agent-lightning/pull/478), and [OpenClaw](https://clawhub.ai/imran-siddique/agentmesh-governance).",
    "| Framework | Stars | Status | Link |",
    "| **LlamaIndex** | 47K \u2b50 | \u2705 Merged | [llama_index#20644](https://github.com/run-llama/llama_index/pull/20644) |",
    "\ud83c\udfe2 Adopted By Leading AI Frameworks"
   ],
   "repository_evidence": [
    "| Framework | Stars | Status | Link |",
    "| **LlamaIndex** | 47K \u2b50 | \u2705 Merged | [llama_index#20644](https://github.com/run-llama/llama_index/pull/20644) |",
    "\ud83c\udfe2 Adopted By Leading AI Frameworks"
   ],
   "stars_evidence": [
    "Governance for [Dify](https://github.com/langgenius/dify-plugins/pull/2060) (65K \u2b50), [LlamaIndex](https://github.com/run-llama/llama_index/pull/20644) (47K \u2b50), [LangGraph](https://pypi.org/project/langgraph-trust/), [OpenAI Agents](https://pypi.org/project/openai-agents-trust/), [Agent-Lightning](https://github.com/microsoft/agent-lightning/pull/478), and [OpenClaw](https://clawhub.ai/imran-siddique/agentmesh-governance).",
    "| Framework | Stars | Status | Link |",
    "| **LlamaIndex** | 47K \u2b50 | \u2705 Merged | [llama_index#20644](https://github.com/run-llama/llama_index/pull/20644) |",
    "\ud83c\udfe2 Adopted By Leading AI Frameworks"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://pypi.org/project/agent_os_kernel/2.0.1",
   "project": "Microsoft Agent-Lightning",
   "repository": "https://github.com/microsoft/agent-lightning/pull/478",
   "stars": "15000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Governance for [Dify](https://github.com/langgenius/dify-plugins/pull/2060) (65K \u2b50), [LlamaIndex](https://github.com/run-llama/llama_index/pull/20644) (47K \u2b50), [LangGraph](https://pypi.org/project/langgraph-trust/), [OpenAI Agents](https://pypi.org/project/openai-agents-trust/), [Agent-Lightning](https://github.com/microsoft/agent-lightning/pull/478), and [OpenClaw](https://clawhub.ai/imran-siddique/agentmesh-governance).",
    "| Framework | Stars | Status | Link |",
    "| **Microsoft Agent-Lightning** | 15K \u2b50 | \u2705 Merged | [agent-lightning#478](https://github.com/microsoft/agent-lightning/pull/478) |",
    "\ud83c\udfe2 Adopted By Leading AI Frameworks"
   ],
   "repository_evidence": [
    "| Framework | Stars | Status | Link |",
    "| **Microsoft Agent-Lightning** | 15K \u2b50 | \u2705 Merged | [agent-lightning#478](https://github.com/microsoft/agent-lightning/pull/478) |",
    "\ud83c\udfe2 Adopted By Leading AI Frameworks"
   ],
   "stars_evidence": [
    "| Framework | Stars | Status | Link |",
    "| **Microsoft Agent-Lightning** | 15K \u2b50 | \u2705 Merged | [agent-lightning#478](https://github.com/microsoft/agent-lightning/pull/478) |",
    "\ud83c\udfe2 Adopted By Leading AI Frameworks"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://pypi.org/project/agent_os_kernel/2.0.1",
   "project": "LangGraph",
   "repository": "https://pypi.org/project/langgraph-trust/",
   "stars": "24000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Governance for [Dify](https://github.com/langgenius/dify-plugins/pull/2060) (65K \u2b50), [LlamaIndex](https://github.com/run-llama/llama_index/pull/20644) (47K \u2b50), [LangGraph](https://pypi.org/project/langgraph-trust/), [OpenAI Agents](https://pypi.org/project/openai-agents-trust/), [Agent-Lightning](https://github.com/microsoft/agent-lightning/pull/478), and [OpenClaw](https://clawhub.ai/imran-siddique/agentmesh-governance).",
    "| Framework | Stars | Status | Link |",
    "| **LangGraph** | 24K \u2b50 | \ud83d\udce6 Published on PyPI | [langgraph-trust](https://pypi.org/project/langgraph-trust/) |",
    "\ud83c\udfe2 Adopted By Leading AI Frameworks"
   ],
   "repository_evidence": [
    "Governance for [Dify](https://github.com/langgenius/dify-plugins/pull/2060) (65K \u2b50), [LlamaIndex](https://github.com/run-llama/llama_index/pull/20644) (47K \u2b50), [LangGraph](https://pypi.org/project/langgraph-trust/), [OpenAI Agents](https://pypi.org/project/openai-agents-trust/), [Agent-Lightning](https://github.com/microsoft/agent-lightning/pull/478), and [OpenClaw](https://clawhub.ai/imran-siddique/agentmesh-governance).",
    "| Framework | Stars | Status | Link |",
    "| **LangGraph** | 24K \u2b50 | \ud83d\udce6 Published on PyPI | [langgraph-trust](https://pypi.org/project/langgraph-trust/) |",
    "\ud83c\udfe2 Adopted By Leading AI Frameworks"
   ],
   "stars_evidence": [
    "| Framework | Stars | Status | Link |",
    "| **LangGraph** | 24K \u2b50 | \ud83d\udce6 Published on PyPI | [langgraph-trust](https://pypi.org/project/langgraph-trust/) |",
    "\ud83c\udfe2 Adopted By Leading AI Frameworks"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://pypi.org/project/agent_os_kernel/2.0.1",
   "project": "OpenAI Agents SDK",
   "repository": "https://pypi.org/project/openai-agents-trust/",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "| Framework | Stars | Status | Link |",
    "| **OpenAI Agents SDK** | \u2014 | \ud83d\udce6 Published on PyPI | [openai-agents-trust](https://pypi.org/project/openai-agents-trust/) |",
    "\ud83c\udfe2 Adopted By Leading AI Frameworks"
   ],
   "repository_evidence": [
    "| Framework | Stars | Status | Link |",
    "| **OpenAI Agents SDK** | \u2014 | \ud83d\udce6 Published on PyPI | [openai-agents-trust](https://pypi.org/project/openai-agents-trust/) |",
    "\ud83c\udfe2 Adopted By Leading AI Frameworks"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://pypi.org/project/agent_os_kernel/2.0.1",
   "project": "OpenClaw",
   "repository": "https://clawhub.ai/imran-siddique/agent-mesh-governance",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Governance for [Dify](https://github.com/langgenius/dify-plugins/pull/2060) (65K \u2b50), [LlamaIndex](https://github.com/run-llama/llama_index/pull/20644) (47K \u2b50), [LangGraph](https://pypi.org/project/langgraph-trust/), [OpenAI Agents](https://pypi.org/project/openai-agents-trust/), [Agent-Lightning](https://github.com/microsoft/agent-lightning/pull/478), and [OpenClaw](https://clawhub.ai/imran-siddique/agentmesh-governance).",
    "| Framework | Stars | Status | Link |",
    "| **OpenClaw** | \u2014 | \ud83d\udce6 Published on ClawHub | [agentmesh-governance](https://clawhub.ai/imran-siddique/agentmesh-governance) |",
    "\ud83c\udfe2 Adopted By Leading AI Frameworks"
   ],
   "repository_evidence": [
    "Governance for [Dify](https://github.com/langgenius/dify-plugins/pull/2060) (65K \u2b50), [LlamaIndex](https://github.com/run-llama/llama_index/pull/20644) (47K \u2b50), [LangGraph](https://pypi.org/project/langgraph-trust/), [OpenAI Agents](https://pypi.org/project/openai-agents-trust/), [Agent-Lightning](https://github.com/microsoft/agent-lightning/pull/478), and [OpenClaw](https://clawhub.ai/imran-siddique/agentmesh-governance).",
    "| Framework | Stars | Status | Link |",
    "| **OpenClaw** | \u2014 | \ud83d\udce6 Published on ClawHub | [agentmesh-governance](https://clawhub.ai/imran-siddique/agentmesh-governance) |",
    "\ud83c\udfe2 Adopted By Leading AI Frameworks"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://pypi.org/project/agent_os_kernel/2.0.1",
   "project": "AutoGen",
   "repository": "https://github.com/microsoft/autogen/issues/7242",
   "stars": "54000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "| Framework | Stars | Proposal |",
    "| AutoGen | 54K \u2b50 | [microsoft/autogen#7242](https://github.com/microsoft/autogen/issues/7242) |",
    "\ud83c\udfe2 Adopted By Leading AI Frameworks"
   ],
   "repository_evidence": [
    "| Framework | Stars | Proposal |",
    "| AutoGen | 54K \u2b50 | [microsoft/autogen#7242](https://github.com/microsoft/autogen/issues/7242) |",
    "\ud83c\udfe2 Adopted By Leading AI Frameworks"
   ],
   "stars_evidence": [
    "| Framework | Stars | Proposal |",
    "| AutoGen | 54K \u2b50 | [microsoft/autogen#7242](https://github.com/microsoft/autogen/issues/7242) |",
    "\ud83c\udfe2 Adopted By Leading AI Frameworks"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://pypi.org/project/agent_os_kernel/2.0.1",
   "project": "CrewAI",
   "repository": "https://github.com/crewAIInc/crewAI/issues/4502",
   "stars": "44000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "| Framework | Stars | Proposal |",
    "| CrewAI | 44K \u2b50 | [crewAIInc/crewAI#4502](https://github.com/crewAIInc/crewAI/issues/4502) |",
    "\ud83c\udfe2 Adopted By Leading AI Frameworks"
   ],
   "repository_evidence": [
    "| Framework | Stars | Proposal |",
    "| CrewAI | 44K \u2b50 | [crewAIInc/crewAI#4502](https://github.com/crewAIInc/crewAI/issues/4502) |",
    "\ud83c\udfe2 Adopted By Leading AI Frameworks"
   ],
   "stars_evidence": [
    "| Framework | Stars | Proposal |",
    "| CrewAI | 44K \u2b50 | [crewAIInc/crewAI#4502](https://github.com/crewAIInc/crewAI/issues/4502) |",
    "\ud83c\udfe2 Adopted By Leading AI Frameworks"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://pypi.org/project/agent_os_kernel/2.0.1",
   "project": "Haystack",
   "repository": "https://github.com/deepset-ai/haystack/issues/10615",
   "stars": "22000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "| Framework | Stars | Proposal |",
    "| Haystack | 22K \u2b50 | [deepset-ai/haystack#10615](https://github.com/deepset-ai/haystack/issues/10615) |",
    "\ud83c\udfe2 Adopted By Leading AI Frameworks"
   ],
   "repository_evidence": [
    "| Framework | Stars | Proposal |",
    "| Haystack | 22K \u2b50 | [deepset-ai/haystack#10615](https://github.com/deepset-ai/haystack/issues/10615) |",
    "\ud83c\udfe2 Adopted By Leading AI Frameworks"
   ],
   "stars_evidence": [
    "| Framework | Stars | Proposal |",
    "| Haystack | 22K \u2b50 | [deepset-ai/haystack#10615](https://github.com/deepset-ai/haystack/issues/10615) |",
    "\ud83c\udfe2 Adopted By Leading AI Frameworks"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://pypi.org/project/agent_os_kernel/2.0.1",
   "project": "Semantic Kernel",
   "repository": "https://github.com/microsoft/semantic-kernel/issues/13556",
   "stars": "27000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "| Framework | Stars | Proposal |",
    "| Semantic Kernel | 27K \u2b50 | [microsoft/semantic-kernel#13556](https://github.com/microsoft/semantic-kernel/issues/13556) |",
    "\ud83c\udfe2 Adopted By Leading AI Frameworks"
   ],
   "repository_evidence": [
    "| Framework | Stars | Proposal |",
    "| Semantic Kernel | 27K \u2b50 | [microsoft/semantic-kernel#13556](https://github.com/microsoft/semantic-kernel/issues/13556) |",
    "\ud83c\udfe2 Adopted By Leading AI Frameworks"
   ],
   "stars_evidence": [
    "| Framework | Stars | Proposal |",
    "| Semantic Kernel | 27K \u2b50 | [microsoft/semantic-kernel#13556](https://github.com/microsoft/semantic-kernel/issues/13556) |",
    "\ud83c\udfe2 Adopted By Leading AI Frameworks"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://pypi.org/project/agent_os_kernel/2.0.1",
   "project": "smolagents",
   "repository": "https://github.com/huggingface/smolagents/issues/1989",
   "stars": "25000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "| Framework | Stars | Proposal |",
    "| smolagents | 25K \u2b50 | \u2705 Adapter built \u2014 [huggingface/smolagents#1989](https://github.com/huggingface/smolagents/issues/1989) |",
    "\ud83c\udfe2 Adopted By Leading AI Frameworks"
   ],
   "repository_evidence": [
    "| Framework | Stars | Proposal |",
    "| smolagents | 25K \u2b50 | \u2705 Adapter built \u2014 [huggingface/smolagents#1989](https://github.com/huggingface/smolagents/issues/1989) |",
    "\ud83c\udfe2 Adopted By Leading AI Frameworks"
   ],
   "stars_evidence": [
    "| Framework | Stars | Proposal |",
    "| smolagents | 25K \u2b50 | \u2705 Adapter built \u2014 [huggingface/smolagents#1989](https://github.com/huggingface/smolagents/issues/1989) |",
    "\ud83c\udfe2 Adopted By Leading AI Frameworks"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://pypi.org/project/agent_os_kernel/2.0.1",
   "project": "Google ADK",
   "repository": "https://github.com/google/adk-python/issues/4517",
   "stars": "18000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "| Framework | Stars | Proposal |",
    "| Google ADK | 18K \u2b50 | \u2705 Adapter built \u2014 [google/adk-python#4517](https://github.com/google/adk-python/issues/4517) |",
    "\ud83c\udfe2 Adopted By Leading AI Frameworks"
   ],
   "repository_evidence": [
    "| Framework | Stars | Proposal |",
    "| Google ADK | 18K \u2b50 | \u2705 Adapter built \u2014 [google/adk-python#4517](https://github.com/google/adk-python/issues/4517) |",
    "\ud83c\udfe2 Adopted By Leading AI Frameworks"
   ],
   "stars_evidence": [
    "| Framework | Stars | Proposal |",
    "| Google ADK | 18K \u2b50 | \u2705 Adapter built \u2014 [google/adk-python#4517](https://github.com/google/adk-python/issues/4517) |",
    "\ud83c\udfe2 Adopted By Leading AI Frameworks"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://pypi.org/project/agent_os_kernel/2.0.1",
   "project": "PydanticAI",
   "repository": "https://github.com/pydantic/pydantic-ai/issues/4335",
   "stars": "15000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "| Framework | Stars | Proposal |",
    "| PydanticAI | 15K \u2b50 | \u2705 Adapter built \u2014 [pydantic/pydantic-ai#4335](https://github.com/pydantic/pydantic-ai/issues/4335) |",
    "\ud83c\udfe2 Adopted By Leading AI Frameworks"
   ],
   "repository_evidence": [
    "| Framework | Stars | Proposal |",
    "| PydanticAI | 15K \u2b50 | \u2705 Adapter built \u2014 [pydantic/pydantic-ai#4335](https://github.com/pydantic/pydantic-ai/issues/4335) |",
    "\ud83c\udfe2 Adopted By Leading AI Frameworks"
   ],
   "stars_evidence": [
    "| Framework | Stars | Proposal |",
    "| PydanticAI | 15K \u2b50 | \u2705 Adapter built \u2014 [pydantic/pydantic-ai#4335](https://github.com/pydantic/pydantic-ai/issues/4335) |",
    "\ud83c\udfe2 Adopted By Leading AI Frameworks"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://pypi.org/project/agent_os_kernel/2.0.1",
   "project": "OpenAI Agents SDK",
   "repository": "https://github.com/openai/openai-agents-python/issues/2515",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "| Framework | Stars | Proposal |",
    "| OpenAI Agents SDK | \u2014 | [openai/openai-agents-python#2515](https://github.com/openai/openai-agents-python/issues/2515) |",
    "\ud83c\udfe2 Adopted By Leading AI Frameworks"
   ],
   "repository_evidence": [
    "| Framework | Stars | Proposal |",
    "| OpenAI Agents SDK | \u2014 | [openai/openai-agents-python#2515](https://github.com/openai/openai-agents-python/issues/2515) |",
    "\ud83c\udfe2 Adopted By Leading AI Frameworks"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://pypi.org/project/agent_os_kernel/2.0.1",
   "project": "A2A Protocol",
   "repository": "https://github.com/a2aproject/A2A/issues/1501",
   "stars": "21000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "| Framework | Stars | Proposal |",
    "| A2A Protocol | 21K \u2b50 | [a2aproject/A2A#1501](https://github.com/a2aproject/A2A/issues/1501) |",
    "\ud83c\udfe2 Adopted By Leading AI Frameworks"
   ],
   "repository_evidence": [
    "| Framework | Stars | Proposal |",
    "| A2A Protocol | 21K \u2b50 | [a2aproject/A2A#1501](https://github.com/a2aproject/A2A/issues/1501) |",
    "\ud83c\udfe2 Adopted By Leading AI Frameworks"
   ],
   "stars_evidence": [
    "| Framework | Stars | Proposal |",
    "| A2A Protocol | 21K \u2b50 | [a2aproject/A2A#1501](https://github.com/a2aproject/A2A/issues/1501) |",
    "\ud83c\udfe2 Adopted By Leading AI Frameworks"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://pypi.org/project/agent_os_kernel/2.0.1",
   "project": "Oracle Agent Spec",
   "repository": "https://github.com/oracle/agent-spec/issues/105",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "| Framework | Stars | Proposal |",
    "| Oracle Agent Spec | \u2014 | [oracle/agent-spec#105](https://github.com/oracle/agent-spec/issues/105) |",
    "\ud83c\udfe2 Adopted By Leading AI Frameworks"
   ],
   "repository_evidence": [
    "| Framework | Stars | Proposal |",
    "| Oracle Agent Spec | \u2014 | [oracle/agent-spec#105](https://github.com/oracle/agent-spec/issues/105) |",
    "\ud83c\udfe2 Adopted By Leading AI Frameworks"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://pypi.org/project/agent_os_kernel/2.0.1",
   "project": "AI Card Spec",
   "repository": "https://github.com/Agent-Card/ai-card/issues/16",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "| Framework | Stars | Proposal |",
    "| AI Card Spec | \u2014 | [agent-card/ai-card#16](https://github.com/Agent-Card/ai-card/issues/16) |",
    "\ud83c\udfe2 Adopted By Leading AI Frameworks"
   ],
   "repository_evidence": [
    "| Framework | Stars | Proposal |",
    "| AI Card Spec | \u2014 | [agent-card/ai-card#16](https://github.com/Agent-Card/ai-card/issues/16) |",
    "\ud83c\udfe2 Adopted By Leading AI Frameworks"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://aws.amazon.com/blogs/machine-learning/evaluate-any-agent-framework-with-amazon-bedrock-agentcore-evaluations?refid=s3-gs&trk=ft_transform",
   "project": "OpenInference",
   "repository": "https://github.com/Arize-ai/openinference",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Evaluate any agent framework with Amazon Bedrock AgentCore Evaluations",
    "[OpenInference](https://github.com/Arize-ai/openinference) defines span kinds such as `LLM`, `TOOL`, `RETRIEVER`, `RERANKER`, `EMBEDDING`, `AGENT`, `CHAIN`, `GUARDRAIL`, `EVALUATOR`, and `PROMPT`."
   ],
   "repository_evidence": [
    "Evaluate any agent framework with Amazon Bedrock AgentCore Evaluations",
    "[OpenInference](https://github.com/Arize-ai/openinference) defines span kinds such as `LLM`, `TOOL`, `RETRIEVER`, `RERANKER`, `EMBEDDING`, `AGENT`, `CHAIN`, `GUARDRAIL`, `EVALUATOR`, and `PROMPT`."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://aws.amazon.com/blogs/machine-learning/evaluate-any-agent-framework-with-amazon-bedrock-agentcore-evaluations?refid=s3-gs&trk=ft_transform",
   "project": "AgentCore samples",
   "repository": "https://github.com/awslabs/agentcore-samples/tree/main/01-features/06-observe-evaluate-optimize-your-agent/02-evaluate/supported-frameworks",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Evaluate any agent framework with Amazon Bedrock AgentCore Evaluations",
    "To make this concrete, the [AgentCore samples repository](https://github.com/awslabs/agentcore-samples/tree/main/01-features/06-observe-evaluate-optimize-your-agent/02-evaluate/supported-frameworks) provides complete working examples, for instance an HR assistant implemented with the OpenAI Agents SDK, Google ADK, LlamaIndex, and the Claude Agent SDK."
   ],
   "repository_evidence": [
    "Evaluate any agent framework with Amazon Bedrock AgentCore Evaluations",
    "To make this concrete, the [AgentCore samples repository](https://github.com/awslabs/agentcore-samples/tree/main/01-features/06-observe-evaluate-optimize-your-agent/02-evaluate/supported-frameworks) provides complete working examples, for instance an HR assistant implemented with the OpenAI Agents SDK, Google ADK, LlamaIndex, and the Claude Agent SDK."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://byteiota.com/persistent-memory-for-ai-agents-2026-implementation",
   "project": "agentmemory",
   "repository": "https://github.com/rohitg00/agentmemory",
   "stars": "5880",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "The solution landscape matured fast in early 2026.",
    "[agentmemory](https://github.com/rohitg00/agentmemory) hit 5,880 GitHub stars with benchmark-validated confidence scoring.",
    "Self-hosted open source\u2014agentmemory (5,880 stars, trending today with +1,048 stars) offers benchmark-driven validation with confidence scoring and knowledge graphs."
   ],
   "repository_evidence": [
    "The solution landscape matured fast in early 2026.",
    "[agentmemory](https://github.com/rohitg00/agentmemory) hit 5,880 GitHub stars with benchmark-validated confidence scoring."
   ],
   "stars_evidence": [
    "The solution landscape matured fast in early 2026.",
    "[agentmemory](https://github.com/rohitg00/agentmemory) hit 5,880 GitHub stars with benchmark-validated confidence scoring."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://arxiv.org/pdf/2601.20843v1",
   "project": "GPT Researcher",
   "repository": "https://github.com/assafelovic/gpt-researcher",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "References",
    "[2] Assaf Elovic. Gpt researcher. https://github.com/assafelovic/gpt-researcher, 2024. GPT\nResearcher is an open deep research agent designed for both web and local research on any given\ntask."
   ],
   "repository_evidence": [
    "References",
    "[2] Assaf Elovic. Gpt researcher. https://github.com/assafelovic/gpt-researcher, 2024. GPT\nResearcher is an open deep research agent designed for both web and local research on any given\ntask."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://arxiv.org/pdf/2601.20843v1",
   "project": "Nvidia AIQ Research Assistant",
   "repository": "https://github.com/NVIDIA-AI-Blueprints/aiq-research-assistant",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "References",
    "[12] NVIDIA Team. Ai-q nvidia research assistant blueprint. https://github.com/NVIDIA-AI-Blu\neprints/aiq-research-assistant, 2025. Accessed: 2025-06-07."
   ],
   "repository_evidence": [
    "References",
    "[12] NVIDIA Team. Ai-q nvidia research assistant blueprint. https://github.com/NVIDIA-AI-Blu\neprints/aiq-research-assistant, 2025. Accessed: 2025-06-07."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/underlines/awesome-ml/blob/master/llm-tools.md",
   "project": "AgentGPT",
   "repository": "https://github.com/reworkd/AgentGPT",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## Agents / Automatic GPT",
    "- [AgentGPT](https://github.com/reworkd/AgentGPT) Deploy autonomous AI agents, using vectorDB memory, web browsing via LangChain, website interaction and more including a GUI"
   ],
   "repository_evidence": [
    "## Agents / Automatic GPT",
    "- [AgentGPT](https://github.com/reworkd/AgentGPT) Deploy autonomous AI agents, using vectorDB memory, web browsing via LangChain, website interaction and more including a GUI"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://ghost.codersera.com/blog/run-open-manus-on-windows-installation-guide",
   "project": "OpenManus",
   "repository": "https://github.com/FoundationAgents/OpenManus.git",
   "stars": "56000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Run OpenManus on Windows: 2026 Installation Guide (uv, Conda, Ollama)",
    "OpenManus is the actively maintained open-source agent framework that lets you reproduce most of what proprietary Manus AI does \u2014 autonomous web browsing, multi-step planning, code and shell execution, file I/O \u2014 on your own Windows machine, with the model of your choice."
   ],
   "repository_evidence": [
    "# Run OpenManus on Windows: 2026 Installation Guide (uv, Conda, Ollama)",
    "| Repo to clone | `https://github.com/FoundationAgents/OpenManus.git` |"
   ],
   "stars_evidence": [
    "# Run OpenManus on Windows: 2026 Installation Guide (uv, Conda, Ollama)",
    "The latest tagged release is **v0.3.0** (April 10, 2026). The repo is at roughly 56k GitHub stars and is MIT-licensed."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/taskingai/taskingai",
   "project": "TaskingAI",
   "repository": "https://github.com/taskingai/taskingai.git",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# TaskingAI/TaskingAI",
    "[TaskingAI](https://www.tasking.ai) is a BaaS (Backend as a Service) platform for **LLM-based Agent Development and Deployment**."
   ],
   "repository_evidence": [
    "# TaskingAI/TaskingAI",
    "First, clone the TaskingAI (community edition) repository from GitHub.",
    " git clone https://github.com/taskingai/taskingai.git cd taskingai"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/taskingai/taskingai",
   "project": "LangChain",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# TaskingAI/TaskingAI",
    "## Why TaskingAI?",
    "### Problems with existing solutions \ud83d\ude41",
    "**LangChain** is a tool framework for LLM application development, but it faces practical limitations:"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://www.respan.ai/market-map/compare/pydantic-ai-vs-semantic-kernel",
   "project": "Pydantic AI",
   "repository": "https://github.com/pydantic/pydantic-ai/releases",
   "stars": "16500",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Pydantic AI vs Semantic Kernel: Agent Frameworks Comparison",
    "Compare Pydantic AI and Semantic Kernel side by side.",
    "Pydantic AI is fully free and open-source (MIT license, 16.5K+ GitHub stars)."
   ],
   "repository_evidence": [
    "# Pydantic AI vs Semantic Kernel: Agent Frameworks Comparison",
    "\u2014 Release tracker, [GitHub releases](https://github.com/pydantic/pydantic-ai/releases) \u00b7 Apr 2026"
   ],
   "stars_evidence": [
    "# Pydantic AI vs Semantic Kernel: Agent Frameworks Comparison",
    "Pydantic AI is fully free and open-source (MIT license, 16.5K+ GitHub stars)."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://arxiv.org/pdf/2604.23878v3",
   "project": "ZenBrain",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "ZenBrain: A Neuroscience-Inspired 7-Layer Memory\nArchitecture\nfor Autonomous AI Systems",
    "Open-source under the @zensation\nnpm scope, Apache-2.0."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://arxiv.org/pdf/2604.23878v3",
   "project": "MemGPT",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Packer et al. [2023] propose MemGPT, applying the operating system virtual memory metaphor to\nLLM context management.",
    "Table 1: Comparison of memory systems for LLM agents. \u2713= supported, \u2717= absent.",
    "Feature\n\nZenBrain\n\nMemGPT\n\nMem0\n\nA-Mem\n\nZep\n\nReflexion\n\nLightMem\n\nMemoryOS\n\nTiwari \u201926"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://arxiv.org/pdf/2604.23878v3",
   "project": "Mem0",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Chhikara et al. [2025] present Mem0, a production-focused system with a three-stage pipeline\n(extraction, consolidation, retrieval) and an optional graph variant.",
    "Table 1: Comparison of memory systems for LLM agents. \u2713= supported, \u2717= absent.",
    "Feature\n\nZenBrain\n\nMemGPT\n\nMem0\n\nA-Mem\n\nZep\n\nReflexion\n\nLightMem\n\nMemoryOS\n\nTiwari \u201926"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://arxiv.org/pdf/2604.23878v3",
   "project": "A-Mem",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Xu et al. [2025] introduce A-Mem, a Zettelkasten-inspired approach where structured notes with\ncontextual metadata are dynamically linked.",
    "Table 1: Comparison of memory systems for LLM agents. \u2713= supported, \u2717= absent.",
    "Feature\n\nZenBrain\n\nMemGPT\n\nMem0\n\nA-Mem\n\nZep\n\nReflexion\n\nLightMem\n\nMemoryOS\n\nTiwari \u201926"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://arxiv.org/pdf/2604.23878v3",
   "project": "Zep",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Rasmussen et al. [2025] describe Graphiti, a temporally-aware knowledge graph with four timestamps\nper fact.",
    "Table 1: Comparison of memory systems for LLM agents. \u2713= supported, \u2717= absent.",
    "Feature\n\nZenBrain\n\nMemGPT\n\nMem0\n\nA-Mem\n\nZep\n\nReflexion\n\nLightMem\n\nMemoryOS\n\nTiwari \u201926"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://arxiv.org/pdf/2604.23878v3",
   "project": "Reflexion",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Shinn et al. [2023] propose verbal reinforcement learning where agents store natural-language\nreflections on task failures.",
    "Table 1: Comparison of memory systems for LLM agents. \u2713= supported, \u2717= absent.",
    "Feature\n\nZenBrain\n\nMemGPT\n\nMem0\n\nA-Mem\n\nZep\n\nReflexion\n\nLightMem\n\nMemoryOS\n\nTiwari \u201926"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://arxiv.org/pdf/2604.23878v3",
   "project": "LightMem",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "A 2025\u20132026 wave of concurrent systems\u2014LightMem [Fang et al., 2025], MemoryOS [Kang et al.,\n2025], Hindsight [Latimer et al., 2025], FadeMem [Wei et al., 2026], Vestige [Vestige Contributors,\n2026], SleepGate [Xie, 2026], Anda Hippocampus [ldclabs, 2026], MemFly [Zhang et al., 2026],\nCognee [Markovic et al., 2025]\u2014has begun adopting individual mechanisms; Tiwari and Fofadiya\n[2026] independently validates the multi-layer hypothesis on LoCoMo (F1 = 0.618).",
    "Table 1: Comparison of memory systems for LLM agents. \u2713= supported, \u2717= absent.",
    "Feature\n\nZenBrain\n\nMemGPT\n\nMem0\n\nA-Mem\n\nZep\n\nReflexion\n\nLightMem\n\nMemoryOS\n\nTiwari \u201926"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://arxiv.org/pdf/2604.23878v3",
   "project": "MemoryOS",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "A 2025\u20132026 wave of concurrent systems\u2014LightMem [Fang et al., 2025], MemoryOS [Kang et al.,\n2025], Hindsight [Latimer et al., 2025], FadeMem [Wei et al., 2026], Vestige [Vestige Contributors,\n2026], SleepGate [Xie, 2026], Anda Hippocampus [ldclabs, 2026], MemFly [Zhang et al., 2026],\nCognee [Markovic et al., 2025]\u2014has begun adopting individual mechanisms; Tiwari and Fofadiya\n[2026] independently validates the multi-layer hypothesis on LoCoMo (F1 = 0.618).",
    "Table 1: Comparison of memory systems for LLM agents. \u2713= supported, \u2717= absent.",
    "Feature\n\nZenBrain\n\nMemGPT\n\nMem0\n\nA-Mem\n\nZep\n\nReflexion\n\nLightMem\n\nMemoryOS\n\nTiwari \u201926"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://arxiv.org/pdf/2604.23878v3",
   "project": "Hindsight",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "A 2025\u20132026 wave of concurrent systems\u2014LightMem [Fang et al., 2025], MemoryOS [Kang et al.,\n2025], Hindsight [Latimer et al., 2025], FadeMem [Wei et al., 2026], Vestige [Vestige Contributors,\n2026], SleepGate [Xie, 2026], Anda Hippocampus [ldclabs, 2026], MemFly [Zhang et al., 2026],\nCognee [Markovic et al., 2025]\u2014has begun adopting individual mechanisms; Tiwari and Fofadiya\n[2026] independently validates the multi-layer hypothesis on LoCoMo (F1 = 0.618)."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://arxiv.org/pdf/2604.23878v3",
   "project": "FadeMem",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "A 2025\u20132026 wave of concurrent systems\u2014LightMem [Fang et al., 2025], MemoryOS [Kang et al.,\n2025], Hindsight [Latimer et al., 2025], FadeMem [Wei et al., 2026], Vestige [Vestige Contributors,\n2026], SleepGate [Xie, 2026], Anda Hippocampus [ldclabs, 2026], MemFly [Zhang et al., 2026],\nCognee [Markovic et al., 2025]\u2014has begun adopting individual mechanisms; Tiwari and Fofadiya\n[2026] independently validates the multi-layer hypothesis on LoCoMo (F1 = 0.618)."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://arxiv.org/pdf/2604.23878v3",
   "project": "Vestige",
   "repository": "https://github.com/samvallad33/vestige",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "A 2025\u20132026 wave of concurrent systems\u2014LightMem [Fang et al., 2025], MemoryOS [Kang et al.,\n2025], Hindsight [Latimer et al., 2025], FadeMem [Wei et al., 2026], Vestige [Vestige Contributors,\n2026], SleepGate [Xie, 2026], Anda Hippocampus [ldclabs, 2026], MemFly [Zhang et al., 2026],\nCognee [Markovic et al., 2025]\u2014has begun adopting individual mechanisms; Tiwari and Fofadiya\n[2026] independently validates the multi-layer hypothesis on LoCoMo (F1 = 0.618)."
   ],
   "repository_evidence": [
    "Vestige Contributors. Vestige: FSRS-6 powered memory for AI agents. https://github.com/\nsamvallad33/vestige, 2026."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://arxiv.org/pdf/2604.23878v3",
   "project": "SleepGate",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "A 2025\u20132026 wave of concurrent systems\u2014LightMem [Fang et al., 2025], MemoryOS [Kang et al.,\n2025], Hindsight [Latimer et al., 2025], FadeMem [Wei et al., 2026], Vestige [Vestige Contributors,\n2026], SleepGate [Xie, 2026], Anda Hippocampus [ldclabs, 2026], MemFly [Zhang et al., 2026],\nCognee [Markovic et al., 2025]\u2014has begun adopting individual mechanisms; Tiwari and Fofadiya\n[2026] independently validates the multi-layer hypothesis on LoCoMo (F1 = 0.618)."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://arxiv.org/pdf/2604.23878v3",
   "project": "Anda Hippocampus",
   "repository": "https://github.com/ldclabs/anda-hippocampus",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "A 2025\u20132026 wave of concurrent systems\u2014LightMem [Fang et al., 2025], MemoryOS [Kang et al.,\n2025], Hindsight [Latimer et al., 2025], FadeMem [Wei et al., 2026], Vestige [Vestige Contributors,\n2026], SleepGate [Xie, 2026], Anda Hippocampus [ldclabs, 2026], MemFly [Zhang et al., 2026],\nCognee [Markovic et al., 2025]\u2014has begun adopting individual mechanisms; Tiwari and Fofadiya\n[2026] independently validates the multi-layer hypothesis on LoCoMo (F1 = 0.618)."
   ],
   "repository_evidence": [
    "ldclabs. Anda hippocampus: Graph-based memory for AI agents. https://github.com/ldclabs/\nanda-hippocampus, 2026."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://arxiv.org/pdf/2604.23878v3",
   "project": "MemFly",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "A 2025\u20132026 wave of concurrent systems\u2014LightMem [Fang et al., 2025], MemoryOS [Kang et al.,\n2025], Hindsight [Latimer et al., 2025], FadeMem [Wei et al., 2026], Vestige [Vestige Contributors,\n2026], SleepGate [Xie, 2026], Anda Hippocampus [ldclabs, 2026], MemFly [Zhang et al., 2026],\nCognee [Markovic et al., 2025]\u2014has begun adopting individual mechanisms; Tiwari and Fofadiya\n[2026] independently validates the multi-layer hypothesis on LoCoMo (F1 = 0.618)."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://arxiv.org/pdf/2604.23878v3",
   "project": "Cognee",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "A 2025\u20132026 wave of concurrent systems\u2014LightMem [Fang et al., 2025], MemoryOS [Kang et al.,\n2025], Hindsight [Latimer et al., 2025], FadeMem [Wei et al., 2026], Vestige [Vestige Contributors,\n2026], SleepGate [Xie, 2026], Anda Hippocampus [ldclabs, 2026], MemFly [Zhang et al., 2026],\nCognee [Markovic et al., 2025]\u2014has begun adopting individual mechanisms; Tiwari and Fofadiya\n[2026] independently validates the multi-layer hypothesis on LoCoMo (F1 = 0.618)."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://arxiv.org/pdf/2604.23878v3",
   "project": "Mastra",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Orthogonal\nparadigms [OmegaMax, 2026, Mastra, 2026, MemPalace Contributors, 2026, Behrouz et al., 2026,\nICLR 2026 MemAgents Workshop Organizers, 2026] target adjacent problems."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://arxiv.org/pdf/2604.23878v3",
   "project": "MemPalace",
   "repository": "https://github.com/MemPalace/mempalace",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Orthogonal\nparadigms [OmegaMax, 2026, Mastra, 2026, MemPalace Contributors, 2026, Behrouz et al., 2026,\nICLR 2026 MemAgents Workshop Organizers, 2026] target adjacent problems."
   ],
   "repository_evidence": [
    "MemPalace Contributors. MemPalace: Spatial memory organization for LLM agents. https:\n//github.com/MemPalace/mempalace, 2026."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://www.langchain.com/blog/open-swe-an-open-source-framework-for-internal-coding-agents",
   "project": "Deep Agents",
   "repository": "https://github.com/langchain-ai/deepagents",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Deep Agents",
    "Built on [Deep Agents](https://github.com/langchain-ai/deepagents?ref=blog.langchain.com) and [LangGraph](https://langchain-ai.github.io/langgraph/?ref=blog.langchain.com), Open SWE provides the core architectural components we've observed across these implementations."
   ],
   "repository_evidence": [
    "Deep Agents",
    "Built on [Deep Agents](https://github.com/langchain-ai/deepagents?ref=blog.langchain.com) and [LangGraph](https://langchain-ai.github.io/langgraph/?ref=blog.langchain.com), Open SWE provides the core architectural components we've observed across these implementations."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://www.langchain.com/blog/open-swe-an-open-source-framework-for-internal-coding-agents",
   "project": "Open SWE",
   "repository": "https://github.com/langchain-ai/open-swe",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Deep Agents",
    "Today, we're releasing **Open SWE**, an open-source framework that captures these patterns in a customizable form."
   ],
   "repository_evidence": [
    "Deep Agents",
    "Open SWE is available now on [GitHub](https://github.com/langchain-ai/open-swe?ref=blog.langchain.com)."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://www.langchain.com/blog/open-swe-an-open-source-framework-for-internal-coding-agents",
   "project": "LangGraph",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Deep Agents",
    "Built on [Deep Agents](https://github.com/langchain-ai/deepagents?ref=blog.langchain.com) and [LangGraph](https://langchain-ai.github.io/langgraph/?ref=blog.langchain.com), Open SWE provides the core architectural components we've observed across these implementations."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.1485827954.workers.dev/alternbits/awesome-ai-agents",
   "project": "Adala",
   "repository": "https://github.1485827954.workers.dev/HumanSignal/Adala",
   "stars": null,
   "category": null,
   "description": "Autonomous data labeling agent framework.",
   "license": null,
   "project_evidence": [
    "# Awesome AI Agents",
    "## Open-source Projects",
    "- [Adala](https://github.1485827954.workers.dev/HumanSignal/Adala) - Autonomous data labeling agent framework."
   ],
   "repository_evidence": [
    "# Awesome AI Agents",
    "## Open-source Projects",
    "- [Adala](https://github.1485827954.workers.dev/HumanSignal/Adala) - Autonomous data labeling agent framework."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": [
    "# Awesome AI Agents",
    "## Open-source Projects",
    "- [Adala](https://github.1485827954.workers.dev/HumanSignal/Adala) - Autonomous data labeling agent framework."
   ],
   "license_evidence": null
  },
  {
   "url": "https://github.1485827954.workers.dev/alternbits/awesome-ai-agents",
   "project": "AgentGPT",
   "repository": null,
   "stars": null,
   "category": null,
   "description": "Browser-based no-code AI agent tool.",
   "license": null,
   "project_evidence": [
    "# Awesome AI Agents",
    "## Open-source Projects",
    "- [AgentGPT](https://agentgpt.reworkd.ai/) - Browser-based no-code AI agent tool."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": [
    "# Awesome AI Agents",
    "## Open-source Projects",
    "- [AgentGPT](https://agentgpt.reworkd.ai/) - Browser-based no-code AI agent tool."
   ],
   "license_evidence": null
  },
  {
   "url": "https://github.1485827954.workers.dev/alternbits/awesome-ai-agents",
   "project": "AutoGen",
   "repository": "https://github.1485827954.workers.dev/microsoft/autogen",
   "stars": null,
   "category": null,
   "description": "Multi-agent AI framework by Microsoft.",
   "license": null,
   "project_evidence": [
    "# Awesome AI Agents",
    "## Open-source Projects",
    "- [AutoGen](https://github.1485827954.workers.dev/microsoft/autogen) - Multi-agent AI framework by Microsoft."
   ],
   "repository_evidence": [
    "# Awesome AI Agents",
    "## Open-source Projects",
    "- [AutoGen](https://github.1485827954.workers.dev/microsoft/autogen) - Multi-agent AI framework by Microsoft."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": [
    "# Awesome AI Agents",
    "## Open-source Projects",
    "- [AutoGen](https://github.1485827954.workers.dev/microsoft/autogen) - Multi-agent AI framework by Microsoft."
   ],
   "license_evidence": null
  },
  {
   "url": "https://github.1485827954.workers.dev/alternbits/awesome-ai-agents",
   "project": "CrewAI",
   "repository": "https://github.1485827954.workers.dev/joaomdmoura/crewai",
   "stars": null,
   "category": null,
   "description": "Framework for multi-agent orchestration.",
   "license": null,
   "project_evidence": [
    "# Awesome AI Agents",
    "## Open-source Projects",
    "- [CrewAI](https://github.1485827954.workers.dev/joaomdmoura/crewai) - Framework for multi-agent orchestration."
   ],
   "repository_evidence": [
    "# Awesome AI Agents",
    "## Open-source Projects",
    "- [CrewAI](https://github.1485827954.workers.dev/joaomdmoura/crewai) - Framework for multi-agent orchestration."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": [
    "# Awesome AI Agents",
    "## Open-source Projects",
    "- [CrewAI](https://github.1485827954.workers.dev/joaomdmoura/crewai) - Framework for multi-agent orchestration."
   ],
   "license_evidence": null
  },
  {
   "url": "https://github.1485827954.workers.dev/alternbits/awesome-ai-agents",
   "project": "Agent4Rec",
   "repository": "https://github.1485827954.workers.dev/LehengTHU/Agent4Rec",
   "stars": null,
   "category": null,
   "description": "A recommender system simulator using 1,000 generative agents.",
   "license": null,
   "project_evidence": [
    "# Awesome AI Agents",
    "## Open-source Projects",
    "- [Agent4Rec](https://github.1485827954.workers.dev/LehengTHU/Agent4Rec) - A recommender system simulator using 1,000 generative agents."
   ],
   "repository_evidence": [
    "# Awesome AI Agents",
    "## Open-source Projects",
    "- [Agent4Rec](https://github.1485827954.workers.dev/LehengTHU/Agent4Rec) - A recommender system simulator using 1,000 generative agents."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": [
    "# Awesome AI Agents",
    "## Open-source Projects",
    "- [Agent4Rec](https://github.1485827954.workers.dev/LehengTHU/Agent4Rec) - A recommender system simulator using 1,000 generative agents."
   ],
   "license_evidence": null
  },
  {
   "url": "https://github.1485827954.workers.dev/alternbits/awesome-ai-agents",
   "project": "AgentForge",
   "repository": "https://github.1485827954.workers.dev/DataBassGit/AgentForge",
   "stars": null,
   "category": null,
   "description": "LLM-agnostic platform for building and testing AI agents.",
   "license": null,
   "project_evidence": [
    "# Awesome AI Agents",
    "## Open-source Projects",
    "- [AgentForge](https://github.1485827954.workers.dev/DataBassGit/AgentForge) - LLM-agnostic platform for building and testing AI agents."
   ],
   "repository_evidence": [
    "# Awesome AI Agents",
    "## Open-source Projects",
    "- [AgentForge](https://github.1485827954.workers.dev/DataBassGit/AgentForge) - LLM-agnostic platform for building and testing AI agents."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": [
    "# Awesome AI Agents",
    "## Open-source Projects",
    "- [AgentForge](https://github.1485827954.workers.dev/DataBassGit/AgentForge) - LLM-agnostic platform for building and testing AI agents."
   ],
   "license_evidence": null
  },
  {
   "url": "https://github.1485827954.workers.dev/alternbits/awesome-ai-agents",
   "project": "AgentPilot",
   "repository": "https://github.1485827954.workers.dev/jbexta/AgentPilot",
   "stars": null,
   "category": null,
   "description": "Desktop app for building, managing, and chatting with AI agents.",
   "license": null,
   "project_evidence": [
    "# Awesome AI Agents",
    "## Open-source Projects",
    "- [AgentPilot](https://github.1485827954.workers.dev/jbexta/AgentPilot) - Desktop app for building, managing, and chatting with AI agents."
   ],
   "repository_evidence": [
    "# Awesome AI Agents",
    "## Open-source Projects",
    "- [AgentPilot](https://github.1485827954.workers.dev/jbexta/AgentPilot) - Desktop app for building, managing, and chatting with AI agents."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": [
    "# Awesome AI Agents",
    "## Open-source Projects",
    "- [AgentPilot](https://github.1485827954.workers.dev/jbexta/AgentPilot) - Desktop app for building, managing, and chatting with AI agents."
   ],
   "license_evidence": null
  },
  {
   "url": "https://github.1485827954.workers.dev/alternbits/awesome-ai-agents",
   "project": "Agents",
   "repository": "https://github.1485827954.workers.dev/aiwaves-cn/agents",
   "stars": null,
   "category": null,
   "description": "Library/framework for building language agents.",
   "license": null,
   "project_evidence": [
    "# Awesome AI Agents",
    "## Open-source Projects",
    "- [Agents](https://github.1485827954.workers.dev/aiwaves-cn/agents) - Library/framework for building language agents."
   ],
   "repository_evidence": [
    "# Awesome AI Agents",
    "## Open-source Projects",
    "- [Agents](https://github.1485827954.workers.dev/aiwaves-cn/agents) - Library/framework for building language agents."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": [
    "# Awesome AI Agents",
    "## Open-source Projects",
    "- [Agents](https://github.1485827954.workers.dev/aiwaves-cn/agents) - Library/framework for building language agents."
   ],
   "license_evidence": null
  },
  {
   "url": "https://github.1485827954.workers.dev/alternbits/awesome-ai-agents",
   "project": "AgentVerse",
   "repository": "https://github.1485827954.workers.dev/OpenBMB/AgentVerse",
   "stars": null,
   "category": null,
   "description": "Platform for task-solving and simulation AI agents.",
   "license": null,
   "project_evidence": [
    "# Awesome AI Agents",
    "## Open-source Projects",
    "- [AgentVerse](https://github.1485827954.workers.dev/OpenBMB/AgentVerse) - Platform for task-solving and simulation AI agents."
   ],
   "repository_evidence": [
    "# Awesome AI Agents",
    "## Open-source Projects",
    "- [AgentVerse](https://github.1485827954.workers.dev/OpenBMB/AgentVerse) - Platform for task-solving and simulation AI agents."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": [
    "# Awesome AI Agents",
    "## Open-source Projects",
    "- [AgentVerse](https://github.1485827954.workers.dev/OpenBMB/AgentVerse) - Platform for task-solving and simulation AI agents."
   ],
   "license_evidence": null
  },
  {
   "url": "https://github.1485827954.workers.dev/alternbits/awesome-ai-agents",
   "project": "AI Legion",
   "repository": "https://github.1485827954.workers.dev/eumemic/ai-legion",
   "stars": null,
   "category": null,
   "description": "Multi-agent system similar to AutoGPT.",
   "license": null,
   "project_evidence": [
    "# Awesome AI Agents",
    "## Open-source Projects",
    "- [AI Legion](https://github.1485827954.workers.dev/eumemic/ai-legion) - Multi-agent system similar to AutoGPT."
   ],
   "repository_evidence": [
    "# Awesome AI Agents",
    "## Open-source Projects",
    "- [AI Legion](https://github.1485827954.workers.dev/eumemic/ai-legion) - Multi-agent system similar to AutoGPT."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": [
    "# Awesome AI Agents",
    "## Open-source Projects",
    "- [AI Legion](https://github.1485827954.workers.dev/eumemic/ai-legion) - Multi-agent system similar to AutoGPT."
   ],
   "license_evidence": null
  },
  {
   "url": "https://github.1485827954.workers.dev/alternbits/awesome-ai-agents",
   "project": "Aider",
   "repository": "https://github.1485827954.workers.dev/paul-gauthier/aider",
   "stars": null,
   "category": null,
   "description": "Command-line AI coding assistant.",
   "license": null,
   "project_evidence": [
    "# Awesome AI Agents",
    "## Open-source Projects",
    "- [Aider](https://github.1485827954.workers.dev/paul-gauthier/aider) - Command-line AI coding assistant."
   ],
   "repository_evidence": [
    "# Awesome AI Agents",
    "## Open-source Projects",
    "- [Aider](https://github.1485827954.workers.dev/paul-gauthier/aider) - Command-line AI coding assistant."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": [
    "# Awesome AI Agents",
    "## Open-source Projects",
    "- [Aider](https://github.1485827954.workers.dev/paul-gauthier/aider) - Command-line AI coding assistant."
   ],
   "license_evidence": null
  },
  {
   "url": "https://github.1485827954.workers.dev/alternbits/awesome-ai-agents",
   "project": "AIlice",
   "repository": "https://github.1485827954.workers.dev/myshell-ai/AIlice",
   "stars": null,
   "category": null,
   "description": "Task execution AI agent with dynamic agent trees.",
   "license": null,
   "project_evidence": [
    "# Awesome AI Agents",
    "## Open-source Projects",
    "- [AIlice](https://github.1485827954.workers.dev/myshell-ai/AIlice) - Task execution AI agent with dynamic agent trees."
   ],
   "repository_evidence": [
    "# Awesome AI Agents",
    "## Open-source Projects",
    "- [AIlice](https://github.1485827954.workers.dev/myshell-ai/AIlice) - Task execution AI agent with dynamic agent trees."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": [
    "# Awesome AI Agents",
    "## Open-source Projects",
    "- [AIlice](https://github.1485827954.workers.dev/myshell-ai/AIlice) - Task execution AI agent with dynamic agent trees."
   ],
   "license_evidence": null
  },
  {
   "url": "https://github.1485827954.workers.dev/alternbits/awesome-ai-agents",
   "project": "AutoGPT",
   "repository": null,
   "stars": null,
   "category": null,
   "description": "An experimental project for fully autonomous GPT-4.",
   "license": null,
   "project_evidence": [
    "# Awesome AI Agents",
    "## Open-source Projects",
    "- [AutoGPT](https://agpt.co/) - An experimental project for fully autonomous GPT-4."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": [
    "# Awesome AI Agents",
    "## Open-source Projects",
    "- [AutoGPT](https://agpt.co/) - An experimental project for fully autonomous GPT-4."
   ],
   "license_evidence": null
  },
  {
   "url": "https://github.1485827954.workers.dev/alternbits/awesome-ai-agents",
   "project": "Automata",
   "repository": "https://github.1485827954.workers.dev/emrgnt-cmplxty/automata",
   "stars": null,
   "category": null,
   "description": "AI-driven code generation and automation framework.",
   "license": null,
   "project_evidence": [
    "# Awesome AI Agents",
    "## Open-source Projects",
    "- [Automata](https://github.1485827954.workers.dev/emrgnt-cmplxty/automata) - AI-driven code generation and automation framework."
   ],
   "repository_evidence": [
    "# Awesome AI Agents",
    "## Open-source Projects",
    "- [Automata](https://github.1485827954.workers.dev/emrgnt-cmplxty/automata) - AI-driven code generation and automation framework."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": [
    "# Awesome AI Agents",
    "## Open-source Projects",
    "- [Automata](https://github.1485827954.workers.dev/emrgnt-cmplxty/automata) - AI-driven code generation and automation framework."
   ],
   "license_evidence": null
  },
  {
   "url": "https://github.1485827954.workers.dev/alternbits/awesome-ai-agents",
   "project": "Autonomous HR Chatbot",
   "repository": "https://github.1485827954.workers.dev/stepanogil/autonomous-hr-chatbot",
   "stars": null,
   "category": null,
   "description": "AI-powered HR query assistant.",
   "license": null,
   "project_evidence": [
    "# Awesome AI Agents",
    "## Open-source Projects",
    "- [Autonomous HR Chatbot](https://github.1485827954.workers.dev/stepanogil/autonomous-hr-chatbot) - AI-powered HR query assistant."
   ],
   "repository_evidence": [
    "# Awesome AI Agents",
    "## Open-source Projects",
    "- [Autonomous HR Chatbot](https://github.1485827954.workers.dev/stepanogil/autonomous-hr-chatbot) - AI-powered HR query assistant."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": [
    "# Awesome AI Agents",
    "## Open-source Projects",
    "- [Autonomous HR Chatbot](https://github.1485827954.workers.dev/stepanogil/autonomous-hr-chatbot) - AI-powered HR query assistant."
   ],
   "license_evidence": null
  },
  {
   "url": "https://github.1485827954.workers.dev/alternbits/awesome-ai-agents",
   "project": "AutoPR",
   "repository": "https://github.1485827954.workers.dev/irgolic/AutoPR",
   "stars": null,
   "category": null,
   "description": "Automated pull request AI agent.",
   "license": null,
   "project_evidence": [
    "# Awesome AI Agents",
    "## Open-source Projects",
    "- [AutoPR](https://github.1485827954.workers.dev/irgolic/AutoPR) - Automated pull request AI agent."
   ],
   "repository_evidence": [
    "# Awesome AI Agents",
    "## Open-source Projects",
    "- [AutoPR](https://github.1485827954.workers.dev/irgolic/AutoPR) - Automated pull request AI agent."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": [
    "# Awesome AI Agents",
    "## Open-source Projects",
    "- [AutoPR](https://github.1485827954.workers.dev/irgolic/AutoPR) - Automated pull request AI agent."
   ],
   "license_evidence": null
  },
  {
   "url": "https://github.1485827954.workers.dev/alternbits/awesome-ai-agents",
   "project": "BabyAGI",
   "repository": "https://github.1485827954.workers.dev/yoheinakajima/babyagi",
   "stars": null,
   "category": null,
   "description": "Autonomous AI task manager.",
   "license": null,
   "project_evidence": [
    "# Awesome AI Agents",
    "## Open-source Projects",
    "- [BabyAGI](https://github.1485827954.workers.dev/yoheinakajima/babyagi) - Autonomous AI task manager."
   ],
   "repository_evidence": [
    "# Awesome AI Agents",
    "## Open-source Projects",
    "- [BabyAGI](https://github.1485827954.workers.dev/yoheinakajima/babyagi) - Autonomous AI task manager."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": [
    "# Awesome AI Agents",
    "## Open-source Projects",
    "- [BabyAGI](https://github.1485827954.workers.dev/yoheinakajima/babyagi) - Autonomous AI task manager."
   ],
   "license_evidence": null
  },
  {
   "url": "https://github.1485827954.workers.dev/alternbits/awesome-ai-agents",
   "project": "BabyBeeAGI",
   "repository": null,
   "stars": null,
   "category": null,
   "description": "Task management and BabyAGI enhancement.",
   "license": null,
   "project_evidence": [
    "# Awesome AI Agents",
    "## Open-source Projects",
    "- [BabyBeeAGI](https://yoheinakajima.com/babybeeagi-task-management-and-functionality-expansion-on-top-of-babyagi/) - Task management and BabyAGI enhancement."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": [
    "# Awesome AI Agents",
    "## Open-source Projects",
    "- [BabyBeeAGI](https://yoheinakajima.com/babybeeagi-task-management-and-functionality-expansion-on-top-of-babyagi/) - Task management and BabyAGI enhancement."
   ],
   "license_evidence": null
  },
  {
   "url": "https://github.1485827954.workers.dev/alternbits/awesome-ai-agents",
   "project": "BeeBot",
   "repository": "https://github.1485827954.workers.dev/AutoPackAI/beebot",
   "stars": null,
   "category": null,
   "description": "Early-stage AI agent research project.",
   "license": null,
   "project_evidence": [
    "# Awesome AI Agents",
    "## Open-source Projects",
    "- [BeeBot](https://github.1485827954.workers.dev/AutoPackAI/beebot) - Early-stage AI agent research project."
   ],
   "repository_evidence": [
    "# Awesome AI Agents",
    "## Open-source Projects",
    "- [BeeBot](https://github.1485827954.workers.dev/AutoPackAI/beebot) - Early-stage AI agent research project."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": [
    "# Awesome AI Agents",
    "## Open-source Projects",
    "- [BeeBot](https://github.1485827954.workers.dev/AutoPackAI/beebot) - Early-stage AI agent research project."
   ],
   "license_evidence": null
  },
  {
   "url": "https://github.1485827954.workers.dev/alternbits/awesome-ai-agents",
   "project": "Blinky",
   "repository": "https://github.1485827954.workers.dev/seahyinghang8/blinky",
   "stars": null,
   "category": null,
   "description": "AI debugging assistant for VSCode.",
   "license": null,
   "project_evidence": [
    "# Awesome AI Agents",
    "## Open-source Projects",
    "- [Blinky](https://github.1485827954.workers.dev/seahyinghang8/blinky) - AI debugging assistant for VSCode."
   ],
   "repository_evidence": [
    "# Awesome AI Agents",
    "## Open-source Projects",
    "- [Blinky](https://github.1485827954.workers.dev/seahyinghang8/blinky) - AI debugging assistant for VSCode."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": [
    "# Awesome AI Agents",
    "## Open-source Projects",
    "- [Blinky](https://github.1485827954.workers.dev/seahyinghang8/blinky) - AI debugging assistant for VSCode."
   ],
   "license_evidence": null
  },
  {
   "url": "https://github.1485827954.workers.dev/alternbits/awesome-ai-agents",
   "project": "Bloop",
   "repository": null,
   "stars": null,
   "category": null,
   "description": "AI-powered semantic code search engine.",
   "license": null,
   "project_evidence": [
    "# Awesome AI Agents",
    "## Open-source Projects",
    "- [Bloop](https://bloop.ai/) - AI-powered semantic code search engine."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": [
    "# Awesome AI Agents",
    "## Open-source Projects",
    "- [Bloop](https://bloop.ai/) - AI-powered semantic code search engine."
   ],
   "license_evidence": null
  },
  {
   "url": "https://github.1485827954.workers.dev/alternbits/awesome-ai-agents",
   "project": "BondAI",
   "repository": null,
   "stars": null,
   "category": null,
   "description": "Autonomous AI assistant with CLI and RESTful API.",
   "license": null,
   "project_evidence": [
    "# Awesome AI Agents",
    "## Open-source Projects",
    "- [BondAI](https://bondai.dev/) - Autonomous AI assistant with CLI and RESTful API."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": [
    "# Awesome AI Agents",
    "## Open-source Projects",
    "- [BondAI](https://bondai.dev/) - Autonomous AI assistant with CLI and RESTful API."
   ],
   "license_evidence": null
  },
  {
   "url": "https://github.1485827954.workers.dev/alternbits/awesome-ai-agents",
   "project": "Cal.ai",
   "repository": null,
   "stars": null,
   "category": null,
   "description": "Open-source scheduling assistant.",
   "license": null,
   "project_evidence": [
    "# Awesome AI Agents",
    "## Open-source Projects",
    "- [Cal.ai](https://cal.ai) - Open-source scheduling assistant."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": [
    "# Awesome AI Agents",
    "## Open-source Projects",
    "- [Cal.ai](https://cal.ai) - Open-source scheduling assistant."
   ],
   "license_evidence": null
  },
  {
   "url": "https://github.1485827954.workers.dev/alternbits/awesome-ai-agents",
   "project": "CAMEL",
   "repository": "https://github.1485827954.workers.dev/camel-ai/camel",
   "stars": null,
   "category": null,
   "description": "Communicative agents for mind exploration.",
   "license": null,
   "project_evidence": [
    "# Awesome AI Agents",
    "## Open-source Projects",
    "- [CAMEL](https://github.1485827954.workers.dev/camel-ai/camel) - Communicative agents for mind exploration."
   ],
   "repository_evidence": [
    "# Awesome AI Agents",
    "## Open-source Projects",
    "- [CAMEL](https://github.1485827954.workers.dev/camel-ai/camel) - Communicative agents for mind exploration."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": [
    "# Awesome AI Agents",
    "## Open-source Projects",
    "- [CAMEL](https://github.1485827954.workers.dev/camel-ai/camel) - Communicative agents for mind exploration."
   ],
   "license_evidence": null
  },
  {
   "url": "https://github.1485827954.workers.dev/alternbits/awesome-ai-agents",
   "project": "ChatArena",
   "repository": null,
   "stars": null,
   "category": null,
   "description": "Multi-agent interaction framework.",
   "license": null,
   "project_evidence": [
    "# Awesome AI Agents",
    "## Open-source Projects",
    "- [ChatArena](https://www.chatarena.org/) - Multi-agent interaction framework."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": [
    "# Awesome AI Agents",
    "## Open-source Projects",
    "- [ChatArena](https://www.chatarena.org/) - Multi-agent interaction framework."
   ],
   "license_evidence": null
  },
  {
   "url": "https://github.1485827954.workers.dev/alternbits/awesome-ai-agents",
   "project": "ChatDev",
   "repository": "https://github.1485827954.workers.dev/OpenBMB/ChatDev",
   "stars": null,
   "category": null,
   "description": "AI-driven software development team.",
   "license": null,
   "project_evidence": [
    "# Awesome AI Agents",
    "## Open-source Projects",
    "- [ChatDev](https://github.1485827954.workers.dev/OpenBMB/ChatDev) - AI-driven software development team."
   ],
   "repository_evidence": [
    "# Awesome AI Agents",
    "## Open-source Projects",
    "- [ChatDev](https://github.1485827954.workers.dev/OpenBMB/ChatDev) - AI-driven software development team."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": [
    "# Awesome AI Agents",
    "## Open-source Projects",
    "- [ChatDev](https://github.1485827954.workers.dev/OpenBMB/ChatDev) - AI-driven software development team."
   ],
   "license_evidence": null
  },
  {
   "url": "https://github.1485827954.workers.dev/alternbits/awesome-ai-agents",
   "project": "ChemCrow",
   "repository": "https://github.1485827954.workers.dev/ur-whitelab/chemcrow-public",
   "stars": null,
   "category": null,
   "description": "AI chemistry assistant.",
   "license": null,
   "project_evidence": [
    "# Awesome AI Agents",
    "## Open-source Projects",
    "- [ChemCrow](https://github.1485827954.workers.dev/ur-whitelab/chemcrow-public) - AI chemistry assistant."
   ],
   "repository_evidence": [
    "# Awesome AI Agents",
    "## Open-source Projects",
    "- [ChemCrow](https://github.1485827954.workers.dev/ur-whitelab/chemcrow-public) - AI chemistry assistant."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": [
    "# Awesome AI Agents",
    "## Open-source Projects",
    "- [ChemCrow](https://github.1485827954.workers.dev/ur-whitelab/chemcrow-public) - AI chemistry assistant."
   ],
   "license_evidence": null
  },
  {
   "url": "https://github.1485827954.workers.dev/alternbits/awesome-ai-agents",
   "project": "Clippy",
   "repository": "https://github.1485827954.workers.dev/ennucore/clippy/",
   "stars": null,
   "category": null,
   "description": "Autonomous AI coding agent.",
   "license": null,
   "project_evidence": [
    "# Awesome AI Agents",
    "## Open-source Projects",
    "- [Clippy](https://github.1485827954.workers.dev/ennucore/clippy/) - Autonomous AI coding agent."
   ],
   "repository_evidence": [
    "# Awesome AI Agents",
    "## Open-source Projects",
    "- [Clippy](https://github.1485827954.workers.dev/ennucore/clippy/) - Autonomous AI coding agent."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": [
    "# Awesome AI Agents",
    "## Open-source Projects",
    "- [Clippy](https://github.1485827954.workers.dev/ennucore/clippy/) - Autonomous AI coding agent."
   ],
   "license_evidence": null
  },
  {
   "url": "https://github.1485827954.workers.dev/alternbits/awesome-ai-agents",
   "project": "CodeFuse-ChatBot",
   "repository": "https://github.1485827954.workers.dev/codefuse-ai/codefuse-chatbot",
   "stars": null,
   "category": null,
   "description": "AI-driven software development lifecycle assistant.",
   "license": null,
   "project_evidence": [
    "# Awesome AI Agents",
    "## Open-source Projects",
    "- [CodeFuse-ChatBot](https://github.1485827954.workers.dev/codefuse-ai/codefuse-chatbot) - AI-driven software development lifecycle assistant."
   ],
   "repository_evidence": [
    "# Awesome AI Agents",
    "## Open-source Projects",
    "- [CodeFuse-ChatBot](https://github.1485827954.workers.dev/codefuse-ai/codefuse-chatbot) - AI-driven software development lifecycle assistant."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": [
    "# Awesome AI Agents",
    "## Open-source Projects",
    "- [CodeFuse-ChatBot](https://github.1485827954.workers.dev/codefuse-ai/codefuse-chatbot) - AI-driven software development lifecycle assistant."
   ],
   "license_evidence": null
  },
  {
   "url": "https://github.1485827954.workers.dev/alternbits/awesome-ai-agents",
   "project": "Databerry",
   "repository": null,
   "stars": null,
   "category": null,
   "description": "No-code AI chatbot builder.",
   "license": null,
   "project_evidence": [
    "# Awesome AI Agents",
    "## Open-source Projects",
    "- [Databerry](https://www.databerry.ai/) - No-code AI chatbot builder."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": [
    "# Awesome AI Agents",
    "## Open-source Projects",
    "- [Databerry](https://www.databerry.ai/) - No-code AI chatbot builder."
   ],
   "license_evidence": null
  },
  {
   "url": "https://github.1485827954.workers.dev/alternbits/awesome-ai-agents",
   "project": "DemoGPT",
   "repository": "https://github.1485827954.workers.dev/melih-unsal/DemoGPT",
   "stars": null,
   "category": null,
   "description": "AI-powered app prototyping tool.",
   "license": null,
   "project_evidence": [
    "# Awesome AI Agents",
    "## Open-source Projects",
    "- [DemoGPT](https://github.1485827954.workers.dev/melih-unsal/DemoGPT) - AI-powered app prototyping tool."
   ],
   "repository_evidence": [
    "# Awesome AI Agents",
    "## Open-source Projects",
    "- [DemoGPT](https://github.1485827954.workers.dev/melih-unsal/DemoGPT) - AI-powered app prototyping tool."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": [
    "# Awesome AI Agents",
    "## Open-source Projects",
    "- [DemoGPT](https://github.1485827954.workers.dev/melih-unsal/DemoGPT) - AI-powered app prototyping tool."
   ],
   "license_evidence": null
  },
  {
   "url": "https://github.1485827954.workers.dev/alternbits/awesome-ai-agents",
   "project": "DevGPT",
   "repository": "https://github.1485827954.workers.dev/jina-ai/dev-gpt",
   "stars": null,
   "category": null,
   "description": "AI-powered virtual software development team.",
   "license": null,
   "project_evidence": [
    "# Awesome AI Agents",
    "## Open-source Projects",
    "- [DevGPT](https://github.1485827954.workers.dev/jina-ai/dev-gpt) - AI-powered virtual software development team."
   ],
   "repository_evidence": [
    "# Awesome AI Agents",
    "## Open-source Projects",
    "- [DevGPT](https://github.1485827954.workers.dev/jina-ai/dev-gpt) - AI-powered virtual software development team."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": [
    "# Awesome AI Agents",
    "## Open-source Projects",
    "- [DevGPT](https://github.1485827954.workers.dev/jina-ai/dev-gpt) - AI-powered virtual software development team."
   ],
   "license_evidence": null
  },
  {
   "url": "https://github.1485827954.workers.dev/alternbits/awesome-ai-agents",
   "project": "Devika",
   "repository": "https://github.1485827954.workers.dev/stitionai/devika",
   "stars": null,
   "category": null,
   "description": "AI-powered software engineer.",
   "license": null,
   "project_evidence": [
    "# Awesome AI Agents",
    "## Open-source Projects",
    "- [Devika](https://github.1485827954.workers.dev/stitionai/devika) - AI-powered software engineer."
   ],
   "repository_evidence": [
    "# Awesome AI Agents",
    "## Open-source Projects",
    "- [Devika](https://github.1485827954.workers.dev/stitionai/devika) - AI-powered software engineer."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": [
    "# Awesome AI Agents",
    "## Open-source Projects",
    "- [Devika](https://github.1485827954.workers.dev/stitionai/devika) - AI-powered software engineer."
   ],
   "license_evidence": null
  },
  {
   "url": "https://github.1485827954.workers.dev/alternbits/awesome-ai-agents",
   "project": "Devon",
   "repository": "https://github.1485827954.workers.dev/entropy-research/Devon",
   "stars": null,
   "category": null,
   "description": "Open-source Devin alternative.",
   "license": null,
   "project_evidence": [
    "# Awesome AI Agents",
    "## Open-source Projects",
    "- [Devon](https://github.1485827954.workers.dev/entropy-research/Devon) - Open-source Devin alternative."
   ],
   "repository_evidence": [
    "# Awesome AI Agents",
    "## Open-source Projects",
    "- [Devon](https://github.1485827954.workers.dev/entropy-research/Devon) - Open-source Devin alternative."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": [
    "# Awesome AI Agents",
    "## Open-source Projects",
    "- [Devon](https://github.1485827954.workers.dev/entropy-research/Devon) - Open-source Devin alternative."
   ],
   "license_evidence": null
  },
  {
   "url": "https://github.1485827954.workers.dev/alternbits/awesome-ai-agents",
   "project": "DevOpsGPT",
   "repository": "https://github.1485827954.workers.dev/kuafuai/DevOpsGPT",
   "stars": null,
   "category": null,
   "description": "AI-driven software development automation.",
   "license": null,
   "project_evidence": [
    "# Awesome AI Agents",
    "## Open-source Projects",
    "- [DevOpsGPT](https://github.1485827954.workers.dev/kuafuai/DevOpsGPT) - AI-driven software development automation."
   ],
   "repository_evidence": [
    "# Awesome AI Agents",
    "## Open-source Projects",
    "- [DevOpsGPT](https://github.1485827954.workers.dev/kuafuai/DevOpsGPT) - AI-driven software development automation."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": [
    "# Awesome AI Agents",
    "## Open-source Projects",
    "- [DevOpsGPT](https://github.1485827954.workers.dev/kuafuai/DevOpsGPT) - AI-driven software development automation."
   ],
   "license_evidence": null
  },
  {
   "url": "https://github.1485827954.workers.dev/alternbits/awesome-ai-agents",
   "project": "dotagent",
   "repository": "https://github.1485827954.workers.dev/dot-agent/dotagent",
   "stars": null,
   "category": null,
   "description": "Deployable AI agents for cloud, PC, and mobile.",
   "license": null,
   "project_evidence": [
    "# Awesome AI Agents",
    "## Open-source Projects",
    "- [dotagent](https://github.1485827954.workers.dev/dot-agent/dotagent) - Deployable AI agents for cloud, PC, and mobile."
   ],
   "repository_evidence": [
    "# Awesome AI Agents",
    "## Open-source Projects",
    "- [dotagent](https://github.1485827954.workers.dev/dot-agent/dotagent) - Deployable AI agents for cloud, PC, and mobile."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": [
    "# Awesome AI Agents",
    "## Open-source Projects",
    "- [dotagent](https://github.1485827954.workers.dev/dot-agent/dotagent) - Deployable AI agents for cloud, PC, and mobile."
   ],
   "license_evidence": null
  },
  {
   "url": "https://github.1485827954.workers.dev/alternbits/awesome-ai-agents",
   "project": "Eidolon",
   "repository": null,
   "stars": null,
   "category": null,
   "description": "Modular AI agent SDK.",
   "license": null,
   "project_evidence": [
    "# Awesome AI Agents",
    "## Open-source Projects",
    "- [Eidolon](https://eidolonai.com/) - Modular AI agent SDK."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": [
    "# Awesome AI Agents",
    "## Open-source Projects",
    "- [Eidolon](https://eidolonai.com/) - Modular AI agent SDK."
   ],
   "license_evidence": null
  },
  {
   "url": "https://github.1485827954.workers.dev/alternbits/awesome-ai-agents",
   "project": "FastAgency",
   "repository": null,
   "stars": null,
   "category": null,
   "description": "Multi-agent AI workflow deployment tool.",
   "license": null,
   "project_evidence": [
    "# Awesome AI Agents",
    "## Open-source Projects",
    "- [FastAgency](https://fastagency.ai/latest/) - Multi-agent AI workflow deployment tool."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": [
    "# Awesome AI Agents",
    "## Open-source Projects",
    "- [FastAgency](https://fastagency.ai/latest/) - Multi-agent AI workflow deployment tool."
   ],
   "license_evidence": null
  },
  {
   "url": "https://github.1485827954.workers.dev/alternbits/awesome-ai-agents",
   "project": "Flowise",
   "repository": null,
   "stars": null,
   "category": null,
   "description": "Low-code AI agent builder.",
   "license": null,
   "project_evidence": [
    "# Awesome AI Agents",
    "## Open-source Projects",
    "- [Flowise](https://flowiseai.com/) - Low-code AI agent builder."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": [
    "# Awesome AI Agents",
    "## Open-source Projects",
    "- [Flowise](https://flowiseai.com/) - Low-code AI agent builder."
   ],
   "license_evidence": null
  },
  {
   "url": "https://github.1485827954.workers.dev/alternbits/awesome-ai-agents",
   "project": "Friday",
   "repository": "https://github.1485827954.workers.dev/amirrezasalimi/friday/",
   "stars": null,
   "category": null,
   "description": "AI assistant for Node.js development.",
   "license": null,
   "project_evidence": [
    "# Awesome AI Agents",
    "## Open-source Projects",
    "- [Friday](https://github.1485827954.workers.dev/amirrezasalimi/friday/) - AI assistant for Node.js development."
   ],
   "repository_evidence": [
    "# Awesome AI Agents",
    "## Open-source Projects",
    "- [Friday](https://github.1485827954.workers.dev/amirrezasalimi/friday/) - AI assistant for Node.js development."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": [
    "# Awesome AI Agents",
    "## Open-source Projects",
    "- [Friday](https://github.1485827954.workers.dev/amirrezasalimi/friday/) - AI assistant for Node.js development."
   ],
   "license_evidence": null
  },
  {
   "url": "https://github.1485827954.workers.dev/alternbits/awesome-ai-agents",
   "project": "Giselle",
   "repository": "https://github.1485827954.workers.dev/giselles-ai/giselle",
   "stars": null,
   "category": null,
   "description": "AI for Agentic Workflows. Human-AI Collaboration. Open Source.",
   "license": null,
   "project_evidence": [
    "# Awesome AI Agents",
    "## Open-source Projects",
    "- [Giselle](https://github.1485827954.workers.dev/giselles-ai/giselle) - AI for Agentic Workflows. Human-AI Collaboration. Open Source."
   ],
   "repository_evidence": [
    "# Awesome AI Agents",
    "## Open-source Projects",
    "- [Giselle](https://github.1485827954.workers.dev/giselles-ai/giselle) - AI for Agentic Workflows. Human-AI Collaboration. Open Source."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": [
    "# Awesome AI Agents",
    "## Open-source Projects",
    "- [Giselle](https://github.1485827954.workers.dev/giselles-ai/giselle) - AI for Agentic Workflows. Human-AI Collaboration. Open Source."
   ],
   "license_evidence": null
  },
  {
   "url": "https://github.1485827954.workers.dev/alternbits/awesome-ai-agents",
   "project": "GPTSwarm",
   "repository": null,
   "stars": null,
   "category": null,
   "description": "Optimizable graph-based AI agents.",
   "license": null,
   "project_evidence": [
    "# Awesome AI Agents",
    "## Open-source Projects",
    "- [GPTSwarm](https://gptswarm.org/) - Optimizable graph-based AI agents."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": [
    "# Awesome AI Agents",
    "## Open-source Projects",
    "- [GPTSwarm](https://gptswarm.org/) - Optimizable graph-based AI agents."
   ],
   "license_evidence": null
  },
  {
   "url": "https://github.1485827954.workers.dev/alternbits/awesome-ai-agents",
   "project": "Upsonic",
   "repository": "https://github.1485827954.workers.dev/Upsonic/Upsonic",
   "stars": null,
   "category": null,
   "description": "Reliable agent framework that support MCP.",
   "license": null,
   "project_evidence": [
    "# Awesome AI Agents",
    "## Open-source Projects",
    "- [Upsonic](https://github.1485827954.workers.dev/Upsonic/Upsonic) - Reliable agent framework that support MCP."
   ],
   "repository_evidence": [
    "# Awesome AI Agents",
    "## Open-source Projects",
    "- [Upsonic](https://github.1485827954.workers.dev/Upsonic/Upsonic) - Reliable agent framework that support MCP."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": [
    "# Awesome AI Agents",
    "## Open-source Projects",
    "- [Upsonic](https://github.1485827954.workers.dev/Upsonic/Upsonic) - Reliable agent framework that support MCP."
   ],
   "license_evidence": null
  },
  {
   "url": "https://arxiv.org/pdf/2504.14603v2",
   "project": "UFO2",
   "repository": "https://github.com/microsoft/UFO/",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Abstract",
    "The source code of UFO2 is publicly available at https:\n//github.com/microsoft/UFO/, with comprehensive docu-\nmentation provided at https://microsoft.github.io/UFO/."
   ],
   "repository_evidence": [
    "Abstract",
    "The source code of UFO2 is publicly available at https:\n//github.com/microsoft/UFO/, with comprehensive docu-\nmentation provided at https://microsoft.github.io/UFO/."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/Simpleyyt/ai-manus",
   "project": "AI Manus",
   "repository": "https://github.com/simpleyyt/ai-manus",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# AI Manus",
    "AI Manus is a general-purpose AI Agent system that supports running various tools and operations in a sandbox environment."
   ],
   "repository_evidence": [
    "# AI Manus",
    "[![GitHub stars](https://camo.githubusercontent.com/a23a90a23eafe79a0c713e9728179ccb1bc41996ccc05e72d5386827e8239b58/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f73696d706c657979742f61692d6d616e75733f7374796c653d736f6369616c)](https://github.com/simpleyyt/ai-manus/stargazers)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/Simpleyyt/ai-manus",
   "project": "OpenClaw",
   "repository": "https://github.com/anthropics/openclaw",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# AI Manus",
    "Now with **Claw** \u2014 a deeply integrated [OpenClaw](https://github.com/anthropics/openclaw) AI assistant that brings one-click deployment, per-user isolated containers, and seamless chat history to the Manus ecosystem."
   ],
   "repository_evidence": [
    "# AI Manus",
    "Now with **Claw** \u2014 a deeply integrated [OpenClaw](https://github.com/anthropics/openclaw) AI assistant that brings one-click deployment, per-user isolated containers, and seamless chat history to the Manus ecosystem."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://www.taskade.com/blog/open-source-ai-agents",
   "project": "AutoGPT",
   "repository": "https://github.com/Significant-Gravitas/AutoGPT",
   "stars": "170K+",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Top 12 Open-Source Autonomous Agents & Agent Frameworks: The Future of Self-Running AI (2026)",
    "Top Open Source Autonomous Agents and Agent Frameworks",
    "Developed by Toran Bruce Richards, founder of the Significant Gravitas Ltd. video game company, AutoGPT is one of the early agents that launched back in March 2023 following Nakajima\u2019s paper."
   ],
   "repository_evidence": [
    "Top 12 Open-Source Autonomous Agents & Agent Frameworks: The Future of Self-Running AI (2026)",
    "Top Open Source Autonomous Agents and Agent Frameworks",
    "**Visit the repo page to learn more**: [https://github.com/Significant-Gravitas/AutoGPT](https://github.com/Significant-Gravitas/AutoGPT)"
   ],
   "stars_evidence": [
    "Top 12 Open-Source Autonomous Agents & Agent Frameworks: The Future of Self-Running AI (2026)",
    "Framework Comparison Matrix (2026)",
    "| AutoGPT | Python | 170K+ | No | Vector DB | No | Experimental | MIT |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://www.taskade.com/blog/open-source-ai-agents",
   "project": "BabyAGI",
   "repository": "https://github.com/yoheinakajima/babyagi",
   "stars": "20K+",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Top 12 Open-Source Autonomous Agents & Agent Frameworks: The Future of Self-Running AI (2026)",
    "Top Open Source Autonomous Agents and Agent Frameworks",
    "BabyAGI is a pared-down version of Nakajima\u2019s Task-Driven Autonomous Agent."
   ],
   "repository_evidence": [
    "Top 12 Open-Source Autonomous Agents & Agent Frameworks: The Future of Self-Running AI (2026)",
    "Top Open Source Autonomous Agents and Agent Frameworks",
    "**Visit the repo page to learn more**: [https://github.com/yoheinakajima/babyagi](https://github.com/yoheinakajima/babyagi)"
   ],
   "stars_evidence": [
    "Top 12 Open-Source Autonomous Agents & Agent Frameworks: The Future of Self-Running AI (2026)",
    "Framework Comparison Matrix (2026)",
    "| BabyAGI | Python | 20K+ | No | Vector DB | No | Experimental | MIT |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://www.taskade.com/blog/open-source-ai-agents",
   "project": "SuperAGI",
   "repository": "https://github.com/TransformerOptimus/SuperAGI",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Top 12 Open-Source Autonomous Agents & Agent Frameworks: The Future of Self-Running AI (2026)",
    "Top Open Source Autonomous Agents and Agent Frameworks",
    "SuperAGI is a more flexible and user-friendly alternative to AutoGPT."
   ],
   "repository_evidence": [
    "Top 12 Open-Source Autonomous Agents & Agent Frameworks: The Future of Self-Running AI (2026)",
    "Top Open Source Autonomous Agents and Agent Frameworks",
    "**Visit the repo page to learn more**: [https://github.com/TransformerOptimus/SuperAGI](https://github.com/TransformerOptimus/SuperAGI)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://www.taskade.com/blog/open-source-ai-agents",
   "project": "ShortGPT",
   "repository": "https://github.com/RayVentura/ShortGPT",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Top 12 Open-Source Autonomous Agents & Agent Frameworks: The Future of Self-Running AI (2026)",
    "Top Open Source Autonomous Agents and Agent Frameworks",
    "ShortGPT is a framework that allows you to use large language models to streamline complex tasks like video creation, voice synthesis, and editing."
   ],
   "repository_evidence": [
    "Top 12 Open-Source Autonomous Agents & Agent Frameworks: The Future of Self-Running AI (2026)",
    "Top Open Source Autonomous Agents and Agent Frameworks",
    "**Visit the repo page to learn more**: [https://github.com/RayVentura/ShortGPT](https://github.com/RayVentura/ShortGPT)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://www.taskade.com/blog/open-source-ai-agents",
   "project": "LangChain",
   "repository": "https://github.com/langchain-ai/langchain",
   "stars": "95K+",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Top 12 Open-Source Autonomous Agents & Agent Frameworks: The Future of Self-Running AI (2026)",
    "Top Open Source Autonomous Agents and Agent Frameworks",
    "LangChain is an open-source framework designed for building applications powered by large language models (LLMs)."
   ],
   "repository_evidence": [
    "Top 12 Open-Source Autonomous Agents & Agent Frameworks: The Future of Self-Running AI (2026)",
    "Top Open Source Autonomous Agents and Agent Frameworks",
    "**Visit the repo page to learn more**: [https://github.com/langchain-ai/langchain](https://github.com/langchain-ai/langchain)"
   ],
   "stars_evidence": [
    "Top 12 Open-Source Autonomous Agents & Agent Frameworks: The Future of Self-Running AI (2026)",
    "Framework Comparison Matrix (2026)",
    "| LangChain | Python/JS | 95K+ | Via LangGraph | Yes | Yes | Yes | MIT |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://www.taskade.com/blog/open-source-ai-agents",
   "project": "ChatDev",
   "repository": "https://github.com/OpenBMB/ChatDev",
   "stars": "25K+",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Top 12 Open-Source Autonomous Agents & Agent Frameworks: The Future of Self-Running AI (2026)",
    "Top Open Source Autonomous Agents and Agent Frameworks",
    "Branded as \u201ca virtual software company,\u201d [ChatDev](https://github.com/OpenBMB/ChatDev) (25,000+ GitHub stars) is one of the most compelling demonstrations of what [multi-agent systems](/blog/multi-agent-systems) can actually produce."
   ],
   "repository_evidence": [
    "Top 12 Open-Source Autonomous Agents & Agent Frameworks: The Future of Self-Running AI (2026)",
    "Top Open Source Autonomous Agents and Agent Frameworks",
    "**Visit the repo page to learn more**: [https://github.com/OpenBMB/ChatDev](https://github.com/OpenBMB/ChatDev)"
   ],
   "stars_evidence": [
    "Top 12 Open-Source Autonomous Agents & Agent Frameworks: The Future of Self-Running AI (2026)",
    "Top Open Source Autonomous Agents and Agent Frameworks",
    "Branded as \u201ca virtual software company,\u201d [ChatDev](https://github.com/OpenBMB/ChatDev) (25,000+ GitHub stars) is one of the most compelling demonstrations of what [multi-agent systems](/blog/multi-agent-systems) can actually produce."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://www.taskade.com/blog/open-source-ai-agents",
   "project": "AutoGen",
   "repository": "https://github.com/microsoft/autogen",
   "stars": "35K+",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Top 12 Open-Source Autonomous Agents & Agent Frameworks: The Future of Self-Running AI (2026)",
    "Top Open Source Autonomous Agents and Agent Frameworks",
    "Its AutoGen is an open-source framework for developing and deploying multiple agents that can work together to achieve objectives autonomously."
   ],
   "repository_evidence": [
    "Top 12 Open-Source Autonomous Agents & Agent Frameworks: The Future of Self-Running AI (2026)",
    "Top Open Source Autonomous Agents and Agent Frameworks",
    "**Visit the repo page to learn more**: [https://github.com/microsoft/autogen](https://github.com/microsoft/autogen)"
   ],
   "stars_evidence": [
    "Top 12 Open-Source Autonomous Agents & Agent Frameworks: The Future of Self-Running AI (2026)",
    "Framework Comparison Matrix (2026)",
    "| AutoGen | Python | 35K+ | Yes | Custom | No | Yes | MIT |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://www.taskade.com/blog/open-source-ai-agents",
   "project": "MetaGPT",
   "repository": "https://github.com/geekan/MetaGPT",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Top 12 Open-Source Autonomous Agents & Agent Frameworks: The Future of Self-Running AI (2026)",
    "Top Open Source Autonomous Agents and Agent Frameworks",
    "MetaGPT is another framework for open-source AI agents that attempts to imitate the structure of a traditional software company."
   ],
   "repository_evidence": [
    "Top 12 Open-Source Autonomous Agents & Agent Frameworks: The Future of Self-Running AI (2026)",
    "Top Open Source Autonomous Agents and Agent Frameworks",
    "**Visit the repo page to learn more**: [https://github.com/geekan/MetaGPT](https://github.com/geekan/MetaGPT)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://www.taskade.com/blog/open-source-ai-agents",
   "project": "Camel",
   "repository": "https://github.com/camel-ai/camel",
   "stars": "5K+",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Top 12 Open-Source Autonomous Agents & Agent Frameworks: The Future of Self-Running AI (2026)",
    "Top Open Source Autonomous Agents and Agent Frameworks",
    "In a nutshell, Camel is one of the early multi-agent frameworks that uses a unique role-playing design to enable several agents to communicate and collaborate with each other."
   ],
   "repository_evidence": [
    "Top 12 Open-Source Autonomous Agents & Agent Frameworks: The Future of Self-Running AI (2026)",
    "Top Open Source Autonomous Agents and Agent Frameworks",
    "**Visit the repo page to learn more**: [https://github.com/camel-ai/camel](https://github.com/camel-ai/camel)"
   ],
   "stars_evidence": [
    "Top 12 Open-Source Autonomous Agents & Agent Frameworks: The Future of Self-Running AI (2026)",
    "Framework Comparison Matrix (2026)",
    "| Camel | Python | 5K+ | Yes | Role-based | No | Experimental | Apache 2.0 |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://www.taskade.com/blog/open-source-ai-agents",
   "project": "Loop GPT",
   "repository": "https://github.com/farizrahman4u/loopgpt/tree/main",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Top 12 Open-Source Autonomous Agents & Agent Frameworks: The Future of Self-Running AI (2026)",
    "Top Open Source Autonomous Agents and Agent Frameworks",
    "LoopGPT is an iteration of Toran Bruce Richards\u2019 AutoGPT."
   ],
   "repository_evidence": [
    "Top 12 Open-Source Autonomous Agents & Agent Frameworks: The Future of Self-Running AI (2026)",
    "Top Open Source Autonomous Agents and Agent Frameworks",
    "**Visit the repo page to learn more**: [https://github.com/farizrahman4u/loopgpt/tree/main](https://github.com/farizrahman4u/loopgpt/tree/main)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://www.taskade.com/blog/open-source-ai-agents",
   "project": "JARVIS",
   "repository": "https://github.com/microsoft/JARVIS",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Top 12 Open-Source Autonomous Agents & Agent Frameworks: The Future of Self-Running AI (2026)",
    "Top Open Source Autonomous Agents and Agent Frameworks",
    "JARVIS is nowhere near Tony Stark\u2019s iconic AI assistant (with the equally iconic voice of Paul Bettany), but it has a few tricks up its sleeve."
   ],
   "repository_evidence": [
    "Top 12 Open-Source Autonomous Agents & Agent Frameworks: The Future of Self-Running AI (2026)",
    "Top Open Source Autonomous Agents and Agent Frameworks",
    "**Visit the repo page to learn more**: [https://github.com/microsoft/JARVIS](https://github.com/microsoft/JARVIS)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://www.taskade.com/blog/open-source-ai-agents",
   "project": "OpenAGI",
   "repository": "https://github.com/agiresearch/OpenAGI",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Top 12 Open-Source Autonomous Agents & Agent Frameworks: The Future of Self-Running AI (2026)",
    "Top Open Source Autonomous Agents and Agent Frameworks",
    "OpenAGI is an open-source AGI (artificial general intelligence) research platform combining small, expert models \u2014 models tailored for tasks like sentiment analysis or image deblurring \u2014 and Reinforcement Learning from Task Feedback (RLTF) for improving their output."
   ],
   "repository_evidence": [
    "Top 12 Open-Source Autonomous Agents & Agent Frameworks: The Future of Self-Running AI (2026)",
    "Top Open Source Autonomous Agents and Agent Frameworks",
    "**Visit the repo page to learn more**: [https://github.com/agiresearch/OpenAGI](https://github.com/agiresearch/OpenAGI)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://www.taskade.com/blog/open-source-ai-agents",
   "project": "LangGraph",
   "repository": "https://github.com/langchain-ai/langgraph",
   "stars": "8K+",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Top 12 Open-Source Autonomous Agents & Agent Frameworks: The Future of Self-Running AI (2026)",
    "2025-2026 Frameworks: The New Wave",
    "LangGraph is the graph-based agent framework from the LangChain team, purpose-built for stateful, multi-actor agent applications."
   ],
   "repository_evidence": [
    "Top 12 Open-Source Autonomous Agents & Agent Frameworks: The Future of Self-Running AI (2026)",
    "2025-2026 Frameworks: The New Wave",
    "**Visit the repo page to learn more**: [https://github.com/langchain-ai/langgraph](https://github.com/langchain-ai/langgraph)"
   ],
   "stars_evidence": [
    "Top 12 Open-Source Autonomous Agents & Agent Frameworks: The Future of Self-Running AI (2026)",
    "2025-2026 Frameworks: The New Wave",
    "- 8K+ GitHub stars"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://www.taskade.com/blog/open-source-ai-agents",
   "project": "CrewAI v2",
   "repository": "https://github.com/crewAIInc/crewAI",
   "stars": "25K+",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Top 12 Open-Source Autonomous Agents & Agent Frameworks: The Future of Self-Running AI (2026)",
    "2025-2026 Frameworks: The New Wave",
    "CrewAI takes a different approach to multi-agent orchestration: instead of graph-based workflows, it uses **role-based collaboration**."
   ],
   "repository_evidence": [
    "Top 12 Open-Source Autonomous Agents & Agent Frameworks: The Future of Self-Running AI (2026)",
    "2025-2026 Frameworks: The New Wave",
    "**Visit the repo page to learn more**: [https://github.com/crewAIInc/crewAI](https://github.com/crewAIInc/crewAI)"
   ],
   "stars_evidence": [
    "Top 12 Open-Source Autonomous Agents & Agent Frameworks: The Future of Self-Running AI (2026)",
    "2025-2026 Frameworks: The New Wave",
    "- 25K+ GitHub stars"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://www.taskade.com/blog/open-source-ai-agents",
   "project": "OpenClaw",
   "repository": "https://github.com/openclaw/openclaw",
   "stars": "247K",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Top 12 Open-Source Autonomous Agents & Agent Frameworks: The Future of Self-Running AI (2026)",
    "2025-2026 Frameworks: The New Wave",
    "OpenClaw is the viral open-source [AI agent](/blog/ai-agents/) that took 2025-2026 by storm \u2014 247K GitHub stars as of March 2026, making it the fastest-growing open-source project in history."
   ],
   "repository_evidence": [
    "Top 12 Open-Source Autonomous Agents & Agent Frameworks: The Future of Self-Running AI (2026)",
    "2025-2026 Frameworks: The New Wave",
    "**Visit the repo page to learn more**: [https://github.com/openclaw/openclaw](https://github.com/openclaw/openclaw)"
   ],
   "stars_evidence": [
    "Top 12 Open-Source Autonomous Agents & Agent Frameworks: The Future of Self-Running AI (2026)",
    "2025-2026 Frameworks: The New Wave",
    "OpenClaw is the viral open-source [AI agent](/blog/ai-agents/) that took 2025-2026 by storm \u2014 247K GitHub stars as of March 2026, making it the fastest-growing open-source project in history."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://www.taskade.com/blog/open-source-ai-agents",
   "project": "Dify",
   "repository": "https://github.com/langgenius/dify",
   "stars": "55K+",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Top 12 Open-Source Autonomous Agents & Agent Frameworks: The Future of Self-Running AI (2026)",
    "2025-2026 Frameworks: The New Wave",
    "Dify is a low-code LLM application development platform that bridges the gap between open-source frameworks and managed platforms."
   ],
   "repository_evidence": [
    "Top 12 Open-Source Autonomous Agents & Agent Frameworks: The Future of Self-Running AI (2026)",
    "2025-2026 Frameworks: The New Wave",
    "**Visit the repo page to learn more**: [https://github.com/langgenius/dify](https://github.com/langgenius/dify)"
   ],
   "stars_evidence": [
    "Top 12 Open-Source Autonomous Agents & Agent Frameworks: The Future of Self-Running AI (2026)",
    "2025-2026 Frameworks: The New Wave",
    "- 55K+ GitHub stars"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://www.taskade.com/blog/open-source-ai-agents",
   "project": "OpenAI Agents SDK",
   "repository": "https://github.com/openai/openai-agents-python",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Top 12 Open-Source Autonomous Agents & Agent Frameworks: The Future of Self-Running AI (2026)",
    "2025-2026 Frameworks: The New Wave",
    "The OpenAI Agents SDK is OpenAI's official framework for building agent applications, launched in 2025 as the successor to the Assistants API."
   ],
   "repository_evidence": [
    "Top 12 Open-Source Autonomous Agents & Agent Frameworks: The Future of Self-Running AI (2026)",
    "2025-2026 Frameworks: The New Wave",
    "**Visit the repo page to learn more**: [https://github.com/openai/openai-agents-python](https://github.com/openai/openai-agents-python)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://www.taskade.com/blog/open-source-ai-agents",
   "project": "Claude Agent SDK",
   "repository": "https://github.com/anthropics/claude-agent-sdk",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Top 12 Open-Source Autonomous Agents & Agent Frameworks: The Future of Self-Running AI (2026)",
    "2025-2026 Frameworks: The New Wave",
    "Anthropic's Claude Agent SDK takes a **safety-first approach** to agent design."
   ],
   "repository_evidence": [
    "Top 12 Open-Source Autonomous Agents & Agent Frameworks: The Future of Self-Running AI (2026)",
    "2025-2026 Frameworks: The New Wave",
    "**Visit the repo page to learn more**: [https://github.com/anthropics/claude-agent-sdk](https://github.com/anthropics/claude-agent-sdk)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://www.taskade.com/blog/open-source-ai-agents",
   "project": "Mastra",
   "repository": "https://github.com/mastra-ai/mastra",
   "stars": "8K+",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Top 12 Open-Source Autonomous Agents & Agent Frameworks: The Future of Self-Running AI (2026)",
    "2025-2026 Frameworks: The New Wave",
    "Mastra is the first **TypeScript-native** agent framework, designed for developers already working in Node.js and Next.js stacks."
   ],
   "repository_evidence": [
    "Top 12 Open-Source Autonomous Agents & Agent Frameworks: The Future of Self-Running AI (2026)",
    "2025-2026 Frameworks: The New Wave",
    "**Visit the repo page to learn more**: [https://github.com/mastra-ai/mastra](https://github.com/mastra-ai/mastra)"
   ],
   "stars_evidence": [
    "Top 12 Open-Source Autonomous Agents & Agent Frameworks: The Future of Self-Running AI (2026)",
    "2025-2026 Frameworks: The New Wave",
    "- 8K+ GitHub stars"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://www.taskade.com/blog/open-source-ai-agents",
   "project": "MetaGPT v2",
   "repository": null,
   "stars": "45K+",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Top 12 Open-Source Autonomous Agents & Agent Frameworks: The Future of Self-Running AI (2026)",
    "Framework Comparison Matrix (2026)",
    "| MetaGPT v2 | Python | 45K+ | Yes | Shared | No | Experimental | MIT |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "Top 12 Open-Source Autonomous Agents & Agent Frameworks: The Future of Self-Running AI (2026)",
    "Framework Comparison Matrix (2026)",
    "| MetaGPT v2 | Python | 45K+ | Yes | Shared | No | Experimental | MIT |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://billtcheng2013.medium.com/autonomous-agent-part-2-502cf03dacb5",
   "project": "LangGraph",
   "repository": "https://github.com/langchain-ai/langgraph",
   "stars": null,
   "category": "framework/platform",
   "description": null,
   "license": null,
   "project_evidence": [
    "Autonomous Agent: Part 2",
    "Frameworks",
    "2025.3: [LangGraph](https://github.com/langchain-ai/langgraph), [OpenAI Agents SDK](https://github.com/openai/openai-agents-python), [smolagents](https://github.com/huggingface/smolagents), [CrewAI](https://github.com/crewAIInc/crewAI), [AutoGen](https://github.com/microsoft/autogen), [Semantic Kernel](https://github.com/microsoft/semantic-kernel), [LlamaIndex](https://github.com/run-llama/llama_index), [Strands Agents SDK](https://strandsagents.com/), [Pydantic AI](https://ai.pydantic.dev/)"
   ],
   "repository_evidence": [
    "Autonomous Agent: Part 2",
    "Frameworks",
    "2025.3: [LangGraph](https://github.com/langchain-ai/langgraph), [OpenAI Agents SDK](https://github.com/openai/openai-agents-python), [smolagents](https://github.com/huggingface/smolagents), [CrewAI](https://github.com/crewAIInc/crewAI), [AutoGen](https://github.com/microsoft/autogen), [Semantic Kernel](https://github.com/microsoft/semantic-kernel), [LlamaIndex](https://github.com/run-llama/llama_index), [Strands Agents SDK](https://strandsagents.com/), [Pydantic AI](https://ai.pydantic.dev/)"
   ],
   "stars_evidence": null,
   "category_evidence": [
    "Autonomous Agent: Part 2",
    "Frameworks",
    "2025.3: [LangGraph](https://github.com/langchain-ai/langgraph), [OpenAI Agents SDK](https://github.com/openai/openai-agents-python), [smolagents](https://github.com/huggingface/smolagents), [CrewAI](https://github.com/crewAIInc/crewAI), [AutoGen](https://github.com/microsoft/autogen), [Semantic Kernel](https://github.com/microsoft/semantic-kernel), [LlamaIndex](https://github.com/run-llama/llama_index), [Strands Agents SDK](https://strandsagents.com/), [Pydantic AI](https://ai.pydantic.dev/)"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://billtcheng2013.medium.com/autonomous-agent-part-2-502cf03dacb5",
   "project": "OpenAI Agents SDK",
   "repository": "https://github.com/openai/openai-agents-python",
   "stars": null,
   "category": "framework/platform",
   "description": null,
   "license": null,
   "project_evidence": [
    "Autonomous Agent: Part 2",
    "Frameworks",
    "2025.3: [LangGraph](https://github.com/langchain-ai/langgraph), [OpenAI Agents SDK](https://github.com/openai/openai-agents-python), [smolagents](https://github.com/huggingface/smolagents), [CrewAI](https://github.com/crewAIInc/crewAI), [AutoGen](https://github.com/microsoft/autogen), [Semantic Kernel](https://github.com/microsoft/semantic-kernel), [LlamaIndex](https://github.com/run-llama/llama_index), [Strands Agents SDK](https://strandsagents.com/), [Pydantic AI](https://ai.pydantic.dev/)"
   ],
   "repository_evidence": [
    "Autonomous Agent: Part 2",
    "Frameworks",
    "2025.3: [LangGraph](https://github.com/langchain-ai/langgraph), [OpenAI Agents SDK](https://github.com/openai/openai-agents-python), [smolagents](https://github.com/huggingface/smolagents), [CrewAI](https://github.com/crewAIInc/crewAI), [AutoGen](https://github.com/microsoft/autogen), [Semantic Kernel](https://github.com/microsoft/semantic-kernel), [LlamaIndex](https://github.com/run-llama/llama_index), [Strands Agents SDK](https://strandsagents.com/), [Pydantic AI](https://ai.pydantic.dev/)"
   ],
   "stars_evidence": null,
   "category_evidence": [
    "Autonomous Agent: Part 2",
    "Frameworks",
    "2025.3: [LangGraph](https://github.com/langchain-ai/langgraph), [OpenAI Agents SDK](https://github.com/openai/openai-agents-python), [smolagents](https://github.com/huggingface/smolagents), [CrewAI](https://github.com/crewAIInc/crewAI), [AutoGen](https://github.com/microsoft/autogen), [Semantic Kernel](https://github.com/microsoft/semantic-kernel), [LlamaIndex](https://github.com/run-llama/llama_index), [Strands Agents SDK](https://strandsagents.com/), [Pydantic AI](https://ai.pydantic.dev/)"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://billtcheng2013.medium.com/autonomous-agent-part-2-502cf03dacb5",
   "project": "smolagents",
   "repository": "https://github.com/huggingface/smolagents",
   "stars": null,
   "category": "framework/platform",
   "description": null,
   "license": null,
   "project_evidence": [
    "Autonomous Agent: Part 2",
    "Frameworks",
    "2025.3: [LangGraph](https://github.com/langchain-ai/langgraph), [OpenAI Agents SDK](https://github.com/openai/openai-agents-python), [smolagents](https://github.com/huggingface/smolagents), [CrewAI](https://github.com/crewAIInc/crewAI), [AutoGen](https://github.com/microsoft/autogen), [Semantic Kernel](https://github.com/microsoft/semantic-kernel), [LlamaIndex](https://github.com/run-llama/llama_index), [Strands Agents SDK](https://strandsagents.com/), [Pydantic AI](https://ai.pydantic.dev/)"
   ],
   "repository_evidence": [
    "Autonomous Agent: Part 2",
    "Frameworks",
    "2025.3: [LangGraph](https://github.com/langchain-ai/langgraph), [OpenAI Agents SDK](https://github.com/openai/openai-agents-python), [smolagents](https://github.com/huggingface/smolagents), [CrewAI](https://github.com/crewAIInc/crewAI), [AutoGen](https://github.com/microsoft/autogen), [Semantic Kernel](https://github.com/microsoft/semantic-kernel), [LlamaIndex](https://github.com/run-llama/llama_index), [Strands Agents SDK](https://strandsagents.com/), [Pydantic AI](https://ai.pydantic.dev/)"
   ],
   "stars_evidence": null,
   "category_evidence": [
    "Autonomous Agent: Part 2",
    "Frameworks",
    "2025.3: [LangGraph](https://github.com/langchain-ai/langgraph), [OpenAI Agents SDK](https://github.com/openai/openai-agents-python), [smolagents](https://github.com/huggingface/smolagents), [CrewAI](https://github.com/crewAIInc/crewAI), [AutoGen](https://github.com/microsoft/autogen), [Semantic Kernel](https://github.com/microsoft/semantic-kernel), [LlamaIndex](https://github.com/run-llama/llama_index), [Strands Agents SDK](https://strandsagents.com/), [Pydantic AI](https://ai.pydantic.dev/)"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://billtcheng2013.medium.com/autonomous-agent-part-2-502cf03dacb5",
   "project": "CrewAI",
   "repository": "https://github.com/crewAIInc/crewAI",
   "stars": null,
   "category": "framework/platform",
   "description": null,
   "license": null,
   "project_evidence": [
    "Autonomous Agent: Part 2",
    "Frameworks",
    "2025.3: [LangGraph](https://github.com/langchain-ai/langgraph), [OpenAI Agents SDK](https://github.com/openai/openai-agents-python), [smolagents](https://github.com/huggingface/smolagents), [CrewAI](https://github.com/crewAIInc/crewAI), [AutoGen](https://github.com/microsoft/autogen), [Semantic Kernel](https://github.com/microsoft/semantic-kernel), [LlamaIndex](https://github.com/run-llama/llama_index), [Strands Agents SDK](https://strandsagents.com/), [Pydantic AI](https://ai.pydantic.dev/)"
   ],
   "repository_evidence": [
    "Autonomous Agent: Part 2",
    "Frameworks",
    "2025.3: [LangGraph](https://github.com/langchain-ai/langgraph), [OpenAI Agents SDK](https://github.com/openai/openai-agents-python), [smolagents](https://github.com/huggingface/smolagents), [CrewAI](https://github.com/crewAIInc/crewAI), [AutoGen](https://github.com/microsoft/autogen), [Semantic Kernel](https://github.com/microsoft/semantic-kernel), [LlamaIndex](https://github.com/run-llama/llama_index), [Strands Agents SDK](https://strandsagents.com/), [Pydantic AI](https://ai.pydantic.dev/)"
   ],
   "stars_evidence": null,
   "category_evidence": [
    "Autonomous Agent: Part 2",
    "Frameworks",
    "2025.3: [LangGraph](https://github.com/langchain-ai/langgraph), [OpenAI Agents SDK](https://github.com/openai/openai-agents-python), [smolagents](https://github.com/huggingface/smolagents), [CrewAI](https://github.com/crewAIInc/crewAI), [AutoGen](https://github.com/microsoft/autogen), [Semantic Kernel](https://github.com/microsoft/semantic-kernel), [LlamaIndex](https://github.com/run-llama/llama_index), [Strands Agents SDK](https://strandsagents.com/), [Pydantic AI](https://ai.pydantic.dev/)"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://billtcheng2013.medium.com/autonomous-agent-part-2-502cf03dacb5",
   "project": "AutoGen",
   "repository": "https://github.com/microsoft/autogen",
   "stars": null,
   "category": "framework/platform",
   "description": null,
   "license": null,
   "project_evidence": [
    "Autonomous Agent: Part 2",
    "Frameworks",
    "2025.3: [LangGraph](https://github.com/langchain-ai/langgraph), [OpenAI Agents SDK](https://github.com/openai/openai-agents-python), [smolagents](https://github.com/huggingface/smolagents), [CrewAI](https://github.com/crewAIInc/crewAI), [AutoGen](https://github.com/microsoft/autogen), [Semantic Kernel](https://github.com/microsoft/semantic-kernel), [LlamaIndex](https://github.com/run-llama/llama_index), [Strands Agents SDK](https://strandsagents.com/), [Pydantic AI](https://ai.pydantic.dev/)"
   ],
   "repository_evidence": [
    "Autonomous Agent: Part 2",
    "Frameworks",
    "2025.3: [LangGraph](https://github.com/langchain-ai/langgraph), [OpenAI Agents SDK](https://github.com/openai/openai-agents-python), [smolagents](https://github.com/huggingface/smolagents), [CrewAI](https://github.com/crewAIInc/crewAI), [AutoGen](https://github.com/microsoft/autogen), [Semantic Kernel](https://github.com/microsoft/semantic-kernel), [LlamaIndex](https://github.com/run-llama/llama_index), [Strands Agents SDK](https://strandsagents.com/), [Pydantic AI](https://ai.pydantic.dev/)"
   ],
   "stars_evidence": null,
   "category_evidence": [
    "Autonomous Agent: Part 2",
    "Frameworks",
    "2025.3: [LangGraph](https://github.com/langchain-ai/langgraph), [OpenAI Agents SDK](https://github.com/openai/openai-agents-python), [smolagents](https://github.com/huggingface/smolagents), [CrewAI](https://github.com/crewAIInc/crewAI), [AutoGen](https://github.com/microsoft/autogen), [Semantic Kernel](https://github.com/microsoft/semantic-kernel), [LlamaIndex](https://github.com/run-llama/llama_index), [Strands Agents SDK](https://strandsagents.com/), [Pydantic AI](https://ai.pydantic.dev/)"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://billtcheng2013.medium.com/autonomous-agent-part-2-502cf03dacb5",
   "project": "Semantic Kernel",
   "repository": "https://github.com/microsoft/semantic-kernel",
   "stars": null,
   "category": "framework/platform",
   "description": null,
   "license": null,
   "project_evidence": [
    "Autonomous Agent: Part 2",
    "Frameworks",
    "2025.3: [LangGraph](https://github.com/langchain-ai/langgraph), [OpenAI Agents SDK](https://github.com/openai/openai-agents-python), [smolagents](https://github.com/huggingface/smolagents), [CrewAI](https://github.com/crewAIInc/crewAI), [AutoGen](https://github.com/microsoft/autogen), [Semantic Kernel](https://github.com/microsoft/semantic-kernel), [LlamaIndex](https://github.com/run-llama/llama_index), [Strands Agents SDK](https://strandsagents.com/), [Pydantic AI](https://ai.pydantic.dev/)"
   ],
   "repository_evidence": [
    "Autonomous Agent: Part 2",
    "Frameworks",
    "2025.3: [LangGraph](https://github.com/langchain-ai/langgraph), [OpenAI Agents SDK](https://github.com/openai/openai-agents-python), [smolagents](https://github.com/huggingface/smolagents), [CrewAI](https://github.com/crewAIInc/crewAI), [AutoGen](https://github.com/microsoft/autogen), [Semantic Kernel](https://github.com/microsoft/semantic-kernel), [LlamaIndex](https://github.com/run-llama/llama_index), [Strands Agents SDK](https://strandsagents.com/), [Pydantic AI](https://ai.pydantic.dev/)"
   ],
   "stars_evidence": null,
   "category_evidence": [
    "Autonomous Agent: Part 2",
    "Frameworks",
    "2025.3: [LangGraph](https://github.com/langchain-ai/langgraph), [OpenAI Agents SDK](https://github.com/openai/openai-agents-python), [smolagents](https://github.com/huggingface/smolagents), [CrewAI](https://github.com/crewAIInc/crewAI), [AutoGen](https://github.com/microsoft/autogen), [Semantic Kernel](https://github.com/microsoft/semantic-kernel), [LlamaIndex](https://github.com/run-llama/llama_index), [Strands Agents SDK](https://strandsagents.com/), [Pydantic AI](https://ai.pydantic.dev/)"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://billtcheng2013.medium.com/autonomous-agent-part-2-502cf03dacb5",
   "project": "LlamaIndex",
   "repository": "https://github.com/run-llama/llama_index",
   "stars": null,
   "category": "framework/platform",
   "description": null,
   "license": null,
   "project_evidence": [
    "Autonomous Agent: Part 2",
    "Frameworks",
    "2025.3: [LangGraph](https://github.com/langchain-ai/langgraph), [OpenAI Agents SDK](https://github.com/openai/openai-agents-python), [smolagents](https://github.com/huggingface/smolagents), [CrewAI](https://github.com/crewAIInc/crewAI), [AutoGen](https://github.com/microsoft/autogen), [Semantic Kernel](https://github.com/microsoft/semantic-kernel), [LlamaIndex](https://github.com/run-llama/llama_index), [Strands Agents SDK](https://strandsagents.com/), [Pydantic AI](https://ai.pydantic.dev/)"
   ],
   "repository_evidence": [
    "Autonomous Agent: Part 2",
    "Frameworks",
    "2025.3: [LangGraph](https://github.com/langchain-ai/langgraph), [OpenAI Agents SDK](https://github.com/openai/openai-agents-python), [smolagents](https://github.com/huggingface/smolagents), [CrewAI](https://github.com/crewAIInc/crewAI), [AutoGen](https://github.com/microsoft/autogen), [Semantic Kernel](https://github.com/microsoft/semantic-kernel), [LlamaIndex](https://github.com/run-llama/llama_index), [Strands Agents SDK](https://strandsagents.com/), [Pydantic AI](https://ai.pydantic.dev/)"
   ],
   "stars_evidence": null,
   "category_evidence": [
    "Autonomous Agent: Part 2",
    "Frameworks",
    "2025.3: [LangGraph](https://github.com/langchain-ai/langgraph), [OpenAI Agents SDK](https://github.com/openai/openai-agents-python), [smolagents](https://github.com/huggingface/smolagents), [CrewAI](https://github.com/crewAIInc/crewAI), [AutoGen](https://github.com/microsoft/autogen), [Semantic Kernel](https://github.com/microsoft/semantic-kernel), [LlamaIndex](https://github.com/run-llama/llama_index), [Strands Agents SDK](https://strandsagents.com/), [Pydantic AI](https://ai.pydantic.dev/)"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://billtcheng2013.medium.com/autonomous-agent-part-2-502cf03dacb5",
   "project": "Strands Agents SDK",
   "repository": "https://strandsagents.com/",
   "stars": null,
   "category": "framework/platform",
   "description": null,
   "license": null,
   "project_evidence": [
    "Autonomous Agent: Part 2",
    "Frameworks",
    "2025.3: [LangGraph](https://github.com/langchain-ai/langgraph), [OpenAI Agents SDK](https://github.com/openai/openai-agents-python), [smolagents](https://github.com/huggingface/smolagents), [CrewAI](https://github.com/crewAIInc/crewAI), [AutoGen](https://github.com/microsoft/autogen), [Semantic Kernel](https://github.com/microsoft/semantic-kernel), [LlamaIndex](https://github.com/run-llama/llama_index), [Strands Agents SDK](https://strandsagents.com/), [Pydantic AI](https://ai.pydantic.dev/)"
   ],
   "repository_evidence": [
    "Autonomous Agent: Part 2",
    "Frameworks",
    "2025.3: [LangGraph](https://github.com/langchain-ai/langgraph), [OpenAI Agents SDK](https://github.com/openai/openai-agents-python), [smolagents](https://github.com/huggingface/smolagents), [CrewAI](https://github.com/crewAIInc/crewAI), [AutoGen](https://github.com/microsoft/autogen), [Semantic Kernel](https://github.com/microsoft/semantic-kernel), [LlamaIndex](https://github.com/run-llama/llama_index), [Strands Agents SDK](https://strandsagents.com/), [Pydantic AI](https://ai.pydantic.dev/)"
   ],
   "stars_evidence": null,
   "category_evidence": [
    "Autonomous Agent: Part 2",
    "Frameworks",
    "2025.3: [LangGraph](https://github.com/langchain-ai/langgraph), [OpenAI Agents SDK](https://github.com/openai/openai-agents-python), [smolagents](https://github.com/huggingface/smolagents), [CrewAI](https://github.com/crewAIInc/crewAI), [AutoGen](https://github.com/microsoft/autogen), [Semantic Kernel](https://github.com/microsoft/semantic-kernel), [LlamaIndex](https://github.com/run-llama/llama_index), [Strands Agents SDK](https://strandsagents.com/), [Pydantic AI](https://ai.pydantic.dev/)"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://billtcheng2013.medium.com/autonomous-agent-part-2-502cf03dacb5",
   "project": "Pydantic AI",
   "repository": "https://ai.pydantic.dev/",
   "stars": null,
   "category": "framework/platform",
   "description": null,
   "license": null,
   "project_evidence": [
    "Autonomous Agent: Part 2",
    "Frameworks",
    "2025.3: [LangGraph](https://github.com/langchain-ai/langgraph), [OpenAI Agents SDK](https://github.com/openai/openai-agents-python), [smolagents](https://github.com/huggingface/smolagents), [CrewAI](https://github.com/crewAIInc/crewAI), [AutoGen](https://github.com/microsoft/autogen), [Semantic Kernel](https://github.com/microsoft/semantic-kernel), [LlamaIndex](https://github.com/run-llama/llama_index), [Strands Agents SDK](https://strandsagents.com/), [Pydantic AI](https://ai.pydantic.dev/)"
   ],
   "repository_evidence": [
    "Autonomous Agent: Part 2",
    "Frameworks",
    "2025.3: [LangGraph](https://github.com/langchain-ai/langgraph), [OpenAI Agents SDK](https://github.com/openai/openai-agents-python), [smolagents](https://github.com/huggingface/smolagents), [CrewAI](https://github.com/crewAIInc/crewAI), [AutoGen](https://github.com/microsoft/autogen), [Semantic Kernel](https://github.com/microsoft/semantic-kernel), [LlamaIndex](https://github.com/run-llama/llama_index), [Strands Agents SDK](https://strandsagents.com/), [Pydantic AI](https://ai.pydantic.dev/)"
   ],
   "stars_evidence": null,
   "category_evidence": [
    "Autonomous Agent: Part 2",
    "Frameworks",
    "2025.3: [LangGraph](https://github.com/langchain-ai/langgraph), [OpenAI Agents SDK](https://github.com/openai/openai-agents-python), [smolagents](https://github.com/huggingface/smolagents), [CrewAI](https://github.com/crewAIInc/crewAI), [AutoGen](https://github.com/microsoft/autogen), [Semantic Kernel](https://github.com/microsoft/semantic-kernel), [LlamaIndex](https://github.com/run-llama/llama_index), [Strands Agents SDK](https://strandsagents.com/), [Pydantic AI](https://ai.pydantic.dev/)"
   ],
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://billtcheng2013.medium.com/autonomous-agent-part-2-502cf03dacb5",
   "project": "fabric",
   "repository": "https://github.com/danielmiessler/fabric",
   "stars": null,
   "category": "framework/platform",
   "description": "organizes prompts by real-world task, allowing people to create, collect, and organize their most important AI solutions in a single place for use in their favorite tools",
   "license": null,
   "project_evidence": [
    "Autonomous Agent: Part 2",
    "Frameworks",
    "[fabric](https://github.com/danielmiessler/fabric) organizes prompts by real-world task, allowing people to create, collect, and organize their most important AI solutions in a single place for use in their favorite tools, e.g. [extract_wisdom](https://github.com/danielmiessler/Fabric/blob/main/data/patterns/extract_wisdom/system.md)"
   ],
   "repository_evidence": [
    "Autonomous Agent: Part 2",
    "Frameworks",
    "[fabric](https://github.com/danielmiessler/fabric) organizes prompts by real-world task, allowing people to create, collect, and organize their most important AI solutions in a single place for use in their favorite tools, e.g. [extract_wisdom](https://github.com/danielmiessler/Fabric/blob/main/data/patterns/extract_wisdom/system.md)"
   ],
   "stars_evidence": null,
   "category_evidence": [
    "Autonomous Agent: Part 2",
    "Frameworks",
    "[fabric](https://github.com/danielmiessler/fabric) organizes prompts by real-world task, allowing people to create, collect, and organize their most important AI solutions in a single place for use in their favorite tools, e.g. [extract_wisdom](https://github.com/danielmiessler/Fabric/blob/main/data/patterns/extract_wisdom/system.md)"
   ],
   "description_evidence": [
    "Autonomous Agent: Part 2",
    "Frameworks",
    "[fabric](https://github.com/danielmiessler/fabric) organizes prompts by real-world task, allowing people to create, collect, and organize their most important AI solutions in a single place for use in their favorite tools, e.g. [extract_wisdom](https://github.com/danielmiessler/Fabric/blob/main/data/patterns/extract_wisdom/system.md)"
   ],
   "license_evidence": null
  },
  {
   "url": "https://billtcheng2013.medium.com/autonomous-agent-part-2-502cf03dacb5",
   "project": "Apache (incubating) Gravitino",
   "repository": "https://github.com/apache/gravitino",
   "stars": null,
   "category": "framework/platform",
   "description": "high-performance, geo-distributed, and federated metadata lake",
   "license": null,
   "project_evidence": [
    "Autonomous Agent: Part 2",
    "Frameworks",
    "[Apache (incubating) Gravitino](https://github.com/apache/gravitino) is a high-performance, geo-distributed, and federated metadata lake."
   ],
   "repository_evidence": [
    "Autonomous Agent: Part 2",
    "Frameworks",
    "[Apache (incubating) Gravitino](https://github.com/apache/gravitino) is a high-performance, geo-distributed, and federated metadata lake."
   ],
   "stars_evidence": null,
   "category_evidence": [
    "Autonomous Agent: Part 2",
    "Frameworks",
    "[Apache (incubating) Gravitino](https://github.com/apache/gravitino) is a high-performance, geo-distributed, and federated metadata lake."
   ],
   "description_evidence": [
    "Autonomous Agent: Part 2",
    "Frameworks",
    "[Apache (incubating) Gravitino](https://github.com/apache/gravitino) is a high-performance, geo-distributed, and federated metadata lake."
   ],
   "license_evidence": null
  },
  {
   "url": "https://billtcheng2013.medium.com/autonomous-agent-part-2-502cf03dacb5",
   "project": "cuga-agent",
   "repository": "https://github.com/cuga-project/cuga-agent",
   "stars": null,
   "category": "framework/platform",
   "description": "open-source generalist agent framework from IBM Research, purpose-built for enterprise automation",
   "license": null,
   "project_evidence": [
    "Autonomous Agent: Part 2",
    "Frameworks",
    "[cuga.dev](https://github.com/cuga-project/cuga-agent): open-source generalist agent framework from IBM Research, purpose-built for enterprise automation"
   ],
   "repository_evidence": [
    "Autonomous Agent: Part 2",
    "Frameworks",
    "[cuga.dev](https://github.com/cuga-project/cuga-agent): open-source generalist agent framework from IBM Research, purpose-built for enterprise automation"
   ],
   "stars_evidence": null,
   "category_evidence": [
    "Autonomous Agent: Part 2",
    "Frameworks",
    "[cuga.dev](https://github.com/cuga-project/cuga-agent): open-source generalist agent framework from IBM Research, purpose-built for enterprise automation"
   ],
   "description_evidence": [
    "Autonomous Agent: Part 2",
    "Frameworks",
    "[cuga.dev](https://github.com/cuga-project/cuga-agent): open-source generalist agent framework from IBM Research, purpose-built for enterprise automation"
   ],
   "license_evidence": null
  },
  {
   "url": "https://github.com/letta-ai/letta-code",
   "project": "Letta Code",
   "repository": "https://github.com/letta-ai/letta-code",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Letta Code",
    "Letta Code is a stateful agent harness for creating agents that are more like people than tools."
   ],
   "repository_evidence": [
    "# Letta Code",
    "Messaging integrations, including [Telegram](https://docs.letta.com/letta-code/channels#telegram-cli), [Slack](https://docs.letta.com/letta-code/channels#slack-cli), [Discord](https://docs.letta.com/letta-code/channels#discord-cli), and [custom channels](https://github.com/letta-ai/letta-code/blob/main/src/channels/README.md)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://blog.mikegchambers.com/posts/agentic-framework-landscape",
   "project": "AutoGen",
   "repository": null,
   "stars": "55.4K",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Nine Agent Frameworks, Compared with Data and Code",
    "Nine frameworks made this list. Not because they\u2019re the only ones, but because they\u2019re the ones developers are actually using, talking about, and building production systems with.",
    "| Framework | Stars | Age (months) | Last 6 months | License | Primary Backer |",
    "| AutoGen | 55.4K | 31 | +1,982 | MIT + CC-BY-4.0 | Microsoft |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "Nine Agent Frameworks, Compared with Data and Code",
    "Nine frameworks made this list. Not because they\u2019re the only ones, but because they\u2019re the ones developers are actually using, talking about, and building production systems with.",
    "| Framework | Stars | Age (months) | Last 6 months | License | Primary Backer |",
    "| AutoGen | 55.4K | 31 | +1,982 | MIT + CC-BY-4.0 | Microsoft |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://blog.mikegchambers.com/posts/agentic-framework-landscape",
   "project": "CrewAI",
   "repository": null,
   "stars": "45.7K",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Nine Agent Frameworks, Compared with Data and Code",
    "Nine frameworks made this list. Not because they\u2019re the only ones, but because they\u2019re the ones developers are actually using, talking about, and building production systems with.",
    "| Framework | Stars | Age (months) | Last 6 months | License | Primary Backer |",
    "| CrewAI | 45.7K | 28 | +2,540 | MIT | CrewAI Inc |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "Nine Agent Frameworks, Compared with Data and Code",
    "Nine frameworks made this list. Not because they\u2019re the only ones, but because they\u2019re the ones developers are actually using, talking about, and building production systems with.",
    "| Framework | Stars | Age (months) | Last 6 months | License | Primary Backer |",
    "| CrewAI | 45.7K | 28 | +2,540 | MIT | CrewAI Inc |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://blog.mikegchambers.com/posts/agentic-framework-landscape",
   "project": "Google ADK",
   "repository": null,
   "stars": "18.3K",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Nine Agent Frameworks, Compared with Data and Code",
    "Nine frameworks made this list. Not because they\u2019re the only ones, but because they\u2019re the ones developers are actually using, talking about, and building production systems with.",
    "| Framework | Stars | Age (months) | Last 6 months | License | Primary Backer |",
    "| Google ADK | 18.3K | 11 | +1,900 | Apache-2.0 | Google |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "Nine Agent Frameworks, Compared with Data and Code",
    "Nine frameworks made this list. Not because they\u2019re the only ones, but because they\u2019re the ones developers are actually using, talking about, and building production systems with.",
    "| Framework | Stars | Age (months) | Last 6 months | License | Primary Backer |",
    "| Google ADK | 18.3K | 11 | +1,900 | Apache-2.0 | Google |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://blog.mikegchambers.com/posts/agentic-framework-landscape",
   "project": "LangGraph",
   "repository": null,
   "stars": "26.1K",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Nine Agent Frameworks, Compared with Data and Code",
    "Nine frameworks made this list. Not because they\u2019re the only ones, but because they\u2019re the ones developers are actually using, talking about, and building production systems with.",
    "| Framework | Stars | Age (months) | Last 6 months | License | Primary Backer |",
    "| LangGraph | 26.1K | 31 | +2,351 | MIT | LangChain |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "Nine Agent Frameworks, Compared with Data and Code",
    "Nine frameworks made this list. Not because they\u2019re the only ones, but because they\u2019re the ones developers are actually using, talking about, and building production systems with.",
    "| Framework | Stars | Age (months) | Last 6 months | License | Primary Backer |",
    "| LangGraph | 26.1K | 31 | +2,351 | MIT | LangChain |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://blog.mikegchambers.com/posts/agentic-framework-landscape",
   "project": "LlamaIndex",
   "repository": null,
   "stars": "47.6K",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Nine Agent Frameworks, Compared with Data and Code",
    "Nine frameworks made this list. Not because they\u2019re the only ones, but because they\u2019re the ones developers are actually using, talking about, and building production systems with.",
    "| Framework | Stars | Age (months) | Last 6 months | License | Primary Backer |",
    "| LlamaIndex | 47.6K | 40 | +1,183 | MIT | LlamaIndex Inc |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "Nine Agent Frameworks, Compared with Data and Code",
    "Nine frameworks made this list. Not because they\u2019re the only ones, but because they\u2019re the ones developers are actually using, talking about, and building production systems with.",
    "| Framework | Stars | Age (months) | Last 6 months | License | Primary Backer |",
    "| LlamaIndex | 47.6K | 40 | +1,183 | MIT | LlamaIndex Inc |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://blog.mikegchambers.com/posts/agentic-framework-landscape",
   "project": "OpenAI Agents SDK",
   "repository": null,
   "stars": "19.7K",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Nine Agent Frameworks, Compared with Data and Code",
    "Nine frameworks made this list. Not because they\u2019re the only ones, but because they\u2019re the ones developers are actually using, talking about, and building production systems with.",
    "| Framework | Stars | Age (months) | Last 6 months | License | Primary Backer |",
    "| OpenAI Agents SDK | 19.7K | 12 | +1,554 | MIT | OpenAI |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "Nine Agent Frameworks, Compared with Data and Code",
    "Nine frameworks made this list. Not because they\u2019re the only ones, but because they\u2019re the ones developers are actually using, talking about, and building production systems with.",
    "| Framework | Stars | Age (months) | Last 6 months | License | Primary Backer |",
    "| OpenAI Agents SDK | 19.7K | 12 | +1,554 | MIT | OpenAI |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://blog.mikegchambers.com/posts/agentic-framework-landscape",
   "project": "Pydantic AI",
   "repository": null,
   "stars": "15.4K",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Nine Agent Frameworks, Compared with Data and Code",
    "Nine frameworks made this list. Not because they\u2019re the only ones, but because they\u2019re the ones developers are actually using, talking about, and building production systems with.",
    "| Framework | Stars | Age (months) | Last 6 months | License | Primary Backer |",
    "| Pydantic AI | 15.4K | 21 | +996 | MIT | Pydantic |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "Nine Agent Frameworks, Compared with Data and Code",
    "Nine frameworks made this list. Not because they\u2019re the only ones, but because they\u2019re the ones developers are actually using, talking about, and building production systems with.",
    "| Framework | Stars | Age (months) | Last 6 months | License | Primary Backer |",
    "| Pydantic AI | 15.4K | 21 | +996 | MIT | Pydantic |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://blog.mikegchambers.com/posts/agentic-framework-landscape",
   "project": "Smolagents",
   "repository": null,
   "stars": "25.9K",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Nine Agent Frameworks, Compared with Data and Code",
    "Nine frameworks made this list. Not because they\u2019re the only ones, but because they\u2019re the ones developers are actually using, talking about, and building production systems with.",
    "| Framework | Stars | Age (months) | Last 6 months | License | Primary Backer |",
    "| Smolagents | 25.9K | 15 | +1,018 | Apache-2.0 | Hugging Face |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "Nine Agent Frameworks, Compared with Data and Code",
    "Nine frameworks made this list. Not because they\u2019re the only ones, but because they\u2019re the ones developers are actually using, talking about, and building production systems with.",
    "| Framework | Stars | Age (months) | Last 6 months | License | Primary Backer |",
    "| Smolagents | 25.9K | 15 | +1,018 | Apache-2.0 | Hugging Face |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://blog.mikegchambers.com/posts/agentic-framework-landscape",
   "project": "Strands Agents",
   "repository": null,
   "stars": "5.3K",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Nine Agent Frameworks, Compared with Data and Code",
    "Nine frameworks made this list. Not because they\u2019re the only ones, but because they\u2019re the ones developers are actually using, talking about, and building production systems with.",
    "| Framework | Stars | Age (months) | Last 6 months | License | Primary Backer |",
    "| Strands Agents | 5.3K | 10 | +618 | Apache-2.0 | AWS |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "Nine Agent Frameworks, Compared with Data and Code",
    "Nine frameworks made this list. Not because they\u2019re the only ones, but because they\u2019re the ones developers are actually using, talking about, and building production systems with.",
    "| Framework | Stars | Age (months) | Last 6 months | License | Primary Backer |",
    "| Strands Agents | 5.3K | 10 | +618 | Apache-2.0 | AWS |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://arxiv.org/pdf/2403.07718v2",
   "project": "WorkArena",
   "repository": "https://github.com/ServiceNow/WorkArena",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "WorkArena: How Capable are Web Agents at\nSolving Common Knowledge Work Tasks?",
    "To this end, we\npropose WorkArena, a remote-hosted benchmark\nof 29 tasks based on the widely-used ServiceNow\nplatform.",
    "3. Availability"
   ],
   "repository_evidence": [
    "3. Availability",
    "2https://github.com/ServiceNow/WorkArena"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://arxiv.org/pdf/2403.07718v2",
   "project": "BrowserGym",
   "repository": "https://github.com/ServiceNow/BrowserGym",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "WorkArena: How Capable are Web Agents at\nSolving Common Knowledge Work Tasks?",
    "4. BrowserGym",
    "Along with the WorkArena benchmark, we introduce\nBrowserGym, a generic browser environment that facilitates\nthe design of new benchmarks, and provides a solid\nplatform for the evaluation of multi-modal web agents."
   ],
   "repository_evidence": [
    "4. BrowserGym",
    "Along with the WorkArena benchmark, we introduce\nBrowserGym, a generic browser environment that facilitates\nthe design of new benchmarks, and provides a solid\nplatform for the evaluation of multi-modal web agents.",
    "3https://github.com/ServiceNow/BrowserGym"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://arxiv.org/html/2601.20843v1",
   "project": "GPT Researcher",
   "repository": "https://github.com/assafelovic/gpt-researcher",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "References",
    "- [2] (2024)GPT researcher. Note: [https://github.com/assafelovic/gpt-researcher](https://github.com/assafelovic/gpt-researcher)GPT Researcher is an open deep research agent designed for both web and local research on any given taskCited by: [item 1](https://arxiv.org/html/2601.20843v1#S2.I1.i1.p1.1), [\u00a73.4](https://arxiv.org/html/2601.20843v1#S3.SS4.p4.1)."
   ],
   "repository_evidence": [
    "References",
    "- [2] (2024)GPT researcher. Note: [https://github.com/assafelovic/gpt-researcher](https://github.com/assafelovic/gpt-researcher)GPT Researcher is an open deep research agent designed for both web and local research on any given taskCited by: [item 1](https://arxiv.org/html/2601.20843v1#S2.I1.i1.p1.1), [\u00a73.4](https://arxiv.org/html/2601.20843v1#S3.SS4.p4.1)."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://arxiv.org/html/2601.20843v1",
   "project": "Deep Researcher Reflect Evolve",
   "repository": "https://github.com/SauravP97/deep-researcher-reflect-evolve/",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Deep Researcher with Sequential Plan Reflection and Candidates Crossover (Deep Researcher Reflect Evolve)",
    "The entire source code, outputs and benchmark results are open-sourced at [https://github.com/SauravP97/deep-researcher-reflect-evolve/](https://github.com/SauravP97/deep-researcher-reflect-evolve/)"
   ],
   "repository_evidence": [
    "Deep Researcher with Sequential Plan Reflection and Candidates Crossover (Deep Researcher Reflect Evolve)",
    "The entire source code, outputs and benchmark results are open-sourced at [https://github.com/SauravP97/deep-researcher-reflect-evolve/](https://github.com/SauravP97/deep-researcher-reflect-evolve/)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://arxiv.org/html/2601.20843v1",
   "project": "Nvidia AIQ Research Assistant",
   "repository": "https://github.com/NVIDIA-AI-Blueprints/aiq-research-assistant",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "References",
    "- [12] (2025)AI-q nvidia research assistant blueprint. Note: [https://github.com/NVIDIA-AI-Blueprints/aiq-research-assistant](https://github.com/NVIDIA-AI-Blueprints/aiq-research-assistant)Accessed: 2025-06-07Cited by: [Table 1](https://arxiv.org/html/2601.20843v1#S4.T1.1.7.7.1.1.1), [\u00a74](https://arxiv.org/html/2601.20843v1#S4.p6.1), [Deep Researcher with Sequential Plan Reflection and Candidates Crossover (Deep Researcher Reflect Evolve)](https://arxiv.org/html/2601.20843v1#id3.id3)."
   ],
   "repository_evidence": [
    "References",
    "- [12] (2025)AI-q nvidia research assistant blueprint. Note: [https://github.com/NVIDIA-AI-Blueprints/aiq-research-assistant](https://github.com/NVIDIA-AI-Blueprints/aiq-research-assistant)Accessed: 2025-06-07Cited by: [Table 1](https://arxiv.org/html/2601.20843v1#S4.T1.1.7.7.1.1.1), [\u00a74](https://arxiv.org/html/2601.20843v1#S4.p6.1), [Deep Researcher with Sequential Plan Reflection and Candidates Crossover (Deep Researcher Reflect Evolve)](https://arxiv.org/html/2601.20843v1#id3.id3)."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/kartik-git/PV-UFO",
   "project": "UFO",
   "repository": "https://github.com/microsoft/UFO.git",
   "stars": "5000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# **UFO** [![UFO Image](/kartik-git/PV-UFO/raw/main/assets/ufo_blue.png)](/kartik-git/PV-UFO/blob/main/assets/ufo_blue.png): A **U**I-**F**ocused Agent for Windows **O**S Interaction",
    "**UFO** is a **UI-Focused** multi-agent framework to fulfill user requests on **Windows OS** by seamlessly navigating and operating within individual or spanning multiple applications."
   ],
   "repository_evidence": [
    "# **UFO** [![UFO Image](/kartik-git/PV-UFO/raw/main/assets/ufo_blue.png)](/kartik-git/PV-UFO/blob/main/assets/ufo_blue.png): A **U**I-**F**ocused Agent for Windows **O**S Interaction",
    "git clone https://github.com/microsoft/UFO.git"
   ],
   "stars_evidence": [
    "# **UFO** [![UFO Image](/kartik-git/PV-UFO/raw/main/assets/ufo_blue.png)](/kartik-git/PV-UFO/blob/main/assets/ufo_blue.png): A **U**I-**F**ocused Agent for Windows **O**S Interaction",
    "- \ud83d\udcc5 2024-05-21: We have reached 5K stars!\u2728"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/kartik-git/PV-UFO",
   "project": "TaskWeaver",
   "repository": "https://github.com/microsoft/TaskWeaver?tab=readme-ov-file",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## \ud83c\udfa8 Related Project",
    "You may also find [TaskWeaver](https://github.com/microsoft/TaskWeaver?tab=readme-ov-file) useful, a code-first LLM agent framework for seamlessly planning and executing data analytics tasks."
   ],
   "repository_evidence": [
    "## \ud83c\udfa8 Related Project",
    "You may also find [TaskWeaver](https://github.com/microsoft/TaskWeaver?tab=readme-ov-file) useful, a code-first LLM agent framework for seamlessly planning and executing data analytics tasks."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://arxiv.org/pdf/2508.16153",
   "project": "Memento",
   "repository": "https://github.com/Agent-on-the-Fly/Memento",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Memento: Fine-tuning LLM Agents without Fine-tuning LLMs",
    "The code is available at https://github.com/Agent-on-the-Fly/Memento."
   ],
   "repository_evidence": [
    "Memento: Fine-tuning LLM Agents without Fine-tuning LLMs",
    "The code is available at https://github.com/Agent-on-the-Fly/Memento."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://arxiv.org/pdf/2508.16153",
   "project": "AWorld",
   "repository": "https://github.com/inclusionAI/AWorld",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Alibaba. Aworld: A unified agent playground for computer and phone use tasks, 2025. URL https:",
    "References"
   ],
   "repository_evidence": [
    "Alibaba. Aworld: A unified agent playground for computer and phone use tasks, 2025. URL https:",
    "References"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://theagentsindex.com/letta",
   "project": "Letta",
   "repository": "letta-ai/letta",
   "stars": "23900",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Letta",
    "Letta is an open-source, model-agnostic framework/runtime for building stateful AI agents \u2014 agents whose memory, tools and configuration persist as a durable server-side object across sessions, instead of resetting on every new request the way a stateless orchestration framework does."
   ],
   "repository_evidence": [
    "# Letta",
    "The core framework (letta-ai/letta) is Apache 2.0-licensed and self-hostable; a newer, actively-developed CLI/agent-harness layer, \"Letta Code\" (npm package @letta-ai/letta-code, also Apache 2.0), adds git-based versioned \"Context Repositories\" for agent memory and a managed Letta Cloud option."
   ],
   "stars_evidence": [
    "# Letta",
    "Independently verifiable as real, active open source: the core framework carries 23.9K+ GitHub stars and the newer Letta Code harness 2.9K+, both pushed within the last day, both Apache 2.0."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://www.browserbase.com/stagehand",
   "project": "Stagehand",
   "repository": "https://github.com/browserbase/stagehand",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Stagehand | Browserbase",
    "Stagehand is an open source SDK that uses AI to make your browser agents resilient, readable, and production-ready.",
    "[Read the docs](https://docs.stagehand.dev/)[View Github](https://github.com/browserbase/stagehand)",
    "Stagehand is fully open source under the MIT license."
   ],
   "repository_evidence": [
    "Stagehand | Browserbase",
    "[Read the docs](https://docs.stagehand.dev/)[View Github](https://github.com/browserbase/stagehand)",
    "You can find the source code, contribute, and file issues on GitHub at github.com/browserbase/stagehand."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://arxiv.org/html/2311.11315v1",
   "project": "AutoGPT",
   "repository": "https://github.com/Significant-Gravitas/Auto-GPT",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Several research endeavors, known as LLM-based AI Agents [10, 11], such as AutoGPT 11 1 [https://github.com/Significant-Gravitas/Auto-GPT](https://github.com/Significant-Gravitas/Auto-GPT), BabyAGI 22 2 [https://github.com/yoheinakajima/babyagi](https://github.com/yoheinakajima/babyagi), and GhatGPT-plugins 33 3 [https://openai.com/blog/chatgpt-plugins](https://openai.com/blog/chatgpt-plugins), have made advancements by employing LLMs as central controllers.",
    "## 1 Introduction"
   ],
   "repository_evidence": [
    "Several research endeavors, known as LLM-based AI Agents [10, 11], such as AutoGPT 11 1 [https://github.com/Significant-Gravitas/Auto-GPT](https://github.com/Significant-Gravitas/Auto-GPT), BabyAGI 22 2 [https://github.com/yoheinakajima/babyagi](https://github.com/yoheinakajima/babyagi), and GhatGPT-plugins 33 3 [https://openai.com/blog/chatgpt-plugins](https://openai.com/blog/chatgpt-plugins), have made advancements by employing LLMs as central controllers.",
    "## 1 Introduction"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://arxiv.org/html/2311.11315v1",
   "project": "BabyAGI",
   "repository": "https://github.com/yoheinakajima/babyagi",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Several research endeavors, known as LLM-based AI Agents [10, 11], such as AutoGPT 11 1 [https://github.com/Significant-Gravitas/Auto-GPT](https://github.com/Significant-Gravitas/Auto-GPT), BabyAGI 22 2 [https://github.com/yoheinakajima/babyagi](https://github.com/yoheinakajima/babyagi), and GhatGPT-plugins 33 3 [https://openai.com/blog/chatgpt-plugins](https://openai.com/blog/chatgpt-plugins), have made advancements by employing LLMs as central controllers.",
    "## 1 Introduction"
   ],
   "repository_evidence": [
    "Several research endeavors, known as LLM-based AI Agents [10, 11], such as AutoGPT 11 1 [https://github.com/Significant-Gravitas/Auto-GPT](https://github.com/Significant-Gravitas/Auto-GPT), BabyAGI 22 2 [https://github.com/yoheinakajima/babyagi](https://github.com/yoheinakajima/babyagi), and GhatGPT-plugins 33 3 [https://openai.com/blog/chatgpt-plugins](https://openai.com/blog/chatgpt-plugins), have made advancements by employing LLMs as central controllers.",
    "## 1 Introduction"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://developer.ibm.com/tutorials/set-up-bee-ai-agent-framework/",
   "project": "BeeAI Agent Framework",
   "repository": "https://github.com/i-am-bee",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Tutorial",
    "Set up and run the BeeAI Agent Framework",
    "The BeeAI Agent Framework is an open source platform developed by IBM Research to facilitate the creation, deployment, and management of advanced AI agent workflows at scale."
   ],
   "repository_evidence": [
    "Tutorial",
    "Set up and run the BeeAI Agent Framework",
    "Explore and familiarize yourself with the BeeAI Agent repositories on GitHub: [https://github.com/i-am-bee](https://github.com/i-am-bee)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/projects/github.com%2Fmannaandpoem%2FOpenManus",
   "project": "OpenManus",
   "repository": "https://github.com/mannaandpoem/OpenManus",
   "stars": "0",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# https://github.com/mannaandpoem/OpenManus",
    "- URL: [https://github.com/mannaandpoem/OpenManus](https://github.com/mannaandpoem/OpenManus)"
   ],
   "repository_evidence": [
    "- URL: [https://github.com/mannaandpoem/OpenManus](https://github.com/mannaandpoem/OpenManus)"
   ],
   "stars_evidence": [
    "- Stars: 0"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://ai.blab.com/2026-07-01-guardfall-exposes-shell-injection-vulnerabilities-in-most-open-source-ai-coding-agents",
   "project": "Hermes",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "GuardFall Exposes Shell-Injection Vulnerabilities in Most Open-Source AI Coding Agents",
    "The agents assessed\u2014Hermes, opencode, Goose, Cline, Roo\u2011Code, Aider, Plandex, Open Interpreter, OpenHands, SWE\u2011agent, and Continue\u2014collectively boast roughly 548,000 GitHub stars."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://ai.blab.com/2026-07-01-guardfall-exposes-shell-injection-vulnerabilities-in-most-open-source-ai-coding-agents",
   "project": "opencode",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "GuardFall Exposes Shell-Injection Vulnerabilities in Most Open-Source AI Coding Agents",
    "The agents assessed\u2014Hermes, opencode, Goose, Cline, Roo\u2011Code, Aider, Plandex, Open Interpreter, OpenHands, SWE\u2011agent, and Continue\u2014collectively boast roughly 548,000 GitHub stars."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://ai.blab.com/2026-07-01-guardfall-exposes-shell-injection-vulnerabilities-in-most-open-source-ai-coding-agents",
   "project": "Goose",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "GuardFall Exposes Shell-Injection Vulnerabilities in Most Open-Source AI Coding Agents",
    "The agents assessed\u2014Hermes, opencode, Goose, Cline, Roo\u2011Code, Aider, Plandex, Open Interpreter, OpenHands, SWE\u2011agent, and Continue\u2014collectively boast roughly 548,000 GitHub stars."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://ai.blab.com/2026-07-01-guardfall-exposes-shell-injection-vulnerabilities-in-most-open-source-ai-coding-agents",
   "project": "Cline",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "GuardFall Exposes Shell-Injection Vulnerabilities in Most Open-Source AI Coding Agents",
    "The agents assessed\u2014Hermes, opencode, Goose, Cline, Roo\u2011Code, Aider, Plandex, Open Interpreter, OpenHands, SWE\u2011agent, and Continue\u2014collectively boast roughly 548,000 GitHub stars."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://ai.blab.com/2026-07-01-guardfall-exposes-shell-injection-vulnerabilities-in-most-open-source-ai-coding-agents",
   "project": "Roo\u2011Code",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "GuardFall Exposes Shell-Injection Vulnerabilities in Most Open-Source AI Coding Agents",
    "The agents assessed\u2014Hermes, opencode, Goose, Cline, Roo\u2011Code, Aider, Plandex, Open Interpreter, OpenHands, SWE\u2011agent, and Continue\u2014collectively boast roughly 548,000 GitHub stars."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://ai.blab.com/2026-07-01-guardfall-exposes-shell-injection-vulnerabilities-in-most-open-source-ai-coding-agents",
   "project": "Aider",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "GuardFall Exposes Shell-Injection Vulnerabilities in Most Open-Source AI Coding Agents",
    "The agents assessed\u2014Hermes, opencode, Goose, Cline, Roo\u2011Code, Aider, Plandex, Open Interpreter, OpenHands, SWE\u2011agent, and Continue\u2014collectively boast roughly 548,000 GitHub stars."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://ai.blab.com/2026-07-01-guardfall-exposes-shell-injection-vulnerabilities-in-most-open-source-ai-coding-agents",
   "project": "Plandex",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "GuardFall Exposes Shell-Injection Vulnerabilities in Most Open-Source AI Coding Agents",
    "The agents assessed\u2014Hermes, opencode, Goose, Cline, Roo\u2011Code, Aider, Plandex, Open Interpreter, OpenHands, SWE\u2011agent, and Continue\u2014collectively boast roughly 548,000 GitHub stars."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://ai.blab.com/2026-07-01-guardfall-exposes-shell-injection-vulnerabilities-in-most-open-source-ai-coding-agents",
   "project": "Open Interpreter",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "GuardFall Exposes Shell-Injection Vulnerabilities in Most Open-Source AI Coding Agents",
    "The agents assessed\u2014Hermes, opencode, Goose, Cline, Roo\u2011Code, Aider, Plandex, Open Interpreter, OpenHands, SWE\u2011agent, and Continue\u2014collectively boast roughly 548,000 GitHub stars."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://ai.blab.com/2026-07-01-guardfall-exposes-shell-injection-vulnerabilities-in-most-open-source-ai-coding-agents",
   "project": "OpenHands",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "GuardFall Exposes Shell-Injection Vulnerabilities in Most Open-Source AI Coding Agents",
    "The agents assessed\u2014Hermes, opencode, Goose, Cline, Roo\u2011Code, Aider, Plandex, Open Interpreter, OpenHands, SWE\u2011agent, and Continue\u2014collectively boast roughly 548,000 GitHub stars."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://ai.blab.com/2026-07-01-guardfall-exposes-shell-injection-vulnerabilities-in-most-open-source-ai-coding-agents",
   "project": "SWE\u2011agent",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "GuardFall Exposes Shell-Injection Vulnerabilities in Most Open-Source AI Coding Agents",
    "The agents assessed\u2014Hermes, opencode, Goose, Cline, Roo\u2011Code, Aider, Plandex, Open Interpreter, OpenHands, SWE\u2011agent, and Continue\u2014collectively boast roughly 548,000 GitHub stars."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://ai.blab.com/2026-07-01-guardfall-exposes-shell-injection-vulnerabilities-in-most-open-source-ai-coding-agents",
   "project": "Continue",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "GuardFall Exposes Shell-Injection Vulnerabilities in Most Open-Source AI Coding Agents",
    "The agents assessed\u2014Hermes, opencode, Goose, Cline, Roo\u2011Code, Aider, Plandex, Open Interpreter, OpenHands, SWE\u2011agent, and Continue\u2014collectively boast roughly 548,000 GitHub stars."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://huggingface.co/blog/tegridydev/open-source-ai-agents-directory",
   "project": "Adala",
   "repository": "https://github.com/HumanSignal/Adala",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "- **[Adala](https://github.com/HumanSignal/Adala)**: Autonomous Data Labeling Agent framework. Build your own, multi-agent."
   ],
   "repository_evidence": [
    "- **[Adala](https://github.com/HumanSignal/Adala)**: Autonomous Data Labeling Agent framework. Build your own, multi-agent."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://huggingface.co/blog/tegridydev/open-source-ai-agents-directory",
   "project": "Agent4Rec",
   "repository": "https://github.com/LehengTHU/Agent4Rec",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "- **[Agent4Rec](https://github.com/LehengTHU/Agent4Rec)**: Recommender system simulator (1,000 agents). Build your own, multi-agent."
   ],
   "repository_evidence": [
    "- **[Agent4Rec](https://github.com/LehengTHU/Agent4Rec)**: Recommender system simulator (1,000 agents). Build your own, multi-agent."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://huggingface.co/blog/tegridydev/open-source-ai-agents-directory",
   "project": "AgentForge",
   "repository": "https://github.com/DataBassGit/AgentForge",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "- **[AgentForge](https://github.com/DataBassGit/AgentForge)**: LLM-agnostic agent building/testing platform. Build your own, multi-agent."
   ],
   "repository_evidence": [
    "- **[AgentForge](https://github.com/DataBassGit/AgentForge)**: LLM-agnostic agent building/testing platform. Build your own, multi-agent."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://huggingface.co/blog/tegridydev/open-source-ai-agents-directory",
   "project": "AgentGPT",
   "repository": "https://agentgpt.reworkd.ai/",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "- **[AgentGPT](https://agentgpt.reworkd.ai/)**: Browser-based, no-code AutoGPT version. General purpose."
   ],
   "repository_evidence": [
    "- **[AgentGPT](https://agentgpt.reworkd.ai/)**: Browser-based, no-code AutoGPT version. General purpose."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://huggingface.co/blog/tegridydev/open-source-ai-agents-directory",
   "project": "AgentPilot",
   "repository": "https://github.com/jbexta/AgentPilot",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "- **[AgentPilot](https://github.com/jbexta/AgentPilot)**: Build, manage, chat with agents (desktop app). General purpose."
   ],
   "repository_evidence": [
    "- **[AgentPilot](https://github.com/jbexta/AgentPilot)**: Build, manage, chat with agents (desktop app). General purpose."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://huggingface.co/blog/tegridydev/open-source-ai-agents-directory",
   "project": "Agents",
   "repository": "https://github.com/aiwaves-cn/agents",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "- **[Agents](https://github.com/aiwaves-cn/agents)**: Library/framework for building language agents. Build your own, multi-agent."
   ],
   "repository_evidence": [
    "- **[Agents](https://github.com/aiwaves-cn/agents)**: Library/framework for building language agents. Build your own, multi-agent."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://huggingface.co/blog/tegridydev/open-source-ai-agents-directory",
   "project": "AgentVerse",
   "repository": "https://github.com/OpenBMB/AgentVerse",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "- **[AgentVerse](https://github.com/OpenBMB/AgentVerse)**: Task-solving & simulation agent platform. Build your own, multi-agent."
   ],
   "repository_evidence": [
    "- **[AgentVerse](https://github.com/OpenBMB/AgentVerse)**: Task-solving & simulation agent platform. Build your own, multi-agent."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://huggingface.co/blog/tegridydev/open-source-ai-agents-directory",
   "project": "AI Legion",
   "repository": "https://github.com/eumemic/ai-legion",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "- **[AI Legion](https://github.com/eumemic/ai-legion)**: Multi-agent TS platform (AutoGPT-like). Build your own, multi-agent."
   ],
   "repository_evidence": [
    "- **[AI Legion](https://github.com/eumemic/ai-legion)**: Multi-agent TS platform (AutoGPT-like). Build your own, multi-agent."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://huggingface.co/blog/tegridydev/open-source-ai-agents-directory",
   "project": "Aider",
   "repository": "https://github.com/paul-gauthier/aider",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "- **[Aider](https://github.com/paul-gauthier/aider)**: Command-line code editing in local Git repo. Coding, GitHub."
   ],
   "repository_evidence": [
    "- **[Aider](https://github.com/paul-gauthier/aider)**: Command-line code editing in local Git repo. Coding, GitHub."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://huggingface.co/blog/tegridydev/open-source-ai-agents-directory",
   "project": "AIlice",
   "repository": "https://github.com/myshell-ai/AIlice",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "- **[AIlice](https://github.com/myshell-ai/AIlice)**: Agent-calling tree for task execution. General purpose, personal assistant, productivity."
   ],
   "repository_evidence": [
    "- **[AIlice](https://github.com/myshell-ai/AIlice)**: Agent-calling tree for task execution. General purpose, personal assistant, productivity."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://huggingface.co/blog/tegridydev/open-source-ai-agents-directory",
   "project": "AutoGen",
   "repository": "https://github.com/microsoft/autogen",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "- **[AutoGen](https://github.com/microsoft/autogen)**: Multi-agent framework, diverse agents. Build your own, multi-agent."
   ],
   "repository_evidence": [
    "- **[AutoGen](https://github.com/microsoft/autogen)**: Multi-agent framework, diverse agents. Build your own, multi-agent."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://huggingface.co/blog/tegridydev/open-source-ai-agents-directory",
   "project": "AutoGPT",
   "repository": "https://agpt.co/?utm_source=awesome-ai-agents",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "- **[AutoGPT](https://agpt.co/?utm_source=awesome-ai-agents)**: Experimental GPT-4 autonomous agent. General purpose."
   ],
   "repository_evidence": [
    "- **[AutoGPT](https://agpt.co/?utm_source=awesome-ai-agents)**: Experimental GPT-4 autonomous agent. General purpose."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://huggingface.co/blog/tegridydev/open-source-ai-agents-directory",
   "project": "Automata",
   "repository": "https://github.com/emrgnt-cmplxty/automata",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "- **[Automata](https://github.com/emrgnt-cmplxty/automata)**: Code generation with project context. Coding."
   ],
   "repository_evidence": [
    "- **[Automata](https://github.com/emrgnt-cmplxty/automata)**: Code generation with project context. Coding."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://huggingface.co/blog/tegridydev/open-source-ai-agents-directory",
   "project": "AutoPR",
   "repository": "https://github.com/irgolic/AutoPR",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "- **[AutoPR](https://github.com/irgolic/AutoPR)**: AI-generated pull requests for issue fixes. Coding, GitHub."
   ],
   "repository_evidence": [
    "- **[AutoPR](https://github.com/irgolic/AutoPR)**: AI-generated pull requests for issue fixes. Coding, GitHub."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://huggingface.co/blog/tegridydev/open-source-ai-agents-directory",
   "project": "Autonomous HR Chatbot",
   "repository": "https://github.com/stepanogil/autonomous-hr-chatbot",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "- **[Autonomous HR Chatbot](https://github.com/stepanogil/autonomous-hr-chatbot)**: HR query agent with tools. HR, business intelligence, productivity."
   ],
   "repository_evidence": [
    "- **[Autonomous HR Chatbot](https://github.com/stepanogil/autonomous-hr-chatbot)**: HR query agent with tools. HR, business intelligence, productivity."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://huggingface.co/blog/tegridydev/open-source-ai-agents-directory",
   "project": "BabyAGI",
   "repository": "https://github.com/yoheinakajima/babyagi",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "- **[BabyAGI](https://github.com/yoheinakajima/babyagi)**: Simple AI task management framework. General purpose."
   ],
   "repository_evidence": [
    "- **[BabyAGI](https://github.com/yoheinakajima/babyagi)**: Simple AI task management framework. General purpose."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://huggingface.co/blog/tegridydev/open-source-ai-agents-directory",
   "project": "BabyBeeAGI",
   "repository": "https://yoheinakajima.com/babybeeagi-task-management-and-functionality-expansion-on-top-of-babyagi/",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "- **[BabyBeeAGI](https://yoheinakajima.com/babybeeagi-task-management-and-functionality-expansion-on-top-of-babyagi/)**: Enhanced BabyAGI (task management). General purpose, productivity."
   ],
   "repository_evidence": [
    "- **[BabyBeeAGI](https://yoheinakajima.com/babybeeagi-task-management-and-functionality-expansion-on-top-of-babyagi/)**: Enhanced BabyAGI (task management). General purpose, productivity."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://huggingface.co/blog/tegridydev/open-source-ai-agents-directory",
   "project": "BabyCatAGI",
   "repository": "https://replit.com/@YoheiNakajima/BabyCatAGI",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "- **[BabyCatAGI](https://replit.com/@YoheiNakajima/BabyCatAGI)**: BabyAGI mod, lightweight. General purpose."
   ],
   "repository_evidence": [
    "- **[BabyCatAGI](https://replit.com/@YoheiNakajima/BabyCatAGI)**: BabyAGI mod, lightweight. General purpose."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://huggingface.co/blog/tegridydev/open-source-ai-agents-directory",
   "project": "BabyDeerAGI",
   "repository": "https://twitter.com/yoheinakajima/status/1666313838868992001",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "- **[BabyDeerAGI](https://twitter.com/yoheinakajima/status/1666313838868992001)**: BabyAGI mod, parallel tasks, GPT-3.5 only. General purpose."
   ],
   "repository_evidence": [
    "- **[BabyDeerAGI](https://twitter.com/yoheinakajima/status/1666313838868992001)**: BabyAGI mod, parallel tasks, GPT-3.5 only. General purpose."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://huggingface.co/blog/tegridydev/open-source-ai-agents-directory",
   "project": "BabyElfAGI",
   "repository": "https://twitter.com/yoheinakajima/status/1678443482866933760",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "- **[BabyElfAGI](https://twitter.com/yoheinakajima/status/1678443482866933760)**: Mod of BabyDeerAGI. General purpose."
   ],
   "repository_evidence": [
    "- **[BabyElfAGI](https://twitter.com/yoheinakajima/status/1678443482866933760)**: Mod of BabyDeerAGI. General purpose."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://huggingface.co/blog/tegridydev/open-source-ai-agents-directory",
   "project": "Peak-AI-agent-stack",
   "repository": "https://github.com/dleerdefi/peak-ai-agent-stack",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "- **[Peak-AI-agent-stack](https://github.com/dleerdefi/peak-ai-agent-stack)**: RinAI agentic chat stack. Includes graphRAG memory, parallel tool calling, DeepSeek R1 powered web search."
   ],
   "repository_evidence": [
    "- **[Peak-AI-agent-stack](https://github.com/dleerdefi/peak-ai-agent-stack)**: RinAI agentic chat stack. Includes graphRAG memory, parallel tool calling, DeepSeek R1 powered web search."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://huggingface.co/blog/tegridydev/open-source-ai-agents-directory",
   "project": "CoreAgent",
   "repository": "https://github.com/CoreAgent-Project/CoreAgent",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "- **[CoreAgent](https://github.com/CoreAgent-Project/CoreAgent)**: Simple to use LLM Agent framework."
   ],
   "repository_evidence": [
    "- **[CoreAgent](https://github.com/CoreAgent-Project/CoreAgent)**: Simple to use LLM Agent framework."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://huggingface.co/blog/tegridydev/open-source-ai-agents-directory",
   "project": "AGiXT",
   "repository": "https://github.com/Josh-XT/AGiXT",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "- **[AGiXT](https://github.com/Josh-XT/AGiXT)**: Dynamic AI Agent Automation Platform."
   ],
   "repository_evidence": [
    "- **[AGiXT](https://github.com/Josh-XT/AGiXT)**: Dynamic AI Agent Automation Platform."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/microsoft/UFO/blob/main/ufo/README.md",
   "project": "TaskWeaver",
   "repository": "https://github.com/microsoft/TaskWeaver",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "- **TaskWeaver** \u2014 a code\u2011first LLM agent for data analytics: [https://github.com/microsoft/TaskWeaver](https://github.com/microsoft/TaskWeaver)"
   ],
   "repository_evidence": [
    "- **TaskWeaver** \u2014 a code\u2011first LLM agent for data analytics: [https://github.com/microsoft/TaskWeaver](https://github.com/microsoft/TaskWeaver)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://aitechconnect.in/news/agent-frameworks-langgraph-crewai-pydanticai-microsoft-2026",
   "project": "LangGraph",
   "repository": "https://langchain-ai.github.io/langgraph/",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## The framework landscape after 18 months of agent hype",
    "LangGraph passed CrewAI on GitHub stars in early 2026.",
    "Primary sources for this piece: [langchain-ai.github.io/langgraph](https://langchain-ai.github.io/langgraph/), [docs.crewai.com](https://docs.crewai.com), [ai.pydantic.dev](https://ai.pydantic.dev), and [learn.microsoft.com/en-us/agent-framework](https://learn.microsoft.com/en-us/agent-framework/)."
   ],
   "repository_evidence": [
    "Primary sources for this piece: [langchain-ai.github.io/langgraph](https://langchain-ai.github.io/langgraph/), [docs.crewai.com](https://docs.crewai.com), [ai.pydantic.dev](https://ai.pydantic.dev), and [learn.microsoft.com/en-us/agent-framework](https://learn.microsoft.com/en-us/agent-framework/)."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://aitechconnect.in/news/agent-frameworks-langgraph-crewai-pydanticai-microsoft-2026",
   "project": "CrewAI",
   "repository": "https://docs.crewai.com",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## The framework landscape after 18 months of agent hype",
    "CrewAI won mindshare with a role-based DSL; LangGraph followed with a denser, more controlling model; AutoGen and Semantic Kernel sat in parallel inside Microsoft; PydanticAI emerged as a quiet Python-purist option.",
    "Primary sources for this piece: [langchain-ai.github.io/langgraph](https://langchain-ai.github.io/langgraph/), [docs.crewai.com](https://docs.crewai.com), [ai.pydantic.dev](https://ai.pydantic.dev), and [learn.microsoft.com/en-us/agent-framework](https://learn.microsoft.com/en-us/agent-framework/)."
   ],
   "repository_evidence": [
    "Primary sources for this piece: [langchain-ai.github.io/langgraph](https://langchain-ai.github.io/langgraph/), [docs.crewai.com](https://docs.crewai.com), [ai.pydantic.dev](https://ai.pydantic.dev), and [learn.microsoft.com/en-us/agent-framework](https://learn.microsoft.com/en-us/agent-framework/)."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://aitechconnect.in/news/agent-frameworks-langgraph-crewai-pydanticai-microsoft-2026",
   "project": "PydanticAI",
   "repository": "https://ai.pydantic.dev",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## The framework landscape after 18 months of agent hype",
    "CrewAI won mindshare with a role-based DSL; LangGraph followed with a denser, more controlling model; AutoGen and Semantic Kernel sat in parallel inside Microsoft; PydanticAI emerged as a quiet Python-purist option.",
    "Primary sources for this piece: [langchain-ai.github.io/langgraph](https://langchain-ai.github.io/langgraph/), [docs.crewai.com](https://docs.crewai.com), [ai.pydantic.dev](https://ai.pydantic.dev), and [learn.microsoft.com/en-us/agent-framework](https://learn.microsoft.com/en-us/agent-framework/)."
   ],
   "repository_evidence": [
    "Primary sources for this piece: [langchain-ai.github.io/langgraph](https://langchain-ai.github.io/langgraph/), [docs.crewai.com](https://docs.crewai.com), [ai.pydantic.dev](https://ai.pydantic.dev), and [learn.microsoft.com/en-us/agent-framework](https://learn.microsoft.com/en-us/agent-framework/)."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://aitechconnect.in/news/agent-frameworks-langgraph-crewai-pydanticai-microsoft-2026",
   "project": "Microsoft Agent Framework",
   "repository": "https://learn.microsoft.com/en-us/agent-framework",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## The framework landscape after 18 months of agent hype",
    "**Microsoft Agent Framework v1.0 went GA in April 2026**, absorbing AutoGen and Semantic Kernel into one supported runtime, with AutoGen now in research-preview maintenance mode.",
    "Primary sources for this piece: [langchain-ai.github.io/langgraph](https://langchain-ai.github.io/langgraph/), [docs.crewai.com](https://docs.crewai.com), [ai.pydantic.dev](https://ai.pydantic.dev), and [learn.microsoft.com/en-us/agent-framework](https://learn.microsoft.com/en-us/agent-framework/)."
   ],
   "repository_evidence": [
    "Primary sources for this piece: [langchain-ai.github.io/langgraph](https://langchain-ai.github.io/langgraph/), [docs.crewai.com](https://docs.crewai.com), [ai.pydantic.dev](https://ai.pydantic.dev), and [learn.microsoft.com/en-us/agent-framework](https://learn.microsoft.com/en-us/agent-framework/)."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://markaicode.com/benchmarks/langchain-vs-fastapi-performance",
   "project": "LangServe",
   "repository": "https://github.com/langchain-ai/langserve",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "LangChain Overhead Benchmark 2026: vs LangGraph, LlamaIndex",
    "LangServe \u2014 the tool that used to let you compare \"LangChain vs FastAPI\" as a deployment question \u2014 was deprecated in November 2024 and its GitHub repository was archived in May 2026.",
    "LangServe GitHub repository (deprecation notice, archived May 5, 2026): [github.com/langchain-ai/langserve](https://github.com/langchain-ai/langserve)"
   ],
   "repository_evidence": [
    "LangChain Overhead Benchmark 2026: vs LangGraph, LlamaIndex",
    "LangServe GitHub repository (deprecation notice, archived May 5, 2026): [github.com/langchain-ai/langserve](https://github.com/langchain-ai/langserve)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/aviskaar/awesome-agentic-memory",
   "project": "mem0",
   "repository": "https://github.com/mem0ai/mem0",
   "stars": "48000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome Agentic Memory",
    "## \ud83d\udcca Memory Framework Comparison",
    "| Framework | Stars | Memory Types | Backend | MCP | Use Case |",
    "| mem0 | ~48k | semantic + episodic + KG | multi-store | \u2705 | Universal drop-in |"
   ],
   "repository_evidence": [
    "# Awesome Agentic Memory",
    "## \ud83d\uddc4\ufe0f Memory Frameworks & Libraries",
    "### mem0",
    "- **GitHub**: [https://github.com/mem0ai/mem0](https://github.com/mem0ai/mem0)"
   ],
   "stars_evidence": [
    "# Awesome Agentic Memory",
    "## \ud83d\udcca Memory Framework Comparison",
    "| Framework | Stars | Memory Types | Backend | MCP | Use Case |",
    "| mem0 | ~48k | semantic + episodic + KG | multi-store | \u2705 | Universal drop-in |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/aviskaar/awesome-agentic-memory",
   "project": "Letta",
   "repository": "https://github.com/letta-ai/letta",
   "stars": "15000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome Agentic Memory",
    "## \ud83d\udcca Memory Framework Comparison",
    "| Framework | Stars | Memory Types | Backend | MCP | Use Case |",
    "| Letta | ~15k | virtual context + core + archival | Letta server | \u2705 | Long-running stateful agents |"
   ],
   "repository_evidence": [
    "# Awesome Agentic Memory",
    "## \ud83d\uddc4\ufe0f Memory Frameworks & Libraries",
    "### Letta (formerly MemGPT)",
    "- **GitHub**: [https://github.com/letta-ai/letta](https://github.com/letta-ai/letta)"
   ],
   "stars_evidence": [
    "# Awesome Agentic Memory",
    "## \ud83d\udcca Memory Framework Comparison",
    "| Framework | Stars | Memory Types | Backend | MCP | Use Case |",
    "| Letta | ~15k | virtual context + core + archival | Letta server | \u2705 | Long-running stateful agents |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/aviskaar/awesome-agentic-memory",
   "project": "Graphiti",
   "repository": "https://github.com/getzep/graphiti",
   "stars": "24000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome Agentic Memory",
    "## \ud83d\udcca Memory Framework Comparison",
    "| Framework | Stars | Memory Types | Backend | MCP | Use Case |",
    "| Graphiti (Zep) | ~24k | temporal knowledge graph | Neo4j/FalkorDB/Kuzu | \u2705 | Real-time temporal memory |"
   ],
   "repository_evidence": [
    "# Awesome Agentic Memory",
    "## \ud83d\uddc4\ufe0f Memory Frameworks & Libraries",
    "### Graphiti (by Zep)",
    "- **GitHub**: [https://github.com/getzep/graphiti](https://github.com/getzep/graphiti)"
   ],
   "stars_evidence": [
    "# Awesome Agentic Memory",
    "## \ud83d\udcca Memory Framework Comparison",
    "| Framework | Stars | Memory Types | Backend | MCP | Use Case |",
    "| Graphiti (Zep) | ~24k | temporal knowledge graph | Neo4j/FalkorDB/Kuzu | \u2705 | Real-time temporal memory |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/aviskaar/awesome-agentic-memory",
   "project": "Cognee",
   "repository": "https://github.com/topoteretes/cognee",
   "stars": "3000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome Agentic Memory",
    "## \ud83d\udcca Memory Framework Comparison",
    "| Framework | Stars | Memory Types | Backend | MCP | Use Case |",
    "| Cognee | ~3k | vector + graph + KV | multi-backend | \u2705 | 6-line memory setup |"
   ],
   "repository_evidence": [
    "# Awesome Agentic Memory",
    "## \ud83d\uddc4\ufe0f Memory Frameworks & Libraries",
    "### Cognee",
    "- **GitHub**: [https://github.com/topoteretes/cognee](https://github.com/topoteretes/cognee)"
   ],
   "stars_evidence": [
    "# Awesome Agentic Memory",
    "## \ud83d\udcca Memory Framework Comparison",
    "| Framework | Stars | Memory Types | Backend | MCP | Use Case |",
    "| Cognee | ~3k | vector + graph + KV | multi-backend | \u2705 | 6-line memory setup |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/aviskaar/awesome-agentic-memory",
   "project": "AutoGPT",
   "repository": "https://github.com/Significant-Gravitas/AutoGPT",
   "stars": "177000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome Agentic Memory",
    "## \ud83e\udd16 Agent Frameworks with Memory",
    "### AutoGPT",
    "- **Stars**: ~177k"
   ],
   "repository_evidence": [
    "# Awesome Agentic Memory",
    "## \ud83e\udd16 Agent Frameworks with Memory",
    "### AutoGPT",
    "- **GitHub**: [https://github.com/Significant-Gravitas/AutoGPT](https://github.com/Significant-Gravitas/AutoGPT)"
   ],
   "stars_evidence": [
    "# Awesome Agentic Memory",
    "## \ud83e\udd16 Agent Frameworks with Memory",
    "### AutoGPT",
    "- **Stars**: ~177k"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/aviskaar/awesome-agentic-memory",
   "project": "Agno",
   "repository": "https://github.com/agno-agi/agno",
   "stars": "38000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome Agentic Memory",
    "## \ud83e\udd16 Agent Frameworks with Memory",
    "### Agno (formerly Phidata)",
    "- **Stars**: ~38k"
   ],
   "repository_evidence": [
    "# Awesome Agentic Memory",
    "## \ud83e\udd16 Agent Frameworks with Memory",
    "### Agno (formerly Phidata)",
    "- **GitHub**: [https://github.com/agno-agi/agno](https://github.com/agno-agi/agno)"
   ],
   "stars_evidence": [
    "# Awesome Agentic Memory",
    "## \ud83e\udd16 Agent Frameworks with Memory",
    "### Agno (formerly Phidata)",
    "- **Stars**: ~38k"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/aviskaar/awesome-agentic-memory",
   "project": "MetaGPT",
   "repository": "https://github.com/geekan/MetaGPT",
   "stars": "50000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome Agentic Memory",
    "## \ud83e\udd16 Agent Frameworks with Memory",
    "### MetaGPT",
    "- **Stars**: ~50k"
   ],
   "repository_evidence": [
    "# Awesome Agentic Memory",
    "## \ud83e\udd16 Agent Frameworks with Memory",
    "### MetaGPT",
    "- **GitHub**: [https://github.com/geekan/MetaGPT](https://github.com/geekan/MetaGPT)"
   ],
   "stars_evidence": [
    "# Awesome Agentic Memory",
    "## \ud83e\udd16 Agent Frameworks with Memory",
    "### MetaGPT",
    "- **Stars**: ~50k"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/aviskaar/awesome-agentic-memory",
   "project": "claude-mem",
   "repository": "https://github.com/thedotmack/claude-mem",
   "stars": "41000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome Agentic Memory",
    "Memory plugins for Claude Code:",
    "| Plugin | Stars | Description | Install |",
    "| [claude-mem](https://github.com/thedotmack/claude-mem) | ~41k | Auto-captures all sessions via observer AI; semantic search; 5 lifecycle hooks; SQLite | `claude mcp add claude-mem` |"
   ],
   "repository_evidence": [
    "# Awesome Agentic Memory",
    "Memory plugins for Claude Code:",
    "| Plugin | Stars | Description | Install |",
    "| [claude-mem](https://github.com/thedotmack/claude-mem) | ~41k | Auto-captures all sessions via observer AI; semantic search; 5 lifecycle hooks; SQLite | `claude mcp add claude-mem` |"
   ],
   "stars_evidence": [
    "# Awesome Agentic Memory",
    "Memory plugins for Claude Code:",
    "| Plugin | Stars | Description | Install |",
    "| [claude-mem](https://github.com/thedotmack/claude-mem) | ~41k | Auto-captures all sessions via observer AI; semantic search; 5 lifecycle hooks; SQLite | `claude mcp add claude-mem` |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/aviskaar/awesome-agentic-memory",
   "project": "Qdrant",
   "repository": "https://github.com/qdrant/qdrant",
   "stars": "27000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome Agentic Memory",
    "## \ud83d\uddc3\ufe0f Vector Databases",
    "### Qdrant",
    "- **Stars**: ~27k"
   ],
   "repository_evidence": [
    "# Awesome Agentic Memory",
    "## \ud83d\uddc3\ufe0f Vector Databases",
    "### Qdrant",
    "- **GitHub**: [https://github.com/qdrant/qdrant](https://github.com/qdrant/qdrant)"
   ],
   "stars_evidence": [
    "# Awesome Agentic Memory",
    "## \ud83d\uddc3\ufe0f Vector Databases",
    "### Qdrant",
    "- **Stars**: ~27k"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/aviskaar/awesome-agentic-memory",
   "project": "Milvus",
   "repository": "https://github.com/milvus-io/milvus",
   "stars": "40000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome Agentic Memory",
    "## \ud83d\uddc3\ufe0f Vector Databases",
    "### Milvus",
    "- **Stars**: ~40k"
   ],
   "repository_evidence": [
    "# Awesome Agentic Memory",
    "## \ud83d\uddc3\ufe0f Vector Databases",
    "### Milvus",
    "- **GitHub**: [https://github.com/milvus-io/milvus](https://github.com/milvus-io/milvus)"
   ],
   "stars_evidence": [
    "# Awesome Agentic Memory",
    "## \ud83d\uddc3\ufe0f Vector Databases",
    "### Milvus",
    "- **Stars**: ~40k"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/aviskaar/awesome-agentic-memory",
   "project": "FAISS",
   "repository": "https://github.com/facebookresearch/faiss",
   "stars": "33000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome Agentic Memory",
    "## \ud83d\uddc3\ufe0f Vector Databases",
    "### FAISS",
    "- **Stars**: ~33k"
   ],
   "repository_evidence": [
    "# Awesome Agentic Memory",
    "## \ud83d\uddc3\ufe0f Vector Databases",
    "### FAISS",
    "- **GitHub**: [https://github.com/facebookresearch/faiss](https://github.com/facebookresearch/faiss)"
   ],
   "stars_evidence": [
    "# Awesome Agentic Memory",
    "## \ud83d\uddc3\ufe0f Vector Databases",
    "### FAISS",
    "- **Stars**: ~33k"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/aviskaar/awesome-agentic-memory",
   "project": "LlamaIndex",
   "repository": "https://github.com/run-llama/llama_index",
   "stars": "45000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome Agentic Memory",
    "## \ud83d\udcda RAG Frameworks",
    "### LlamaIndex",
    "- **Stars**: ~45k"
   ],
   "repository_evidence": [
    "# Awesome Agentic Memory",
    "## \ud83d\udcda RAG Frameworks",
    "### LlamaIndex",
    "- **GitHub**: [https://github.com/run-llama/llama_index](https://github.com/run-llama/llama_index)"
   ],
   "stars_evidence": [
    "# Awesome Agentic Memory",
    "## \ud83d\udcda RAG Frameworks",
    "### LlamaIndex",
    "- **Stars**: ~45k"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/aviskaar/awesome-agentic-memory",
   "project": "RAGFlow",
   "repository": "https://github.com/infiniflow/ragflow",
   "stars": "70000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome Agentic Memory",
    "## \ud83d\udcda RAG Frameworks",
    "### RAGFlow",
    "- **Stars**: ~70k"
   ],
   "repository_evidence": [
    "# Awesome Agentic Memory",
    "## \ud83d\udcda RAG Frameworks",
    "### RAGFlow",
    "- **GitHub**: [https://github.com/infiniflow/ragflow](https://github.com/infiniflow/ragflow)"
   ],
   "stars_evidence": [
    "# Awesome Agentic Memory",
    "## \ud83d\udcda RAG Frameworks",
    "### RAGFlow",
    "- **Stars**: ~70k"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://valtersit.com/cve/CVE-2026-82447",
   "project": "Skyvern",
   "repository": "https://github.com/Skyvern-AI/skyvern",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# CVE-2026-82447 \u2014 Threat Intelligence Report",
    "CVE-2026-82447 is a sandbox escape vulnerability in Skyvern versions prior to 1.0.45, specifically affecting the TextPromptBlock component."
   ],
   "repository_evidence": [
    "3. **Skyvern GitHub Repository (for version release tracking):** [https://github.com/Skyvern-AI/skyvern](https://github.com/Skyvern-AI/skyvern)",
    "References"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "http://babyagi.org/",
   "project": "BabyAGI",
   "repository": "https://github.com/yoheinakajima/babyagi_archive",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# BabyAGI",
    "This newest BabyAGI is an experimental framework for a self-building autonomous agent."
   ],
   "repository_evidence": [
    "# BabyAGI",
    "This project has been archived and moved to the [babyagi_archive](https://github.com/yoheinakajima/babyagi_archive) repo (September 2024 snapshot)."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/projects/github.com%2Fairtai%2Ffastagency",
   "project": "FastAgency",
   "repository": "https://github.com/airtai/fastagency",
   "stars": "416",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# https://github.com/airtai/fastagency",
    "**FastAgency** is an open-source framework designed to accelerate the transition from prototype to production for multi-agent AI workflows."
   ],
   "repository_evidence": [
    "# https://github.com/airtai/fastagency",
    "[https://github.com/airtai/fastagency](https://github.com/airtai/fastagency)"
   ],
   "stars_evidence": [
    "# https://github.com/airtai/fastagency",
    "- Stars: 416"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/microsoft/semantic-kernel",
   "project": "Semantic Kernel",
   "repository": "https://github.com/microsoft/semantic-kernel",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Semantic Kernel",
    "Semantic Kernel is a model-agnostic SDK that empowers developers to build, orchestrate, and deploy AI agents and multi-agent systems."
   ],
   "repository_evidence": [
    "Semantic Kernel is now [Microsoft Agent Framework](https://github.com/microsoft/agent-framework)! Microsoft Agent Framework (MAF) is the enterprise\u2011ready successor to Semantic Kernel.",
    "[![License: MIT](https://camo.githubusercontent.com/8a32dcb5cfce2f81c84f36af9a479c82f4779bc89950e62cbd05b4afe95a2377/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f6c6963656e73652f6d6963726f736f66742f73656d616e7469632d6b65726e656c)](https://github.com/microsoft/semantic-kernel/blob/main/LICENSE)",
    "Check our [GitHub issues](https://github.com/microsoft/semantic-kernel/issues) for known problems",
    "Licensed under the [MIT](/microsoft/semantic-kernel/blob/main/LICENSE) license."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://arxiv.org/pdf/2608.21690",
   "project": "QwenPaw",
   "repository": "https://github.com/niceIrene/QwenPaw/tree/scroll-research",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Technical Report.",
    "Agent Configuration",
    "All context management methods are im-\nplemented and evaluated on top of QwenPaw [Agentscope Team, 2026], an agent operating system providing\ntool invocation and execution infrastructure, and orchestrated with Harbor [Harbor Framework Team, 2026]\nin the benchmark-provided environments."
   ],
   "repository_evidence": [
    "Technical Report.",
    "Agent Configuration",
    "Our implementation to reproduce all reported results is available\nat https://github.com/niceIrene/QwenPaw/tree/scroll-research."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://arxiv.org/pdf/2608.21690",
   "project": "Harbor",
   "repository": "https://github.com/laude-institute/harbor",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Technical Report.",
    "Agent Configuration",
    "All context management methods are im-\nplemented and evaluated on top of QwenPaw [Agentscope Team, 2026], an agent operating system providing\ntool invocation and execution infrastructure, and orchestrated with Harbor [Harbor Framework Team, 2026]\nin the benchmark-provided environments."
   ],
   "repository_evidence": [
    "Harbor Framework Team.\nHarbor: A framework for building and running agent evaluations at scale.\nhttps://github.com/laude-institute/harbor, 2026."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://pasteblog.com/b/huggingface/open-source-deepresearch-freeing-our-search-agents",
   "project": "smolagents",
   "repository": "https://github.com/huggingface/smolagents",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Open-source DeepResearch \u2013 Freeing our search agents | Pasteblog",
    "Here is a recent example comparing the performance of a few frontier LLMs with and without an agentic framework (in this case the simple [smolagents](https://github.com/huggingface/smolagents) library) - using an agentic framework bumps performance by up to 60 points!"
   ],
   "repository_evidence": [
    "Open-source DeepResearch \u2013 Freeing our search agents | Pasteblog",
    "Here is a recent example comparing the performance of a few frontier LLMs with and without an agentic framework (in this case the simple [smolagents](https://github.com/huggingface/smolagents) library) - using an agentic framework bumps performance by up to 60 points!"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://pasteblog.com/b/huggingface/open-source-deepresearch-freeing-our-search-agents",
   "project": "gpt-researcher",
   "repository": "https://github.com/assafelovic/gpt-researcher",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Open-source DeepResearch \u2013 Freeing our search agents | Pasteblog",
    "Community Reproductions",
    "While we were working on this and focusing on GAIA, other great open implementations of Deep Research emerged from the community, specifically from",
    "- [assafelovic](https://github.com/assafelovic/gpt-researcher),"
   ],
   "repository_evidence": [
    "Open-source DeepResearch \u2013 Freeing our search agents | Pasteblog",
    "Community Reproductions",
    "While we were working on this and focusing on GAIA, other great open implementations of Deep Research emerged from the community, specifically from",
    "- [assafelovic](https://github.com/assafelovic/gpt-researcher),"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://pasteblog.com/b/huggingface/open-source-deepresearch-freeing-our-search-agents",
   "project": "open-deep-research",
   "repository": "https://github.com/nickscamara/open-deep-research",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Open-source DeepResearch \u2013 Freeing our search agents | Pasteblog",
    "Community Reproductions",
    "While we were working on this and focusing on GAIA, other great open implementations of Deep Research emerged from the community, specifically from",
    "- [nickscamara](https://github.com/nickscamara/open-deep-research),"
   ],
   "repository_evidence": [
    "Open-source DeepResearch \u2013 Freeing our search agents | Pasteblog",
    "Community Reproductions",
    "While we were working on this and focusing on GAIA, other great open implementations of Deep Research emerged from the community, specifically from",
    "- [nickscamara](https://github.com/nickscamara/open-deep-research),"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://pasteblog.com/b/huggingface/open-source-deepresearch-freeing-our-search-agents",
   "project": "node-DeepResearch",
   "repository": "https://github.com/jina-ai/node-DeepResearch",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Open-source DeepResearch \u2013 Freeing our search agents | Pasteblog",
    "Community Reproductions",
    "While we were working on this and focusing on GAIA, other great open implementations of Deep Research emerged from the community, specifically from",
    "- [jina-ai](https://github.com/jina-ai/node-DeepResearch) and"
   ],
   "repository_evidence": [
    "Open-source DeepResearch \u2013 Freeing our search agents | Pasteblog",
    "Community Reproductions",
    "While we were working on this and focusing on GAIA, other great open implementations of Deep Research emerged from the community, specifically from",
    "- [jina-ai](https://github.com/jina-ai/node-DeepResearch) and"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://arxiv.org/pdf/2505.10887v2",
   "project": "InfantAgent-Next",
   "repository": "https://github.com/bin123apple/InfantAgent",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "arXiv:2505.10887v2  [cs.AI]  23 May 2025",
    "InfantAgent-Next: A Multimodal Generalist Agent",
    "Codes and evaluation scripts\nare open-sourced at https://github.com/bin123apple/InfantAgent."
   ],
   "repository_evidence": [
    "arXiv:2505.10887v2  [cs.AI]  23 May 2025",
    "InfantAgent-Next: A Multimodal Generalist Agent",
    "Codes and evaluation scripts\nare open-sourced at https://github.com/bin123apple/InfantAgent."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://arxiv.org/pdf/2505.10887v2",
   "project": "AutoGPT",
   "repository": "https://github.com/Significant-Gravitas/AutoGPT",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "arXiv:2505.10887v2  [cs.AI]  23 May 2025",
    "InfantAgent-Next: A Multimodal Generalist Agent",
    "\u2776The first category consists of tool-based agents, such as\nOpenHands [47], OWL [29], and AutoGPT [18], that equip LLMs with a suite of predefined tools\n(e.g., code generation tools, web search tools) to boost task-specific accuracy."
   ],
   "repository_evidence": [
    "arXiv:2505.10887v2  [cs.AI]  23 May 2025",
    "InfantAgent-Next: A Multimodal Generalist Agent",
    "[18] Significant Gravitas. Autogpt. https://github.com/Significant-Gravitas/AutoGPT, 2025. Ac-\ncessed: 2025-05-15."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://arxiv.org/pdf/2505.10887v2",
   "project": "Langfun",
   "repository": "https://github.com/google/langfun",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "arXiv:2505.10887v2  [cs.AI]  23 May 2025",
    "InfantAgent-Next: A Multimodal Generalist Agent",
    "[16] Google. Langfun. GitHub repository, 2025. https://github.com/google/langfun."
   ],
   "repository_evidence": [
    "arXiv:2505.10887v2  [cs.AI]  23 May 2025",
    "InfantAgent-Next: A Multimodal Generalist Agent",
    "[16] Google. Langfun. GitHub repository, 2025. https://github.com/google/langfun."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://arxiv.org/pdf/2505.10887v2",
   "project": "Auto-Deep-Research",
   "repository": "https://github.com/HKUDS/Auto-Deep-Research",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "arXiv:2505.10887v2  [cs.AI]  23 May 2025",
    "InfantAgent-Next: A Multimodal Generalist Agent",
    "[21] HKUDS.\nAuto-deep-research.\nGitHub\nrepository.\nhttps://github.com/HKUDS/\nAuto-Deep-Research."
   ],
   "repository_evidence": [
    "arXiv:2505.10887v2  [cs.AI]  23 May 2025",
    "InfantAgent-Next: A Multimodal Generalist Agent",
    "[21] HKUDS.\nAuto-deep-research.\nGitHub\nrepository.\nhttps://github.com/HKUDS/\nAuto-Deep-Research."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://arxiv.org/pdf/2505.10887v2",
   "project": "TapeAgents",
   "repository": "https://github.com/ServiceNow/TapeAgents/tree/ui_demo/examples/gaia_agent",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "arXiv:2505.10887v2  [cs.AI]  23 May 2025",
    "InfantAgent-Next: A Multimodal Generalist Agent",
    "[42] ServiceNow. Tapeagents. GitHub repository. https://github.com/ServiceNow/TapeAgents/tree/\nui_demo/examples/gaia_agent."
   ],
   "repository_evidence": [
    "arXiv:2505.10887v2  [cs.AI]  23 May 2025",
    "InfantAgent-Next: A Multimodal Generalist Agent",
    "[42] ServiceNow. Tapeagents. GitHub repository. https://github.com/ServiceNow/TapeAgents/tree/\nui_demo/examples/gaia_agent."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://arxiv.org/pdf/2505.10887v2",
   "project": "SWE-agent",
   "repository": "https://github.com/SWE-agent/SWE-agent",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "arXiv:2505.10887v2  [cs.AI]  23 May 2025",
    "InfantAgent-Next: A Multimodal Generalist Agent",
    "[44] SWE-agent. Swe-agent. https://github.com/SWE-agent/SWE-agent."
   ],
   "repository_evidence": [
    "arXiv:2505.10887v2  [cs.AI]  23 May 2025",
    "InfantAgent-Next: A Multimodal Generalist Agent",
    "[44] SWE-agent. Swe-agent. https://github.com/SWE-agent/SWE-agent."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://arxiv.org/pdf/2505.10887v2",
   "project": "BabyAGI",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "arXiv:2505.10887v2  [cs.AI]  23 May 2025",
    "InfantAgent-Next: A Multimodal Generalist Agent",
    "[34] Yohei Nakajima. Babyagi. GitHub repository, 2024. Accessed: 2025-05-14."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://arxiv.org/pdf/2505.10887v2",
   "project": "LangChain",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "arXiv:2505.10887v2  [cs.AI]  23 May 2025",
    "InfantAgent-Next: A Multimodal Generalist Agent",
    "[27] LangChain AI. Langchain. GitHub repository, 2025. Accessed: 2025-05-14."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/microsoft/UFO",
   "project": "UFO\u00b3",
   "repository": "https://github.com/microsoft/UFO",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# **UFO\u00b3** [![UFO logo](/microsoft/UFO/raw/main/assets/logo3.png)](/microsoft/UFO/blob/main/assets/logo3.png) : Weaving the Digital Agent Galaxy",
    "**\ud83d\udcda Quick Links:** [\ud83c\udf0c UFO\u00b3 README](/microsoft/UFO/blob/main/galaxy/README.md) \u2022 [\ud83d\udda5\ufe0f UFO\u00b2 README](/microsoft/UFO/blob/main/ufo/README.md) \u2022 [\ud83d\udcd6 Full Documentation](https://microsoft.github.io/UFO/)"
   ],
   "repository_evidence": [
    "# **UFO\u00b3** [![UFO logo](/microsoft/UFO/raw/main/assets/logo3.png)](/microsoft/UFO/blob/main/assets/logo3.png) : Weaving the Digital Agent Galaxy",
    "**\ud83d\udcda Quick Links:** [\ud83c\udf0c UFO\u00b3 README](/microsoft/UFO/blob/main/galaxy/README.md) \u2022 [\ud83d\udda5\ufe0f UFO\u00b2 README](/microsoft/UFO/blob/main/ufo/README.md) \u2022 [\ud83d\udcd6 Full Documentation](https://microsoft.github.io/UFO/)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/microsoft/UFO",
   "project": "TaskWeaver",
   "repository": "https://github.com/microsoft/TaskWeaver",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## \ud83c\udfa8 Related Projects & Research",
    "- **[TaskWeaver](https://github.com/microsoft/TaskWeaver)** \u2013 Code-first LLM agent framework for data analytics and task automation"
   ],
   "repository_evidence": [
    "## \ud83c\udfa8 Related Projects & Research",
    "- **[TaskWeaver](https://github.com/microsoft/TaskWeaver)** \u2013 Code-first LLM agent framework for data analytics and task automation"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/microsoft/UFO",
   "project": "LLM-Brained-GUI-Agents-Survey",
   "repository": "https://github.com/vyokky/LLM-Brained-GUI-Agents-Survey",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## \ud83c\udfa8 Related Projects & Research",
    "- **[LLM-Brained GUI Agents Survey](https://github.com/vyokky/LLM-Brained-GUI-Agents-Survey)** \u2013 Comprehensive survey of GUI automation agents"
   ],
   "repository_evidence": [
    "## \ud83c\udfa8 Related Projects & Research",
    "- **[LLM-Brained GUI Agents Survey](https://github.com/vyokky/LLM-Brained-GUI-Agents-Survey)** \u2013 Comprehensive survey of GUI automation agents"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/microsoft/UFO",
   "project": "WindowsAgentArena",
   "repository": "https://github.com/nice-mee/WindowsAgentArena",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## \ud83c\udfa8 Related Projects & Research",
    "- **[Windows Agent Arena (WAA)](https://github.com/nice-mee/WindowsAgentArena)** \u2013 Evaluation benchmark for Windows automation agents"
   ],
   "repository_evidence": [
    "## \ud83c\udfa8 Related Projects & Research",
    "- **[Windows Agent Arena (WAA)](https://github.com/nice-mee/WindowsAgentArena)** \u2013 Evaluation benchmark for Windows automation agents"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/microsoft/UFO",
   "project": "osworld",
   "repository": "https://github.com/nice-mee/WindowsAgentArena/tree/2020-qqtcg/osworld",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## \ud83c\udfa8 Related Projects & Research",
    "- **[OSWorld](https://github.com/nice-mee/WindowsAgentArena/tree/2020-qqtcg/osworld)** \u2013 Cross-application task evaluation suite"
   ],
   "repository_evidence": [
    "## \ud83c\udfa8 Related Projects & Research",
    "- **[OSWorld](https://github.com/nice-mee/WindowsAgentArena/tree/2020-qqtcg/osworld)** \u2013 Cross-application task evaluation suite"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/masstensor%2Fawesome-agent-collaborate-tools?topic=gemini",
   "project": "BeeAI Framework",
   "repository": "https://github.com/i-am-bee/bee-agent-framework",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-agent-collaborate-tools",
    "- ## Developer Tools & SDKs",
    "  - [BeeAI Framework](/projects/github.com%2Fi-am-bee%2Fbee-agent-framework) - IBM's open-source agent framework powering the ACP protocol. Production-ready with tool use, memory, and structured output."
   ],
   "repository_evidence": [
    "# awesome-agent-collaborate-tools",
    "- ## Developer Tools & SDKs",
    "  - [BeeAI Framework](/projects/github.com%2Fi-am-bee%2Fbee-agent-framework) - IBM's open-source agent framework powering the ACP protocol. Production-ready with tool use, memory, and structured output."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/masstensor%2Fawesome-agent-collaborate-tools?topic=gemini",
   "project": "FastMCP",
   "repository": "https://github.com/jlowin/fastmcp",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-agent-collaborate-tools",
    "- ## Developer Tools & SDKs",
    "  - [FastMCP](/projects/github.com%2Fjlowin%2Ffastmcp) - The fastest way to build MCP servers in Python. Decorator-based API similar to FastAPI. Used by tens of thousands of MCP server authors. Now part of the official MCP Python SDK."
   ],
   "repository_evidence": [
    "# awesome-agent-collaborate-tools",
    "- ## Developer Tools & SDKs",
    "  - [FastMCP](/projects/github.com%2Fjlowin%2Ffastmcp) - The fastest way to build MCP servers in Python. Decorator-based API similar to FastAPI. Used by tens of thousands of MCP server authors. Now part of the official MCP Python SDK."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/masstensor%2Fawesome-agent-collaborate-tools?topic=gemini",
   "project": "Composio",
   "repository": "https://github.com/composiohq/composio",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-agent-collaborate-tools",
    "- ## Developer Tools & SDKs",
    "  - [Composio](/projects/github.com%2Fcomposiohq%2Fcomposio) - Managed tool integration platform for AI agents. 250+ pre-built integrations (GitHub, Slack, Notion, etc.) with auth management. Works with LangChain, CrewAI, AutoGen, and any agent framework."
   ],
   "repository_evidence": [
    "# awesome-agent-collaborate-tools",
    "- ## Developer Tools & SDKs",
    "  - [Composio](/projects/github.com%2Fcomposiohq%2Fcomposio) - Managed tool integration platform for AI agents. 250+ pre-built integrations (GitHub, Slack, Notion, etc.) with auth management. Works with LangChain, CrewAI, AutoGen, and any agent framework."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/masstensor%2Fawesome-agent-collaborate-tools?topic=gemini",
   "project": "Portkey AI Gateway",
   "repository": "https://github.com/Portkey-AI/gateway",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-agent-collaborate-tools",
    "- ## Developer Tools & SDKs",
    "  - [Portkey AI Gateway](/projects/github.com%2FPortkey-AI%2Fgateway) - Open-source AI gateway with fallbacks, retries, load balancing, and request routing across 200+ LLMs. Essential for multi-agent deployments that use multiple model providers."
   ],
   "repository_evidence": [
    "# awesome-agent-collaborate-tools",
    "- ## Developer Tools & SDKs",
    "  - [Portkey AI Gateway](/projects/github.com%2FPortkey-AI%2Fgateway) - Open-source AI gateway with fallbacks, retries, load balancing, and request routing across 200+ LLMs. Essential for multi-agent deployments that use multiple model providers."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/masstensor%2Fawesome-agent-collaborate-tools?topic=gemini",
   "project": "LiteLLM",
   "repository": "https://github.com/BerriAI/litellm",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-agent-collaborate-tools",
    "- ## Developer Tools & SDKs",
    "  - [LiteLLM](/projects/github.com%2FBerriAI%2Flitellm) - Unified API for 100+ LLMs. Use the same code to call OpenAI, Anthropic, Gemini, Groq, Ollama. Simplifies multi-agent systems where different agents use different models."
   ],
   "repository_evidence": [
    "# awesome-agent-collaborate-tools",
    "- ## Developer Tools & SDKs",
    "  - [LiteLLM](/projects/github.com%2FBerriAI%2Flitellm) - Unified API for 100+ LLMs. Use the same code to call OpenAI, Anthropic, Gemini, Groq, Ollama. Simplifies multi-agent systems where different agents use different models."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/masstensor%2Fawesome-agent-collaborate-tools?topic=gemini",
   "project": "instructor",
   "repository": "https://github.com/jxnl/instructor",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-agent-collaborate-tools",
    "- ## Developer Tools & SDKs",
    "  - [instructor](/projects/github.com%2Fjxnl%2Finstructor) - Structured output extraction from LLMs using Pydantic. Critical for agent-to-agent communication with typed message schemas \u2014 ensures agents receive parseable, validated data."
   ],
   "repository_evidence": [
    "# awesome-agent-collaborate-tools",
    "- ## Developer Tools & SDKs",
    "  - [instructor](/projects/github.com%2Fjxnl%2Finstructor) - Structured output extraction from LLMs using Pydantic. Critical for agent-to-agent communication with typed message schemas \u2014 ensures agents receive parseable, validated data."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/masstensor%2Fawesome-agent-collaborate-tools?topic=gemini",
   "project": "CrewAI",
   "repository": "https://github.com/crewAIInc/crewAI",
   "stars": "30K+",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-agent-collaborate-tools",
    "- ## Multi-Agent Orchestration",
    "  - [CrewAI](/projects/github.com%2FcrewAIInc%2FcrewAI) - Role-based multi-agent framework. Agents have roles, goals, and backstories. Simple API, production-ready, 30K+ GitHub stars."
   ],
   "repository_evidence": [
    "# awesome-agent-collaborate-tools",
    "- ## Multi-Agent Orchestration",
    "  - [CrewAI](/projects/github.com%2FcrewAIInc%2FcrewAI) - Role-based multi-agent framework. Agents have roles, goals, and backstories. Simple API, production-ready, 30K+ GitHub stars."
   ],
   "stars_evidence": [
    "# awesome-agent-collaborate-tools",
    "- ## Multi-Agent Orchestration",
    "  - [CrewAI](/projects/github.com%2FcrewAIInc%2FcrewAI) - Role-based multi-agent framework. Agents have roles, goals, and backstories. Simple API, production-ready, 30K+ GitHub stars."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/masstensor%2Fawesome-agent-collaborate-tools?topic=gemini",
   "project": "LangGraph",
   "repository": "https://github.com/langchain-ai/langgraph",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-agent-collaborate-tools",
    "- ## Multi-Agent Orchestration",
    "  - [LangGraph](/projects/github.com%2Flangchain-ai%2Flanggraph) - Graph-based agent orchestration by LangChain. Fine-grained control over agent state machines. Best for complex branching and human-in-the-loop flows."
   ],
   "repository_evidence": [
    "# awesome-agent-collaborate-tools",
    "- ## Multi-Agent Orchestration",
    "  - [LangGraph](/projects/github.com%2Flangchain-ai%2Flanggraph) - Graph-based agent orchestration by LangChain. Fine-grained control over agent state machines. Best for complex branching and human-in-the-loop flows."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/masstensor%2Fawesome-agent-collaborate-tools?topic=gemini",
   "project": "AutoGen",
   "repository": "https://github.com/microsoft/autogen",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-agent-collaborate-tools",
    "- ## Multi-Agent Orchestration",
    "  - [AutoGen](/projects/github.com%2Fmicrosoft%2Fautogen) - Microsoft's framework for conversational multi-agent workflows. Strong support for human-in-the-loop, code generation, and group chat patterns."
   ],
   "repository_evidence": [
    "# awesome-agent-collaborate-tools",
    "- ## Multi-Agent Orchestration",
    "  - [AutoGen](/projects/github.com%2Fmicrosoft%2Fautogen) - Microsoft's framework for conversational multi-agent workflows. Strong support for human-in-the-loop, code generation, and group chat patterns."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/masstensor%2Fawesome-agent-collaborate-tools?topic=gemini",
   "project": "Semantic Kernel",
   "repository": "https://github.com/microsoft/semantic-kernel",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-agent-collaborate-tools",
    "- ## Multi-Agent Orchestration",
    "  - [Semantic Kernel](/projects/github.com%2Fmicrosoft%2Fsemantic-kernel) - Microsoft's open-source SDK for building AI agents and copilots. Supports agent-to-agent patterns via the Process Framework."
   ],
   "repository_evidence": [
    "# awesome-agent-collaborate-tools",
    "- ## Multi-Agent Orchestration",
    "  - [Semantic Kernel](/projects/github.com%2Fmicrosoft%2Fsemantic-kernel) - Microsoft's open-source SDK for building AI agents and copilots. Supports agent-to-agent patterns via the Process Framework."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/masstensor%2Fawesome-agent-collaborate-tools?topic=gemini",
   "project": "Swarms",
   "repository": "https://github.com/kyegomez/swarms",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-agent-collaborate-tools",
    "- ## Multi-Agent Orchestration",
    "  - [Swarms](/projects/github.com%2Fkyegomez%2Fswarms) - Production-grade swarm orchestration. Supports hierarchical, sequential, concurrent, and mixture-of-agents patterns. Battle-tested for enterprise deployments."
   ],
   "repository_evidence": [
    "# awesome-agent-collaborate-tools",
    "- ## Multi-Agent Orchestration",
    "  - [Swarms](/projects/github.com%2Fkyegomez%2Fswarms) - Production-grade swarm orchestration. Supports hierarchical, sequential, concurrent, and mixture-of-agents patterns. Battle-tested for enterprise deployments."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/masstensor%2Fawesome-agent-collaborate-tools?topic=gemini",
   "project": "Mastra",
   "repository": "https://github.com/mastra-ai/mastra",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-agent-collaborate-tools",
    "- ## Multi-Agent Orchestration",
    "  - [Mastra](/projects/github.com%2Fmastra-ai%2Fmastra) - TypeScript-first agent framework with memory, tool-calling, workflows, and RAG. Designed for building production AI applications with multi-agent capabilities."
   ],
   "repository_evidence": [
    "# awesome-agent-collaborate-tools",
    "- ## Multi-Agent Orchestration",
    "  - [Mastra](/projects/github.com%2Fmastra-ai%2Fmastra) - TypeScript-first agent framework with memory, tool-calling, workflows, and RAG. Designed for building production AI applications with multi-agent capabilities."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/masstensor%2Fawesome-agent-collaborate-tools?topic=gemini",
   "project": "smolagents",
   "repository": "https://github.com/huggingface/smolagents",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-agent-collaborate-tools",
    "- ## Multi-Agent Orchestration",
    "  - [smolagents](/projects/github.com%2Fhuggingface%2Fsmolagents) - Hugging Face's minimal, code-centric agent framework. Agents write and execute Python code to achieve goals. Simple integration into multi-agent pipelines."
   ],
   "repository_evidence": [
    "# awesome-agent-collaborate-tools",
    "- ## Multi-Agent Orchestration",
    "  - [smolagents](/projects/github.com%2Fhuggingface%2Fsmolagents) - Hugging Face's minimal, code-centric agent framework. Agents write and execute Python code to achieve goals. Simple integration into multi-agent pipelines."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/masstensor%2Fawesome-agent-collaborate-tools?topic=gemini",
   "project": "open-multi-agent",
   "repository": "https://github.com/JackChen-me/open-multi-agent",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-agent-collaborate-tools",
    "- ## Multi-Agent Orchestration",
    "  - [open-multi-agent](/projects/github.com%2FJackChen-me%2Fopen-multi-agent) - Production-grade multi-agent orchestration. Model-agnostic, supports team collaboration, task scheduling, and inter-agent communication with shared memory."
   ],
   "repository_evidence": [
    "# awesome-agent-collaborate-tools",
    "- ## Multi-Agent Orchestration",
    "  - [open-multi-agent](/projects/github.com%2FJackChen-me%2Fopen-multi-agent) - Production-grade multi-agent orchestration. Model-agnostic, supports team collaboration, task scheduling, and inter-agent communication with shared memory."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/masstensor%2Fawesome-agent-collaborate-tools?topic=gemini",
   "project": "PydanticAI",
   "repository": "https://github.com/pydantic/pydantic-ai",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-agent-collaborate-tools",
    "- ## Multi-Agent Orchestration",
    "  - [PydanticAI](/projects/github.com%2Fpydantic%2Fpydantic-ai) - Production-grade agent framework from the Pydantic team. Type-safe tool calling, dependency injection, and structured output. Supports multi-agent orchestration via agent handoff primitives."
   ],
   "repository_evidence": [
    "# awesome-agent-collaborate-tools",
    "- ## Multi-Agent Orchestration",
    "  - [PydanticAI](/projects/github.com%2Fpydantic%2Fpydantic-ai) - Production-grade agent framework from the Pydantic team. Type-safe tool calling, dependency injection, and structured output. Supports multi-agent orchestration via agent handoff primitives."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/masstensor%2Fawesome-agent-collaborate-tools?topic=gemini",
   "project": "Dify",
   "repository": "https://github.com/langgenius/dify",
   "stars": "60K+",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-agent-collaborate-tools",
    "- ## Multi-Agent Orchestration",
    "  - [Dify](/projects/github.com%2Flanggenius%2Fdify) - Open-source LLM app platform with visual agent builder. Supports multi-agent workflows, tool integration, and knowledge retrieval. 60K+ GitHub stars."
   ],
   "repository_evidence": [
    "# awesome-agent-collaborate-tools",
    "- ## Multi-Agent Orchestration",
    "  - [Dify](/projects/github.com%2Flanggenius%2Fdify) - Open-source LLM app platform with visual agent builder. Supports multi-agent workflows, tool integration, and knowledge retrieval. 60K+ GitHub stars."
   ],
   "stars_evidence": [
    "# awesome-agent-collaborate-tools",
    "- ## Multi-Agent Orchestration",
    "  - [Dify](/projects/github.com%2Flanggenius%2Fdify) - Open-source LLM app platform with visual agent builder. Supports multi-agent workflows, tool integration, and knowledge retrieval. 60K+ GitHub stars."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/masstensor%2Fawesome-agent-collaborate-tools?topic=gemini",
   "project": "Langfuse",
   "repository": "https://github.com/langfuse/langfuse",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-agent-collaborate-tools",
    "- ## Observability & Debugging",
    "  - [Langfuse](/projects/github.com%2Flangfuse%2Flangfuse) - Open-source LLM observability (MIT license). Acquired by ClickHouse. 19 Fortune 50 clients. Full-featured: tracing, evaluations, prompt management, datasets."
   ],
   "repository_evidence": [
    "# awesome-agent-collaborate-tools",
    "- ## Observability & Debugging",
    "  - [Langfuse](/projects/github.com%2Flangfuse%2Flangfuse) - Open-source LLM observability (MIT license). Acquired by ClickHouse. 19 Fortune 50 clients. Full-featured: tracing, evaluations, prompt management, datasets."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/masstensor%2Fawesome-agent-collaborate-tools?topic=gemini",
   "project": "Arize Phoenix",
   "repository": "https://github.com/Arize-ai/phoenix",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-agent-collaborate-tools",
    "- ## Observability & Debugging",
    "  - [Arize Phoenix](/projects/github.com%2FArize-ai%2Fphoenix) - Open-source LLM observability. Trace agent runs, visualize spans, and evaluate outputs locally or in the cloud. Built on OpenTelemetry."
   ],
   "repository_evidence": [
    "# awesome-agent-collaborate-tools",
    "- ## Observability & Debugging",
    "  - [Arize Phoenix](/projects/github.com%2FArize-ai%2Fphoenix) - Open-source LLM observability. Trace agent runs, visualize spans, and evaluate outputs locally or in the cloud. Built on OpenTelemetry."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/masstensor%2Fawesome-agent-collaborate-tools?topic=gemini",
   "project": "AgentOps",
   "repository": "https://github.com/AgentOps-AI/agentops",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-agent-collaborate-tools",
    "- ## Observability & Debugging",
    "  - [AgentOps](/projects/github.com%2FAgentOps-AI%2Fagentops) - Agent-specific observability and testing. Session replays, cost tracking, failure analysis, and compliance monitoring. Native integrations with CrewAI, AutoGen, LangChain."
   ],
   "repository_evidence": [
    "# awesome-agent-collaborate-tools",
    "- ## Observability & Debugging",
    "  - [AgentOps](/projects/github.com%2FAgentOps-AI%2Fagentops) - Agent-specific observability and testing. Session replays, cost tracking, failure analysis, and compliance monitoring. Native integrations with CrewAI, AutoGen, LangChain."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/masstensor%2Fawesome-agent-collaborate-tools?topic=gemini",
   "project": "Traceloop / OpenLLMetry",
   "repository": "https://github.com/traceloop/openllmetry",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-agent-collaborate-tools",
    "- ## Observability & Debugging",
    "  - [Traceloop / OpenLLMetry](/projects/github.com%2Ftraceloop%2Fopenllmetry) - OpenTelemetry-based LLM observability. Automatic instrumentation for LangChain, CrewAI, AutoGen, and 20+ frameworks. Sends traces to any OTel-compatible backend (Datadog, Grafana, etc.)."
   ],
   "repository_evidence": [
    "# awesome-agent-collaborate-tools",
    "- ## Observability & Debugging",
    "  - [Traceloop / OpenLLMetry](/projects/github.com%2Ftraceloop%2Fopenllmetry) - OpenTelemetry-based LLM observability. Automatic instrumentation for LangChain, CrewAI, AutoGen, and 20+ frameworks. Sends traces to any OTel-compatible backend (Datadog, Grafana, etc.)."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/masstensor%2Fawesome-agent-collaborate-tools?topic=gemini",
   "project": "Helicone",
   "repository": "https://github.com/Helicone/helicone",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-agent-collaborate-tools",
    "- ## Observability & Debugging",
    "  - [Helicone](/projects/github.com%2FHelicone%2Fhelicone) - Open-source LLM observability and caching proxy. Drop-in for OpenAI/Anthropic/Gemini. Per-request latency, cost, and error tracking with user-level attribution."
   ],
   "repository_evidence": [
    "# awesome-agent-collaborate-tools",
    "- ## Observability & Debugging",
    "  - [Helicone](/projects/github.com%2FHelicone%2Fhelicone) - Open-source LLM observability and caching proxy. Drop-in for OpenAI/Anthropic/Gemini. Per-request latency, cost, and error tracking with user-level attribution."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/masstensor%2Fawesome-agent-collaborate-tools?topic=gemini",
   "project": "Mem0",
   "repository": "https://github.com/mem0ai/mem0",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-agent-collaborate-tools",
    "- ## State & Memory",
    "  - [Mem0](/projects/github.com%2Fmem0ai%2Fmem0) - Adaptive memory layer for AI agents. Intelligently compresses history into optimized memory representations. Claims up to 80% prompt token reduction. Lowest integration friction for standalone memory."
   ],
   "repository_evidence": [
    "# awesome-agent-collaborate-tools",
    "- ## State & Memory",
    "  - [Mem0](/projects/github.com%2Fmem0ai%2Fmem0) - Adaptive memory layer for AI agents. Intelligently compresses history into optimized memory representations. Claims up to 80% prompt token reduction. Lowest integration friction for standalone memory."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/masstensor%2Fawesome-agent-collaborate-tools?topic=gemini",
   "project": "Zep",
   "repository": "https://github.com/getzep/zep",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-agent-collaborate-tools",
    "- ## State & Memory",
    "  - [Zep](/projects/github.com%2Fgetzep%2Fzep) - Long-term memory store with temporal knowledge graph. Tracks how facts change over time. Integrates structured business data with conversational history. Best for temporal-aware production pipelines."
   ],
   "repository_evidence": [
    "# awesome-agent-collaborate-tools",
    "- ## State & Memory",
    "  - [Zep](/projects/github.com%2Fgetzep%2Fzep) - Long-term memory store with temporal knowledge graph. Tracks how facts change over time. Integrates structured business data with conversational history. Best for temporal-aware production pipelines."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/masstensor%2Fawesome-agent-collaborate-tools?topic=gemini",
   "project": "Letta",
   "repository": "https://github.com/cpacker/MemGPT",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-agent-collaborate-tools",
    "- ## State & Memory",
    "  - [Letta (formerly MemGPT)](/projects/github.com%2Fcpacker%2FMemGPT) - Agents with OS-style virtual memory management. Self-editing memory architecture with in-context vs archival storage. Includes REST API and development environment."
   ],
   "repository_evidence": [
    "# awesome-agent-collaborate-tools",
    "- ## State & Memory",
    "  - [Letta (formerly MemGPT)](/projects/github.com%2Fcpacker%2FMemGPT) - Agents with OS-style virtual memory management. Self-editing memory architecture with in-context vs archival storage. Includes REST API and development environment."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/masstensor%2Fawesome-agent-collaborate-tools?topic=gemini",
   "project": "Cognee",
   "repository": "https://github.com/topoteretes/cognee",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-agent-collaborate-tools",
    "- ## State & Memory",
    "  - [Cognee](/projects/github.com%2Ftopoteretes%2Fcognee) - Knowledge-graph-first memory for agents. Builds structured knowledge graphs from unstructured data for rich semantic retrieval."
   ],
   "repository_evidence": [
    "# awesome-agent-collaborate-tools",
    "- ## State & Memory",
    "  - [Cognee](/projects/github.com%2Ftopoteretes%2Fcognee) - Knowledge-graph-first memory for agents. Builds structured knowledge graphs from unstructured data for rich semantic retrieval."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/masstensor%2Fawesome-agent-collaborate-tools?topic=gemini",
   "project": "LangMem",
   "repository": "https://github.com/langchain-ai/langmem",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-agent-collaborate-tools",
    "- ## State & Memory",
    "  - [LangMem](/projects/github.com%2Flangchain-ai%2Flangmem) - LangChain's memory abstraction layer. Multiple memory types (episodic, semantic, procedural) with a unified API."
   ],
   "repository_evidence": [
    "# awesome-agent-collaborate-tools",
    "- ## State & Memory",
    "  - [LangMem](/projects/github.com%2Flangchain-ai%2Flangmem) - LangChain's memory abstraction layer. Multiple memory types (episodic, semantic, procedural) with a unified API."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/masstensor%2Fawesome-agent-collaborate-tools?topic=gemini",
   "project": "Supermemory",
   "repository": "https://github.com/supermemoryai/supermemory",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-agent-collaborate-tools",
    "- ## State & Memory",
    "  - [Supermemory](/projects/github.com%2Fsupermemoryai%2Fsupermemory) - Universal memory API for AI agents. Import from anywhere, query with semantic search. Designed as a \"memory backbone\" across multiple agents."
   ],
   "repository_evidence": [
    "# awesome-agent-collaborate-tools",
    "- ## State & Memory",
    "  - [Supermemory](/projects/github.com%2Fsupermemoryai%2Fsupermemory) - Universal memory API for AI agents. Import from anywhere, query with semantic search. Designed as a \"memory backbone\" across multiple agents."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/masstensor%2Fawesome-agent-collaborate-tools?topic=gemini",
   "project": "Chroma",
   "repository": "https://github.com/chroma-core/chroma",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-agent-collaborate-tools",
    "- ## State & Memory",
    "  - [Chroma](/projects/github.com%2Fchroma-core%2Fchroma) - Open-source embedding database. The most popular vector store for agent memory. Simple API, runs locally or in the cloud. pip install chromadb."
   ],
   "repository_evidence": [
    "# awesome-agent-collaborate-tools",
    "- ## State & Memory",
    "  - [Chroma](/projects/github.com%2Fchroma-core%2Fchroma) - Open-source embedding database. The most popular vector store for agent memory. Simple API, runs locally or in the cloud. pip install chromadb."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/masstensor%2Fawesome-agent-collaborate-tools?topic=gemini",
   "project": "Qdrant",
   "repository": "https://github.com/qdrant/qdrant",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-agent-collaborate-tools",
    "- ## State & Memory",
    "  - [Qdrant](/projects/github.com%2Fqdrant%2Fqdrant) - High-performance vector database written in Rust. Excellent for production agent long-term memory with filtering, payload indexing, and sparse vector support."
   ],
   "repository_evidence": [
    "# awesome-agent-collaborate-tools",
    "- ## State & Memory",
    "  - [Qdrant](/projects/github.com%2Fqdrant%2Fqdrant) - High-performance vector database written in Rust. Excellent for production agent long-term memory with filtering, payload indexing, and sparse vector support."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/masstensor%2Fawesome-agent-collaborate-tools?topic=gemini",
   "project": "Weaviate",
   "repository": "https://github.com/weaviate/weaviate",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-agent-collaborate-tools",
    "- ## State & Memory",
    "  - [Weaviate](/projects/github.com%2Fweaviate%2Fweaviate) - Open-source vector database with built-in vectorization. Modules for text, images, and multi-modal memory. Native GraphQL API."
   ],
   "repository_evidence": [
    "# awesome-agent-collaborate-tools",
    "- ## State & Memory",
    "  - [Weaviate](/projects/github.com%2Fweaviate%2Fweaviate) - Open-source vector database with built-in vectorization. Modules for text, images, and multi-modal memory. Native GraphQL API."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/henryalps/OpenManus",
   "project": "OpenManus",
   "repository": "https://github.com/henryalps/OpenManus.git",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# OpenManus",
    "OpenManus is an open-source project aimed at replicating the capabilities of the Manus AI agent, a groundbreaking general-purpose AI developed by Monica."
   ],
   "repository_evidence": [
    "# OpenManus",
    "git clone https://github.com/henryalps/OpenManus.git cd OpenManus"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://techsy.io/en/blog/best-rag-framework-2026",
   "project": "LangChain",
   "repository": "langchain-ai/langchain",
   "stars": "143060",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "RAG Orchestration Frameworks: LangChain vs LlamaIndex vs Haystack (2026)",
    "Pulled from the GitHub REST API on 2026-07-31. Method: `GET /repos/{owner}/{repo}` for stars and `pushed_at`, `GET /repos/{owner}/{repo}/releases/latest` for the release tag.",
    "| LangChain | langchain-ai/langchain | 143,060 | 2026-07-30 | langchain-core 1.5.3 | MIT |"
   ],
   "repository_evidence": [
    "RAG Orchestration Frameworks: LangChain vs LlamaIndex vs Haystack (2026)",
    "Pulled from the GitHub REST API on 2026-07-31. Method: `GET /repos/{owner}/{repo}` for stars and `pushed_at`, `GET /repos/{owner}/{repo}/releases/latest` for the release tag.",
    "| LangChain | langchain-ai/langchain | 143,060 | 2026-07-30 | langchain-core 1.5.3 | MIT |"
   ],
   "stars_evidence": [
    "RAG Orchestration Frameworks: LangChain vs LlamaIndex vs Haystack (2026)",
    "Pulled from the GitHub REST API on 2026-07-31. Method: `GET /repos/{owner}/{repo}` for stars and `pushed_at`, `GET /repos/{owner}/{repo}/releases/latest` for the release tag.",
    "| LangChain | langchain-ai/langchain | 143,060 | 2026-07-30 | langchain-core 1.5.3 | MIT |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://techsy.io/en/blog/best-rag-framework-2026",
   "project": "LlamaIndex",
   "repository": "run-llama/llama_index",
   "stars": "51251",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "RAG Orchestration Frameworks: LangChain vs LlamaIndex vs Haystack (2026)",
    "Pulled from the GitHub REST API on 2026-07-31. Method: `GET /repos/{owner}/{repo}` for stars and `pushed_at`, `GET /repos/{owner}/{repo}/releases/latest` for the release tag.",
    "| LlamaIndex | run-llama/llama_index | 51,251 | 2026-07-30 | v0.14.23 | MIT |"
   ],
   "repository_evidence": [
    "RAG Orchestration Frameworks: LangChain vs LlamaIndex vs Haystack (2026)",
    "Pulled from the GitHub REST API on 2026-07-31. Method: `GET /repos/{owner}/{repo}` for stars and `pushed_at`, `GET /repos/{owner}/{repo}/releases/latest` for the release tag.",
    "| LlamaIndex | run-llama/llama_index | 51,251 | 2026-07-30 | v0.14.23 | MIT |"
   ],
   "stars_evidence": [
    "RAG Orchestration Frameworks: LangChain vs LlamaIndex vs Haystack (2026)",
    "Pulled from the GitHub REST API on 2026-07-31. Method: `GET /repos/{owner}/{repo}` for stars and `pushed_at`, `GET /repos/{owner}/{repo}/releases/latest` for the release tag.",
    "| LlamaIndex | run-llama/llama_index | 51,251 | 2026-07-30 | v0.14.23 | MIT |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://techsy.io/en/blog/best-rag-framework-2026",
   "project": "Haystack",
   "repository": "deepset-ai/haystack",
   "stars": "26070",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "RAG Orchestration Frameworks: LangChain vs LlamaIndex vs Haystack (2026)",
    "Pulled from the GitHub REST API on 2026-07-31. Method: `GET /repos/{owner}/{repo}` for stars and `pushed_at`, `GET /repos/{owner}/{repo}/releases/latest` for the release tag.",
    "| Haystack | deepset-ai/haystack | 26,070 | 2026-07-31 | v3.0.0 | Apache-2.0 |"
   ],
   "repository_evidence": [
    "RAG Orchestration Frameworks: LangChain vs LlamaIndex vs Haystack (2026)",
    "Pulled from the GitHub REST API on 2026-07-31. Method: `GET /repos/{owner}/{repo}` for stars and `pushed_at`, `GET /repos/{owner}/{repo}/releases/latest` for the release tag.",
    "| Haystack | deepset-ai/haystack | 26,070 | 2026-07-31 | v3.0.0 | Apache-2.0 |"
   ],
   "stars_evidence": [
    "RAG Orchestration Frameworks: LangChain vs LlamaIndex vs Haystack (2026)",
    "Pulled from the GitHub REST API on 2026-07-31. Method: `GET /repos/{owner}/{repo}` for stars and `pushed_at`, `GET /repos/{owner}/{repo}/releases/latest` for the release tag.",
    "| Haystack | deepset-ai/haystack | 26,070 | 2026-07-31 | v3.0.0 | Apache-2.0 |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://techsy.io/en/blog/best-rag-framework-2026",
   "project": "DSPy",
   "repository": "stanfordnlp/dspy",
   "stars": "36484",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "RAG Orchestration Frameworks: LangChain vs LlamaIndex vs Haystack (2026)",
    "Pulled from the GitHub REST API on 2026-07-31. Method: `GET /repos/{owner}/{repo}` for stars and `pushed_at`, `GET /repos/{owner}/{repo}/releases/latest` for the release tag.",
    "| DSPy | stanfordnlp/dspy | 36,484 | 2026-07-30 | 3.2.1 | MIT |"
   ],
   "repository_evidence": [
    "RAG Orchestration Frameworks: LangChain vs LlamaIndex vs Haystack (2026)",
    "Pulled from the GitHub REST API on 2026-07-31. Method: `GET /repos/{owner}/{repo}` for stars and `pushed_at`, `GET /repos/{owner}/{repo}/releases/latest` for the release tag.",
    "| DSPy | stanfordnlp/dspy | 36,484 | 2026-07-30 | 3.2.1 | MIT |"
   ],
   "stars_evidence": [
    "RAG Orchestration Frameworks: LangChain vs LlamaIndex vs Haystack (2026)",
    "Pulled from the GitHub REST API on 2026-07-31. Method: `GET /repos/{owner}/{repo}` for stars and `pushed_at`, `GET /repos/{owner}/{repo}/releases/latest` for the release tag.",
    "| DSPy | stanfordnlp/dspy | 36,484 | 2026-07-30 | 3.2.1 | MIT |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://techsy.io/en/blog/best-rag-framework-2026",
   "project": "RAGFlow",
   "repository": "infiniflow/ragflow",
   "stars": "86478",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "RAG Orchestration Frameworks: LangChain vs LlamaIndex vs Haystack (2026)",
    "Pulled from the GitHub REST API on 2026-07-31. Method: `GET /repos/{owner}/{repo}` for stars and `pushed_at`, `GET /repos/{owner}/{repo}/releases/latest` for the release tag.",
    "| RAGFlow | infiniflow/ragflow | 86,478 | 2026-07-31 | v0.26.4 | Apache-2.0 |"
   ],
   "repository_evidence": [
    "RAG Orchestration Frameworks: LangChain vs LlamaIndex vs Haystack (2026)",
    "Pulled from the GitHub REST API on 2026-07-31. Method: `GET /repos/{owner}/{repo}` for stars and `pushed_at`, `GET /repos/{owner}/{repo}/releases/latest` for the release tag.",
    "| RAGFlow | infiniflow/ragflow | 86,478 | 2026-07-31 | v0.26.4 | Apache-2.0 |"
   ],
   "stars_evidence": [
    "RAG Orchestration Frameworks: LangChain vs LlamaIndex vs Haystack (2026)",
    "Pulled from the GitHub REST API on 2026-07-31. Method: `GET /repos/{owner}/{repo}` for stars and `pushed_at`, `GET /repos/{owner}/{repo}/releases/latest` for the release tag.",
    "| RAGFlow | infiniflow/ragflow | 86,478 | 2026-07-31 | v0.26.4 | Apache-2.0 |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://techsy.io/en/blog/best-rag-framework-2026",
   "project": "Dify",
   "repository": "langgenius/dify",
   "stars": "150858",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "RAG Orchestration Frameworks: LangChain vs LlamaIndex vs Haystack (2026)",
    "Pulled from the GitHub REST API on 2026-07-31. Method: `GET /repos/{owner}/{repo}` for stars and `pushed_at`, `GET /repos/{owner}/{repo}/releases/latest` for the release tag.",
    "| Dify | langgenius/dify | 150,858 | 2026-07-31 | 1.16.1 | Apache-2.0 (modified) |"
   ],
   "repository_evidence": [
    "RAG Orchestration Frameworks: LangChain vs LlamaIndex vs Haystack (2026)",
    "Pulled from the GitHub REST API on 2026-07-31. Method: `GET /repos/{owner}/{repo}` for stars and `pushed_at`, `GET /repos/{owner}/{repo}/releases/latest` for the release tag.",
    "| Dify | langgenius/dify | 150,858 | 2026-07-31 | 1.16.1 | Apache-2.0 (modified) |"
   ],
   "stars_evidence": [
    "RAG Orchestration Frameworks: LangChain vs LlamaIndex vs Haystack (2026)",
    "Pulled from the GitHub REST API on 2026-07-31. Method: `GET /repos/{owner}/{repo}` for stars and `pushed_at`, `GET /repos/{owner}/{repo}/releases/latest` for the release tag.",
    "| Dify | langgenius/dify | 150,858 | 2026-07-31 | 1.16.1 | Apache-2.0 (modified) |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://techsy.io/en/blog/best-rag-framework-2026",
   "project": "txtai",
   "repository": "neuml/txtai",
   "stars": "12769",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "RAG Orchestration Frameworks: LangChain vs LlamaIndex vs Haystack (2026)",
    "Pulled from the GitHub REST API on 2026-07-31. Method: `GET /repos/{owner}/{repo}` for stars and `pushed_at`, `GET /repos/{owner}/{repo}/releases/latest` for the release tag.",
    "| txtai | neuml/txtai | 12,769 | 2026-07-30 | v9.12.0 | Apache-2.0 |"
   ],
   "repository_evidence": [
    "RAG Orchestration Frameworks: LangChain vs LlamaIndex vs Haystack (2026)",
    "Pulled from the GitHub REST API on 2026-07-31. Method: `GET /repos/{owner}/{repo}` for stars and `pushed_at`, `GET /repos/{owner}/{repo}/releases/latest` for the release tag.",
    "| txtai | neuml/txtai | 12,769 | 2026-07-30 | v9.12.0 | Apache-2.0 |"
   ],
   "stars_evidence": [
    "RAG Orchestration Frameworks: LangChain vs LlamaIndex vs Haystack (2026)",
    "Pulled from the GitHub REST API on 2026-07-31. Method: `GET /repos/{owner}/{repo}` for stars and `pushed_at`, `GET /repos/{owner}/{repo}/releases/latest` for the release tag.",
    "| txtai | neuml/txtai | 12,769 | 2026-07-30 | v9.12.0 | Apache-2.0 |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://techsy.io/en/blog/best-rag-framework-2026",
   "project": "Semantic Kernel",
   "repository": "microsoft/semantic-kernel",
   "stars": "28394",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "RAG Orchestration Frameworks: LangChain vs LlamaIndex vs Haystack (2026)",
    "Pulled from the GitHub REST API on 2026-07-31. Method: `GET /repos/{owner}/{repo}` for stars and `pushed_at`, `GET /repos/{owner}/{repo}/releases/latest` for the release tag.",
    "| Semantic Kernel | microsoft/semantic-kernel | 28,394 | 2026-07-30 | dotnet-1.78.0 | MIT |"
   ],
   "repository_evidence": [
    "RAG Orchestration Frameworks: LangChain vs LlamaIndex vs Haystack (2026)",
    "Pulled from the GitHub REST API on 2026-07-31. Method: `GET /repos/{owner}/{repo}` for stars and `pushed_at`, `GET /repos/{owner}/{repo}/releases/latest` for the release tag.",
    "| Semantic Kernel | microsoft/semantic-kernel | 28,394 | 2026-07-30 | dotnet-1.78.0 | MIT |"
   ],
   "stars_evidence": [
    "RAG Orchestration Frameworks: LangChain vs LlamaIndex vs Haystack (2026)",
    "Pulled from the GitHub REST API on 2026-07-31. Method: `GET /repos/{owner}/{repo}` for stars and `pushed_at`, `GET /repos/{owner}/{repo}/releases/latest` for the release tag.",
    "| Semantic Kernel | microsoft/semantic-kernel | 28,394 | 2026-07-30 | dotnet-1.78.0 | MIT |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://harnesses.sh/?form=web-app",
   "project": "OpenClaw",
   "repository": null,
   "stars": "382000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# $ find your agent harness",
    "A curated, verified, cross-vendor directory of AI agent harnesses \u2014 the runtime scaffolding that turns a model into an agent.",
    "## [OpenClaw](/h/openclaw) \u00b7 OpenClaw community (created by Peter Steinberger)"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# $ find your agent harness",
    "A curated, verified, cross-vendor directory of AI agent harnesses \u2014 the runtime scaffolding that turns a model into an agent.",
    "\u2605 382,000 \u00b7 high"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://harnesses.sh/?form=web-app",
   "project": "OpenHands",
   "repository": null,
   "stars": "79895",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# $ find your agent harness",
    "A curated, verified, cross-vendor directory of AI agent harnesses \u2014 the runtime scaffolding that turns a model into an agent.",
    "## [OpenHands](/h/openhands) \u00b7 All Hands AI / OpenHands"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# $ find your agent harness",
    "A curated, verified, cross-vendor directory of AI agent harnesses \u2014 the runtime scaffolding that turns a model into an agent.",
    "\u2605 79,895 \u00b7 high"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://harnesses.sh/?form=web-app",
   "project": "CrewAI",
   "repository": null,
   "stars": "55117",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# $ find your agent harness",
    "A curated, verified, cross-vendor directory of AI agent harnesses \u2014 the runtime scaffolding that turns a model into an agent.",
    "## [CrewAI](/h/crewai) \u00b7 CrewAI Inc."
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# $ find your agent harness",
    "A curated, verified, cross-vendor directory of AI agent harnesses \u2014 the runtime scaffolding that turns a model into an agent.",
    "\u2605 55,117 \u00b7 high"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://harnesses.sh/?form=web-app",
   "project": "GPT Researcher",
   "repository": null,
   "stars": "28100",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# $ find your agent harness",
    "A curated, verified, cross-vendor directory of AI agent harnesses \u2014 the runtime scaffolding that turns a model into an agent.",
    "## [GPT Researcher](/h/gpt-researcher) \u00b7 Assaf Elovic / open-source community (gptr.dev)"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# $ find your agent harness",
    "A curated, verified, cross-vendor directory of AI agent harnesses \u2014 the runtime scaffolding that turns a model into an agent.",
    "\u2605 28,100 \u00b7 high"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://harnesses.sh/?form=web-app",
   "project": "Mastra",
   "repository": null,
   "stars": "25927",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# $ find your agent harness",
    "A curated, verified, cross-vendor directory of AI agent harnesses \u2014 the runtime scaffolding that turns a model into an agent.",
    "## [Mastra](/h/mastra) \u00b7 Mastra (Gatsby founders)"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# $ find your agent harness",
    "A curated, verified, cross-vendor directory of AI agent harnesses \u2014 the runtime scaffolding that turns a model into an agent.",
    "\u2605 25,927 \u00b7 high"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://harnesses.sh/?form=web-app",
   "project": "Letta",
   "repository": null,
   "stars": "23701",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# $ find your agent harness",
    "A curated, verified, cross-vendor directory of AI agent harnesses \u2014 the runtime scaffolding that turns a model into an agent.",
    "## [Letta](/h/letta) \u00b7 Letta (formerly MemGPT, UC Berkeley spinout)"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# $ find your agent harness",
    "A curated, verified, cross-vendor directory of AI agent harnesses \u2014 the runtime scaffolding that turns a model into an agent.",
    "\u2605 23,701 \u00b7 high"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://harnesses.sh/?form=web-app",
   "project": "Manus",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# $ find your agent harness",
    "A curated, verified, cross-vendor directory of AI agent harnesses \u2014 the runtime scaffolding that turns a model into an agent.",
    "## [Manus](/h/manus) \u00b7 Butterfly Effect Pte Ltd (Singapore; ex-Monica)"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://dev.to/waxell/guardfall-shell-injection-how-10-of-11-popular-ai-coding-agents-bypass-their-own-safety-guards-4d4c",
   "project": "Aider",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "GuardFall Shell Injection: How 10 of 11 Popular AI Coding Agents Bypass Their Own Safety Guards",
    "The affected tools include Aider, Cline, Roo-Code, Goose, Plandex, Open Interpreter, OpenHands, SWE-agent, opencode, and NousResearch's Hermes."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://dev.to/waxell/guardfall-shell-injection-how-10-of-11-popular-ai-coding-agents-bypass-their-own-safety-guards-4d4c",
   "project": "Cline",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "GuardFall Shell Injection: How 10 of 11 Popular AI Coding Agents Bypass Their Own Safety Guards",
    "The affected tools include Aider, Cline, Roo-Code, Goose, Plandex, Open Interpreter, OpenHands, SWE-agent, opencode, and NousResearch's Hermes."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://dev.to/waxell/guardfall-shell-injection-how-10-of-11-popular-ai-coding-agents-bypass-their-own-safety-guards-4d4c",
   "project": "Roo-Code",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "GuardFall Shell Injection: How 10 of 11 Popular AI Coding Agents Bypass Their Own Safety Guards",
    "The affected tools include Aider, Cline, Roo-Code, Goose, Plandex, Open Interpreter, OpenHands, SWE-agent, opencode, and NousResearch's Hermes."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://dev.to/waxell/guardfall-shell-injection-how-10-of-11-popular-ai-coding-agents-bypass-their-own-safety-guards-4d4c",
   "project": "Goose",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "GuardFall Shell Injection: How 10 of 11 Popular AI Coding Agents Bypass Their Own Safety Guards",
    "The affected tools include Aider, Cline, Roo-Code, Goose, Plandex, Open Interpreter, OpenHands, SWE-agent, opencode, and NousResearch's Hermes."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://dev.to/waxell/guardfall-shell-injection-how-10-of-11-popular-ai-coding-agents-bypass-their-own-safety-guards-4d4c",
   "project": "Plandex",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "GuardFall Shell Injection: How 10 of 11 Popular AI Coding Agents Bypass Their Own Safety Guards",
    "The affected tools include Aider, Cline, Roo-Code, Goose, Plandex, Open Interpreter, OpenHands, SWE-agent, opencode, and NousResearch's Hermes."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://dev.to/waxell/guardfall-shell-injection-how-10-of-11-popular-ai-coding-agents-bypass-their-own-safety-guards-4d4c",
   "project": "Open Interpreter",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "GuardFall Shell Injection: How 10 of 11 Popular AI Coding Agents Bypass Their Own Safety Guards",
    "The affected tools include Aider, Cline, Roo-Code, Goose, Plandex, Open Interpreter, OpenHands, SWE-agent, opencode, and NousResearch's Hermes."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://dev.to/waxell/guardfall-shell-injection-how-10-of-11-popular-ai-coding-agents-bypass-their-own-safety-guards-4d4c",
   "project": "OpenHands",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "GuardFall Shell Injection: How 10 of 11 Popular AI Coding Agents Bypass Their Own Safety Guards",
    "The affected tools include Aider, Cline, Roo-Code, Goose, Plandex, Open Interpreter, OpenHands, SWE-agent, opencode, and NousResearch's Hermes."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://dev.to/waxell/guardfall-shell-injection-how-10-of-11-popular-ai-coding-agents-bypass-their-own-safety-guards-4d4c",
   "project": "SWE-agent",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "GuardFall Shell Injection: How 10 of 11 Popular AI Coding Agents Bypass Their Own Safety Guards",
    "The affected tools include Aider, Cline, Roo-Code, Goose, Plandex, Open Interpreter, OpenHands, SWE-agent, opencode, and NousResearch's Hermes."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://dev.to/waxell/guardfall-shell-injection-how-10-of-11-popular-ai-coding-agents-bypass-their-own-safety-guards-4d4c",
   "project": "opencode",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "GuardFall Shell Injection: How 10 of 11 Popular AI Coding Agents Bypass Their Own Safety Guards",
    "The affected tools include Aider, Cline, Roo-Code, Goose, Plandex, Open Interpreter, OpenHands, SWE-agent, opencode, and NousResearch's Hermes."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://dev.to/waxell/guardfall-shell-injection-how-10-of-11-popular-ai-coding-agents-bypass-their-own-safety-guards-4d4c",
   "project": "NousResearch's Hermes",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "GuardFall Shell Injection: How 10 of 11 Popular AI Coding Agents Bypass Their Own Safety Guards",
    "The affected tools include Aider, Cline, Roo-Code, Goose, Plandex, Open Interpreter, OpenHands, SWE-agent, opencode, and NousResearch's Hermes."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://dev.to/waxell/guardfall-shell-injection-how-10-of-11-popular-ai-coding-agents-bypass-their-own-safety-guards-4d4c",
   "project": "Continue",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "GuardFall Shell Injection: How 10 of 11 Popular AI Coding Agents Bypass Their Own Safety Guards",
    "Only one agent, Continue, was built to actually defend against this class of bypass."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://fazm.ai/blog/best-open-source-computer-use-agent-2026",
   "project": "Fazm",
   "repository": "https://github.com/m13v/fazm",
   "stars": "3200",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Best Open Source Computer Use Agent in 2026: Complete Comparison",
    "## The Complete Comparison Table",
    "| Agent | Category | Perception | Platforms | License | Local LLM | Stars (Apr 2026) |",
    "| [Fazm](https://github.com/m13v/fazm) | Desktop | Accessibility API + vision | macOS | MIT | Yes (Ollama) | 3.2k |"
   ],
   "repository_evidence": [
    "# Best Open Source Computer Use Agent in 2026: Complete Comparison",
    "## The Complete Comparison Table",
    "| Agent | Category | Perception | Platforms | License | Local LLM | Stars (Apr 2026) |",
    "| [Fazm](https://github.com/m13v/fazm) | Desktop | Accessibility API + vision | macOS | MIT | Yes (Ollama) | 3.2k |"
   ],
   "stars_evidence": [
    "# Best Open Source Computer Use Agent in 2026: Complete Comparison",
    "## The Complete Comparison Table",
    "| Agent | Category | Perception | Platforms | License | Local LLM | Stars (Apr 2026) |",
    "| [Fazm](https://github.com/m13v/fazm) | Desktop | Accessibility API + vision | macOS | MIT | Yes (Ollama) | 3.2k |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://fazm.ai/blog/best-open-source-computer-use-agent-2026",
   "project": "Browser Use",
   "repository": "https://github.com/browser-use/browser-use",
   "stars": "52000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Best Open Source Computer Use Agent in 2026: Complete Comparison",
    "## The Complete Comparison Table",
    "| Agent | Category | Perception | Platforms | License | Local LLM | Stars (Apr 2026) |",
    "| [Browser Use](https://github.com/browser-use/browser-use) | Browser | DOM + vision | Cross-platform | MIT | Yes | 52k |"
   ],
   "repository_evidence": [
    "# Best Open Source Computer Use Agent in 2026: Complete Comparison",
    "## The Complete Comparison Table",
    "| Agent | Category | Perception | Platforms | License | Local LLM | Stars (Apr 2026) |",
    "| [Browser Use](https://github.com/browser-use/browser-use) | Browser | DOM + vision | Cross-platform | MIT | Yes | 52k |"
   ],
   "stars_evidence": [
    "# Best Open Source Computer Use Agent in 2026: Complete Comparison",
    "## The Complete Comparison Table",
    "| Agent | Category | Perception | Platforms | License | Local LLM | Stars (Apr 2026) |",
    "| [Browser Use](https://github.com/browser-use/browser-use) | Browser | DOM + vision | Cross-platform | MIT | Yes | 52k |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://fazm.ai/blog/best-open-source-computer-use-agent-2026",
   "project": "Open Interpreter",
   "repository": "https://github.com/OpenInterpreter/open-interpreter",
   "stars": "57000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Best Open Source Computer Use Agent in 2026: Complete Comparison",
    "## The Complete Comparison Table",
    "| Agent | Category | Perception | Platforms | License | Local LLM | Stars (Apr 2026) |",
    "| [Open Interpreter](https://github.com/OpenInterpreter/open-interpreter) | Hybrid | Code + vision | Cross-platform | AGPL-3.0 | Yes | 57k |"
   ],
   "repository_evidence": [
    "# Best Open Source Computer Use Agent in 2026: Complete Comparison",
    "## The Complete Comparison Table",
    "| Agent | Category | Perception | Platforms | License | Local LLM | Stars (Apr 2026) |",
    "| [Open Interpreter](https://github.com/OpenInterpreter/open-interpreter) | Hybrid | Code + vision | Cross-platform | AGPL-3.0 | Yes | 57k |"
   ],
   "stars_evidence": [
    "# Best Open Source Computer Use Agent in 2026: Complete Comparison",
    "## The Complete Comparison Table",
    "| Agent | Category | Perception | Platforms | License | Local LLM | Stars (Apr 2026) |",
    "| [Open Interpreter](https://github.com/OpenInterpreter/open-interpreter) | Hybrid | Code + vision | Cross-platform | AGPL-3.0 | Yes | 57k |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://fazm.ai/blog/best-open-source-computer-use-agent-2026",
   "project": "OS-Copilot",
   "repository": "https://github.com/OS-Copilot/OS-Copilot",
   "stars": "2800",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Best Open Source Computer Use Agent in 2026: Complete Comparison",
    "## The Complete Comparison Table",
    "| Agent | Category | Perception | Platforms | License | Local LLM | Stars (Apr 2026) |",
    "| [OS-Copilot](https://github.com/OS-Copilot/OS-Copilot) | Desktop | Screenshot + shell | Linux, macOS | Apache 2.0 | Yes | 2.8k |"
   ],
   "repository_evidence": [
    "# Best Open Source Computer Use Agent in 2026: Complete Comparison",
    "## The Complete Comparison Table",
    "| Agent | Category | Perception | Platforms | License | Local LLM | Stars (Apr 2026) |",
    "| [OS-Copilot](https://github.com/OS-Copilot/OS-Copilot) | Desktop | Screenshot + shell | Linux, macOS | Apache 2.0 | Yes | 2.8k |"
   ],
   "stars_evidence": [
    "# Best Open Source Computer Use Agent in 2026: Complete Comparison",
    "## The Complete Comparison Table",
    "| Agent | Category | Perception | Platforms | License | Local LLM | Stars (Apr 2026) |",
    "| [OS-Copilot](https://github.com/OS-Copilot/OS-Copilot) | Desktop | Screenshot + shell | Linux, macOS | Apache 2.0 | Yes | 2.8k |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://fazm.ai/blog/best-open-source-computer-use-agent-2026",
   "project": "OpenAdapt",
   "repository": "https://github.com/OpenAdaptAI/OpenAdapt",
   "stars": "1900",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Best Open Source Computer Use Agent in 2026: Complete Comparison",
    "## The Complete Comparison Table",
    "| Agent | Category | Perception | Platforms | License | Local LLM | Stars (Apr 2026) |",
    "| [OpenAdapt](https://github.com/OpenAdaptAI/OpenAdapt) | Desktop | Screenshot + recording | Cross-platform | MIT | Partial | 1.9k |"
   ],
   "repository_evidence": [
    "# Best Open Source Computer Use Agent in 2026: Complete Comparison",
    "## The Complete Comparison Table",
    "| Agent | Category | Perception | Platforms | License | Local LLM | Stars (Apr 2026) |",
    "| [OpenAdapt](https://github.com/OpenAdaptAI/OpenAdapt) | Desktop | Screenshot + recording | Cross-platform | MIT | Partial | 1.9k |"
   ],
   "stars_evidence": [
    "# Best Open Source Computer Use Agent in 2026: Complete Comparison",
    "## The Complete Comparison Table",
    "| Agent | Category | Perception | Platforms | License | Local LLM | Stars (Apr 2026) |",
    "| [OpenAdapt](https://github.com/OpenAdaptAI/OpenAdapt) | Desktop | Screenshot + recording | Cross-platform | MIT | Partial | 1.9k |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://fazm.ai/blog/best-open-source-computer-use-agent-2026",
   "project": "Agent.exe",
   "repository": "https://github.com/corbt/agent.exe",
   "stars": "3100",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Best Open Source Computer Use Agent in 2026: Complete Comparison",
    "## The Complete Comparison Table",
    "| Agent | Category | Perception | Platforms | License | Local LLM | Stars (Apr 2026) |",
    "| [Agent.exe](https://github.com/corbt/agent.exe) | Desktop | Screenshot | macOS, Windows | MIT | No | 3.1k |"
   ],
   "repository_evidence": [
    "# Best Open Source Computer Use Agent in 2026: Complete Comparison",
    "## The Complete Comparison Table",
    "| Agent | Category | Perception | Platforms | License | Local LLM | Stars (Apr 2026) |",
    "| [Agent.exe](https://github.com/corbt/agent.exe) | Desktop | Screenshot | macOS, Windows | MIT | No | 3.1k |"
   ],
   "stars_evidence": [
    "# Best Open Source Computer Use Agent in 2026: Complete Comparison",
    "## The Complete Comparison Table",
    "| Agent | Category | Perception | Platforms | License | Local LLM | Stars (Apr 2026) |",
    "| [Agent.exe](https://github.com/corbt/agent.exe) | Desktop | Screenshot | macOS, Windows | MIT | No | 3.1k |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://fazm.ai/blog/best-open-source-computer-use-agent-2026",
   "project": "Computer Use OOTB",
   "repository": "https://github.com/showlab/computer_use_ootb",
   "stars": "4500",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Best Open Source Computer Use Agent in 2026: Complete Comparison",
    "## The Complete Comparison Table",
    "| Agent | Category | Perception | Platforms | License | Local LLM | Stars (Apr 2026) |",
    "| [Computer Use OOTB](https://github.com/showlab/computer_use_ootb) | Desktop | Screenshot | Cross-platform | Apache 2.0 | No | 4.5k |"
   ],
   "repository_evidence": [
    "# Best Open Source Computer Use Agent in 2026: Complete Comparison",
    "## The Complete Comparison Table",
    "| Agent | Category | Perception | Platforms | License | Local LLM | Stars (Apr 2026) |",
    "| [Computer Use OOTB](https://github.com/showlab/computer_use_ootb) | Desktop | Screenshot | Cross-platform | Apache 2.0 | No | 4.5k |"
   ],
   "stars_evidence": [
    "# Best Open Source Computer Use Agent in 2026: Complete Comparison",
    "## The Complete Comparison Table",
    "| Agent | Category | Perception | Platforms | License | Local LLM | Stars (Apr 2026) |",
    "| [Computer Use OOTB](https://github.com/showlab/computer_use_ootb) | Desktop | Screenshot | Cross-platform | Apache 2.0 | No | 4.5k |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://fazm.ai/blog/best-open-source-computer-use-agent-2026",
   "project": "Skyvern",
   "repository": "https://github.com/Skyvern-AI/skyvern",
   "stars": "10000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Best Open Source Computer Use Agent in 2026: Complete Comparison",
    "## The Complete Comparison Table",
    "| Agent | Category | Perception | Platforms | License | Local LLM | Stars (Apr 2026) |",
    "| [Skyvern](https://github.com/Skyvern-AI/skyvern) | Browser | DOM + vision | Cross-platform | AGPL-3.0 | No | 10k |"
   ],
   "repository_evidence": [
    "# Best Open Source Computer Use Agent in 2026: Complete Comparison",
    "## The Complete Comparison Table",
    "| Agent | Category | Perception | Platforms | License | Local LLM | Stars (Apr 2026) |",
    "| [Skyvern](https://github.com/Skyvern-AI/skyvern) | Browser | DOM + vision | Cross-platform | AGPL-3.0 | No | 10k |"
   ],
   "stars_evidence": [
    "# Best Open Source Computer Use Agent in 2026: Complete Comparison",
    "## The Complete Comparison Table",
    "| Agent | Category | Perception | Platforms | License | Local LLM | Stars (Apr 2026) |",
    "| [Skyvern](https://github.com/Skyvern-AI/skyvern) | Browser | DOM + vision | Cross-platform | AGPL-3.0 | No | 10k |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://fazm.ai/blog/best-open-source-computer-use-agent-2026",
   "project": "LaVague",
   "repository": "https://github.com/lavague-ai/LaVague",
   "stars": "5300",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Best Open Source Computer Use Agent in 2026: Complete Comparison",
    "## The Complete Comparison Table",
    "| Agent | Category | Perception | Platforms | License | Local LLM | Stars (Apr 2026) |",
    "| [LaVague](https://github.com/lavague-ai/LaVague) | Browser | DOM + vision | Cross-platform | Apache 2.0 | Yes | 5.3k |"
   ],
   "repository_evidence": [
    "# Best Open Source Computer Use Agent in 2026: Complete Comparison",
    "## The Complete Comparison Table",
    "| Agent | Category | Perception | Platforms | License | Local LLM | Stars (Apr 2026) |",
    "| [LaVague](https://github.com/lavague-ai/LaVague) | Browser | DOM + vision | Cross-platform | Apache 2.0 | Yes | 5.3k |"
   ],
   "stars_evidence": [
    "# Best Open Source Computer Use Agent in 2026: Complete Comparison",
    "## The Complete Comparison Table",
    "| Agent | Category | Perception | Platforms | License | Local LLM | Stars (Apr 2026) |",
    "| [LaVague](https://github.com/lavague-ai/LaVague) | Browser | DOM + vision | Cross-platform | Apache 2.0 | Yes | 5.3k |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://fazm.ai/blog/best-open-source-computer-use-agent-2026",
   "project": "Anthropic CUA",
   "repository": "https://github.com/anthropics/anthropic-quickstarts",
   "stars": "7200",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Best Open Source Computer Use Agent in 2026: Complete Comparison",
    "## The Complete Comparison Table",
    "| Agent | Category | Perception | Platforms | License | Local LLM | Stars (Apr 2026) |",
    "| [Anthropic CUA](https://github.com/anthropics/anthropic-quickstarts) | Desktop | Screenshot | Cross-platform | MIT | No | 7.2k |"
   ],
   "repository_evidence": [
    "# Best Open Source Computer Use Agent in 2026: Complete Comparison",
    "## The Complete Comparison Table",
    "| Agent | Category | Perception | Platforms | License | Local LLM | Stars (Apr 2026) |",
    "| [Anthropic CUA](https://github.com/anthropics/anthropic-quickstarts) | Desktop | Screenshot | Cross-platform | MIT | No | 7.2k |"
   ],
   "stars_evidence": [
    "# Best Open Source Computer Use Agent in 2026: Complete Comparison",
    "## The Complete Comparison Table",
    "| Agent | Category | Perception | Platforms | License | Local LLM | Stars (Apr 2026) |",
    "| [Anthropic CUA](https://github.com/anthropics/anthropic-quickstarts) | Desktop | Screenshot | Cross-platform | MIT | No | 7.2k |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://fazm.ai/blog/best-open-source-computer-use-agent-2026",
   "project": "UI-TARS",
   "repository": "https://github.com/AlibabaGroup/UI-TARS",
   "stars": "3800",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Best Open Source Computer Use Agent in 2026: Complete Comparison",
    "## The Complete Comparison Table",
    "| Agent | Category | Perception | Platforms | License | Local LLM | Stars (Apr 2026) |",
    "| [UI-TARS](https://github.com/AlibabaGroup/UI-TARS) | Desktop | Screenshot (custom model) | Cross-platform | Apache 2.0 | Yes (native) | 3.8k |"
   ],
   "repository_evidence": [
    "# Best Open Source Computer Use Agent in 2026: Complete Comparison",
    "## The Complete Comparison Table",
    "| Agent | Category | Perception | Platforms | License | Local LLM | Stars (Apr 2026) |",
    "| [UI-TARS](https://github.com/AlibabaGroup/UI-TARS) | Desktop | Screenshot (custom model) | Cross-platform | Apache 2.0 | Yes (native) | 3.8k |"
   ],
   "stars_evidence": [
    "# Best Open Source Computer Use Agent in 2026: Complete Comparison",
    "## The Complete Comparison Table",
    "| Agent | Category | Perception | Platforms | License | Local LLM | Stars (Apr 2026) |",
    "| [UI-TARS](https://github.com/AlibabaGroup/UI-TARS) | Desktop | Screenshot (custom model) | Cross-platform | Apache 2.0 | Yes (native) | 3.8k |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://fazm.ai/blog/best-open-source-computer-use-agent-2026",
   "project": "SeeAct",
   "repository": "https://github.com/OSU-NLP-Group/SeeAct",
   "stars": "1500",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Best Open Source Computer Use Agent in 2026: Complete Comparison",
    "## The Complete Comparison Table",
    "| Agent | Category | Perception | Platforms | License | Local LLM | Stars (Apr 2026) |",
    "| [SeeAct](https://github.com/OSU-NLP-Group/SeeAct) | Browser | Screenshot | Cross-platform | MIT | Partial | 1.5k |"
   ],
   "repository_evidence": [
    "# Best Open Source Computer Use Agent in 2026: Complete Comparison",
    "## The Complete Comparison Table",
    "| Agent | Category | Perception | Platforms | License | Local LLM | Stars (Apr 2026) |",
    "| [SeeAct](https://github.com/OSU-NLP-Group/SeeAct) | Browser | Screenshot | Cross-platform | MIT | Partial | 1.5k |"
   ],
   "stars_evidence": [
    "# Best Open Source Computer Use Agent in 2026: Complete Comparison",
    "## The Complete Comparison Table",
    "| Agent | Category | Perception | Platforms | License | Local LLM | Stars (Apr 2026) |",
    "| [SeeAct](https://github.com/OSU-NLP-Group/SeeAct) | Browser | Screenshot | Cross-platform | MIT | Partial | 1.5k |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://medium.com/@leucopsis/open-source-deep-research-ai-assistants-157462a59c14",
   "project": "Open Deep Research",
   "repository": "https://github.com/langchain-ai/open_deep_research",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Open\u2011Source \u201cDeep Research\u201d AI Assistants",
    "## LangChain\u2019s Open Deep Research",
    "One of the most prominent projects is [**Open Deep Research**](https://github.com/langchain-ai/open_deep_research), an open-source agent developed by the LangChain team (originally inspired by a prototype from developer David Zhang)."
   ],
   "repository_evidence": [
    "# Open\u2011Source \u201cDeep Research\u201d AI Assistants",
    "## LangChain\u2019s Open Deep Research",
    "One of the most prominent projects is [**Open Deep Research**](https://github.com/langchain-ai/open_deep_research), an open-source agent developed by the LangChain team (originally inspired by a prototype from developer David Zhang)."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://medium.com/@leucopsis/open-source-deep-research-ai-assistants-157462a59c14",
   "project": "SerqAI\u2019s Deep Researcher",
   "repository": "https://github.com/Antibody/deep-researcher-node",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Open\u2011Source \u201cDeep Research\u201d AI Assistants",
    "## SerqAI Deep Researcher",
    "If you\u2019re looking for a ready-to-use web app that does deep research (without needing any setup or API keys), [**SerqAI\u2019s Deep Researcher**](https://serqai.com) is an appealing option."
   ],
   "repository_evidence": [
    "# Open\u2011Source \u201cDeep Research\u201d AI Assistants",
    "## SerqAI Deep Researcher",
    "[Their Github repo](https://github.com/Antibody/deep-researcher-node)."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://medium.com/@leucopsis/open-source-deep-research-ai-assistants-157462a59c14",
   "project": "DeepSearcher",
   "repository": "https://github.com/zilliztech/deep-searcher",
   "stars": "7000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Open\u2011Source \u201cDeep Research\u201d AI Assistants",
    "## Zilliz\u2019s DeepSearcher",
    "Database company [Zilliz](https://github.com/zilliztech/deep-searcher) (known for the Milvus vector database) entered the fray with an open-source project called **DeepSearcher**."
   ],
   "repository_evidence": [
    "# Open\u2011Source \u201cDeep Research\u201d AI Assistants",
    "## Zilliz\u2019s DeepSearcher",
    "Database company [Zilliz](https://github.com/zilliztech/deep-searcher) (known for the Milvus vector database) entered the fray with an open-source project called **DeepSearcher**."
   ],
   "stars_evidence": [
    "# Open\u2011Source \u201cDeep Research\u201d AI Assistants",
    "## Zilliz\u2019s DeepSearcher",
    "With roughly ~7K GitHub stars, it\u2019s clear the community sees it as a solid alternative for those wanting a do-it-yourself deep research agent."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://medium.com/@leucopsis/open-source-deep-research-ai-assistants-157462a59c14",
   "project": "DeepResearcher",
   "repository": "https://arxiv.org/abs/2504.03160",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Open\u2011Source \u201cDeep Research\u201d AI Assistants",
    "## GAIR\u2019s DeepResearcher (Reinforcement Learning Approach)",
    "DeepResearcher (Reinforcement Learning Approach)\n\n[**DeepResearcher**](https://arxiv.org/abs/2504.03160) is a project from the Generative AI Research Lab (GAIR) that takes a unique approach: instead of just writing an agent script, the team trained a new model specifically to be a deep-research agent."
   ],
   "repository_evidence": [
    "# Open\u2011Source \u201cDeep Research\u201d AI Assistants",
    "## GAIR\u2019s DeepResearcher (Reinforcement Learning Approach)",
    "[**DeepResearcher**](https://arxiv.org/abs/2504.03160) is a project from the Generative AI Research Lab (GAIR) that takes a unique approach: instead of just writing an agent script, the team trained a new model specifically to be a deep-research agent."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://medium.com/@leucopsis/open-source-deep-research-ai-assistants-157462a59c14",
   "project": "Local Deep Research",
   "repository": "https://github.com/LearningCircuit/local-deep-research",
   "stars": "3000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Open\u2011Source \u201cDeep Research\u201d AI Assistants",
    "## Local Deep Research (Self-Hosted, Privacy-Focused)",
    "All the projects above can technically be self-hosted, but [**Local Deep Research**](https://github.com/LearningCircuit/local-deep-research) deserves special mention for those who prioritize privacy and offline capability."
   ],
   "repository_evidence": [
    "# Open\u2011Source \u201cDeep Research\u201d AI Assistants",
    "## Local Deep Research (Self-Hosted, Privacy-Focused)",
    "All the projects above can technically be self-hosted, but [**Local Deep Research**](https://github.com/LearningCircuit/local-deep-research) deserves special mention for those who prioritize privacy and offline capability."
   ],
   "stars_evidence": [
    "# Open\u2011Source \u201cDeep Research\u201d AI Assistants",
    "## Local Deep Research (Self-Hosted, Privacy-Focused)",
    "The project\u2019s README notes that it achieved about **95% accuracy on a SimpleQA benchmark** using an open model (GPT-4.1-mini) as the brain, which is encouraging."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://medium.com/@leucopsis/open-source-deep-research-ai-assistants-157462a59c14",
   "project": "GPT Researcher",
   "repository": "https://docs.gptr.dev/docs/gpt-researcher",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Open\u2011Source \u201cDeep Research\u201d AI Assistants",
    "**GPT Researcher**\n\n[GPT Researcher](https://docs.gptr.dev/docs/gpt-researcher) is a mature, open-source deep-research agent that plans, searches, reads, and writes long-form reports with citations."
   ],
   "repository_evidence": [
    "# Open\u2011Source \u201cDeep Research\u201d AI Assistants",
    "[GPT Researcher](https://docs.gptr.dev/docs/gpt-researcher) is a mature, open-source deep-research agent that plans, searches, reads, and writes long-form reports with citations."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/projects/github.com%2Fe2b-dev%2Fawesome-ai-agents",
   "project": "Adala",
   "repository": "https://github.com/HumanSignal/Adala",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# https://github.com/e2b-dev/awesome-ai-agents",
    "A list of AI autonomous agents",
    "# Open-source projects ## [Adala](https://github.com/HumanSignal/Adala)"
   ],
   "repository_evidence": [
    "# https://github.com/e2b-dev/awesome-ai-agents",
    "A list of AI autonomous agents",
    "# Open-source projects ## [Adala](https://github.com/HumanSignal/Adala)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/projects/github.com%2Fe2b-dev%2Fawesome-ai-agents",
   "project": "Agent4Rec",
   "repository": "https://github.com/LehengTHU/Agent4Rec",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# https://github.com/e2b-dev/awesome-ai-agents",
    "A list of AI autonomous agents",
    "## [Agent4Rec](https://github.com/LehengTHU/Agent4Rec)"
   ],
   "repository_evidence": [
    "# https://github.com/e2b-dev/awesome-ai-agents",
    "A list of AI autonomous agents",
    "## [Agent4Rec](https://github.com/LehengTHU/Agent4Rec)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/projects/github.com%2Fe2b-dev%2Fawesome-ai-agents",
   "project": "AgentForge",
   "repository": "https://github.com/DataBassGit/AgentForge",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# https://github.com/e2b-dev/awesome-ai-agents",
    "A list of AI autonomous agents",
    "## [AgentForge](https://github.com/DataBassGit/AgentForge)"
   ],
   "repository_evidence": [
    "# https://github.com/e2b-dev/awesome-ai-agents",
    "A list of AI autonomous agents",
    "## [AgentForge](https://github.com/DataBassGit/AgentForge)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/projects/github.com%2Fe2b-dev%2Fawesome-ai-agents",
   "project": "AgentGPT",
   "repository": "https://github.com/reworkd/AgentGPT",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# https://github.com/e2b-dev/awesome-ai-agents",
    "A list of AI autonomous agents",
    "## [AgentGPT](https://agentgpt.reworkd.ai/)"
   ],
   "repository_evidence": [
    "# https://github.com/e2b-dev/awesome-ai-agents",
    "A list of AI autonomous agents",
    "- [GitHub](https://github.com/reworkd/AgentGPT)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/projects/github.com%2Fe2b-dev%2Fawesome-ai-agents",
   "project": "AgentPilot",
   "repository": "https://github.com/jbexta/AgentPilot",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# https://github.com/e2b-dev/awesome-ai-agents",
    "A list of AI autonomous agents",
    "## [AgentPilot](https://github.com/jbexta/AgentPilot)"
   ],
   "repository_evidence": [
    "# https://github.com/e2b-dev/awesome-ai-agents",
    "A list of AI autonomous agents",
    "## [AgentPilot](https://github.com/jbexta/AgentPilot)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/projects/github.com%2Fe2b-dev%2Fawesome-ai-agents",
   "project": "Agents",
   "repository": "https://github.com/aiwaves-cn/agents",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# https://github.com/e2b-dev/awesome-ai-agents",
    "A list of AI autonomous agents",
    "## [Agents](https://github.com/aiwaves-cn/agents)"
   ],
   "repository_evidence": [
    "# https://github.com/e2b-dev/awesome-ai-agents",
    "A list of AI autonomous agents",
    "## [Agents](https://github.com/aiwaves-cn/agents)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/projects/github.com%2Fe2b-dev%2Fawesome-ai-agents",
   "project": "AgentVerse",
   "repository": "https://github.com/OpenBMB/AgentVerse",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# https://github.com/e2b-dev/awesome-ai-agents",
    "A list of AI autonomous agents",
    "## [AgentVerse](https://github.com/OpenBMB/AgentVerse)"
   ],
   "repository_evidence": [
    "# https://github.com/e2b-dev/awesome-ai-agents",
    "A list of AI autonomous agents",
    "## [AgentVerse](https://github.com/OpenBMB/AgentVerse)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/projects/github.com%2Fe2b-dev%2Fawesome-ai-agents",
   "project": "AI Legion",
   "repository": "https://github.com/eumemic/ai-legion",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# https://github.com/e2b-dev/awesome-ai-agents",
    "A list of AI autonomous agents",
    "## [AI Legion](https://github.com/eumemic/ai-legion)"
   ],
   "repository_evidence": [
    "# https://github.com/e2b-dev/awesome-ai-agents",
    "A list of AI autonomous agents",
    "## [AI Legion](https://github.com/eumemic/ai-legion)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/projects/github.com%2Fe2b-dev%2Fawesome-ai-agents",
   "project": "Aider",
   "repository": "https://github.com/paul-gauthier/aider",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# https://github.com/e2b-dev/awesome-ai-agents",
    "A list of AI autonomous agents",
    "## [Aider](https://github.com/paul-gauthier/aider)"
   ],
   "repository_evidence": [
    "# https://github.com/e2b-dev/awesome-ai-agents",
    "A list of AI autonomous agents",
    "## [Aider](https://github.com/paul-gauthier/aider)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/projects/github.com%2Fe2b-dev%2Fawesome-ai-agents",
   "project": "AIlice",
   "repository": "https://github.com/myshell-ai/AIlice",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# https://github.com/e2b-dev/awesome-ai-agents",
    "A list of AI autonomous agents",
    "## [AIlice](https://github.com/myshell-ai/AIlice)"
   ],
   "repository_evidence": [
    "# https://github.com/e2b-dev/awesome-ai-agents",
    "A list of AI autonomous agents",
    "## [AIlice](https://github.com/myshell-ai/AIlice)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/projects/github.com%2Fe2b-dev%2Fawesome-ai-agents",
   "project": "AutoGen",
   "repository": "https://github.com/microsoft/autogen",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# https://github.com/e2b-dev/awesome-ai-agents",
    "A list of AI autonomous agents",
    "## [AutoGen](https://github.com/microsoft/autogen)"
   ],
   "repository_evidence": [
    "# https://github.com/e2b-dev/awesome-ai-agents",
    "A list of AI autonomous agents",
    "## [AutoGen](https://github.com/microsoft/autogen)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/projects/github.com%2Fe2b-dev%2Fawesome-ai-agents",
   "project": "AutoGPT",
   "repository": "https://github.com/Significant-Gravitas/Auto-GPT/?utm_source=awesome-ai-agents",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# https://github.com/e2b-dev/awesome-ai-agents",
    "A list of AI autonomous agents",
    "## [AutoGPT](https://agpt.co/?utm_source=awesome-ai-agents)"
   ],
   "repository_evidence": [
    "# https://github.com/e2b-dev/awesome-ai-agents",
    "A list of AI autonomous agents",
    "- [GitHub](https://github.com/Significant-Gravitas/Auto-GPT/?utm_source=awesome-ai-agents)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/projects/github.com%2Fe2b-dev%2Fawesome-ai-agents",
   "project": "Automata",
   "repository": "https://github.com/emrgnt-cmplxty/automata",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# https://github.com/e2b-dev/awesome-ai-agents",
    "A list of AI autonomous agents",
    "## [Automata](https://github.com/emrgnt-cmplxty/automata)"
   ],
   "repository_evidence": [
    "# https://github.com/e2b-dev/awesome-ai-agents",
    "A list of AI autonomous agents",
    "## [Automata](https://github.com/emrgnt-cmplxty/automata)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/projects/github.com%2Fe2b-dev%2Fawesome-ai-agents",
   "project": "AutoPR",
   "repository": "https://github.com/irgolic/AutoPR",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# https://github.com/e2b-dev/awesome-ai-agents",
    "A list of AI autonomous agents",
    "## [AutoPR](https://github.com/irgolic/AutoPR)"
   ],
   "repository_evidence": [
    "# https://github.com/e2b-dev/awesome-ai-agents",
    "A list of AI autonomous agents",
    "## [AutoPR](https://github.com/irgolic/AutoPR)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/projects/github.com%2Fe2b-dev%2Fawesome-ai-agents",
   "project": "Autonomous HR Chatbot",
   "repository": "https://github.com/stepanogil/autonomous-hr-chatbot",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# https://github.com/e2b-dev/awesome-ai-agents",
    "A list of AI autonomous agents",
    "## [Autonomous HR Chatbot](https://github.com/stepanogil/autonomous-hr-chatbot)"
   ],
   "repository_evidence": [
    "# https://github.com/e2b-dev/awesome-ai-agents",
    "A list of AI autonomous agents",
    "## [Autonomous HR Chatbot](https://github.com/stepanogil/autonomous-hr-chatbot)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/projects/github.com%2Fe2b-dev%2Fawesome-ai-agents",
   "project": "BabyAGI",
   "repository": "https://github.com/yoheinakajima/babyagi",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# https://github.com/e2b-dev/awesome-ai-agents",
    "A list of AI autonomous agents",
    "## [BabyAGI](https://github.com/yoheinakajima/babyagi)"
   ],
   "repository_evidence": [
    "# https://github.com/e2b-dev/awesome-ai-agents",
    "A list of AI autonomous agents",
    "## [BabyAGI](https://github.com/yoheinakajima/babyagi)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/projects/github.com%2Fe2b-dev%2Fawesome-ai-agents",
   "project": "BabyBeeAGI",
   "repository": "https://github.com/yoheinakajima/babyagi/blob/main/classic/BabyBeeAGI.py",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# https://github.com/e2b-dev/awesome-ai-agents",
    "A list of AI autonomous agents",
    "## [BabyBeeAGI](https://yoheinakajima.com/babybeeagi-task-management-and-functionality-expansion-on-top-of-babyagi/)"
   ],
   "repository_evidence": [
    "# https://github.com/e2b-dev/awesome-ai-agents",
    "A list of AI autonomous agents",
    "- [GitHub](https://github.com/yoheinakajima/babyagi/blob/main/classic/BabyBeeAGI.py)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/projects/github.com%2Fe2b-dev%2Fawesome-ai-agents",
   "project": "BabyCatAGI",
   "repository": "https://github.com/yoheinakajima/babyagi/blob/main/classic/BabyCatAGI.py",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# https://github.com/e2b-dev/awesome-ai-agents",
    "A list of AI autonomous agents",
    "## [BabyCatAGI](https://replit.com/@YoheiNakajima/BabyCatAGI)"
   ],
   "repository_evidence": [
    "# https://github.com/e2b-dev/awesome-ai-agents",
    "A list of AI autonomous agents",
    "- [GitHub](https://github.com/yoheinakajima/babyagi/blob/main/classic/BabyCatAGI.py)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/projects/github.com%2Fe2b-dev%2Fawesome-ai-agents",
   "project": "BabyDeerAGI",
   "repository": "https://github.com/yoheinakajima/babyagi/blob/main/classic/BabyDeerAGI.py",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# https://github.com/e2b-dev/awesome-ai-agents",
    "A list of AI autonomous agents",
    "## [BabyDeerAGI](https://twitter.com/yoheinakajima/status/1666313838868992001)"
   ],
   "repository_evidence": [
    "# https://github.com/e2b-dev/awesome-ai-agents",
    "A list of AI autonomous agents",
    "- [GitHub](https://github.com/yoheinakajima/babyagi/blob/main/classic/BabyDeerAGI.py)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/projects/github.com%2Fe2b-dev%2Fawesome-ai-agents",
   "project": "BabyElfAGI",
   "repository": "https://github.com/yoheinakajima/babyagi/blob/main/classic/BabyElfAGI/main.py",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# https://github.com/e2b-dev/awesome-ai-agents",
    "A list of AI autonomous agents",
    "## [BabyElfAGI](https://twitter.com/yoheinakajima/status/1678443482866933760)"
   ],
   "repository_evidence": [
    "# https://github.com/e2b-dev/awesome-ai-agents",
    "A list of AI autonomous agents",
    "- [GitHub](https://github.com/yoheinakajima/babyagi/blob/main/classic/BabyElfAGI/main.py)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/projects/github.com%2Fe2b-dev%2Fawesome-ai-agents",
   "project": "BabyCommandAGI",
   "repository": "https://github.com/saten-private/BabyCommandAGI",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# https://github.com/e2b-dev/awesome-ai-agents",
    "A list of AI autonomous agents",
    "## [BabyCommandAGI](https://github.com/saten-private/BabyCommandAGI)"
   ],
   "repository_evidence": [
    "# https://github.com/e2b-dev/awesome-ai-agents",
    "A list of AI autonomous agents",
    "## [BabyCommandAGI](https://github.com/saten-private/BabyCommandAGI)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/projects/github.com%2Fe2b-dev%2Fawesome-ai-agents",
   "project": "BabyFoxAGI",
   "repository": "https://github.com/yoheinakajima/babyagi/tree/main/classic/babyfoxagi",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# https://github.com/e2b-dev/awesome-ai-agents",
    "A list of AI autonomous agents",
    "## [BabyFoxAGI](https://github.com/yoheinakajima/babyagi/tree/main/classic/babyfoxagi)"
   ],
   "repository_evidence": [
    "# https://github.com/e2b-dev/awesome-ai-agents",
    "A list of AI autonomous agents",
    "## [BabyFoxAGI](https://github.com/yoheinakajima/babyagi/tree/main/classic/babyfoxagi)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/projects/github.com%2Fe2b-dev%2Fawesome-ai-agents",
   "project": "BambooAI",
   "repository": "https://github.com/pgalko/BambooAI",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# https://github.com/e2b-dev/awesome-ai-agents",
    "A list of AI autonomous agents",
    "## [BambooAI](https://github.com/pgalko/BambooAI)"
   ],
   "repository_evidence": [
    "# https://github.com/e2b-dev/awesome-ai-agents",
    "A list of AI autonomous agents",
    "## [BambooAI](https://github.com/pgalko/BambooAI)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/projects/github.com%2Fe2b-dev%2Fawesome-ai-agents",
   "project": "BeeBot",
   "repository": "https://github.com/AutoPackAI/beebot",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# https://github.com/e2b-dev/awesome-ai-agents",
    "A list of AI autonomous agents",
    "## [BeeBot](https://github.com/AutoPackAI/beebot)"
   ],
   "repository_evidence": [
    "# https://github.com/e2b-dev/awesome-ai-agents",
    "A list of AI autonomous agents",
    "## [BeeBot](https://github.com/AutoPackAI/beebot)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/projects/github.com%2Fe2b-dev%2Fawesome-ai-agents",
   "project": "Blinky",
   "repository": "https://github.com/seahyinghang8/blinky",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# https://github.com/e2b-dev/awesome-ai-agents",
    "A list of AI autonomous agents",
    "## [Blinky](https://github.com/seahyinghang8/blinky)"
   ],
   "repository_evidence": [
    "# https://github.com/e2b-dev/awesome-ai-agents",
    "A list of AI autonomous agents",
    "## [Blinky](https://github.com/seahyinghang8/blinky)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/projects/github.com%2Fe2b-dev%2Fawesome-ai-agents",
   "project": "Bloop",
   "repository": "https://github.com/BloopAI/bloop",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# https://github.com/e2b-dev/awesome-ai-agents",
    "A list of AI autonomous agents",
    "## [Bloop](https://bloop.ai/)"
   ],
   "repository_evidence": [
    "# https://github.com/e2b-dev/awesome-ai-agents",
    "A list of AI autonomous agents",
    "- [GitHub](https://github.com/BloopAI/bloop)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/projects/github.com%2Fe2b-dev%2Fawesome-ai-agents",
   "project": "BondAI",
   "repository": "https://github.com/krohling/bondai",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# https://github.com/e2b-dev/awesome-ai-agents",
    "A list of AI autonomous agents",
    "## [BondAI](https://bondai.dev/)"
   ],
   "repository_evidence": [
    "# https://github.com/e2b-dev/awesome-ai-agents",
    "A list of AI autonomous agents",
    "- [Github Repository](https://github.com/krohling/bondai)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/projects/github.com%2Fe2b-dev%2Fawesome-ai-agents",
   "project": "bumpgen",
   "repository": "https://github.com/xeol-io/bumpgen",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# https://github.com/e2b-dev/awesome-ai-agents",
    "A list of AI autonomous agents",
    "## [bumpgen](https://github.com/xeol-io/bumpgen)"
   ],
   "repository_evidence": [
    "# https://github.com/e2b-dev/awesome-ai-agents",
    "A list of AI autonomous agents",
    "## [bumpgen](https://github.com/xeol-io/bumpgen)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/projects/github.com%2Fe2b-dev%2Fawesome-ai-agents",
   "project": "Cal.ai",
   "repository": "https://github.com/calcom/cal.com/tree/main/apps/ai",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# https://github.com/e2b-dev/awesome-ai-agents",
    "A list of AI autonomous agents",
    "## [Cal.ai](https://cal.ai)"
   ],
   "repository_evidence": [
    "# https://github.com/e2b-dev/awesome-ai-agents",
    "A list of AI autonomous agents",
    "- [GitHub](https://github.com/calcom/cal.com/tree/main/apps/ai)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/projects/github.com%2Fe2b-dev%2Fawesome-ai-agents",
   "project": "CAMEL",
   "repository": "https://github.com/camel-ai/camel",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# https://github.com/e2b-dev/awesome-ai-agents",
    "A list of AI autonomous agents",
    "## [CAMEL](https://github.com/camel-ai/camel)"
   ],
   "repository_evidence": [
    "# https://github.com/e2b-dev/awesome-ai-agents",
    "A list of AI autonomous agents",
    "## [CAMEL](https://github.com/camel-ai/camel)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/projects/github.com%2Fe2b-dev%2Fawesome-ai-agents",
   "project": "ChatArena",
   "repository": "https://github.com/Farama-Foundation/chatarena",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# https://github.com/e2b-dev/awesome-ai-agents",
    "A list of AI autonomous agents",
    "## [ChatArena](https://www.chatarena.org/)"
   ],
   "repository_evidence": [
    "# https://github.com/e2b-dev/awesome-ai-agents",
    "A list of AI autonomous agents",
    "- [GitHub](https://github.com/Farama-Foundation/chatarena)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/projects/github.com%2Fe2b-dev%2Fawesome-ai-agents",
   "project": "ChatDev",
   "repository": "https://github.com/OpenBMB/ChatDev",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# https://github.com/e2b-dev/awesome-ai-agents",
    "A list of AI autonomous agents",
    "## [ChatDev](https://github.com/OpenBMB/ChatDev)"
   ],
   "repository_evidence": [
    "# https://github.com/e2b-dev/awesome-ai-agents",
    "A list of AI autonomous agents",
    "## [ChatDev](https://github.com/OpenBMB/ChatDev)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/projects/github.com%2Fe2b-dev%2Fawesome-ai-agents",
   "project": "ChemCrow",
   "repository": "https://github.com/ur-whitelab/chemcrow-public",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# https://github.com/e2b-dev/awesome-ai-agents",
    "A list of AI autonomous agents",
    "## [ChemCrow](https://github.com/ur-whitelab/chemcrow-public)"
   ],
   "repository_evidence": [
    "# https://github.com/e2b-dev/awesome-ai-agents",
    "A list of AI autonomous agents",
    "## [ChemCrow](https://github.com/ur-whitelab/chemcrow-public)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/projects/github.com%2Fe2b-dev%2Fawesome-ai-agents",
   "project": "Clippy",
   "repository": "https://github.com/ennucore/clippy/",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# https://github.com/e2b-dev/awesome-ai-agents",
    "A list of AI autonomous agents",
    "## [Clippy](https://github.com/ennucore/clippy/)"
   ],
   "repository_evidence": [
    "# https://github.com/e2b-dev/awesome-ai-agents",
    "A list of AI autonomous agents",
    "## [Clippy](https://github.com/ennucore/clippy/)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/projects/github.com%2Fe2b-dev%2Fawesome-ai-agents",
   "project": "CodeFuse-ChatBot",
   "repository": "https://github.com/codefuse-ai/codefuse-chatbot",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# https://github.com/e2b-dev/awesome-ai-agents",
    "A list of AI autonomous agents",
    "## [CodeFuse-ChatBot](https://github.com/codefuse-ai/codefuse-chatbot)"
   ],
   "repository_evidence": [
    "# https://github.com/e2b-dev/awesome-ai-agents",
    "A list of AI autonomous agents",
    "## [CodeFuse-ChatBot](https://github.com/codefuse-ai/codefuse-chatbot)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/projects/github.com%2Fe2b-dev%2Fawesome-ai-agents",
   "project": "Cody by ajhous44",
   "repository": "https://github.com/ajhous44/cody",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# https://github.com/e2b-dev/awesome-ai-agents",
    "A list of AI autonomous agents",
    "## [Cody by ajhous44](https://github.com/ajhous44/cody)"
   ],
   "repository_evidence": [
    "# https://github.com/e2b-dev/awesome-ai-agents",
    "A list of AI autonomous agents",
    "## [Cody by ajhous44](https://github.com/ajhous44/cody)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/projects/github.com%2Fe2b-dev%2Fawesome-ai-agents",
   "project": "Cody by Sourcegraph",
   "repository": "https://github.com/sourcegraph/sourcegraph/tree/main/client/cody",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# https://github.com/e2b-dev/awesome-ai-agents",
    "A list of AI autonomous agents",
    "## [Cody by Sourcegraph](https://docs.sourcegraph.com/cody)"
   ],
   "repository_evidence": [
    "# https://github.com/e2b-dev/awesome-ai-agents",
    "A list of AI autonomous agents",
    "- [GitHub](https://github.com/sourcegraph/sourcegraph/tree/main/client/cody)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/projects/github.com%2Fe2b-dev%2Fawesome-ai-agents",
   "project": "Continue",
   "repository": "https://github.com/continuedev/continue",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# https://github.com/e2b-dev/awesome-ai-agents",
    "A list of AI autonomous agents",
    "## [Continue](https://continue.dev/)"
   ],
   "repository_evidence": [
    "# https://github.com/e2b-dev/awesome-ai-agents",
    "A list of AI autonomous agents",
    "- [GitHub](https://github.com/continuedev/continue)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/projects/github.com%2Fe2b-dev%2Fawesome-ai-agents",
   "project": "CrewAI",
   "repository": "https://github.com/joaomdmoura/crewai",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# https://github.com/e2b-dev/awesome-ai-agents",
    "A list of AI autonomous agents",
    "## [CrewAI](https://github.com/joaomdmoura/crewai)"
   ],
   "repository_evidence": [
    "# https://github.com/e2b-dev/awesome-ai-agents",
    "A list of AI autonomous agents",
    "## [CrewAI](https://github.com/joaomdmoura/crewai)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/projects/github.com%2Fe2b-dev%2Fawesome-ai-agents",
   "project": "data-to-paper",
   "repository": "https://github.com/Technion-Kishony-lab/data-to-paper",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# https://github.com/e2b-dev/awesome-ai-agents",
    "A list of AI autonomous agents",
    "## [data-to-paper](https://github.com/Technion-Kishony-lab/data-to-paper)"
   ],
   "repository_evidence": [
    "# https://github.com/e2b-dev/awesome-ai-agents",
    "A list of AI autonomous agents",
    "## [data-to-paper](https://github.com/Technion-Kishony-lab/data-to-paper)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/projects/github.com%2Fe2b-dev%2Fawesome-ai-agents",
   "project": "Databerry",
   "repository": "https://github.com/gmpetrov/databerry",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# https://github.com/e2b-dev/awesome-ai-agents",
    "A list of AI autonomous agents",
    "## [Databerry](https://www.databerry.ai/) (Pivoted to Chaindesk)"
   ],
   "repository_evidence": [
    "# https://github.com/e2b-dev/awesome-ai-agents",
    "A list of AI autonomous agents",
    "- [GitHub](https://github.com/gmpetrov/databerry)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/projects/github.com%2Fe2b-dev%2Fawesome-ai-agents",
   "project": "DemoGPT",
   "repository": "https://github.com/melih-unsal/DemoGPT",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# https://github.com/e2b-dev/awesome-ai-agents",
    "A list of AI autonomous agents",
    "## [DemoGPT](https://github.com/melih-unsal/DemoGPT)"
   ],
   "repository_evidence": [
    "# https://github.com/e2b-dev/awesome-ai-agents",
    "A list of AI autonomous agents",
    "## [DemoGPT](https://github.com/melih-unsal/DemoGPT)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/projects/github.com%2Fe2b-dev%2Fawesome-ai-agents",
   "project": "DevGPT",
   "repository": "https://github.com/jina-ai/dev-gpt",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# https://github.com/e2b-dev/awesome-ai-agents",
    "A list of AI autonomous agents",
    "## [DevGPT](https://github.com/jina-ai/dev-gpt)"
   ],
   "repository_evidence": [
    "# https://github.com/e2b-dev/awesome-ai-agents",
    "A list of AI autonomous agents",
    "## [DevGPT](https://github.com/jina-ai/dev-gpt)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/projects/github.com%2Fe2b-dev%2Fawesome-ai-agents",
   "project": "Devika",
   "repository": "https://github.com/stitionai/devika",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# https://github.com/e2b-dev/awesome-ai-agents",
    "A list of AI autonomous agents",
    "## [Devika](https://github.com/stitionai/devika)"
   ],
   "repository_evidence": [
    "# https://github.com/e2b-dev/awesome-ai-agents",
    "A list of AI autonomous agents",
    "## [Devika](https://github.com/stitionai/devika)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/projects/github.com%2Fe2b-dev%2Fawesome-ai-agents",
   "project": "Devon",
   "repository": "https://github.com/entropy-research/Devon",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# https://github.com/e2b-dev/awesome-ai-agents",
    "A list of AI autonomous agents",
    "## [Devon](https://github.com/entropy-research/Devon)"
   ],
   "repository_evidence": [
    "# https://github.com/e2b-dev/awesome-ai-agents",
    "A list of AI autonomous agents",
    "## [Devon](https://github.com/entropy-research/Devon)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/projects/github.com%2Fe2b-dev%2Fawesome-ai-agents",
   "project": "DevOpsGPT",
   "repository": "https://github.com/kuafuai/DevOpsGPT",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# https://github.com/e2b-dev/awesome-ai-agents",
    "A list of AI autonomous agents",
    "## [DevOpsGPT](https://github.com/kuafuai/DevOpsGPT)"
   ],
   "repository_evidence": [
    "# https://github.com/e2b-dev/awesome-ai-agents",
    "A list of AI autonomous agents",
    "## [DevOpsGPT](https://github.com/kuafuai/DevOpsGPT)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/projects/github.com%2Fe2b-dev%2Fawesome-ai-agents",
   "project": "dotagent",
   "repository": "https://github.com/dot-agent/dotagent",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# https://github.com/e2b-dev/awesome-ai-agents",
    "A list of AI autonomous agents",
    "## [dotagent](https://github.com/dot-agent/dotagent)"
   ],
   "repository_evidence": [
    "# https://github.com/e2b-dev/awesome-ai-agents",
    "A list of AI autonomous agents",
    "## [dotagent](https://github.com/dot-agent/dotagent)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/projects/github.com%2Fe2b-dev%2Fawesome-ai-agents",
   "project": "Eidolon",
   "repository": "https://github.com/eidolon-ai/eidolon",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# https://github.com/e2b-dev/awesome-ai-agents",
    "A list of AI autonomous agents",
    "## [Eidolon](https://eidolonai.com/)"
   ],
   "repository_evidence": [
    "# https://github.com/e2b-dev/awesome-ai-agents",
    "A list of AI autonomous agents",
    "- [GitHub](https://github.com/eidolon-ai/eidolon)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/projects/github.com%2Fe2b-dev%2Fawesome-ai-agents",
   "project": "English Compiler",
   "repository": "https://github.com/uilicious/english-compiler",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# https://github.com/e2b-dev/awesome-ai-agents",
    "A list of AI autonomous agents",
    "## [English Compiler](https://github.com/uilicious/english-compiler)"
   ],
   "repository_evidence": [
    "# https://github.com/e2b-dev/awesome-ai-agents",
    "A list of AI autonomous agents",
    "## [English Compiler](https://github.com/uilicious/english-compiler)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/projects/github.com%2Fe2b-dev%2Fawesome-ai-agents",
   "project": "evo.ninja",
   "repository": "https://github.com/polywrap/evo.ninja/",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# https://github.com/e2b-dev/awesome-ai-agents",
    "A list of AI autonomous agents",
    "## [evo.ninja](https://evo.ninja/)"
   ],
   "repository_evidence": [
    "# https://github.com/e2b-dev/awesome-ai-agents",
    "A list of AI autonomous agents",
    "- [GitHub](https://github.com/polywrap/evo.ninja/)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/projects/github.com%2Fe2b-dev%2Fawesome-ai-agents",
   "project": "FastAgency",
   "repository": "https://github.com/airtai/fastagency",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# https://github.com/e2b-dev/awesome-ai-agents",
    "A list of AI autonomous agents",
    "## [FastAgency](https://fastagency.ai/latest/)"
   ],
   "repository_evidence": [
    "# https://github.com/e2b-dev/awesome-ai-agents",
    "A list of AI autonomous agents",
    "- [GitHub](https://github.com/airtai/fastagency)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/projects/github.com%2Fe2b-dev%2Fawesome-ai-agents",
   "project": "Flowise",
   "repository": "https://github.com/FlowiseAI/Flowise",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# https://github.com/e2b-dev/awesome-ai-agents",
    "A list of AI autonomous agents",
    "## [Flowise](https://flowiseai.com/)"
   ],
   "repository_evidence": [
    "# https://github.com/e2b-dev/awesome-ai-agents",
    "A list of AI autonomous agents",
    "- [GitHub](https://github.com/FlowiseAI/Flowise)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/projects/github.com%2Fe2b-dev%2Fawesome-ai-agents",
   "project": "Friday",
   "repository": "https://github.com/amirrezasalimi/friday/",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# https://github.com/e2b-dev/awesome-ai-agents",
    "A list of AI autonomous agents",
    "## [Friday](https://github.com/amirrezasalimi/friday/)"
   ],
   "repository_evidence": [
    "# https://github.com/e2b-dev/awesome-ai-agents",
    "A list of AI autonomous agents",
    "## [Friday](https://github.com/amirrezasalimi/friday/)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/projects/github.com%2Fe2b-dev%2Fawesome-ai-agents",
   "project": "GeniA",
   "repository": "https://github.com/genia-dev/GeniA",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# https://github.com/e2b-dev/awesome-ai-agents",
    "A list of AI autonomous agents",
    "## [GeniA](https://github.com/genia-dev/GeniA)"
   ],
   "repository_evidence": [
    "# https://github.com/e2b-dev/awesome-ai-agents",
    "A list of AI autonomous agents",
    "## [GeniA](https://github.com/genia-dev/GeniA)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/projects/github.com%2Fe2b-dev%2Fawesome-ai-agents",
   "project": "Godmode",
   "repository": "https://github.com/FOLLGAD/Godmode-GPT",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# https://github.com/e2b-dev/awesome-ai-agents",
    "A list of AI autonomous agents",
    "## [Godmode](https://godmode.space/)"
   ],
   "repository_evidence": [
    "# https://github.com/e2b-dev/awesome-ai-agents",
    "A list of AI autonomous agents",
    "- [GitHub](https://github.com/FOLLGAD/Godmode-GPT)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/projects/github.com%2Fe2b-dev%2Fawesome-ai-agents",
   "project": "GPT Discord",
   "repository": "https://github.com/Kav-K/GPTDiscord",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# https://github.com/e2b-dev/awesome-ai-agents",
    "A list of AI autonomous agents",
    "## [GPT Discord](https://github.com/Kav-K/GPTDiscord)"
   ],
   "repository_evidence": [
    "# https://github.com/e2b-dev/awesome-ai-agents",
    "A list of AI autonomous agents",
    "## [GPT Discord](https://github.com/Kav-K/GPTDiscord)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/projects/github.com%2Fe2b-dev%2Fawesome-ai-agents",
   "project": "GPT Engineer",
   "repository": "https://github.com/AntonOsika/gpt-engineer",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# https://github.com/e2b-dev/awesome-ai-agents",
    "A list of AI autonomous agents",
    "## [GPT Engineer](https://gptengineer.app/)"
   ],
   "repository_evidence": [
    "# https://github.com/e2b-dev/awesome-ai-agents",
    "A list of AI autonomous agents",
    "- [GitHub](https://github.com/AntonOsika/gpt-engineer)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/projects/github.com%2Fe2b-dev%2Fawesome-ai-agents",
   "project": "GPT Migrate",
   "repository": "https://github.com/0xpayne/gpt-migrate",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# https://github.com/e2b-dev/awesome-ai-agents",
    "A list of AI autonomous agents",
    "## [GPT Migrate](https://github.com/0xpayne/gpt-migrate)"
   ],
   "repository_evidence": [
    "# https://github.com/e2b-dev/awesome-ai-agents",
    "A list of AI autonomous agents",
    "## [GPT Migrate](https://github.com/0xpayne/gpt-migrate)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/projects/github.com%2Fe2b-dev%2Fawesome-ai-agents",
   "project": "GPT Pilot",
   "repository": "https://github.com/Pythagora-io/gpt-pilot",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# https://github.com/e2b-dev/awesome-ai-agents",
    "A list of AI autonomous agents",
    "## [GPT Pilot](https://github.com/Pythagora-io/gpt-pilot)"
   ],
   "repository_evidence": [
    "# https://github.com/e2b-dev/awesome-ai-agents",
    "A list of AI autonomous agents",
    "## [GPT Pilot](https://github.com/Pythagora-io/gpt-pilot)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/projects/github.com%2Fe2b-dev%2Fawesome-ai-agents",
   "project": "GPT Researcher",
   "repository": "https://github.com/assafelovic/gpt-researcher",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# https://github.com/e2b-dev/awesome-ai-agents",
    "A list of AI autonomous agents",
    "## [GPT Researcher](https://github.com/assafelovic/gpt-researcher)"
   ],
   "repository_evidence": [
    "# https://github.com/e2b-dev/awesome-ai-agents",
    "A list of AI autonomous agents",
    "## [GPT Researcher](https://github.com/assafelovic/gpt-researcher)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/projects/github.com%2Fe2b-dev%2Fawesome-ai-agents",
   "project": "GPT Runner",
   "repository": "https://github.com/nicepkg/gpt-runner",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# https://github.com/e2b-dev/awesome-ai-agents",
    "A list of AI autonomous agents",
    "## [GPT Runner](https://github.com/nicepkg/gpt-runner)"
   ],
   "repository_evidence": [
    "# https://github.com/e2b-dev/awesome-ai-agents",
    "A list of AI autonomous agents",
    "## [GPT Runner](https://github.com/nicepkg/gpt-runner)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/projects/github.com%2Fe2b-dev%2Fawesome-ai-agents",
   "project": "GPTSwarm",
   "repository": "https://github.com/metauto-ai/GPTSwarm",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# https://github.com/e2b-dev/awesome-ai-agents",
    "A list of AI autonomous agents",
    "## [GPTSwarm](https://gptswarm.org/)"
   ],
   "repository_evidence": [
    "# https://github.com/e2b-dev/awesome-ai-agents",
    "A list of AI autonomous agents",
    "- [GitHub](https://github.com/metauto-ai/GPTSwarm)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://joshuaberkowitz.us/blog/research-reviews-2/microsoft-research-proposes-deep-integration-of-computer-use-agents-in-agentos-for-windows-56",
   "project": "UFO2",
   "repository": "https://github.com/microsoft/UFO/",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "This research from Microsoft introduces UFO2, a novel multiagent AgentOS for Windows desktops designed to overcome these limitations by achieving deep OS integration and providing a practical, system-level solution for robust and non-disruptive desktop automation.",
    "Extensive \ufeff[\ufeffdocumentation \ufeff](https://microsoft.github.io/UFO/)\ufeffand \ufeff[\ufeffopen source code\ufeff](https://github.com/microsoft/UFO/)\ufeff is available from Microsoft."
   ],
   "repository_evidence": [
    "Extensive \ufeff[\ufeffdocumentation \ufeff](https://microsoft.github.io/UFO/)\ufeffand \ufeff[\ufeffopen source code\ufeff](https://github.com/microsoft/UFO/)\ufeff is available from Microsoft.",
    "Github Repository \ufeff[\ufeffhttps://github.com/microsoft/UFO/\ufeff](https://github.com/microsoft/UFO/)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://www.reddit.com/r/reactjs/comments/1g0h3gz/kaibanjs_an_opensource_framework_for_ai/",
   "project": "KaibanJS",
   "repository": "https://github.com/kaiban-ai/KaibanJS",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Hey r/reactjs,",
    "It's called [KaibanJS](https://www.kaibanjs.com/), and it's an open-source framework for building AI multi-agent systems in JavaScript, with a focus on React integration."
   ],
   "repository_evidence": [
    "Hey r/reactjs,",
    "* GitHub repo: [https://github.com/kaiban-ai/KaibanJS](https://github.com/kaiban-ai/KaibanJS)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://aicoolies.com/tools/openmanus",
   "project": "OpenManus",
   "repository": null,
   "stars": "55000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "OpenManus emerged as the open-source response to Manus AI, built in just three hours by the MetaGPT team and rapidly growing to over 55,000 GitHub stars."
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "OpenManus emerged as the open-source response to Manus AI, built in just three hours by the MetaGPT team and rapidly growing to over 55,000 GitHub stars."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/WangRongsheng/awesome-LLM-resources",
   "project": "AutoGen",
   "repository": "https://github.com/microsoft/autogen",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "1. [AutoGen](https://github.com/microsoft/autogen): AutoGen is a framework that enables the development of LLM applications using multiple agents that can converse with each other to solve tasks."
   ],
   "repository_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "1. [AutoGen](https://github.com/microsoft/autogen): AutoGen is a framework that enables the development of LLM applications using multiple agents that can converse with each other to solve tasks."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/WangRongsheng/awesome-LLM-resources",
   "project": "CrewAI",
   "repository": "https://github.com/joaomdmoura/crewAI",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "2. [CrewAI](https://github.com/joaomdmoura/crewAI): Framework for orchestrating role-playing, autonomous AI agents. By fostering collaborative intelligence, CrewAI empowers agents to work together seamlessly, tackling complex tasks."
   ],
   "repository_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "2. [CrewAI](https://github.com/joaomdmoura/crewAI): Framework for orchestrating role-playing, autonomous AI agents. By fostering collaborative intelligence, CrewAI empowers agents to work together seamlessly, tackling complex tasks."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/WangRongsheng/awesome-LLM-resources",
   "project": "AgentGPT",
   "repository": "https://github.com/reworkd/AgentGPT",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "4. [AgentGPT](https://github.com/reworkd/AgentGPT): Assemble, configure, and deploy autonomous AI Agents in your browser."
   ],
   "repository_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "4. [AgentGPT](https://github.com/reworkd/AgentGPT): Assemble, configure, and deploy autonomous AI Agents in your browser."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/WangRongsheng/awesome-LLM-resources",
   "project": "XAgent",
   "repository": "https://github.com/OpenBMB/XAgent",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "5. [XAgent](https://github.com/OpenBMB/XAgent): An Autonomous LLM Agent for Complex Task Solving."
   ],
   "repository_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "5. [XAgent](https://github.com/OpenBMB/XAgent): An Autonomous LLM Agent for Complex Task Solving."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/WangRongsheng/awesome-LLM-resources",
   "project": "MobileAgent",
   "repository": "https://github.com/X-PLUG/MobileAgent",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "6. [MobileAgent](https://github.com/X-PLUG/MobileAgent): The Powerful Mobile Device Operation Assistant Family."
   ],
   "repository_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "6. [MobileAgent](https://github.com/X-PLUG/MobileAgent): The Powerful Mobile Device Operation Assistant Family."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/WangRongsheng/awesome-LLM-resources",
   "project": "Lagent",
   "repository": "https://github.com/InternLM/lagent",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "7. [Lagent](https://github.com/InternLM/lagent): A lightweight framework for building LLM-based agents."
   ],
   "repository_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "7. [Lagent](https://github.com/InternLM/lagent): A lightweight framework for building LLM-based agents."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/WangRongsheng/awesome-LLM-resources",
   "project": "Qwen-Agent",
   "repository": "https://github.com/QwenLM/Qwen-Agent",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "8. [Qwen-Agent](https://github.com/QwenLM/Qwen-Agent): Agent framework and applications built upon Qwen2, featuring Function Calling, Code Interpreter, RAG, and Chrome extension."
   ],
   "repository_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "8. [Qwen-Agent](https://github.com/QwenLM/Qwen-Agent): Agent framework and applications built upon Qwen2, featuring Function Calling, Code Interpreter, RAG, and Chrome extension."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/WangRongsheng/awesome-LLM-resources",
   "project": "agentUniverse",
   "repository": "https://github.com/alipay/agentUniverse",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "11. [agentUniverse](https://github.com/alipay/agentUniverse): agentUniverse is a LLM multi-agent framework that allows developers to easily build multi-agent applications. Furthermore, through the community, they can exchange and share practices of patterns across different domains."
   ],
   "repository_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "11. [agentUniverse](https://github.com/alipay/agentUniverse): agentUniverse is a LLM multi-agent framework that allows developers to easily build multi-agent applications. Furthermore, through the community, they can exchange and share practices of patterns across different domains."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/WangRongsheng/awesome-LLM-resources",
   "project": "AgentScope",
   "repository": "https://github.com/modelscope/agentscope",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "13. [AgentScope](https://github.com/modelscope/agentscope): Start building LLM-empowered multi-agent applications in an easier way."
   ],
   "repository_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "13. [AgentScope](https://github.com/modelscope/agentscope): Start building LLM-empowered multi-agent applications in an easier way."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/WangRongsheng/awesome-LLM-resources",
   "project": "AgentField",
   "repository": "https://github.com/Agent-Field/agentfield",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "14. [AgentField](https://github.com/Agent-Field/agentfield): Open-source control plane for building and operating AI agents like APIs at scale, with routing, memory, observability, identity, auth, and policy controls."
   ],
   "repository_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "14. [AgentField](https://github.com/Agent-Field/agentfield): Open-source control plane for building and operating AI agents like APIs at scale, with routing, memory, observability, identity, auth, and policy controls."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/WangRongsheng/awesome-LLM-resources",
   "project": "MoA",
   "repository": "https://github.com/togethercomputer/MoA",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "15. [MoA](https://github.com/togethercomputer/MoA): Mixture of Agents (MoA) is a novel approach that leverages the collective strengths of multiple LLMs to enhance performance, achieving state-of-the-art results."
   ],
   "repository_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "15. [MoA](https://github.com/togethercomputer/MoA): Mixture of Agents (MoA) is a novel approach that leverages the collective strengths of multiple LLMs to enhance performance, achieving state-of-the-art results."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/WangRongsheng/awesome-LLM-resources",
   "project": "Agently",
   "repository": "https://github.com/Maplemx/Agently",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "16. [Agently](https://github.com/Maplemx/Agently): AI Agent Application Development Framework."
   ],
   "repository_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "16. [Agently](https://github.com/Maplemx/Agently): AI Agent Application Development Framework."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/WangRongsheng/awesome-LLM-resources",
   "project": "OmAgent",
   "repository": "https://github.com/om-ai-lab/OmAgent",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "17. [OmAgent](https://github.com/om-ai-lab/OmAgent): A multimodal agent framework for solving complex tasks."
   ],
   "repository_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "17. [OmAgent](https://github.com/om-ai-lab/OmAgent): A multimodal agent framework for solving complex tasks."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/WangRongsheng/awesome-LLM-resources",
   "project": "CAMEL",
   "repository": "https://github.com/camel-ai/camel",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "19. [CAMEL](https://github.com/camel-ai/camel): First LLM multi-agent framework and an open-source community dedicated to finding the scaling law of agents."
   ],
   "repository_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "19. [CAMEL](https://github.com/camel-ai/camel): First LLM multi-agent framework and an open-source community dedicated to finding the scaling law of agents."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/WangRongsheng/awesome-LLM-resources",
   "project": "IoA",
   "repository": "https://github.com/openbmb/ioa",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "21. [IoA](https://github.com/openbmb/ioa): An open-source framework for collaborative AI agents, enabling diverse, distributed agents to team up and tackle complex tasks through internet-like connectivity."
   ],
   "repository_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "21. [IoA](https://github.com/openbmb/ioa): An open-source framework for collaborative AI agents, enabling diverse, distributed agents to team up and tackle complex tasks through internet-like connectivity."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/WangRongsheng/awesome-LLM-resources",
   "project": "Agent Zero",
   "repository": "https://github.com/frdel/agent-zero",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "23. [Agent Zero](https://github.com/frdel/agent-zero): Agent Zero is not a predefined agentic framework. It is designed to be dynamic, organically growing, and learning as you use it."
   ],
   "repository_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "23. [Agent Zero](https://github.com/frdel/agent-zero): Agent Zero is not a predefined agentic framework. It is designed to be dynamic, organically growing, and learning as you use it."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/WangRongsheng/awesome-LLM-resources",
   "project": "Agents",
   "repository": "https://github.com/aiwaves-cn/agents",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "24. [Agents](https://github.com/aiwaves-cn/agents): An Open-source Framework for Data-centric, Self-evolving Autonomous Language Agents."
   ],
   "repository_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "24. [Agents](https://github.com/aiwaves-cn/agents): An Open-source Framework for Data-centric, Self-evolving Autonomous Language Agents."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/WangRongsheng/awesome-LLM-resources",
   "project": "FastAgency",
   "repository": "https://github.com/airtai/fastagency",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "26. [FastAgency](https://github.com/airtai/fastagency): The fastest way to bring multi-agent workflows to production."
   ],
   "repository_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "26. [FastAgency](https://github.com/airtai/fastagency): The fastest way to bring multi-agent workflows to production."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/WangRongsheng/awesome-LLM-resources",
   "project": "Swarm",
   "repository": "https://github.com/openai/swarm",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "27. [Swarm](https://github.com/openai/swarm): Framework for building, orchestrating and deploying multi-agent systems. Managed by OpenAI Solutions team. Experimental framework."
   ],
   "repository_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "27. [Swarm](https://github.com/openai/swarm): Framework for building, orchestrating and deploying multi-agent systems. Managed by OpenAI Solutions team. Experimental framework."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/WangRongsheng/awesome-LLM-resources",
   "project": "Agent-S",
   "repository": "https://github.com/simular-ai/Agent-S",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "28. [Agent-S](https://github.com/simular-ai/Agent-S): an open agentic framework that uses computers like a human."
   ],
   "repository_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "28. [Agent-S](https://github.com/simular-ai/Agent-S): an open agentic framework that uses computers like a human."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/WangRongsheng/awesome-LLM-resources",
   "project": "PydanticAI",
   "repository": "https://github.com/pydantic/pydantic-ai",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "29. [PydanticAI](https://github.com/pydantic/pydantic-ai): Agent Framework / shim to use Pydantic with LLMs."
   ],
   "repository_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "29. [PydanticAI](https://github.com/pydantic/pydantic-ai): Agent Framework / shim to use Pydantic with LLMs."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/WangRongsheng/awesome-LLM-resources",
   "project": "Agentarium",
   "repository": "https://github.com/Thytu/Agentarium",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "30. [Agentarium](https://github.com/Thytu/Agentarium): open-source framework for creating and managing simulations populated with AI-powered agents."
   ],
   "repository_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "30. [Agentarium](https://github.com/Thytu/Agentarium): open-source framework for creating and managing simulations populated with AI-powered agents."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/WangRongsheng/awesome-LLM-resources",
   "project": "Agno",
   "repository": "https://github.com/agno-agi/agno",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "33. [Agno](https://github.com/agno-agi/agno): Agno is a lightweight library for building Agents with memory, knowledge, tools and reasoning."
   ],
   "repository_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "33. [Agno](https://github.com/agno-agi/agno): Agno is a lightweight library for building Agents with memory, knowledge, tools and reasoning."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/WangRongsheng/awesome-LLM-resources",
   "project": "EvoAgentX",
   "repository": "https://github.com/EvoAgentX/EvoAgentX",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "36. [EvoAgentX](https://github.com/EvoAgentX/EvoAgentX): Building a Self-Evolving Ecosystem of AI Agents."
   ],
   "repository_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "36. [EvoAgentX](https://github.com/EvoAgentX/EvoAgentX): Building a Self-Evolving Ecosystem of AI Agents."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/WangRongsheng/awesome-LLM-resources",
   "project": "ii-agent",
   "repository": "https://github.com/Intelligent-Internet/ii-agent",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "37. [ii-agent](https://github.com/Intelligent-Internet/ii-agent): a new open-source framework to build and deploy intelligent agents."
   ],
   "repository_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "37. [ii-agent](https://github.com/Intelligent-Internet/ii-agent): a new open-source framework to build and deploy intelligent agents."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/WangRongsheng/awesome-LLM-resources",
   "project": "OWL",
   "repository": "https://github.com/camel-ai/owl",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "38. [OWL](https://github.com/camel-ai/owl): Optimized Workforce Learning for General Multi-Agent Assistance in Real-World Task Automation."
   ],
   "repository_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "38. [OWL](https://github.com/camel-ai/owl): Optimized Workforce Learning for General Multi-Agent Assistance in Real-World Task Automation."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/WangRongsheng/awesome-LLM-resources",
   "project": "OxyGent",
   "repository": "https://github.com/jd-opensource/OxyGent",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "42. [OxyGent](https://github.com/jd-opensource/OxyGent): An advanced Python framework that empowers developers to quickly build production-ready intelligent systems."
   ],
   "repository_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "42. [OxyGent](https://github.com/jd-opensource/OxyGent): An advanced Python framework that empowers developers to quickly build production-ready intelligent systems."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/WangRongsheng/awesome-LLM-resources",
   "project": "Youtu-Agent",
   "repository": "https://github.com/TencentCloudADP/youtu-agent",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "48. [Youtu-Agent](https://github.com/TencentCloudADP/youtu-agent): A simple yet powerful agent framework that delivers with open-source models."
   ],
   "repository_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "48. [Youtu-Agent](https://github.com/TencentCloudADP/youtu-agent): A simple yet powerful agent framework that delivers with open-source models."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/WangRongsheng/awesome-LLM-resources",
   "project": "TEN",
   "repository": "https://github.com/TEN-framework/ten_framework",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## \u77e5\u8bc6\u5e93 RAG",
    "22. [TEN](https://github.com/TEN-framework/ten_framework): the Next-Gen AI-Agent Framework, the world's first truly real-time multimodal AI agent framework."
   ],
   "repository_evidence": [
    "## \u77e5\u8bc6\u5e93 RAG",
    "22. [TEN](https://github.com/TEN-framework/ten_framework): the Next-Gen AI-Agent Framework, the world's first truly real-time multimodal AI agent framework."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/WangRongsheng/awesome-LLM-resources",
   "project": "MindSearch",
   "repository": "https://github.com/InternLM/MindSearch",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## \u641c\u7d22 Search",
    "2. [MindSearch](https://github.com/InternLM/MindSearch): An LLM-based Multi-agent Framework of Web Search Engine (like Perplexity.ai Pro and SearchGPT)."
   ],
   "repository_evidence": [
    "## \u641c\u7d22 Search",
    "2. [MindSearch](https://github.com/InternLM/MindSearch): An LLM-based Multi-agent Framework of Web Search Engine (like Perplexity.ai Pro and SearchGPT)."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://agentscamp.com/tools/letta",
   "project": "Letta",
   "repository": null,
   "stars": "23000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Tool",
    "# Letta",
    "Letta (formerly MemGPT, Apache-2.0, ~23k stars) builds agents that manage their own memory \u2014 self-editing memory blocks, conversation search, persistence beyond any context window \u2014 exposed as an agents server/API with Python/TS SDKs and a visual Agent Development Environment."
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "Tool",
    "# Letta",
    "Letta (formerly MemGPT, Apache-2.0, ~23k stars) builds agents that manage their own memory \u2014 self-editing memory blocks, conversation search, persistence beyond any context window \u2014 exposed as an agents server/API with Python/TS SDKs and a visual Agent Development Environment."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://hvtracker.net/categories/browser-computer-use",
   "project": "Browser Harness",
   "repository": null,
   "stars": "16.2k",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Browser & Computer Use",
    "| # | Agent | Trust | Stars | Language |",
    "| 1 | [Browser Harness](/agents/browser-harness/) A Listed Browser Harness | Self-healing harness that enables LLMs to complete any task. | 88.5 | 16.2k | Python |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# Browser & Computer Use",
    "| # | Agent | Trust | Stars | Language |",
    "| 1 | [Browser Harness](/agents/browser-harness/) A Listed Browser Harness | Self-healing harness that enables LLMs to complete any task. | 88.5 | 16.2k | Python |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://hvtracker.net/categories/browser-computer-use",
   "project": "Stagehand",
   "repository": null,
   "stars": "23.6k",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Browser & Computer Use",
    "| # | Agent | Trust | Stars | Language |",
    "| 2 | [Stagehand](/agents/stagehand/) A Listed The SDK For Browser Agents | 85.9 | 23.6k | TypeScript |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# Browser & Computer Use",
    "| # | Agent | Trust | Stars | Language |",
    "| 2 | [Stagehand](/agents/stagehand/) A Listed The SDK For Browser Agents | 85.9 | 23.6k | TypeScript |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://hvtracker.net/categories/browser-computer-use",
   "project": "Agent Browser",
   "repository": null,
   "stars": "38.9k",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Browser & Computer Use",
    "| # | Agent | Trust | Stars | Language |",
    "| 3 | [Agent Browser](/agents/agent-browser/) A Listed Browser automation CLI for AI agents | 85.8 | 38.9k | Rust |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# Browser & Computer Use",
    "| # | Agent | Trust | Stars | Language |",
    "| 3 | [Agent Browser](/agents/agent-browser/) A Listed Browser automation CLI for AI agents | 85.8 | 38.9k | Rust |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://hvtracker.net/categories/browser-computer-use",
   "project": "Skyvern",
   "repository": null,
   "stars": "22.5k",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Browser & Computer Use",
    "| # | Agent | Trust | Stars | Language |",
    "| 4 | [Skyvern](/agents/skyvern/) A Listed Automate browser based workflows with AI | 80.5 | 22.5k | Python |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# Browser & Computer Use",
    "| # | Agent | Trust | Stars | Language |",
    "| 4 | [Skyvern](/agents/skyvern/) A Listed Automate browser based workflows with AI | 80.5 | 22.5k | Python |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://hvtracker.net/categories/browser-computer-use",
   "project": "OpenClaw",
   "repository": null,
   "stars": "383.7k",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Browser & Computer Use",
    "| # | Agent | Trust | Stars | Language |",
    "| 5 | [OpenClaw](/agents/openclaw/) B Listed Your own personal AI assistant. Any OS. Any Platform. The lobster way. \ud83e\udd9e | 76.4 | 383.7k | TypeScript |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# Browser & Computer Use",
    "| # | Agent | Trust | Stars | Language |",
    "| 5 | [OpenClaw](/agents/openclaw/) B Listed Your own personal AI assistant. Any OS. Any Platform. The lobster way. \ud83e\udd9e | 76.4 | 383.7k | TypeScript |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://hvtracker.net/categories/browser-computer-use",
   "project": "Browser Use",
   "repository": null,
   "stars": "106.0k",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Browser & Computer Use",
    "| # | Agent | Trust | Stars | Language |",
    "| 6 | [Browser Use](/agents/browser-use/) B Listed \ud83c\udf10 Make websites accessible for AI agents. Automate tasks online with ease. | 71.9 | 106.0k | Python |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# Browser & Computer Use",
    "| # | Agent | Trust | Stars | Language |",
    "| 6 | [Browser Use](/agents/browser-use/) B Listed \ud83c\udf10 Make websites accessible for AI agents. Automate tasks online with ease. | 71.9 | 106.0k | Python |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://hvtracker.net/categories/browser-computer-use",
   "project": "Cua",
   "repository": null,
   "stars": "20.4k",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Browser & Computer Use",
    "| # | Agent | Trust | Stars | Language |",
    "| 7 | [Cua](/agents/cua/) B Listed Open-source infrastructure for Computer-Use Agents. Sandboxes, SDKs, and benchmarks to train and evaluate AI agents that | 68.6 | 20.4k | HTML |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# Browser & Computer Use",
    "| # | Agent | Trust | Stars | Language |",
    "| 7 | [Cua](/agents/cua/) B Listed Open-source infrastructure for Computer-Use Agents. Sandboxes, SDKs, and benchmarks to train and evaluate AI agents that | 68.6 | 20.4k | HTML |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://hvtracker.net/categories/browser-computer-use",
   "project": "OpenCLI",
   "repository": null,
   "stars": "27.0k",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Browser & Computer Use",
    "| # | Agent | Trust | Stars | Language |",
    "| 8 | [OpenCLI](/agents/opencli/) C Listed Make Any Website into CLI & Use your logged-in browser by AI agent. | 64.3 | 27.0k | JavaScript |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# Browser & Computer Use",
    "| # | Agent | Trust | Stars | Language |",
    "| 8 | [OpenCLI](/agents/opencli/) C Listed Make Any Website into CLI & Use your logged-in browser by AI agent. | 64.3 | 27.0k | JavaScript |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://hvtracker.net/categories/browser-computer-use",
   "project": "Magentic-UI",
   "repository": null,
   "stars": "10.0k",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Browser & Computer Use",
    "| # | Agent | Trust | Stars | Language |",
    "| 9 | [Magentic-UI](/agents/magentic-ui/) C Listed MagenticLite is an experimental agent that works across the browser and local file system | 58.8 | 10.0k | Python |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# Browser & Computer Use",
    "| # | Agent | Trust | Stars | Language |",
    "| 9 | [Magentic-UI](/agents/magentic-ui/) C Listed MagenticLite is an experimental agent that works across the browser and local file system | 58.8 | 10.0k | Python |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://hvtracker.net/categories/browser-computer-use",
   "project": "Steel Browser",
   "repository": null,
   "stars": "7.4k",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Browser & Computer Use",
    "| # | Agent | Trust | Stars | Language |",
    "| 10 | [Steel Browser](/agents/steel-browser/) C Listed \ud83d\udd25 Open Source Browser API for AI Agents & Apps. Steel Browser is a batteries-included browser sandbox that lets you auto | 57.9 | 7.4k | TypeScript |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# Browser & Computer Use",
    "| # | Agent | Trust | Stars | Language |",
    "| 10 | [Steel Browser](/agents/steel-browser/) C Listed \ud83d\udd25 Open Source Browser API for AI Agents & Apps. Steel Browser is a batteries-included browser sandbox that lets you auto | 57.9 | 7.4k | TypeScript |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://hvtracker.net/categories/browser-computer-use",
   "project": "UFO",
   "repository": null,
   "stars": "9.3k",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Browser & Computer Use",
    "| # | Agent | Trust | Stars | Language |",
    "| 11 | [UFO](/agents/ufo/) C Listed UFO\u00b3: Weaving the Digital Agent Galaxy | 57.2 | 9.3k | Python |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# Browser & Computer Use",
    "| # | Agent | Trust | Stars | Language |",
    "| 11 | [UFO](/agents/ufo/) C Listed UFO\u00b3: Weaving the Digital Agent Galaxy | 57.2 | 9.3k | Python |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://hvtracker.net/categories/browser-computer-use",
   "project": "BrowserGym agents",
   "repository": null,
   "stars": "1.3k",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Browser & Computer Use",
    "| # | Agent | Trust | Stars | Language |",
    "| 12 | [BrowserGym agents](/agents/browsergym-agents/) C Listed \ud83c\udf0e\ud83d\udcaa BrowserGym, a Gym environment for web task automation | 57.0 | 1.3k | Python |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# Browser & Computer Use",
    "| # | Agent | Trust | Stars | Language |",
    "| 12 | [BrowserGym agents](/agents/browsergym-agents/) C Listed \ud83c\udf0e\ud83d\udcaa BrowserGym, a Gym environment for web task automation | 57.0 | 1.3k | Python |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://hvtracker.net/categories/browser-computer-use",
   "project": "UI-TARS Desktop",
   "repository": null,
   "stars": "38.2k",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Browser & Computer Use",
    "| # | Agent | Trust | Stars | Language |",
    "| 13 | [UI-TARS Desktop](/agents/ui-tars-desktop/) C Listed The Open-Source Multimodal AI Agent Stack: Connecting Cutting-Edge AI Models and Agent Infra | 56.0 | 38.2k | TypeScript |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# Browser & Computer Use",
    "| # | Agent | Trust | Stars | Language |",
    "| 13 | [UI-TARS Desktop](/agents/ui-tars-desktop/) C Listed The Open-Source Multimodal AI Agent Stack: Connecting Cutting-Edge AI Models and Agent Infra | 56.0 | 38.2k | TypeScript |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://hvtracker.net/categories/browser-computer-use",
   "project": "OmniParser",
   "repository": null,
   "stars": "25.2k",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Browser & Computer Use",
    "| # | Agent | Trust | Stars | Language |",
    "| 14 | [OmniParser](/agents/omniparser/) C Listed A simple screen parsing tool towards pure vision based GUI agent | 52.2 | 25.2k | Jupyter Notebook |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# Browser & Computer Use",
    "| # | Agent | Trust | Stars | Language |",
    "| 14 | [OmniParser](/agents/omniparser/) C Listed A simple screen parsing tool towards pure vision based GUI agent | 52.2 | 25.2k | Jupyter Notebook |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://hvtracker.net/categories/browser-computer-use",
   "project": "Browser Use Web UI",
   "repository": null,
   "stars": "16.2k",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Browser & Computer Use",
    "| # | Agent | Trust | Stars | Language |",
    "| 15 | [Browser Use Web UI](/agents/browser-use-web-ui/) D Listed \ud83d\udda5\ufe0f Run AI Agent in your browser. | 48.0 | 16.2k | Python |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# Browser & Computer Use",
    "| # | Agent | Trust | Stars | Language |",
    "| 15 | [Browser Use Web UI](/agents/browser-use-web-ui/) D Listed \ud83d\udda5\ufe0f Run AI Agent in your browser. | 48.0 | 16.2k | Python |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://hvtracker.net/categories/browser-computer-use",
   "project": "autoMate",
   "repository": null,
   "stars": "3.9k",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Browser & Computer Use",
    "| # | Agent | Trust | Stars | Language |",
    "| 16 | [autoMate](/agents/automate/) D Listed Like Manus, Computer Use Agent(CUA) and Omniparser, we are computer-using agents.AI-driven local automation assistant th | 45.6 | 3.9k | Python |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# Browser & Computer Use",
    "| # | Agent | Trust | Stars | Language |",
    "| 16 | [autoMate](/agents/automate/) D Listed Like Manus, Computer Use Agent(CUA) and Omniparser, we are computer-using agents.AI-driven local automation assistant th | 45.6 | 3.9k | Python |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://hvtracker.net/categories/browser-computer-use",
   "project": "MolmoWeb",
   "repository": null,
   "stars": "579",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Browser & Computer Use",
    "| # | Agent | Trust | Stars | Language |",
    "| 17 | [MolmoWeb](/agents/molmoweb/) D Listed | 43.2 | 579 | Python |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# Browser & Computer Use",
    "| # | Agent | Trust | Stars | Language |",
    "| 17 | [MolmoWeb](/agents/molmoweb/) D Listed | 43.2 | 579 | Python |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://hvtracker.net/categories/browser-computer-use",
   "project": "Agent-S",
   "repository": null,
   "stars": "12.0k",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Browser & Computer Use",
    "| # | Agent | Trust | Stars | Language |",
    "| 18 | [Agent-S](/agents/agent-s/) D Listed Agent S: an open agentic framework that uses computers like a human | 41.3 | 12.0k | Python |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# Browser & Computer Use",
    "| # | Agent | Trust | Stars | Language |",
    "| 18 | [Agent-S](/agents/agent-s/) D Listed Agent S: an open agentic framework that uses computers like a human | 41.3 | 12.0k | Python |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://hvtracker.net/categories/browser-computer-use",
   "project": "UI-TARS",
   "repository": null,
   "stars": "11.2k",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Browser & Computer Use",
    "| # | Agent | Trust | Stars | Language |",
    "| 19 | [UI-TARS](/agents/ui-tars/) D Listed Pioneering Automated GUI Interaction with Native Agents | 39.3 | 11.2k | Python |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# Browser & Computer Use",
    "| # | Agent | Trust | Stars | Language |",
    "| 19 | [UI-TARS](/agents/ui-tars/) D Listed Pioneering Automated GUI Interaction with Native Agents | 39.3 | 11.2k | Python |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://hvtracker.net/categories/browser-computer-use",
   "project": "OpenCUA",
   "repository": null,
   "stars": "802",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Browser & Computer Use",
    "| # | Agent | Trust | Stars | Language |",
    "| 20 | [OpenCUA](/agents/opencua/) D Listed [NeurIPS 2025 Spotlight] OpenCUA: Open Foundations for Computer-Use Agents | 38.5 | 802 | Python |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# Browser & Computer Use",
    "| # | Agent | Trust | Stars | Language |",
    "| 20 | [OpenCUA](/agents/opencua/) D Listed [NeurIPS 2025 Spotlight] OpenCUA: Open Foundations for Computer-Use Agents | 38.5 | 802 | Python |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://hvtracker.net/categories/browser-computer-use",
   "project": "OpenAI CUA Sample App",
   "repository": null,
   "stars": "1.8k",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Browser & Computer Use",
    "| # | Agent | Trust | Stars | Language |",
    "| 21 | [OpenAI CUA Sample App](/agents/openai-cua-sample-app/) D Listed Learn how to use CUA (our Computer Using Agent) via the API on multiple computer environments. | 38.0 | 1.8k | TypeScript |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# Browser & Computer Use",
    "| # | Agent | Trust | Stars | Language |",
    "| 21 | [OpenAI CUA Sample App](/agents/openai-cua-sample-app/) D Listed Learn how to use CUA (our Computer Using Agent) via the API on multiple computer environments. | 38.0 | 1.8k | TypeScript |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://hvtracker.net/categories/browser-computer-use",
   "project": "Agent-E",
   "repository": null,
   "stars": "1.2k",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Browser & Computer Use",
    "| # | Agent | Trust | Stars | Language |",
    "| 22 | [Agent-E](/agents/agent-e/) D Listed Agent driven automation starting with the web. Try it: https://www.emergence.ai/web-automation-api | 37.7 | 1.2k | Python |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# Browser & Computer Use",
    "| # | Agent | Trust | Stars | Language |",
    "| 22 | [Agent-E](/agents/agent-e/) D Listed Agent driven automation starting with the web. Try it: https://www.emergence.ai/web-automation-api | 37.7 | 1.2k | Python |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://hvtracker.net/categories/browser-computer-use",
   "project": "OpenBrowser",
   "repository": null,
   "stars": "9.5k",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Browser & Computer Use",
    "| # | Agent | Trust | Stars | Language |",
    "| 23 | [OpenBrowser](/agents/openbrowser/) D Listed Let AI agents browse the web. An autonomous toolkit for browser-based AI agents. | 35.9 | 9.5k | TypeScript |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# Browser & Computer Use",
    "| # | Agent | Trust | Stars | Language |",
    "| 23 | [OpenBrowser](/agents/openbrowser/) D Listed Let AI agents browse the web. An autonomous toolkit for browser-based AI agents. | 35.9 | 9.5k | TypeScript |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://hvtracker.net/categories/browser-computer-use",
   "project": "Nanobrowser",
   "repository": null,
   "stars": "13.5k",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Browser & Computer Use",
    "| # | Agent | Trust | Stars | Language |",
    "| 24 | [Nanobrowser](/agents/nanobrowser/) D Listed Open-Source Chrome extension for AI-powered web automation. Run multi-agent workflows using your own LLM API key. Altern | 34.3 | 13.5k | TypeScript |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# Browser & Computer Use",
    "| # | Agent | Trust | Stars | Language |",
    "| 24 | [Nanobrowser](/agents/nanobrowser/) D Listed Open-Source Chrome extension for AI-powered web automation. Run multi-agent workflows using your own LLM API key. Altern | 34.3 | 13.5k | TypeScript |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://hvtracker.net/categories/browser-computer-use",
   "project": "ScaleCUA",
   "repository": null,
   "stars": "1.1k",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Browser & Computer Use",
    "| # | Agent | Trust | Stars | Language |",
    "| 25 | [ScaleCUA](/agents/scalecua/) D Listed [ICLR 2026 Oral] ScaleCUA is the open-sourced computer use agents that can operate on cross-platform environments (Windo | 29.6 | 1.1k | Python |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# Browser & Computer Use",
    "| # | Agent | Trust | Stars | Language |",
    "| 25 | [ScaleCUA](/agents/scalecua/) D Listed [ICLR 2026 Oral] ScaleCUA is the open-sourced computer use agents that can operate on cross-platform environments (Windo | 29.6 | 1.1k | Python |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://hvtracker.net/categories/browser-computer-use",
   "project": "Open Operator",
   "repository": null,
   "stars": "2.0k",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Browser & Computer Use",
    "| # | Agent | Trust | Stars | Language |",
    "| 26 | [Open Operator](/agents/open-operator/) D Needs review A template for building web agents with Stagehand on Browserbase | 29.3 | 2.0k | TypeScript |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# Browser & Computer Use",
    "| # | Agent | Trust | Stars | Language |",
    "| 26 | [Open Operator](/agents/open-operator/) D Needs review A template for building web agents with Stagehand on Browserbase | 29.3 | 2.0k | TypeScript |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://hvtracker.net/categories/browser-computer-use",
   "project": "PyWinAssistant",
   "repository": null,
   "stars": "1.3k",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Browser & Computer Use",
    "| # | Agent | Trust | Stars | Language |",
    "| 27 | [PyWinAssistant](/agents/pywinassistant/) D Needs review The first open-source Artificial Narrow Intelligence generalist agentic framework Computer-Using-Agent that fully operat | 29.2 | 1.3k | Python |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# Browser & Computer Use",
    "| # | Agent | Trust | Stars | Language |",
    "| 27 | [PyWinAssistant](/agents/pywinassistant/) D Needs review The first open-source Artificial Narrow Intelligence generalist agentic framework Computer-Using-Agent that fully operat | 29.2 | 1.3k | Python |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://hvtracker.net/categories/browser-computer-use",
   "project": "TuriX",
   "repository": null,
   "stars": "3.1k",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Browser & Computer Use",
    "| # | Agent | Trust | Stars | Language |",
    "| 28 | [TuriX](/agents/turix/) D Listed This is the official website for TuriX Computer-use-Agent | 17.6 | 3.1k | Python |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# Browser & Computer Use",
    "| # | Agent | Trust | Stars | Language |",
    "| 28 | [TuriX](/agents/turix/) D Listed This is the official website for TuriX Computer-use-Agent | 17.6 | 3.1k | Python |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://onehack.st/t/free-ai-research-tools-that-replace-20-month-subscriptions/317186",
   "project": "Perplexica",
   "repository": "https://github.com/ItzCrazyKns/Perplexica",
   "stars": "18000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Free AI Research Tools That Replace $20/Month Subscriptions \u2014 The Complete Arsenal",
    "## ![:bullseye:](https://onehack.st/images/emoji/apple/bullseye.png?v=15) PICK YOUR FIGHTER \u2014 The Starter Pack",
    "### Perplexica \u2014 The \u201cJust Works\u201d Option"
   ],
   "repository_evidence": [
    "Free AI Research Tools That Replace $20/Month Subscriptions \u2014 The Complete Arsenal",
    "## ![:bullseye:](https://onehack.st/images/emoji/apple/bullseye.png?v=15) PICK YOUR FIGHTER \u2014 The Starter Pack",
    "![:link:](https://onehack.st/images/emoji/apple/link.png?v=15)[github.com/ItzCrazyKns/Perplexica](https://github.com/ItzCrazyKns/Perplexica) \u2014 18k+ stars"
   ],
   "stars_evidence": [
    "Free AI Research Tools That Replace $20/Month Subscriptions \u2014 The Complete Arsenal",
    "## ![:bullseye:](https://onehack.st/images/emoji/apple/bullseye.png?v=15) PICK YOUR FIGHTER \u2014 The Starter Pack",
    "![:link:](https://onehack.st/images/emoji/apple/link.png?v=15)[github.com/ItzCrazyKns/Perplexica](https://github.com/ItzCrazyKns/Perplexica) \u2014 18k+ stars"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://onehack.st/t/free-ai-research-tools-that-replace-20-month-subscriptions/317186",
   "project": "Open WebUI",
   "repository": "https://github.com/open-webui/open-webui",
   "stars": "60000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Free AI Research Tools That Replace $20/Month Subscriptions \u2014 The Complete Arsenal",
    "## ![:bullseye:](https://onehack.st/images/emoji/apple/bullseye.png?v=15) PICK YOUR FIGHTER \u2014 The Starter Pack",
    "### Open WebUI \u2014 The Swiss Army Knife"
   ],
   "repository_evidence": [
    "Free AI Research Tools That Replace $20/Month Subscriptions \u2014 The Complete Arsenal",
    "## ![:bullseye:](https://onehack.st/images/emoji/apple/bullseye.png?v=15) PICK YOUR FIGHTER \u2014 The Starter Pack",
    "![:link:](https://onehack.st/images/emoji/apple/link.png?v=15)[github.com/open-webui/open-webui](https://github.com/open-webui/open-webui) \u2014 60k+ stars"
   ],
   "stars_evidence": [
    "Free AI Research Tools That Replace $20/Month Subscriptions \u2014 The Complete Arsenal",
    "## ![:bullseye:](https://onehack.st/images/emoji/apple/bullseye.png?v=15) PICK YOUR FIGHTER \u2014 The Starter Pack",
    "![:link:](https://onehack.st/images/emoji/apple/link.png?v=15)[github.com/open-webui/open-webui](https://github.com/open-webui/open-webui) \u2014 60k+ stars"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://onehack.st/t/free-ai-research-tools-that-replace-20-month-subscriptions/317186",
   "project": "LLocalSearch",
   "repository": "https://github.com/nilsherzig/LLocalSearch",
   "stars": "5500",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Free AI Research Tools That Replace $20/Month Subscriptions \u2014 The Complete Arsenal",
    "## ![:bullseye:](https://onehack.st/images/emoji/apple/bullseye.png?v=15) PICK YOUR FIGHTER \u2014 The Starter Pack",
    "### LLocalSearch \u2014 Zero API Keys, Zero BS"
   ],
   "repository_evidence": [
    "Free AI Research Tools That Replace $20/Month Subscriptions \u2014 The Complete Arsenal",
    "## ![:bullseye:](https://onehack.st/images/emoji/apple/bullseye.png?v=15) PICK YOUR FIGHTER \u2014 The Starter Pack",
    "![:link:](https://onehack.st/images/emoji/apple/link.png?v=15)[github.com/nilsherzig/LLocalSearch](https://github.com/nilsherzig/LLocalSearch) \u2014 5.5k+ stars"
   ],
   "stars_evidence": [
    "Free AI Research Tools That Replace $20/Month Subscriptions \u2014 The Complete Arsenal",
    "## ![:bullseye:](https://onehack.st/images/emoji/apple/bullseye.png?v=15) PICK YOUR FIGHTER \u2014 The Starter Pack",
    "![:link:](https://onehack.st/images/emoji/apple/link.png?v=15)[github.com/nilsherzig/LLocalSearch](https://github.com/nilsherzig/LLocalSearch) \u2014 5.5k+ stars"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://onehack.st/t/free-ai-research-tools-that-replace-20-month-subscriptions/317186",
   "project": "MindSearch",
   "repository": "https://github.com/InternLM/MindSearch",
   "stars": "6700",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Free AI Research Tools That Replace $20/Month Subscriptions \u2014 The Complete Arsenal",
    "## ![:bullseye:](https://onehack.st/images/emoji/apple/bullseye.png?v=15) PICK YOUR FIGHTER \u2014 The Starter Pack",
    "### MindSearch \u2014 Thinks Like a Human"
   ],
   "repository_evidence": [
    "Free AI Research Tools That Replace $20/Month Subscriptions \u2014 The Complete Arsenal",
    "## ![:bullseye:](https://onehack.st/images/emoji/apple/bullseye.png?v=15) PICK YOUR FIGHTER \u2014 The Starter Pack",
    "![:link:](https://onehack.st/images/emoji/apple/link.png?v=15)[github.com/InternLM/MindSearch](https://github.com/InternLM/MindSearch) \u2014 6.7k+ stars"
   ],
   "stars_evidence": [
    "Free AI Research Tools That Replace $20/Month Subscriptions \u2014 The Complete Arsenal",
    "## ![:bullseye:](https://onehack.st/images/emoji/apple/bullseye.png?v=15) PICK YOUR FIGHTER \u2014 The Starter Pack",
    "![:link:](https://onehack.st/images/emoji/apple/link.png?v=15)[github.com/InternLM/MindSearch](https://github.com/InternLM/MindSearch) \u2014 6.7k+ stars"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://onehack.st/t/free-ai-research-tools-that-replace-20-month-subscriptions/317186",
   "project": "Khoj",
   "repository": "https://github.com/khoj-ai/khoj",
   "stars": "25000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Free AI Research Tools That Replace $20/Month Subscriptions \u2014 The Complete Arsenal",
    "## ![:bullseye:](https://onehack.st/images/emoji/apple/bullseye.png?v=15) PICK YOUR FIGHTER \u2014 The Starter Pack",
    "### Khoj \u2014 Your Second Brain"
   ],
   "repository_evidence": [
    "Free AI Research Tools That Replace $20/Month Subscriptions \u2014 The Complete Arsenal",
    "## ![:bullseye:](https://onehack.st/images/emoji/apple/bullseye.png?v=15) PICK YOUR FIGHTER \u2014 The Starter Pack",
    "![:link:](https://onehack.st/images/emoji/apple/link.png?v=15)[github.com/khoj-ai/khoj](https://github.com/khoj-ai/khoj) \u2014 25k+ stars"
   ],
   "stars_evidence": [
    "Free AI Research Tools That Replace $20/Month Subscriptions \u2014 The Complete Arsenal",
    "## ![:bullseye:](https://onehack.st/images/emoji/apple/bullseye.png?v=15) PICK YOUR FIGHTER \u2014 The Starter Pack",
    "![:link:](https://onehack.st/images/emoji/apple/link.png?v=15)[github.com/khoj-ai/khoj](https://github.com/khoj-ai/khoj) \u2014 25k+ stars"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://onehack.st/t/free-ai-research-tools-that-replace-20-month-subscriptions/317186",
   "project": "SurfSense",
   "repository": "https://github.com/MODSetter/SurfSense",
   "stars": "10000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Free AI Research Tools That Replace $20/Month Subscriptions \u2014 The Complete Arsenal",
    "## ![:brain:](https://onehack.st/images/emoji/apple/brain.png?v=15) Deep Research Agents \u2014 The Nuclear Options",
    "| Agent | What It Does | Link |",
    "| **SurfSense** | 20+ service connectors (Slack, Notion, Jira, GitHub, Discord, Gmail, Drive, YouTube). Browser extension. Generates podcasts from research. 150+ AI models. | [GitHub](https://github.com/MODSetter/SurfSense) \u2014 10k+ stars |"
   ],
   "repository_evidence": [
    "Free AI Research Tools That Replace $20/Month Subscriptions \u2014 The Complete Arsenal",
    "## ![:brain:](https://onehack.st/images/emoji/apple/brain.png?v=15) Deep Research Agents \u2014 The Nuclear Options",
    "| Agent | What It Does | Link |",
    "| **SurfSense** | 20+ service connectors (Slack, Notion, Jira, GitHub, Discord, Gmail, Drive, YouTube). Browser extension. Generates podcasts from research. 150+ AI models. | [GitHub](https://github.com/MODSetter/SurfSense) \u2014 10k+ stars |"
   ],
   "stars_evidence": [
    "Free AI Research Tools That Replace $20/Month Subscriptions \u2014 The Complete Arsenal",
    "## ![:brain:](https://onehack.st/images/emoji/apple/brain.png?v=15) Deep Research Agents \u2014 The Nuclear Options",
    "| Agent | What It Does | Link |",
    "| **SurfSense** | 20+ service connectors (Slack, Notion, Jira, GitHub, Discord, Gmail, Drive, YouTube). Browser extension. Generates podcasts from research. 150+ AI models. | [GitHub](https://github.com/MODSetter/SurfSense) \u2014 10k+ stars |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://onehack.st/t/free-ai-research-tools-that-replace-20-month-subscriptions/317186",
   "project": "Scira",
   "repository": "https://github.com/zaidmukaddam/scira",
   "stars": "11000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Free AI Research Tools That Replace $20/Month Subscriptions \u2014 The Complete Arsenal",
    "## ![:brain:](https://onehack.st/images/emoji/apple/brain.png?v=15) Deep Research Agents \u2014 The Nuclear Options",
    "| Agent | What It Does | Link |",
    "| **Scira** | \u201cExtreme Search\u201d mode. Academic, YouTube, Reddit modes. Memory for preferences. | [GitHub](https://github.com/zaidmukaddam/scira) \u2014 11k+ stars |"
   ],
   "repository_evidence": [
    "Free AI Research Tools That Replace $20/Month Subscriptions \u2014 The Complete Arsenal",
    "## ![:brain:](https://onehack.st/images/emoji/apple/brain.png?v=15) Deep Research Agents \u2014 The Nuclear Options",
    "| Agent | What It Does | Link |",
    "| **Scira** | \u201cExtreme Search\u201d mode. Academic, YouTube, Reddit modes. Memory for preferences. | [GitHub](https://github.com/zaidmukaddam/scira) \u2014 11k+ stars |"
   ],
   "stars_evidence": [
    "Free AI Research Tools That Replace $20/Month Subscriptions \u2014 The Complete Arsenal",
    "## ![:brain:](https://onehack.st/images/emoji/apple/brain.png?v=15) Deep Research Agents \u2014 The Nuclear Options",
    "| Agent | What It Does | Link |",
    "| **Scira** | \u201cExtreme Search\u201d mode. Academic, YouTube, Reddit modes. Memory for preferences. | [GitHub](https://github.com/zaidmukaddam/scira) \u2014 11k+ stars |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://onehack.st/t/free-ai-research-tools-that-replace-20-month-subscriptions/317186",
   "project": "Awesome AI Web Search",
   "repository": "https://github.com/felladrin/awesome-ai-web-search",
   "stars": "1200",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Free AI Research Tools That Replace $20/Month Subscriptions \u2014 The Complete Arsenal",
    "## ![:clipboard:](https://onehack.st/images/emoji/apple/clipboard.png?v=15) Curated Lists & Discovery Resources",
    "| List | What It Covers | Link |",
    "| **Awesome AI Web Search** | Timeline of AI web search software including obscure projects | [GitHub](https://github.com/felladrin/awesome-ai-web-search) \u2014 1.2k stars |"
   ],
   "repository_evidence": [
    "Free AI Research Tools That Replace $20/Month Subscriptions \u2014 The Complete Arsenal",
    "## ![:clipboard:](https://onehack.st/images/emoji/apple/clipboard.png?v=15) Curated Lists & Discovery Resources",
    "| List | What It Covers | Link |",
    "| **Awesome AI Web Search** | Timeline of AI web search software including obscure projects | [GitHub](https://github.com/felladrin/awesome-ai-web-search) \u2014 1.2k stars |"
   ],
   "stars_evidence": [
    "Free AI Research Tools That Replace $20/Month Subscriptions \u2014 The Complete Arsenal",
    "## ![:clipboard:](https://onehack.st/images/emoji/apple/clipboard.png?v=15) Curated Lists & Discovery Resources",
    "| List | What It Covers | Link |",
    "| **Awesome AI Web Search** | Timeline of AI web search software including obscure projects | [GitHub](https://github.com/felladrin/awesome-ai-web-search) \u2014 1.2k stars |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://onehack.st/t/free-ai-research-tools-that-replace-20-month-subscriptions/317186",
   "project": "Crawl4AI",
   "repository": "https://github.com/unclecode/crawl4ai",
   "stars": "50000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Free AI Research Tools That Replace $20/Month Subscriptions \u2014 The Complete Arsenal",
    "## ![:hammer_and_wrench:](https://onehack.st/images/emoji/apple/hammer_and_wrench.png?v=15) BUILD YOUR OWN PIPELINE \u2014 Web Crawling Tools",
    "| Tool | What It Does | Link |",
    "| **Crawl4AI** | #1 trending GitHub repo. 50k+ stars. 6x faster than paid alternatives. No API keys. Deep crawling with smart strategies. | [GitHub](https://github.com/unclecode/crawl4ai) |"
   ],
   "repository_evidence": [
    "Free AI Research Tools That Replace $20/Month Subscriptions \u2014 The Complete Arsenal",
    "## ![:hammer_and_wrench:](https://onehack.st/images/emoji/apple/hammer_and_wrench.png?v=15) BUILD YOUR OWN PIPELINE \u2014 Web Crawling Tools",
    "| Tool | What It Does | Link |",
    "| **Crawl4AI** | #1 trending GitHub repo. 50k+ stars. 6x faster than paid alternatives. No API keys. Deep crawling with smart strategies. | [GitHub](https://github.com/unclecode/crawl4ai) |"
   ],
   "stars_evidence": [
    "Free AI Research Tools That Replace $20/Month Subscriptions \u2014 The Complete Arsenal",
    "## ![:hammer_and_wrench:](https://onehack.st/images/emoji/apple/hammer_and_wrench.png?v=15) BUILD YOUR OWN PIPELINE \u2014 Web Crawling Tools",
    "| Tool | What It Does | Link |",
    "| **Crawl4AI** | #1 trending GitHub repo. 50k+ stars. 6x faster than paid alternatives. No API keys. Deep crawling with smart strategies. | [GitHub](https://github.com/unclecode/crawl4ai) |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://arxiv.org/html/2410.02506v1",
   "project": "AgentPrune",
   "repository": "https://github.com/yanweiyue/AgentPrune",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Cut the Crap: An Economical Communication Pipeline for LLM-based Multi-Agent Systems",
    "The source code is available at [https://github.com/yanweiyue/AgentPrune](https://github.com/yanweiyue/AgentPrune)."
   ],
   "repository_evidence": [
    "# Cut the Crap: An Economical Communication Pipeline for LLM-based Multi-Agent Systems",
    "The source code is available at [https://github.com/yanweiyue/AgentPrune](https://github.com/yanweiyue/AgentPrune)."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://arxiv.org/html/2410.02506v1",
   "project": "BabyAGI",
   "repository": "https://github.com/yoheinakajima/babyagi",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Nakajima (2023) Yohei Nakajima. Babyagi. [https://github.com/yoheinakajima/babyagi](https://github.com/yoheinakajima/babyagi), 2023."
   ],
   "repository_evidence": [
    "Nakajima (2023) Yohei Nakajima. Babyagi. [https://github.com/yoheinakajima/babyagi](https://github.com/yoheinakajima/babyagi), 2023."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://arxiv.org/html/2410.02506v1",
   "project": "AgentGPT",
   "repository": "https://github.com/reworkd/AgentGPT",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Reworkd (2023) Reworkd. Agentgpt. [https://github.com/reworkd/AgentGPT](https://github.com/reworkd/AgentGPT), 2023."
   ],
   "repository_evidence": [
    "Reworkd (2023) Reworkd. Agentgpt. [https://github.com/reworkd/AgentGPT](https://github.com/reworkd/AgentGPT), 2023."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://arxiv.org/html/2410.02506v1",
   "project": "Auto-GPT",
   "repository": "https://github.com/Significant-Gravitas/Auto-GPT",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Richards & et al. (2023) Toran Bruce Richards and et al. Auto-gpt: An autonomous gpt-4 experiment. [https://github.com/Significant-Gravitas/Auto-GPT](https://github.com/Significant-Gravitas/Auto-GPT), 2023."
   ],
   "repository_evidence": [
    "Richards & et al. (2023) Toran Bruce Richards and et al. Auto-gpt: An autonomous gpt-4 experiment. [https://github.com/Significant-Gravitas/Auto-GPT](https://github.com/Significant-Gravitas/Auto-GPT), 2023."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/masstensor%2Fawesome-agent-collaborate-tools?topic=ycombinator",
   "project": "BeeAI Framework",
   "repository": "https://github.com/i-am-bee/bee-agent-framework",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-agent-collaborate-tools",
    "A curated list of tools for AI agent-to-agent communication, coordination, and collaboration",
    "- ## Developer Tools & SDKs",
    "- [BeeAI Framework](/projects/github.com%2Fi-am-bee%2Fbee-agent-framework) - IBM's open-source agent framework powering the ACP protocol. Production-ready with tool use, memory, and structured output."
   ],
   "repository_evidence": [
    "# awesome-agent-collaborate-tools",
    "A curated list of tools for AI agent-to-agent communication, coordination, and collaboration",
    "- ## Developer Tools & SDKs",
    "- [BeeAI Framework](/projects/github.com%2Fi-am-bee%2Fbee-agent-framework) - IBM's open-source agent framework powering the ACP protocol. Production-ready with tool use, memory, and structured output."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/masstensor%2Fawesome-agent-collaborate-tools?topic=ycombinator",
   "project": "CrewAI",
   "repository": "https://github.com/crewAIInc/crewAI",
   "stars": "30K+",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-agent-collaborate-tools",
    "A curated list of tools for AI agent-to-agent communication, coordination, and collaboration",
    "- ## Multi-Agent Orchestration",
    "- [CrewAI](/projects/github.com%2FcrewAIInc%2FcrewAI) - Role-based multi-agent framework. Agents have roles, goals, and backstories. Simple API, production-ready, 30K+ GitHub stars."
   ],
   "repository_evidence": [
    "# awesome-agent-collaborate-tools",
    "A curated list of tools for AI agent-to-agent communication, coordination, and collaboration",
    "- ## Multi-Agent Orchestration",
    "- [CrewAI](/projects/github.com%2FcrewAIInc%2FcrewAI) - Role-based multi-agent framework. Agents have roles, goals, and backstories. Simple API, production-ready, 30K+ GitHub stars."
   ],
   "stars_evidence": [
    "# awesome-agent-collaborate-tools",
    "A curated list of tools for AI agent-to-agent communication, coordination, and collaboration",
    "- ## Multi-Agent Orchestration",
    "- [CrewAI](/projects/github.com%2FcrewAIInc%2FcrewAI) - Role-based multi-agent framework. Agents have roles, goals, and backstories. Simple API, production-ready, 30K+ GitHub stars."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/masstensor%2Fawesome-agent-collaborate-tools?topic=ycombinator",
   "project": "LangGraph",
   "repository": "https://github.com/langchain-ai/langgraph",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-agent-collaborate-tools",
    "A curated list of tools for AI agent-to-agent communication, coordination, and collaboration",
    "- ## Multi-Agent Orchestration",
    "- [LangGraph](/projects/github.com%2Flangchain-ai%2Flanggraph) - Graph-based agent orchestration by LangChain. Fine-grained control over agent state machines. Best for complex branching and human-in-the-loop flows."
   ],
   "repository_evidence": [
    "# awesome-agent-collaborate-tools",
    "A curated list of tools for AI agent-to-agent communication, coordination, and collaboration",
    "- ## Multi-Agent Orchestration",
    "- [LangGraph](/projects/github.com%2Flangchain-ai%2Flanggraph) - Graph-based agent orchestration by LangChain. Fine-grained control over agent state machines. Best for complex branching and human-in-the-loop flows."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/masstensor%2Fawesome-agent-collaborate-tools?topic=ycombinator",
   "project": "AutoGen",
   "repository": "https://github.com/microsoft/autogen",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-agent-collaborate-tools",
    "A curated list of tools for AI agent-to-agent communication, coordination, and collaboration",
    "- ## Multi-Agent Orchestration",
    "- [AutoGen](/projects/github.com%2Fmicrosoft%2Fautogen) - Microsoft's framework for conversational multi-agent workflows. Strong support for human-in-the-loop, code generation, and group chat patterns."
   ],
   "repository_evidence": [
    "# awesome-agent-collaborate-tools",
    "A curated list of tools for AI agent-to-agent communication, coordination, and collaboration",
    "- ## Multi-Agent Orchestration",
    "- [AutoGen](/projects/github.com%2Fmicrosoft%2Fautogen) - Microsoft's framework for conversational multi-agent workflows. Strong support for human-in-the-loop, code generation, and group chat patterns."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/masstensor%2Fawesome-agent-collaborate-tools?topic=ycombinator",
   "project": "Semantic Kernel",
   "repository": "https://github.com/microsoft/semantic-kernel",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-agent-collaborate-tools",
    "A curated list of tools for AI agent-to-agent communication, coordination, and collaboration",
    "- ## Multi-Agent Orchestration",
    "- [Semantic Kernel](/projects/github.com%2Fmicrosoft%2Fsemantic-kernel) - Microsoft's open-source SDK for building AI agents and copilots. Supports agent-to-agent patterns via the Process Framework."
   ],
   "repository_evidence": [
    "# awesome-agent-collaborate-tools",
    "A curated list of tools for AI agent-to-agent communication, coordination, and collaboration",
    "- ## Multi-Agent Orchestration",
    "- [Semantic Kernel](/projects/github.com%2Fmicrosoft%2Fsemantic-kernel) - Microsoft's open-source SDK for building AI agents and copilots. Supports agent-to-agent patterns via the Process Framework."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/masstensor%2Fawesome-agent-collaborate-tools?topic=ycombinator",
   "project": "Swarms",
   "repository": "https://github.com/kyegomez/swarms",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-agent-collaborate-tools",
    "A curated list of tools for AI agent-to-agent communication, coordination, and collaboration",
    "- ## Multi-Agent Orchestration",
    "- [Swarms](/projects/github.com%2Fkyegomez%2Fswarms) - Production-grade swarm orchestration. Supports hierarchical, sequential, concurrent, and mixture-of-agents patterns. Battle-tested for enterprise deployments."
   ],
   "repository_evidence": [
    "# awesome-agent-collaborate-tools",
    "A curated list of tools for AI agent-to-agent communication, coordination, and collaboration",
    "- ## Multi-Agent Orchestration",
    "- [Swarms](/projects/github.com%2Fkyegomez%2Fswarms) - Production-grade swarm orchestration. Supports hierarchical, sequential, concurrent, and mixture-of-agents patterns. Battle-tested for enterprise deployments."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/masstensor%2Fawesome-agent-collaborate-tools?topic=ycombinator",
   "project": "Mastra",
   "repository": "https://github.com/mastra-ai/mastra",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-agent-collaborate-tools",
    "A curated list of tools for AI agent-to-agent communication, coordination, and collaboration",
    "- ## Multi-Agent Orchestration",
    "- [Mastra](/projects/github.com%2Fmastra-ai%2Fmastra) - TypeScript-first agent framework with memory, tool-calling, workflows, and RAG. Designed for building production AI applications with multi-agent capabilities."
   ],
   "repository_evidence": [
    "# awesome-agent-collaborate-tools",
    "A curated list of tools for AI agent-to-agent communication, coordination, and collaboration",
    "- ## Multi-Agent Orchestration",
    "- [Mastra](/projects/github.com%2Fmastra-ai%2Fmastra) - TypeScript-first agent framework with memory, tool-calling, workflows, and RAG. Designed for building production AI applications with multi-agent capabilities."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/masstensor%2Fawesome-agent-collaborate-tools?topic=ycombinator",
   "project": "smolagents",
   "repository": "https://github.com/huggingface/smolagents",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-agent-collaborate-tools",
    "A curated list of tools for AI agent-to-agent communication, coordination, and collaboration",
    "- ## Multi-Agent Orchestration",
    "- [smolagents](/projects/github.com%2Fhuggingface%2Fsmolagents) - Hugging Face's minimal, code-centric agent framework. Agents write and execute Python code to achieve goals. Simple integration into multi-agent pipelines."
   ],
   "repository_evidence": [
    "# awesome-agent-collaborate-tools",
    "A curated list of tools for AI agent-to-agent communication, coordination, and collaboration",
    "- ## Multi-Agent Orchestration",
    "- [smolagents](/projects/github.com%2Fhuggingface%2Fsmolagents) - Hugging Face's minimal, code-centric agent framework. Agents write and execute Python code to achieve goals. Simple integration into multi-agent pipelines."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/masstensor%2Fawesome-agent-collaborate-tools?topic=ycombinator",
   "project": "open-multi-agent",
   "repository": "https://github.com/JackChen-me/open-multi-agent",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-agent-collaborate-tools",
    "A curated list of tools for AI agent-to-agent communication, coordination, and collaboration",
    "- ## Multi-Agent Orchestration",
    "- [open-multi-agent](/projects/github.com%2FJackChen-me%2Fopen-multi-agent) - Production-grade multi-agent orchestration. Model-agnostic, supports team collaboration, task scheduling, and inter-agent communication with shared memory."
   ],
   "repository_evidence": [
    "# awesome-agent-collaborate-tools",
    "A curated list of tools for AI agent-to-agent communication, coordination, and collaboration",
    "- ## Multi-Agent Orchestration",
    "- [open-multi-agent](/projects/github.com%2FJackChen-me%2Fopen-multi-agent) - Production-grade multi-agent orchestration. Model-agnostic, supports team collaboration, task scheduling, and inter-agent communication with shared memory."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/masstensor%2Fawesome-agent-collaborate-tools?topic=ycombinator",
   "project": "PydanticAI",
   "repository": "https://github.com/pydantic/pydantic-ai",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-agent-collaborate-tools",
    "A curated list of tools for AI agent-to-agent communication, coordination, and collaboration",
    "- ## Multi-Agent Orchestration",
    "- [PydanticAI](/projects/github.com%2Fpydantic%2Fpydantic-ai) - Production-grade agent framework from the Pydantic team. Type-safe tool calling, dependency injection, and structured output. Supports multi-agent orchestration via agent handoff primitives."
   ],
   "repository_evidence": [
    "# awesome-agent-collaborate-tools",
    "A curated list of tools for AI agent-to-agent communication, coordination, and collaboration",
    "- ## Multi-Agent Orchestration",
    "- [PydanticAI](/projects/github.com%2Fpydantic%2Fpydantic-ai) - Production-grade agent framework from the Pydantic team. Type-safe tool calling, dependency injection, and structured output. Supports multi-agent orchestration via agent handoff primitives."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/masstensor%2Fawesome-agent-collaborate-tools?topic=ycombinator",
   "project": "Dify",
   "repository": "https://github.com/langgenius/dify",
   "stars": "60K+",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-agent-collaborate-tools",
    "A curated list of tools for AI agent-to-agent communication, coordination, and collaboration",
    "- ## Multi-Agent Orchestration",
    "- [Dify](/projects/github.com%2Flanggenius%2Fdify) - Open-source LLM app platform with visual agent builder. Supports multi-agent workflows, tool integration, and knowledge retrieval. 60K+ GitHub stars."
   ],
   "repository_evidence": [
    "# awesome-agent-collaborate-tools",
    "A curated list of tools for AI agent-to-agent communication, coordination, and collaboration",
    "- ## Multi-Agent Orchestration",
    "- [Dify](/projects/github.com%2Flanggenius%2Fdify) - Open-source LLM app platform with visual agent builder. Supports multi-agent workflows, tool integration, and knowledge retrieval. 60K+ GitHub stars."
   ],
   "stars_evidence": [
    "# awesome-agent-collaborate-tools",
    "A curated list of tools for AI agent-to-agent communication, coordination, and collaboration",
    "- ## Multi-Agent Orchestration",
    "- [Dify](/projects/github.com%2Flanggenius%2Fdify) - Open-source LLM app platform with visual agent builder. Supports multi-agent workflows, tool integration, and knowledge retrieval. 60K+ GitHub stars."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://x.com/yadnesh_sa88965/status/2092888777400406389",
   "project": "Hermes Agent",
   "repository": "github.com/NousResearch/hermes-agent",
   "stars": "236000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Source: the Hermes Agent repository at github.com/NousResearch/hermes-agent, the project site at hermes-agent.nousresearch.com, and its developer documentation at hermes-agent.nousresearch.com/docs, all read on 2026-08-26.",
    "That program is Hermes Agent, an open-source project from Nous Research."
   ],
   "repository_evidence": [
    "Source: the Hermes Agent repository at github.com/NousResearch/hermes-agent, the project site at hermes-agent.nousresearch.com, and its developer documentation at hermes-agent.nousresearch.com/docs, all read on 2026-08-26."
   ],
   "stars_evidence": [
    "Source: the Hermes Agent repository at github.com/NousResearch/hermes-agent, the project site at hermes-agent.nousresearch.com, and its developer documentation at hermes-agent.nousresearch.com/docs, all read on 2026-08-26.",
    "In six months it went from a February 2026 launch to 236,000 GitHub stars, 47,000 forks and 25,000 commits, and it is now, alongside OpenClaw, one of the two most popular ways to run an AI agent that you own, on hardware you control, with whatever model you like."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://x.com/yadnesh_sa88965/status/2092888777400406389",
   "project": "OpenClaw",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Source: the Hermes Agent repository at github.com/NousResearch/hermes-agent, the project site at hermes-agent.nousresearch.com, and its developer documentation at hermes-agent.nousresearch.com/docs, all read on 2026-08-26.",
    "In six months it went from a February 2026 launch to 236,000 GitHub stars, 47,000 forks and 25,000 commits, and it is now, alongside OpenClaw, one of the two most popular ways to run an AI agent that you own, on hardware you control, with whatever model you like."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://arxiv.org/html/2407.15734v1",
   "project": "TaskGen",
   "repository": "https://github.com/simbianai/taskgen",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# TaskGen: A Task-Based, Memory-Infused Agentic Framework",
    "TaskGen ([https://github.com/simbianai/taskgen](https://github.com/simbianai/taskgen)) is an open-sourced agentic framework which breaks down a task into subtasks, each of which are mapped to an Equipped Function or another Agent to execute."
   ],
   "repository_evidence": [
    "# TaskGen: A Task-Based, Memory-Infused Agentic Framework",
    "TaskGen ([https://github.com/simbianai/taskgen](https://github.com/simbianai/taskgen)) is an open-sourced agentic framework which breaks down a task into subtasks, each of which are mapped to an Equipped Function or another Agent to execute."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://arxiv.org/html/2407.15734v1",
   "project": "AutoGPT",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## 3 TaskGen Overall Design Philosophy",
    "Unlike AutoGPT Yang et al. 2023a, we ensure that there are no infinite loops when executing subtasks."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://arxiv.org/html/2407.15734v1",
   "project": "TextWorld",
   "repository": "https://github.com/microsoft/TextWorld/blob/main/notebooks/Building%20a%20simple%20agent.ipynb",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "C\u00f4t\u00e9 (2024) Marc-Alexandre C\u00f4t\u00e9. 2024. Building a simple agent with textworld. [https://github.com/microsoft/TextWorld/blob/main/notebooks/Building%20a%20simple%20agent.ipynb](https://github.com/microsoft/TextWorld/blob/main/notebooks/Building%20a%20simple%20agent.ipynb)."
   ],
   "repository_evidence": [
    "C\u00f4t\u00e9 (2024) Marc-Alexandre C\u00f4t\u00e9. 2024. Building a simple agent with textworld. [https://github.com/microsoft/TextWorld/blob/main/notebooks/Building%20a%20simple%20agent.ipynb](https://github.com/microsoft/TextWorld/blob/main/notebooks/Building%20a%20simple%20agent.ipynb)."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://arxiv.org/html/2407.15734v1",
   "project": "LangGraph",
   "repository": "https://github.com/langchain-ai/langgraph",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "- LangGraph (2024) LangGraph. 2024. Langgraph. [https://github.com/langchain-ai/langgraph](https://github.com/langchain-ai/langgraph)."
   ],
   "repository_evidence": [
    "- LangGraph (2024) LangGraph. 2024. Langgraph. [https://github.com/langchain-ai/langgraph](https://github.com/langchain-ai/langgraph)."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://arxiv.org/html/2407.15734v1",
   "project": "crewAI",
   "repository": "https://github.com/joaomdmoura/crewAI",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "- Moura (2023) Jo\u00e3o Moura. 2023. crewai. [https://github.com/joaomdmoura/crewAI](https://github.com/joaomdmoura/crewAI)."
   ],
   "repository_evidence": [
    "- Moura (2023) Jo\u00e3o Moura. 2023. crewai. [https://github.com/joaomdmoura/crewAI](https://github.com/joaomdmoura/crewAI)."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://arxiv.org/html/2407.15734v1",
   "project": "BabyAGI",
   "repository": "https://github.com/yoheinakajima/babyagi",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "- Nakajima (2023) Yohei Nakajima. 2023. Babyagi. [https://github.com/yoheinakajima/babyagi](https://github.com/yoheinakajima/babyagi)."
   ],
   "repository_evidence": [
    "- Nakajima (2023) Yohei Nakajima. 2023. Babyagi. [https://github.com/yoheinakajima/babyagi](https://github.com/yoheinakajima/babyagi)."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://arxiv.org/html/2407.15734v1",
   "project": "StrictJSON",
   "repository": "https://github.com/tanchongmin/strictjson",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "- Tan (2023) Chong Min John Tan. 2023. Strictjson. [https://github.com/tanchongmin/strictjson](https://github.com/tanchongmin/strictjson)."
   ],
   "repository_evidence": [
    "- Tan (2023) Chong Min John Tan. 2023. Strictjson. [https://github.com/tanchongmin/strictjson](https://github.com/tanchongmin/strictjson)."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://markaicode.com/best/best-llm-frameworks-2026",
   "project": "DSPy",
   "repository": "https://github.com/stanfordnlp/dspy",
   "stars": "42k",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Best LLM Frameworks 2026 \u2014 Why LangChain Still Wins but DSPy Is Closing Fast",
    "The [DSPy paper](https://arxiv.org/abs/2310.03714) and the active [DSPy GitHub community](https://github.com/stanfordnlp/dspy) provide thorough grounding."
   ],
   "repository_evidence": [
    "# Best LLM Frameworks 2026 \u2014 Why LangChain Still Wins but DSPy Is Closing Fast",
    "The [DSPy paper](https://arxiv.org/abs/2310.03714) and the active [DSPy GitHub community](https://github.com/stanfordnlp/dspy) provide thorough grounding."
   ],
   "stars_evidence": [
    "Quick Comparison Table",
    "| Tool | Best For | Setup Time | License | Cost/month (production use) | Stars (May 2026) |",
    "| DSPy | Prompt optimization | 20 min | MIT | $20 \u2013 $300 | 42k |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://launchdarkly.com/docs/tutorials/ai-orchestrators",
   "project": "AI Orchestrators",
   "repository": "https://github.com/launchdarkly-labs/ai-orchestrators",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Building Framework-Agnostic AI Swarms: Compare LangGraph, Strands, and OpenAI Swarm",
    "The complete implementation is available at [GitHub - AI Orchestrators](https://github.com/launchdarkly-labs/ai-orchestrators)."
   ],
   "repository_evidence": [
    "Building Framework-Agnostic AI Swarms: Compare LangGraph, Strands, and OpenAI Swarm",
    "The complete implementation is available at [GitHub - AI Orchestrators](https://github.com/launchdarkly-labs/ai-orchestrators)."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://cybersecuritynews.com/microsoft-flaw/amp",
   "project": "Microsoft UFO",
   "repository": "https://github.com/microsoft/UFO",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Critical Microsoft Flaw Lets Hackers Remotely Control Android Devices Without a Login",
    "A critical vulnerability in Microsoft\u2019s open-source [UFO automation framework](https://cybersecuritynews.com/fox-tempest-abuse-microsoft-artifact-signing/), tracked as CVE-2026-73296 with a CVSS score of 9.4, could allow remote attackers to view and control Android devices without authentication or user interaction."
   ],
   "repository_evidence": [
    "Critical Microsoft Flaw Lets Hackers Remotely Control Android Devices Without a Login",
    "[According to the GitHub Advisory GHSA-24fq-m9rr-g3mm](https://github.com/microsoft/UFO/security/advisories/GHSA-24fq-m9rr-g3mm), the issue is categorized as CWE-306 (Missing Authentication for Critical Function) and CWE-862 (Missing Authorization)."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://vibecrowd.fund/repos/taskingai--taskingai",
   "project": "TaskingAI",
   "repository": "https://github.com/taskingai/taskingai.git",
   "stars": "5396",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "TaskingAI is an open source platform for AI-native application development with a Python-based server, Docker-based deployment, and a client SDK.",
    "Alternatives & relatedmatched by topic overlap"
   ],
   "repository_evidence": [
    "git clone https://github.com/taskingai/taskingai.git",
    "Alternatives & relatedmatched by topic overlap"
   ],
   "stars_evidence": [
    "Stars: 5396 (as per repository facts).",
    "Alternatives & relatedmatched by topic overlap"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://vibecrowd.fund/repos/taskingai--taskingai",
   "project": "langchain",
   "repository": "https://github.com/langchain-ai/langchain",
   "stars": "144000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Alternatives & relatedmatched by topic overlap",
    "langchain-ai/\nlangchain"
   ],
   "repository_evidence": [
    "Alternatives & relatedmatched by topic overlap",
    "langchain-ai/\nlangchain",
    "Python](/repos/langchain-ai--langchain)"
   ],
   "stars_evidence": [
    "Alternatives & relatedmatched by topic overlap",
    "144k24kPython](/repos/langchain-ai--langchain)"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://vibecrowd.fund/repos/taskingai--taskingai",
   "project": "headroom",
   "repository": "https://github.com/headroomlabs-ai/headroom",
   "stars": "66000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Alternatives & relatedmatched by topic overlap",
    "headroomlabs-ai/\nheadroom"
   ],
   "repository_evidence": [
    "Alternatives & relatedmatched by topic overlap",
    "headroomlabs-ai/\nheadroom",
    "Python](/repos/headroomlabs-ai--headroom)"
   ],
   "stars_evidence": [
    "Alternatives & relatedmatched by topic overlap",
    "66k5.1kPython](/repos/headroomlabs-ai--headroom)"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://vibecrowd.fund/repos/taskingai--taskingai",
   "project": "Prompt-Engineering-Guide",
   "repository": "https://github.com/dair-ai/prompt-engineering-guide",
   "stars": "77000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Alternatives & relatedmatched by topic overlap",
    "dair-ai/\nPrompt-Engineering-Guide"
   ],
   "repository_evidence": [
    "Alternatives & relatedmatched by topic overlap",
    "dair-ai/\nPrompt-Engineering-Guide",
    "MDX](/repos/dair-ai--prompt-engineering-guide)"
   ],
   "stars_evidence": [
    "Alternatives & relatedmatched by topic overlap",
    "77k8.5kMDX](/repos/dair-ai--prompt-engineering-guide)"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://vibecrowd.fund/repos/taskingai--taskingai",
   "project": "deer-flow",
   "repository": "https://github.com/bytedance/deer-flow",
   "stars": "80000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Alternatives & relatedmatched by topic overlap",
    "bytedance/\ndeer-flow"
   ],
   "repository_evidence": [
    "Alternatives & relatedmatched by topic overlap",
    "bytedance/\ndeer-flow",
    "Python](/repos/bytedance--deer-flow)"
   ],
   "stars_evidence": [
    "Alternatives & relatedmatched by topic overlap",
    "80k11kPython](/repos/bytedance--deer-flow)"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://vibecrowd.fund/repos/taskingai--taskingai",
   "project": "hello-agents",
   "repository": "https://github.com/datawhalechina/hello-agents",
   "stars": "71000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Alternatives & relatedmatched by topic overlap",
    "datawhalechina/\nhello-agents"
   ],
   "repository_evidence": [
    "Alternatives & relatedmatched by topic overlap",
    "datawhalechina/\nhello-agents",
    "Python](/repos/datawhalechina--hello-agents)"
   ],
   "stars_evidence": [
    "Alternatives & relatedmatched by topic overlap",
    "71k8.8kPython](/repos/datawhalechina--hello-agents)"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://vibecrowd.fund/repos/taskingai--taskingai",
   "project": "dify",
   "repository": "https://github.com/langgenius/dify",
   "stars": "152000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Alternatives & relatedmatched by topic overlap",
    "langgenius/\ndify"
   ],
   "repository_evidence": [
    "Alternatives & relatedmatched by topic overlap",
    "langgenius/\ndify",
    "TypeScript](/repos/langgenius--dify)"
   ],
   "stars_evidence": [
    "Alternatives & relatedmatched by topic overlap",
    "152k24kTypeScript](/repos/langgenius--dify)"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://www.zenml.io/blog/semantic-kernel-alternatives",
   "project": "Microsoft AutoGen",
   "repository": "https://github.com/microsoft/autogen",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "**What to Expect**: An in-depth, feature-by-feature analysis of 8 Semantic Kernel alternatives (LangGraph, Microsoft AutoGen, LlamaIndex, CrewAI, OpenAI Agents SDK, N8n, and Langflow) evaluated on their core capabilities for building and managing automated AI workflows, plus a look at how ZenML provides the MLOps layer for any agent.",
    "## 2. Microsoft AutoGen",
    "Semantic Kernel (SK) has rapidly matured as a .NET-based agent framework, but many teams find its Python/Java support, efficiency, and abstraction layers still lacking."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://www.zenml.io/blog/semantic-kernel-alternatives",
   "project": "n8n",
   "repository": "https://github.com/n8n-io/n8n",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "**What to Expect**: An in-depth, feature-by-feature analysis of 8 Semantic Kernel alternatives (LangGraph, Microsoft AutoGen, LlamaIndex, CrewAI, OpenAI Agents SDK, N8n, and Langflow) evaluated on their core capabilities for building and managing automated AI workflows, plus a look at how ZenML provides the MLOps layer for any agent.",
    "## 6. n8n",
    "Semantic Kernel (SK) has rapidly matured as a .NET-based agent framework, but many teams find its Python/Java support, efficiency, and abstraction layers still lacking.",
    "**\ud83d\udc40 Note:** n8n also has a **Community edition** - a basic version of n8n that\u2019s available on GitHub."
   ],
   "repository_evidence": [
    "Semantic Kernel (SK) has rapidly matured as a .NET-based agent framework, but many teams find its Python/Java support, efficiency, and abstraction layers still lacking.",
    "**What to Expect**: An in-depth, feature-by-feature analysis of 8 Semantic Kernel alternatives (LangGraph, Microsoft AutoGen, LlamaIndex, CrewAI, OpenAI Agents SDK, N8n, and Langflow) evaluated on their core capabilities for building and managing automated AI workflows, plus a look at how ZenML provides the MLOps layer for any agent.",
    "## 6. n8n",
    "**\ud83d\udc40 Note:** n8n also has a **Community edition** - a basic version of n8n that\u2019s available on GitHub."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://www.zenml.io/blog/semantic-kernel-alternatives",
   "project": "ZenML Agent Workflow Integrations",
   "repository": "https://github.com/zenml-io/zenml/tree/main/examples/agent_framework_integrations",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "We are actively shipping new integrations that you can find on this GitHub page: [ZenML Agent Workflow Integrations](https://github.com/zenml-io/zenml/tree/main/examples/agent_framework_integrations).",
    "Semantic Kernel (SK) has rapidly matured as a .NET-based agent framework, but many teams find its Python/Java support, efficiency, and abstraction layers still lacking."
   ],
   "repository_evidence": [
    "We are actively shipping new integrations that you can find on this GitHub page: [ZenML Agent Workflow Integrations](https://github.com/zenml-io/zenml/tree/main/examples/agent_framework_integrations).",
    "Semantic Kernel (SK) has rapidly matured as a .NET-based agent framework, but many teams find its Python/Java support, efficiency, and abstraction layers still lacking."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://arxiv.org/pdf/2608.21690v1",
   "project": "QwenPaw",
   "repository": "https://github.com/niceIrene/QwenPaw/tree/scroll-research",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Technical Report.",
    "3.2\nAgent Configuration",
    "All context management methods are im-\nplemented and evaluated on top of QwenPaw [Agentscope Team, 2026], an agent operating system providing\ntool invocation and execution infrastructure, and orchestrated with Harbor [Harbor Framework Team, 2026]\nin the benchmark-provided environments."
   ],
   "repository_evidence": [
    "Technical Report.",
    "3.2\nAgent Configuration",
    "Our implementation to reproduce all reported results is available\nat https://github.com/niceIrene/QwenPaw/tree/scroll-research."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://arxiv.org/pdf/2608.21690v1",
   "project": "Harbor",
   "repository": "https://github.com/laude-institute/harbor",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Technical Report.",
    "3.2\nAgent Configuration",
    "All context management methods are im-\nplemented and evaluated on top of QwenPaw [Agentscope Team, 2026], an agent operating system providing\ntool invocation and execution infrastructure, and orchestrated with Harbor [Harbor Framework Team, 2026]\nin the benchmark-provided environments."
   ],
   "repository_evidence": [
    "Technical Report.",
    "Harbor Framework Team.\nHarbor: A framework for building and running agent evaluations at scale.\nhttps://github.com/laude-institute/harbor, 2026."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://arxiv.org/pdf/2511.13646",
   "project": "Live-SWE-agent",
   "repository": "https://github.com/OpenAutoCoder/live-swe-agent",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## 1 Introduction",
    "To bridge this gap, we introduce Live-SWE-agent, the first __live__, runtime self-evolving software engineering agent that expands and revises its own capabilities __on the fly__ while working on a real-world issue.",
    "Minimal and general implementation. Our current implementation adopts a minimal and general design, where the agent starts from a minimal bash-only scaffold (e.g., mini-SWE-agent) and self-improves on the fly by creating general or customized tools. The design is compatible with any existing software agent loop or LLM with negligible overhead, has been publicly available at: [https://github.com/OpenAutoCoder/live-swe-agent](https://github.com/OpenAutoCoder/live-swe-agent)."
   ],
   "repository_evidence": [
    "## 1 Introduction",
    "Minimal and general implementation. Our current implementation adopts a minimal and general design, where the agent starts from a minimal bash-only scaffold (e.g., mini-SWE-agent) and self-improves on the fly by creating general or customized tools. The design is compatible with any existing software agent loop or LLM with negligible overhead, has been publicly available at: [https://github.com/OpenAutoCoder/live-swe-agent](https://github.com/OpenAutoCoder/live-swe-agent)."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://browse-export.arxiv.org/pdf/2504.14064",
   "project": "DoomArena",
   "repository": "https://github.com/ServiceNow/DoomArena",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "DoomArena: A Framework for Testing AI Agents Against\nEvolving Security Threats",
    "DoomArena is available at https://github.com/ServiceNow/DoomArena"
   ],
   "repository_evidence": [
    "DoomArena: A Framework for Testing AI Agents Against\nEvolving Security Threats",
    "DoomArena is available at https://github.com/ServiceNow/DoomArena"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://textpad.cloud/b/huggingface/open-source-deepresearch-freeing-our-search-agents",
   "project": "smolagents",
   "repository": "https://github.com/huggingface/smolagents",
   "stars": null,
   "category": "framework/platform",
   "description": "Library for AI agents",
   "license": null,
   "project_evidence": [
    "Open-source DeepResearch \u2013 Freeing our search agents",
    "What are Agent frameworks and why they matter?",
    "Here is a recent example comparing the performance of a few frontier LLMs with and without an agentic framework (in this case the simple [smolagents](https://github.com/huggingface/smolagents) library) - using an agentic framework bumps performance by up to 60 points!"
   ],
   "repository_evidence": [
    "Open-source DeepResearch \u2013 Freeing our search agents",
    "What are Agent frameworks and why they matter?",
    "Here is a recent example comparing the performance of a few frontier LLMs with and without an agentic framework (in this case the simple [smolagents](https://github.com/huggingface/smolagents) library) - using an agentic framework bumps performance by up to 60 points!"
   ],
   "stars_evidence": null,
   "category_evidence": [
    "Open-source DeepResearch \u2013 Freeing our search agents",
    "What are Agent frameworks and why they matter?",
    "Here is a recent example comparing the performance of a few frontier LLMs with and without an agentic framework (in this case the simple [smolagents](https://github.com/huggingface/smolagents) library) - using an agentic framework bumps performance by up to 60 points!"
   ],
   "description_evidence": [
    "Open-source DeepResearch \u2013 Freeing our search agents",
    "What are Agent frameworks and why they matter?"
   ],
   "license_evidence": null
  },
  {
   "url": "https://textpad.cloud/b/huggingface/open-source-deepresearch-freeing-our-search-agents",
   "project": "gpt-researcher",
   "repository": "https://github.com/assafelovic/gpt-researcher",
   "stars": null,
   "category": "agent application",
   "description": "GPT Researcher",
   "license": null,
   "project_evidence": [
    "Open-source DeepResearch \u2013 Freeing our search agents",
    "Community Reproductions",
    "While we were working on this and focusing on GAIA, other great open implementations of Deep Research emerged from the community, specifically from\n\n-"
   ],
   "repository_evidence": [
    "Open-source DeepResearch \u2013 Freeing our search agents",
    "Community Reproductions",
    "While we were working on this and focusing on GAIA, other great open implementations of Deep Research emerged from the community, specifically from\n\n-"
   ],
   "stars_evidence": null,
   "category_evidence": [
    "Open-source DeepResearch \u2013 Freeing our search agents",
    "Community Reproductions",
    "While we were working on this and focusing on GAIA, other great open implementations of Deep Research emerged from the community, specifically from\n\n-"
   ],
   "description_evidence": [
    "Open-source DeepResearch \u2013 Freeing our search agents",
    "Community Reproductions",
    "While we were working on this and focusing on GAIA, other great open implementations of Deep Research emerged from the community, specifically from\n\n-"
   ],
   "license_evidence": null
  },
  {
   "url": "https://textpad.cloud/b/huggingface/open-source-deepresearch-freeing-our-search-agents",
   "project": "open-deep-research",
   "repository": "https://github.com/nickscamara/open-deep-research",
   "stars": null,
   "category": "agent application",
   "description": "Open deep research",
   "license": null,
   "project_evidence": [
    "Open-source DeepResearch \u2013 Freeing our search agents",
    "Community Reproductions",
    "While we were working on this and focusing on GAIA, other great open implementations of Deep Research emerged from the community, specifically from\n\n-"
   ],
   "repository_evidence": [
    "Open-source DeepResearch \u2013 Freeing our search agents",
    "Community Reproductions",
    "While we were working on this and focusing on GAIA, other great open implementations of Deep Research emerged from the community, specifically from\n\n-"
   ],
   "stars_evidence": null,
   "category_evidence": [
    "Open-source DeepResearch \u2013 Freeing our search agents",
    "Community Reproductions",
    "While we were working on this and focusing on GAIA, other great open implementations of Deep Research emerged from the community, specifically from\n\n-"
   ],
   "description_evidence": [
    "Open-source DeepResearch \u2013 Freeing our search agents",
    "Community Reproductions",
    "While we were working on this and focusing on GAIA, other great open implementations of Deep Research emerged from the community, specifically from\n\n-"
   ],
   "license_evidence": null
  },
  {
   "url": "https://textpad.cloud/b/huggingface/open-source-deepresearch-freeing-our-search-agents",
   "project": "node-DeepResearch",
   "repository": "https://github.com/jina-ai/node-DeepResearch",
   "stars": null,
   "category": "agent application",
   "description": "Node DeepResearch",
   "license": null,
   "project_evidence": [
    "Open-source DeepResearch \u2013 Freeing our search agents",
    "Community Reproductions",
    "While we were working on this and focusing on GAIA, other great open implementations of Deep Research emerged from the community, specifically from\n\n-"
   ],
   "repository_evidence": [
    "Open-source DeepResearch \u2013 Freeing our search agents",
    "Community Reproductions",
    "While we were working on this and focusing on GAIA, other great open implementations of Deep Research emerged from the community, specifically from\n\n-"
   ],
   "stars_evidence": null,
   "category_evidence": [
    "Open-source DeepResearch \u2013 Freeing our search agents",
    "Community Reproductions",
    "While we were working on this and focusing on GAIA, other great open implementations of Deep Research emerged from the community, specifically from\n\n-"
   ],
   "description_evidence": [
    "Open-source DeepResearch \u2013 Freeing our search agents",
    "Community Reproductions",
    "While we were working on this and focusing on GAIA, other great open implementations of Deep Research emerged from the community, specifically from\n\n-"
   ],
   "license_evidence": null
  },
  {
   "url": "https://arxiv.org/pdf/2606.17838v1",
   "project": "rapoa",
   "repository": "https://github.com/ReanFernandes/rapoa",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "In summary, our contributions are: (i) an automated prompt-optimization framework for LLM agents,\nallowing to both optimize monolithic agents as well as agents with multiple sub-agents; (ii) a joint\nprompt optimization procedure based on episode returns and behavior analysis of the agents\u2019 outputs\nand the state transitions; and (iii) improved performance through both decomposition and optimization\non the BabyAI tasks in the BALROG benchmark, a multi-turn grid world benchmark.",
    "Code for our pipeline is provided at https://github.com/ReanFernandes/rapoa.",
    "1\nIntroduction"
   ],
   "repository_evidence": [
    "Code for our pipeline is provided at https://github.com/ReanFernandes/rapoa.",
    "1\nIntroduction"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/microsoft/UFO?tab=readme-ov-file",
   "project": "TaskWeaver",
   "repository": "https://github.com/microsoft/TaskWeaver",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# microsoft/UFO",
    "## \ud83c\udfa8 Related Projects & Research",
    "- **[TaskWeaver](https://github.com/microsoft/TaskWeaver)** \u2013 Code-first LLM agent framework for data analytics and task automation"
   ],
   "repository_evidence": [
    "# microsoft/UFO",
    "## \ud83c\udfa8 Related Projects & Research",
    "- **[TaskWeaver](https://github.com/microsoft/TaskWeaver)** \u2013 Code-first LLM agent framework for data analytics and task automation"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/microsoft/UFO?tab=readme-ov-file",
   "project": "Windows Agent Arena",
   "repository": "https://github.com/nice-mee/WindowsAgentArena",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# microsoft/UFO",
    "## \ud83c\udfa8 Related Projects & Research",
    "- **[Windows Agent Arena (WAA)](https://github.com/nice-mee/WindowsAgentArena)** \u2013 Evaluation benchmark for Windows automation agents"
   ],
   "repository_evidence": [
    "# microsoft/UFO",
    "## \ud83c\udfa8 Related Projects & Research",
    "- **[Windows Agent Arena (WAA)](https://github.com/nice-mee/WindowsAgentArena)** \u2013 Evaluation benchmark for Windows automation agents"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/microsoft/UFO?tab=readme-ov-file",
   "project": "OSWorld",
   "repository": "https://github.com/nice-mee/WindowsAgentArena/tree/2020-qqtcg/osworld",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# microsoft/UFO",
    "## \ud83c\udfa8 Related Projects & Research",
    "- **[OSWorld](https://github.com/nice-mee/WindowsAgentArena/tree/2020-qqtcg/osworld)** \u2013 Cross-application task evaluation suite"
   ],
   "repository_evidence": [
    "# microsoft/UFO",
    "## \ud83c\udfa8 Related Projects & Research",
    "- **[OSWorld](https://github.com/nice-mee/WindowsAgentArena/tree/2020-qqtcg/osworld)** \u2013 Cross-application task evaluation suite"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/masstensor%2Fawesome-agent-collaborate-tools",
   "project": "BeeAI Framework",
   "repository": "https://github.com/i-am-bee/bee-agent-framework",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-agent-collaborate-tools",
    "A curated list of tools for AI agent-to-agent communication, coordination, and collaboration",
    "- ## Developer Tools & SDKs",
    "- [BeeAI Framework](/projects/github.com%2Fi-am-bee%2Fbee-agent-framework) - IBM's open-source agent framework powering the ACP protocol. Production-ready with tool use, memory, and structured output."
   ],
   "repository_evidence": [
    "# awesome-agent-collaborate-tools",
    "A curated list of tools for AI agent-to-agent communication, coordination, and collaboration",
    "- ## Developer Tools & SDKs",
    "- [BeeAI Framework](/projects/github.com%2Fi-am-bee%2Fbee-agent-framework) - IBM's open-source agent framework powering the ACP protocol. Production-ready with tool use, memory, and structured output."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/masstensor%2Fawesome-agent-collaborate-tools",
   "project": "FastMCP",
   "repository": "https://github.com/jlowin/fastmcp",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-agent-collaborate-tools",
    "A curated list of tools for AI agent-to-agent communication, coordination, and collaboration",
    "- ## Developer Tools & SDKs",
    "- [FastMCP](/projects/github.com%2Fjlowin%2Ffastmcp) - The fastest way to build MCP servers in Python. Decorator-based API similar to FastAPI. Used by tens of thousands of MCP server authors. Now part of the official MCP Python SDK."
   ],
   "repository_evidence": [
    "# awesome-agent-collaborate-tools",
    "A curated list of tools for AI agent-to-agent communication, coordination, and collaboration",
    "- ## Developer Tools & SDKs",
    "- [FastMCP](/projects/github.com%2Fjlowin%2Ffastmcp) - The fastest way to build MCP servers in Python. Decorator-based API similar to FastAPI. Used by tens of thousands of MCP server authors. Now part of the official MCP Python SDK."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/masstensor%2Fawesome-agent-collaborate-tools",
   "project": "Composio",
   "repository": "https://github.com/composiohq/composio",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-agent-collaborate-tools",
    "A curated list of tools for AI agent-to-agent communication, coordination, and collaboration",
    "- ## Developer Tools & SDKs",
    "- [Composio](/projects/github.com%2Fcomposiohq%2Fcomposio) - Managed tool integration platform for AI agents. 250+ pre-built integrations (GitHub, Slack, Notion, etc.) with auth management. Works with LangChain, CrewAI, AutoGen, and any agent framework."
   ],
   "repository_evidence": [
    "# awesome-agent-collaborate-tools",
    "A curated list of tools for AI agent-to-agent communication, coordination, and collaboration",
    "- ## Developer Tools & SDKs",
    "- [Composio](/projects/github.com%2Fcomposiohq%2Fcomposio) - Managed tool integration platform for AI agents. 250+ pre-built integrations (GitHub, Slack, Notion, etc.) with auth management. Works with LangChain, CrewAI, AutoGen, and any agent framework."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/masstensor%2Fawesome-agent-collaborate-tools",
   "project": "Portkey AI Gateway",
   "repository": "https://github.com/Portkey-AI/gateway",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-agent-collaborate-tools",
    "A curated list of tools for AI agent-to-agent communication, coordination, and collaboration",
    "- ## Developer Tools & SDKs",
    "- [Portkey AI Gateway](/projects/github.com%2FPortkey-AI%2Fgateway) - Open-source AI gateway with fallbacks, retries, load balancing, and request routing across 200+ LLMs. Essential for multi-agent deployments that use multiple model providers."
   ],
   "repository_evidence": [
    "# awesome-agent-collaborate-tools",
    "A curated list of tools for AI agent-to-agent communication, coordination, and collaboration",
    "- ## Developer Tools & SDKs",
    "- [Portkey AI Gateway](/projects/github.com%2FPortkey-AI%2Fgateway) - Open-source AI gateway with fallbacks, retries, load balancing, and request routing across 200+ LLMs. Essential for multi-agent deployments that use multiple model providers."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/masstensor%2Fawesome-agent-collaborate-tools",
   "project": "LiteLLM",
   "repository": "https://github.com/BerriAI/litellm",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-agent-collaborate-tools",
    "A curated list of tools for AI agent-to-agent communication, coordination, and collaboration",
    "- ## Developer Tools & SDKs",
    "- [LiteLLM](/projects/github.com%2FBerriAI%2Flitellm) - Unified API for 100+ LLMs. Use the same code to call OpenAI, Anthropic, Gemini, Groq, Ollama. Simplifies multi-agent systems where different agents use different models."
   ],
   "repository_evidence": [
    "# awesome-agent-collaborate-tools",
    "A curated list of tools for AI agent-to-agent communication, coordination, and collaboration",
    "- ## Developer Tools & SDKs",
    "- [LiteLLM](/projects/github.com%2FBerriAI%2Flitellm) - Unified API for 100+ LLMs. Use the same code to call OpenAI, Anthropic, Gemini, Groq, Ollama. Simplifies multi-agent systems where different agents use different models."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/masstensor%2Fawesome-agent-collaborate-tools",
   "project": "instructor",
   "repository": "https://github.com/jxnl/instructor",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-agent-collaborate-tools",
    "A curated list of tools for AI agent-to-agent communication, coordination, and collaboration",
    "- ## Developer Tools & SDKs",
    "- [instructor](/projects/github.com%2Fjxnl%2Finstructor) - Structured output extraction from LLMs using Pydantic. Critical for agent-to-agent communication with typed message schemas \u2014 ensures agents receive parseable, validated data."
   ],
   "repository_evidence": [
    "# awesome-agent-collaborate-tools",
    "A curated list of tools for AI agent-to-agent communication, coordination, and collaboration",
    "- ## Developer Tools & SDKs",
    "- [instructor](/projects/github.com%2Fjxnl%2Finstructor) - Structured output extraction from LLMs using Pydantic. Critical for agent-to-agent communication with typed message schemas \u2014 ensures agents receive parseable, validated data."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/masstensor%2Fawesome-agent-collaborate-tools",
   "project": "Google A2A Samples",
   "repository": "https://github.com/google-a2a/a2a-samples",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-agent-collaborate-tools",
    "A curated list of tools for AI agent-to-agent communication, coordination, and collaboration",
    "- ## Examples & Demos",
    "- [Google A2A Samples](/projects/github.com%2Fgoogle-a2a%2Fa2a-samples) - Official Google samples for A2A protocol. Best starting point for understanding Agent Cards and task lifecycle."
   ],
   "repository_evidence": [
    "# awesome-agent-collaborate-tools",
    "A curated list of tools for AI agent-to-agent communication, coordination, and collaboration",
    "- ## Examples & Demos",
    "- [Google A2A Samples](/projects/github.com%2Fgoogle-a2a%2Fa2a-samples) - Official Google samples for A2A protocol. Best starting point for understanding Agent Cards and task lifecycle."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/masstensor%2Fawesome-agent-collaborate-tools",
   "project": "LangGraph Multi-Agent Examples",
   "repository": "https://github.com/langchain-ai/langgraph/tree/main/examples",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-agent-collaborate-tools",
    "A curated list of tools for AI agent-to-agent communication, coordination, and collaboration",
    "- ## Examples & Demos",
    "- [LangGraph Multi-Agent Examples](/projects/github.com%2Flangchain-ai%2Flanggraph%2Ftree%2Fmain%2Fexamples) - Official LangGraph examples covering supervisor, hierarchical, and collaborative multi-agent patterns with state management."
   ],
   "repository_evidence": [
    "# awesome-agent-collaborate-tools",
    "A curated list of tools for AI agent-to-agent communication, coordination, and collaboration",
    "- ## Examples & Demos",
    "- [LangGraph Multi-Agent Examples](/projects/github.com%2Flangchain-ai%2Flanggraph%2Ftree%2Fmain%2Fexamples) - Official LangGraph examples covering supervisor, hierarchical, and collaborative multi-agent patterns with state management."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/masstensor%2Fawesome-agent-collaborate-tools",
   "project": "CrewAI Examples",
   "repository": "https://github.com/crewAIInc/crewAI-examples",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-agent-collaborate-tools",
    "A curated list of tools for AI agent-to-agent communication, coordination, and collaboration",
    "- ## Examples & Demos",
    "- [CrewAI Examples](/projects/github.com%2FcrewAIInc%2FcrewAI-examples) - Official CrewAI examples including trip planner, stock analysis, and game builder crews. Best starting point for role-based multi-agent systems."
   ],
   "repository_evidence": [
    "# awesome-agent-collaborate-tools",
    "A curated list of tools for AI agent-to-agent communication, coordination, and collaboration",
    "- ## Examples & Demos",
    "- [CrewAI Examples](/projects/github.com%2FcrewAIInc%2FcrewAI-examples) - Official CrewAI examples including trip planner, stock analysis, and game builder crews. Best starting point for role-based multi-agent systems."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/masstensor%2Fawesome-agent-collaborate-tools",
   "project": "CrewAI",
   "repository": "https://github.com/crewAIInc/crewAI",
   "stars": "30K+",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-agent-collaborate-tools",
    "A curated list of tools for AI agent-to-agent communication, coordination, and collaboration",
    "- ## Multi-Agent Orchestration",
    "- [CrewAI](/projects/github.com%2FcrewAIInc%2FcrewAI) - Role-based multi-agent framework. Agents have roles, goals, and backstories. Simple API, production-ready, 30K+ GitHub stars."
   ],
   "repository_evidence": [
    "# awesome-agent-collaborate-tools",
    "A curated list of tools for AI agent-to-agent communication, coordination, and collaboration",
    "- ## Multi-Agent Orchestration",
    "- [CrewAI](/projects/github.com%2FcrewAIInc%2FcrewAI) - Role-based multi-agent framework. Agents have roles, goals, and backstories. Simple API, production-ready, 30K+ GitHub stars."
   ],
   "stars_evidence": [
    "# awesome-agent-collaborate-tools",
    "A curated list of tools for AI agent-to-agent communication, coordination, and collaboration",
    "- ## Multi-Agent Orchestration",
    "- [CrewAI](/projects/github.com%2FcrewAIInc%2FcrewAI) - Role-based multi-agent framework. Agents have roles, goals, and backstories. Simple API, production-ready, 30K+ GitHub stars."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/masstensor%2Fawesome-agent-collaborate-tools",
   "project": "LangGraph",
   "repository": "https://github.com/langchain-ai/langgraph",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-agent-collaborate-tools",
    "A curated list of tools for AI agent-to-agent communication, coordination, and collaboration",
    "- ## Multi-Agent Orchestration",
    "- [LangGraph](/projects/github.com%2Flangchain-ai%2Flanggraph) - Graph-based agent orchestration by LangChain. Fine-grained control over agent state machines. Best for complex branching and human-in-the-loop flows."
   ],
   "repository_evidence": [
    "# awesome-agent-collaborate-tools",
    "A curated list of tools for AI agent-to-agent communication, coordination, and collaboration",
    "- ## Multi-Agent Orchestration",
    "- [LangGraph](/projects/github.com%2Flangchain-ai%2Flanggraph) - Graph-based agent orchestration by LangChain. Fine-grained control over agent state machines. Best for complex branching and human-in-the-loop flows."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/masstensor%2Fawesome-agent-collaborate-tools",
   "project": "AutoGen",
   "repository": "https://github.com/microsoft/autogen",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-agent-collaborate-tools",
    "A curated list of tools for AI agent-to-agent communication, coordination, and collaboration",
    "- ## Multi-Agent Orchestration",
    "- [AutoGen](/projects/github.com%2Fmicrosoft%2Fautogen) - Microsoft's framework for conversational multi-agent workflows. Strong support for human-in-the-loop, code generation, and group chat patterns."
   ],
   "repository_evidence": [
    "# awesome-agent-collaborate-tools",
    "A curated list of tools for AI agent-to-agent communication, coordination, and collaboration",
    "- ## Multi-Agent Orchestration",
    "- [AutoGen](/projects/github.com%2Fmicrosoft%2Fautogen) - Microsoft's framework for conversational multi-agent workflows. Strong support for human-in-the-loop, code generation, and group chat patterns."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/masstensor%2Fawesome-agent-collaborate-tools",
   "project": "Semantic Kernel",
   "repository": "https://github.com/microsoft/semantic-kernel",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-agent-collaborate-tools",
    "A curated list of tools for AI agent-to-agent communication, coordination, and collaboration",
    "- ## Multi-Agent Orchestration",
    "- [Semantic Kernel](/projects/github.com%2Fmicrosoft%2Fsemantic-kernel) - Microsoft's open-source SDK for building AI agents and copilots. Supports agent-to-agent patterns via the Process Framework."
   ],
   "repository_evidence": [
    "# awesome-agent-collaborate-tools",
    "A curated list of tools for AI agent-to-agent communication, coordination, and collaboration",
    "- ## Multi-Agent Orchestration",
    "- [Semantic Kernel](/projects/github.com%2Fmicrosoft%2Fsemantic-kernel) - Microsoft's open-source SDK for building AI agents and copilots. Supports agent-to-agent patterns via the Process Framework."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/masstensor%2Fawesome-agent-collaborate-tools",
   "project": "Swarms",
   "repository": "https://github.com/kyegomez/swarms",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-agent-collaborate-tools",
    "A curated list of tools for AI agent-to-agent communication, coordination, and collaboration",
    "- ## Multi-Agent Orchestration",
    "- [Swarms](/projects/github.com%2Fkyegomez%2Fswarms) - Production-grade swarm orchestration. Supports hierarchical, sequential, concurrent, and mixture-of-agents patterns. Battle-tested for enterprise deployments."
   ],
   "repository_evidence": [
    "# awesome-agent-collaborate-tools",
    "A curated list of tools for AI agent-to-agent communication, coordination, and collaboration",
    "- ## Multi-Agent Orchestration",
    "- [Swarms](/projects/github.com%2Fkyegomez%2Fswarms) - Production-grade swarm orchestration. Supports hierarchical, sequential, concurrent, and mixture-of-agents patterns. Battle-tested for enterprise deployments."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/masstensor%2Fawesome-agent-collaborate-tools",
   "project": "Mastra",
   "repository": "https://github.com/mastra-ai/mastra",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-agent-collaborate-tools",
    "A curated list of tools for AI agent-to-agent communication, coordination, and collaboration",
    "- ## Multi-Agent Orchestration",
    "- [Mastra](/projects/github.com%2Fmastra-ai%2Fmastra) - TypeScript-first agent framework with memory, tool-calling, workflows, and RAG. Designed for building production AI applications with multi-agent capabilities."
   ],
   "repository_evidence": [
    "# awesome-agent-collaborate-tools",
    "A curated list of tools for AI agent-to-agent communication, coordination, and collaboration",
    "- ## Multi-Agent Orchestration",
    "- [Mastra](/projects/github.com%2Fmastra-ai%2Fmastra) - TypeScript-first agent framework with memory, tool-calling, workflows, and RAG. Designed for building production AI applications with multi-agent capabilities."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/masstensor%2Fawesome-agent-collaborate-tools",
   "project": "smolagents",
   "repository": "https://github.com/huggingface/smolagents",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-agent-collaborate-tools",
    "A curated list of tools for AI agent-to-agent communication, coordination, and collaboration",
    "- ## Multi-Agent Orchestration",
    "- [smolagents](/projects/github.com%2Fhuggingface%2Fsmolagents) - Hugging Face's minimal, code-centric agent framework. Agents write and execute Python code to achieve goals. Simple integration into multi-agent pipelines."
   ],
   "repository_evidence": [
    "# awesome-agent-collaborate-tools",
    "A curated list of tools for AI agent-to-agent communication, coordination, and collaboration",
    "- ## Multi-Agent Orchestration",
    "- [smolagents](/projects/github.com%2Fhuggingface%2Fsmolagents) - Hugging Face's minimal, code-centric agent framework. Agents write and execute Python code to achieve goals. Simple integration into multi-agent pipelines."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/masstensor%2Fawesome-agent-collaborate-tools",
   "project": "open-multi-agent",
   "repository": "https://github.com/JackChen-me/open-multi-agent",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-agent-collaborate-tools",
    "A curated list of tools for AI agent-to-agent communication, coordination, and collaboration",
    "- ## Multi-Agent Orchestration",
    "- [open-multi-agent](/projects/github.com%2FJackChen-me%2Fopen-multi-agent) - Production-grade multi-agent orchestration. Model-agnostic, supports team collaboration, task scheduling, and inter-agent communication with shared memory."
   ],
   "repository_evidence": [
    "# awesome-agent-collaborate-tools",
    "A curated list of tools for AI agent-to-agent communication, coordination, and collaboration",
    "- ## Multi-Agent Orchestration",
    "- [open-multi-agent](/projects/github.com%2FJackChen-me%2Fopen-multi-agent) - Production-grade multi-agent orchestration. Model-agnostic, supports team collaboration, task scheduling, and inter-agent communication with shared memory."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/masstensor%2Fawesome-agent-collaborate-tools",
   "project": "PydanticAI",
   "repository": "https://github.com/pydantic/pydantic-ai",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-agent-collaborate-tools",
    "A curated list of tools for AI agent-to-agent communication, coordination, and collaboration",
    "- ## Multi-Agent Orchestration",
    "- [PydanticAI](/projects/github.com%2Fpydantic%2Fpydantic-ai) - Production-grade agent framework from the Pydantic team. Type-safe tool calling, dependency injection, and structured output. Supports multi-agent orchestration via agent handoff primitives."
   ],
   "repository_evidence": [
    "# awesome-agent-collaborate-tools",
    "A curated list of tools for AI agent-to-agent communication, coordination, and collaboration",
    "- ## Multi-Agent Orchestration",
    "- [PydanticAI](/projects/github.com%2Fpydantic%2Fpydantic-ai) - Production-grade agent framework from the Pydantic team. Type-safe tool calling, dependency injection, and structured output. Supports multi-agent orchestration via agent handoff primitives."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/masstensor%2Fawesome-agent-collaborate-tools",
   "project": "Dify",
   "repository": "https://github.com/langgenius/dify",
   "stars": "60K+",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-agent-collaborate-tools",
    "A curated list of tools for AI agent-to-agent communication, coordination, and collaboration",
    "- ## Multi-Agent Orchestration",
    "- [Dify](/projects/github.com%2Flanggenius%2Fdify) - Open-source LLM app platform with visual agent builder. Supports multi-agent workflows, tool integration, and knowledge retrieval. 60K+ GitHub stars."
   ],
   "repository_evidence": [
    "# awesome-agent-collaborate-tools",
    "A curated list of tools for AI agent-to-agent communication, coordination, and collaboration",
    "- ## Multi-Agent Orchestration",
    "- [Dify](/projects/github.com%2Flanggenius%2Fdify) - Open-source LLM app platform with visual agent builder. Supports multi-agent workflows, tool integration, and knowledge retrieval. 60K+ GitHub stars."
   ],
   "stars_evidence": [
    "# awesome-agent-collaborate-tools",
    "A curated list of tools for AI agent-to-agent communication, coordination, and collaboration",
    "- ## Multi-Agent Orchestration",
    "- [Dify](/projects/github.com%2Flanggenius%2Fdify) - Open-source LLM app platform with visual agent builder. Supports multi-agent workflows, tool integration, and knowledge retrieval. 60K+ GitHub stars."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/masstensor%2Fawesome-agent-collaborate-tools",
   "project": "Langfuse",
   "repository": "https://github.com/langfuse/langfuse",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-agent-collaborate-tools",
    "A curated list of tools for AI agent-to-agent communication, coordination, and collaboration",
    "- ## Observability & Debugging",
    "- [Langfuse](/projects/github.com%2Flangfuse%2Flangfuse) - Open-source LLM observability (MIT license). Acquired by ClickHouse. 19 Fortune 50 clients. Full-featured: tracing, evaluations, prompt management, datasets."
   ],
   "repository_evidence": [
    "# awesome-agent-collaborate-tools",
    "A curated list of tools for AI agent-to-agent communication, coordination, and collaboration",
    "- ## Observability & Debugging",
    "- [Langfuse](/projects/github.com%2Flangfuse%2Flangfuse) - Open-source LLM observability (MIT license). Acquired by ClickHouse. 19 Fortune 50 clients. Full-featured: tracing, evaluations, prompt management, datasets."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/masstensor%2Fawesome-agent-collaborate-tools",
   "project": "Arize Phoenix",
   "repository": "https://github.com/Arize-ai/phoenix",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-agent-collaborate-tools",
    "A curated list of tools for AI agent-to-agent communication, coordination, and collaboration",
    "- ## Observability & Debugging",
    "- [Arize Phoenix](/projects/github.com%2FArize-ai%2Fphoenix) - Open-source LLM observability. Trace agent runs, visualize spans, and evaluate outputs locally or in the cloud. Built on OpenTelemetry."
   ],
   "repository_evidence": [
    "# awesome-agent-collaborate-tools",
    "A curated list of tools for AI agent-to-agent communication, coordination, and collaboration",
    "- ## Observability & Debugging",
    "- [Arize Phoenix](/projects/github.com%2FArize-ai%2Fphoenix) - Open-source LLM observability. Trace agent runs, visualize spans, and evaluate outputs locally or in the cloud. Built on OpenTelemetry."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/masstensor%2Fawesome-agent-collaborate-tools",
   "project": "AgentOps",
   "repository": "https://github.com/AgentOps-AI/agentops",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-agent-collaborate-tools",
    "A curated list of tools for AI agent-to-agent communication, coordination, and collaboration",
    "- ## Observability & Debugging",
    "- [AgentOps](/projects/github.com%2FAgentOps-AI%2Fagentops) - Agent-specific observability and testing. Session replays, cost tracking, failure analysis, and compliance monitoring. Native integrations with CrewAI, AutoGen, LangChain."
   ],
   "repository_evidence": [
    "# awesome-agent-collaborate-tools",
    "A curated list of tools for AI agent-to-agent communication, coordination, and collaboration",
    "- ## Observability & Debugging",
    "- [AgentOps](/projects/github.com%2FAgentOps-AI%2Fagentops) - Agent-specific observability and testing. Session replays, cost tracking, failure analysis, and compliance monitoring. Native integrations with CrewAI, AutoGen, LangChain."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/masstensor%2Fawesome-agent-collaborate-tools",
   "project": "Traceloop / OpenLLMetry",
   "repository": "https://github.com/traceloop/openllmetry",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-agent-collaborate-tools",
    "A curated list of tools for AI agent-to-agent communication, coordination, and collaboration",
    "- ## Observability & Debugging",
    "- [Traceloop / OpenLLMetry](/projects/github.com%2Ftraceloop%2Fopenllmetry) - OpenTelemetry-based LLM observability. Automatic instrumentation for LangChain, CrewAI, AutoGen, and 20+ frameworks. Sends traces to any OTel-compatible backend (Datadog, Grafana, etc.)."
   ],
   "repository_evidence": [
    "# awesome-agent-collaborate-tools",
    "A curated list of tools for AI agent-to-agent communication, coordination, and collaboration",
    "- ## Observability & Debugging",
    "- [Traceloop / OpenLLMetry](/projects/github.com%2Ftraceloop%2Fopenllmetry) - OpenTelemetry-based LLM observability. Automatic instrumentation for LangChain, CrewAI, AutoGen, and 20+ frameworks. Sends traces to any OTel-compatible backend (Datadog, Grafana, etc.)."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/masstensor%2Fawesome-agent-collaborate-tools",
   "project": "Helicone",
   "repository": "https://github.com/Helicone/helicone",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-agent-collaborate-tools",
    "A curated list of tools for AI agent-to-agent communication, coordination, and collaboration",
    "- ## Observability & Debugging",
    "- [Helicone](/projects/github.com%2FHelicone%2Fhelicone) - Open-source LLM observability and caching proxy. Drop-in for OpenAI/Anthropic/Gemini. Per-request latency, cost, and error tracking with user-level attribution."
   ],
   "repository_evidence": [
    "# awesome-agent-collaborate-tools",
    "A curated list of tools for AI agent-to-agent communication, coordination, and collaboration",
    "- ## Observability & Debugging",
    "- [Helicone](/projects/github.com%2FHelicone%2Fhelicone) - Open-source LLM observability and caching proxy. Drop-in for OpenAI/Anthropic/Gemini. Per-request latency, cost, and error tracking with user-level attribution."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/masstensor%2Fawesome-agent-collaborate-tools",
   "project": "Mem0",
   "repository": "https://github.com/mem0ai/mem0",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-agent-collaborate-tools",
    "A curated list of tools for AI agent-to-agent communication, coordination, and collaboration",
    "- ## State & Memory",
    "- [Mem0](/projects/github.com%2Fmem0ai%2Fmem0) - Adaptive memory layer for AI agents. Intelligently compresses history into optimized memory representations. Claims up to 80% prompt token reduction. Lowest integration friction for standalone memory."
   ],
   "repository_evidence": [
    "# awesome-agent-collaborate-tools",
    "A curated list of tools for AI agent-to-agent communication, coordination, and collaboration",
    "- ## State & Memory",
    "- [Mem0](/projects/github.com%2Fmem0ai%2Fmem0) - Adaptive memory layer for AI agents. Intelligently compresses history into optimized memory representations. Claims up to 80% prompt token reduction. Lowest integration friction for standalone memory."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/masstensor%2Fawesome-agent-collaborate-tools",
   "project": "Zep",
   "repository": "https://github.com/getzep/zep",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-agent-collaborate-tools",
    "A curated list of tools for AI agent-to-agent communication, coordination, and collaboration",
    "- ## State & Memory",
    "- [Zep](/projects/github.com%2Fgetzep%2Fzep) - Long-term memory store with temporal knowledge graph. Tracks how facts change over time. Integrates structured business data with conversational history. Best for temporal-aware production pipelines."
   ],
   "repository_evidence": [
    "# awesome-agent-collaborate-tools",
    "A curated list of tools for AI agent-to-agent communication, coordination, and collaboration",
    "- ## State & Memory",
    "- [Zep](/projects/github.com%2Fgetzep%2Fzep) - Long-term memory store with temporal knowledge graph. Tracks how facts change over time. Integrates structured business data with conversational history. Best for temporal-aware production pipelines."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/masstensor%2Fawesome-agent-collaborate-tools",
   "project": "Letta",
   "repository": "https://github.com/cpacker/MemGPT",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-agent-collaborate-tools",
    "A curated list of tools for AI agent-to-agent communication, coordination, and collaboration",
    "- ## State & Memory",
    "- [Letta (formerly MemGPT)](/projects/github.com%2Fcpacker%2FMemGPT) - Agents with OS-style virtual memory management. Self-editing memory architecture with in-context vs archival storage. Includes REST API and development environment."
   ],
   "repository_evidence": [
    "# awesome-agent-collaborate-tools",
    "A curated list of tools for AI agent-to-agent communication, coordination, and collaboration",
    "- ## State & Memory",
    "- [Letta (formerly MemGPT)](/projects/github.com%2Fcpacker%2FMemGPT) - Agents with OS-style virtual memory management. Self-editing memory architecture with in-context vs archival storage. Includes REST API and development environment."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/masstensor%2Fawesome-agent-collaborate-tools",
   "project": "Cognee",
   "repository": "https://github.com/topoteretes/cognee",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-agent-collaborate-tools",
    "A curated list of tools for AI agent-to-agent communication, coordination, and collaboration",
    "- ## State & Memory",
    "- [Cognee](/projects/github.com%2Ftopoteretes%2Fcognee) - Knowledge-graph-first memory for agents. Builds structured knowledge graphs from unstructured data for rich semantic retrieval."
   ],
   "repository_evidence": [
    "# awesome-agent-collaborate-tools",
    "A curated list of tools for AI agent-to-agent communication, coordination, and collaboration",
    "- ## State & Memory",
    "- [Cognee](/projects/github.com%2Ftopoteretes%2Fcognee) - Knowledge-graph-first memory for agents. Builds structured knowledge graphs from unstructured data for rich semantic retrieval."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/masstensor%2Fawesome-agent-collaborate-tools",
   "project": "LangMem",
   "repository": "https://github.com/langchain-ai/langmem",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-agent-collaborate-tools",
    "A curated list of tools for AI agent-to-agent communication, coordination, and collaboration",
    "- ## State & Memory",
    "- [LangMem](/projects/github.com%2Flangchain-ai%2Flangmem) - LangChain's memory abstraction layer. Multiple memory types (episodic, semantic, procedural) with a unified API."
   ],
   "repository_evidence": [
    "# awesome-agent-collaborate-tools",
    "A curated list of tools for AI agent-to-agent communication, coordination, and collaboration",
    "- ## State & Memory",
    "- [LangMem](/projects/github.com%2Flangchain-ai%2Flangmem) - LangChain's memory abstraction layer. Multiple memory types (episodic, semantic, procedural) with a unified API."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/masstensor%2Fawesome-agent-collaborate-tools",
   "project": "Supermemory",
   "repository": "https://github.com/supermemoryai/supermemory",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-agent-collaborate-tools",
    "A curated list of tools for AI agent-to-agent communication, coordination, and collaboration",
    "- ## State & Memory",
    "- [Supermemory](/projects/github.com%2Fsupermemoryai%2Fsupermemory) - Universal memory API for AI agents. Import from anywhere, query with semantic search. Designed as a \"memory backbone\" across multiple agents."
   ],
   "repository_evidence": [
    "# awesome-agent-collaborate-tools",
    "A curated list of tools for AI agent-to-agent communication, coordination, and collaboration",
    "- ## State & Memory",
    "- [Supermemory](/projects/github.com%2Fsupermemoryai%2Fsupermemory) - Universal memory API for AI agents. Import from anywhere, query with semantic search. Designed as a \"memory backbone\" across multiple agents."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/masstensor%2Fawesome-agent-collaborate-tools",
   "project": "Chroma",
   "repository": "https://github.com/chroma-core/chroma",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-agent-collaborate-tools",
    "A curated list of tools for AI agent-to-agent communication, coordination, and collaboration",
    "- ## State & Memory",
    "- [Chroma](/projects/github.com%2Fchroma-core%2Fchroma) - Open-source embedding database. The most popular vector store for agent memory. Simple API, runs locally or in the cloud. pip install chromadb."
   ],
   "repository_evidence": [
    "# awesome-agent-collaborate-tools",
    "A curated list of tools for AI agent-to-agent communication, coordination, and collaboration",
    "- ## State & Memory",
    "- [Chroma](/projects/github.com%2Fchroma-core%2Fchroma) - Open-source embedding database. The most popular vector store for agent memory. Simple API, runs locally or in the cloud. pip install chromadb."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/masstensor%2Fawesome-agent-collaborate-tools",
   "project": "Qdrant",
   "repository": "https://github.com/qdrant/qdrant",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-agent-collaborate-tools",
    "A curated list of tools for AI agent-to-agent communication, coordination, and collaboration",
    "- ## State & Memory",
    "- [Qdrant](/projects/github.com%2Fqdrant%2Fqdrant) - High-performance vector database written in Rust. Excellent for production agent long-term memory with filtering, payload indexing, and sparse vector support."
   ],
   "repository_evidence": [
    "# awesome-agent-collaborate-tools",
    "A curated list of tools for AI agent-to-agent communication, coordination, and collaboration",
    "- ## State & Memory",
    "- [Qdrant](/projects/github.com%2Fqdrant%2Fqdrant) - High-performance vector database written in Rust. Excellent for production agent long-term memory with filtering, payload indexing, and sparse vector support."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/masstensor%2Fawesome-agent-collaborate-tools",
   "project": "Weaviate",
   "repository": "https://github.com/weaviate/weaviate",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-agent-collaborate-tools",
    "A curated list of tools for AI agent-to-agent communication, coordination, and collaboration",
    "- ## State & Memory",
    "- [Weaviate](/projects/github.com%2Fweaviate%2Fweaviate) - Open-source vector database with built-in vectorization. Modules for text, images, and multi-modal memory. Native GraphQL API."
   ],
   "repository_evidence": [
    "# awesome-agent-collaborate-tools",
    "A curated list of tools for AI agent-to-agent communication, coordination, and collaboration",
    "- ## State & Memory",
    "- [Weaviate](/projects/github.com%2Fweaviate%2Fweaviate) - Open-source vector database with built-in vectorization. Modules for text, images, and multi-modal memory. Native GraphQL API."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://note.com/moai_lab/n/n9e7e42831233?hl=en",
   "project": "OpenManus",
   "repository": "https://github.com/mannaandpoem/OpenManus",
   "stars": "12600",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "OpenManus: An Open-Source AI Agent Framework That Requires No Invitation",
    "OpenManus is an open-source implementation project that makes the features of the Chinese AI agent \"Manus\" available to everyone."
   ],
   "repository_evidence": [
    "OpenManus: An Open-Source AI Agent Framework That Requires No Invitation",
    "Next, clone the repository from GitHub (\"git clone [https://github.com/mannaandpoem/OpenManus.git\"), and install the necessary dependency packages (\"pip](https://github.com/mannaandpoem/OpenManus.git%E3%80%8D%EF%BC%89%E3%80%81%E5%BF%85%E8%A6%81%E3%81%AA%E4%BE%9D%E5%AD%98%E3%83%91%E3%83%83%E3%82%B1%E3%83%BC%E3%82%B8%E3%82%92%E3%82%A4%E3%83%B3%E3%82%B9%E3%83%88%E3%83%BC%E3%83%AB%E3%81%97%E3%81%BE%E3%81%99%EF%BC%88%E3%80%8Cpip) install -r requirements.txt\") [14][17]."
   ],
   "stars_evidence": [
    "OpenManus: An Open-Source AI Agent Framework That Requires No Invitation",
    "According to another source, its popularity continued to grow, reaching over 12,600 stars by the time an article was written on CSDN (a Chinese software developer community site) [7]."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://agentsindex.ai/blog/best-ai-agent-frameworks",
   "project": "LangGraph",
   "repository": null,
   "stars": "24800",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "**[AI agent frameworks](https://agentsindex.ai/categories/agent-frameworks?utm_source=agentsindex.ai)** are the tools developers use to build, orchestrate, and deploy autonomous AI systems."
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "**[AI agent frameworks](https://agentsindex.ai/categories/agent-frameworks?utm_source=agentsindex.ai)** are the tools developers use to build, orchestrate, and deploy autonomous AI systems.",
    "Why is LangGraph becoming the production default?",
    "[LangGraph has 24,800+ GitHub stars and 34.5 million monthly downloads](https://www.firecrawl.dev/blog/best-open-source-agent-frameworks?utm_source=agentsindex.ai) as of early 2026, according to Firecrawl."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://agentsindex.ai/blog/best-ai-agent-frameworks",
   "project": "CrewAI",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "**[AI agent frameworks](https://agentsindex.ai/categories/agent-frameworks?utm_source=agentsindex.ai)** are the tools developers use to build, orchestrate, and deploy autonomous AI systems."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://agentsindex.ai/blog/best-ai-agent-frameworks",
   "project": "AutoGen",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "**[AI agent frameworks](https://agentsindex.ai/categories/agent-frameworks?utm_source=agentsindex.ai)** are the tools developers use to build, orchestrate, and deploy autonomous AI systems."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://agentsindex.ai/blog/best-ai-agent-frameworks",
   "project": "AG2",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "**[AI agent frameworks](https://agentsindex.ai/categories/agent-frameworks?utm_source=agentsindex.ai)** are the tools developers use to build, orchestrate, and deploy autonomous AI systems."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://agentsindex.ai/blog/best-ai-agent-frameworks",
   "project": "Agno",
   "repository": null,
   "stars": "29000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "**[AI agent frameworks](https://agentsindex.ai/categories/agent-frameworks?utm_source=agentsindex.ai)** are the tools developers use to build, orchestrate, and deploy autonomous AI systems."
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "**[AI agent frameworks](https://agentsindex.ai/categories/agent-frameworks?utm_source=agentsindex.ai)** are the tools developers use to build, orchestrate, and deploy autonomous AI systems.",
    "Why is Agno the framework most comparison lists overlook?",
    "Agno (formerly **PhiData**, rebranded in late 2024) has [accumulated 29,000+ GitHub stars, making it one of the most-starred open-source agent frameworks](https://brightdata.com/blog/ai/best-ai-agent-frameworks?utm_source=agentsindex.ai) available, according to Brightdata's analysis (2026)."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://agentsindex.ai/blog/best-ai-agent-frameworks",
   "project": "LlamaIndex",
   "repository": null,
   "stars": "30000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "**[AI agent frameworks](https://agentsindex.ai/categories/agent-frameworks?utm_source=agentsindex.ai)** are the tools developers use to build, orchestrate, and deploy autonomous AI systems."
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "**[AI agent frameworks](https://agentsindex.ai/categories/agent-frameworks?utm_source=agentsindex.ai)** are the tools developers use to build, orchestrate, and deploy autonomous AI systems.",
    "Is LlamaIndex still the best choice for RAG-heavy applications?",
    "LlamaIndex leads the open-source field in GitHub stars (approximately 30,000+) and holds a strong position in retrieval-augmented generation workflows."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://agentsindex.ai/blog/best-ai-agent-frameworks",
   "project": "PydanticAI",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "**[AI agent frameworks](https://agentsindex.ai/categories/agent-frameworks?utm_source=agentsindex.ai)** are the tools developers use to build, orchestrate, and deploy autonomous AI systems."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://agentsindex.ai/blog/best-ai-agent-frameworks",
   "project": "SmolAgents",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "**[AI agent frameworks](https://agentsindex.ai/categories/agent-frameworks?utm_source=agentsindex.ai)** are the tools developers use to build, orchestrate, and deploy autonomous AI systems."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://dreaming.press/compare/mem0-vs-letta",
   "project": "Mem0",
   "repository": "https://github.com/mem0ai/mem0",
   "stars": "63000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "The Stack \u00b7 Comparison",
    "# Mem0 vs Letta (MemGPT)",
    "| | Mem0 | Letta (MemGPT) |"
   ],
   "repository_evidence": [
    "The Stack \u00b7 Comparison",
    "# Mem0 vs Letta (MemGPT)",
    "| Repository | [mem0ai/mem0](https://github.com/mem0ai/mem0) | [letta-ai/letta](https://github.com/letta-ai/letta) |"
   ],
   "stars_evidence": [
    "The Stack \u00b7 Comparison",
    "# Mem0 vs Letta (MemGPT)",
    "| | Mem0 | Letta (MemGPT) |",
    "| GitHub stars | \u2605 63k | \u2605 24k |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://dreaming.press/compare/mem0-vs-letta",
   "project": "Letta (MemGPT)",
   "repository": "https://github.com/letta-ai/letta",
   "stars": "24000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "The Stack \u00b7 Comparison",
    "# Mem0 vs Letta (MemGPT)",
    "| | Mem0 | Letta (MemGPT) |"
   ],
   "repository_evidence": [
    "The Stack \u00b7 Comparison",
    "# Mem0 vs Letta (MemGPT)",
    "| Repository | [mem0ai/mem0](https://github.com/mem0ai/mem0) | [letta-ai/letta](https://github.com/letta-ai/letta) |"
   ],
   "stars_evidence": [
    "The Stack \u00b7 Comparison",
    "# Mem0 vs Letta (MemGPT)",
    "| | Mem0 | Letta (MemGPT) |",
    "| GitHub stars | \u2605 63k | \u2605 24k |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://arxiv.org/html/2510.24701v3",
   "project": "Tongyi DeepResearch",
   "repository": "https://github.com/Alibaba-NLP/DeepResearch",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Tongyi DeepResearch Technical Report",
    "We release official reproduction scripts on GitHub44 4 [https://github.com/Alibaba-NLP/DeepResearch](https://github.com/Alibaba-NLP/DeepResearch), along with the complete tool implementations and prompt configurations."
   ],
   "repository_evidence": [
    "# Tongyi DeepResearch Technical Report",
    "We release official reproduction scripts on GitHub44 4 [https://github.com/Alibaba-NLP/DeepResearch](https://github.com/Alibaba-NLP/DeepResearch), along with the complete tool implementations and prompt configurations."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/underlines/awesome-marketing-datascience/blob/master/llm-tools.md?plain=1",
   "project": "AgentGPT",
   "repository": "https://github.com/reworkd/AgentGPT",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## Agents / Automatic GPT",
    "- [AgentGPT](https://github.com/reworkd/AgentGPT) Deploy autonomous AI agents, using vectorDB memory, web browsing via LangChain, website interaction and more including a GUI"
   ],
   "repository_evidence": [
    "## Agents / Automatic GPT",
    "- [AgentGPT](https://github.com/reworkd/AgentGPT) Deploy autonomous AI agents, using vectorDB memory, web browsing via LangChain, website interaction and more including a GUI"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/underlines/awesome-marketing-datascience/blob/master/llm-tools.md?plain=1",
   "project": "LoopGPT",
   "repository": "https://github.com/farizrahman4u/loopgpt",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## Agents / Automatic GPT",
    "- [LoopGPT](https://github.com/farizrahman4u/loopgpt) a re-implementation of AutoGPT as a proper python package, modular and extensible"
   ],
   "repository_evidence": [
    "## Agents / Automatic GPT",
    "- [LoopGPT](https://github.com/farizrahman4u/loopgpt) a re-implementation of AutoGPT as a proper python package, modular and extensible"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/underlines/awesome-marketing-datascience/blob/master/llm-tools.md?plain=1",
   "project": "Camel-AutoGPT",
   "repository": "https://github.com/SamurAIGPT/Camel-AutoGPT",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## Agents / Automatic GPT",
    "- [Camel-AutoGPT](https://github.com/SamurAIGPT/Camel-AutoGPT) Communicaton between Agents like BabyAGI and AutoGPT"
   ],
   "repository_evidence": [
    "## Agents / Automatic GPT",
    "- [Camel-AutoGPT](https://github.com/SamurAIGPT/Camel-AutoGPT) Communicaton between Agents like BabyAGI and AutoGPT"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/underlines/awesome-marketing-datascience/blob/master/llm-tools.md?plain=1",
   "project": "BabyAGIChatGPT",
   "repository": "https://github.com/Doriandarko/BabyAGIChatGPT",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## Agents / Automatic GPT",
    "- [BabyAGIChatGPT](https://github.com/Doriandarko/BabyAGIChatGPT) is a fork of BabyAGI to work with OpenAI's GPT, pinecone and google search"
   ],
   "repository_evidence": [
    "## Agents / Automatic GPT",
    "- [BabyAGIChatGPT](https://github.com/Doriandarko/BabyAGIChatGPT) is a fork of BabyAGI to work with OpenAI's GPT, pinecone and google search"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/underlines/awesome-marketing-datascience/blob/master/llm-tools.md?plain=1",
   "project": "Chrome-GPT",
   "repository": "https://github.com/richardyc/Chrome-GPT",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## Agents / Automatic GPT",
    "- [Chrome-GPT](https://github.com/richardyc/Chrome-GPT) AutoGPT agent employing Langchain and Selenium to interact with a Chrome browser session, enabling Google search, webpage description, element interaction, and form input"
   ],
   "repository_evidence": [
    "## Agents / Automatic GPT",
    "- [Chrome-GPT](https://github.com/richardyc/Chrome-GPT) AutoGPT agent employing Langchain and Selenium to interact with a Chrome browser session, enabling Google search, webpage description, element interaction, and form input"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/underlines/awesome-marketing-datascience/blob/master/llm-tools.md?plain=1",
   "project": "ai-legion",
   "repository": "https://github.com/eumemic/ai-legion",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## Agents / Automatic GPT",
    "- [ai-legion](https://github.com/eumemic/ai-legion) A framework for autonomous agents who can work together to accomplish tasks."
   ],
   "repository_evidence": [
    "## Agents / Automatic GPT",
    "- [ai-legion](https://github.com/eumemic/ai-legion) A framework for autonomous agents who can work together to accomplish tasks."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/underlines/awesome-marketing-datascience/blob/master/llm-tools.md?plain=1",
   "project": "gpt-engineer",
   "repository": "https://github.com/AntonOsika/gpt-engineer",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## Agents / Automatic GPT",
    "- [gpt-engineer](https://github.com/AntonOsika/gpt-engineer) generates a customizable codebase based on prompts using GPT4, and is easy to adapt and extend; runs on any hardware that can run Python."
   ],
   "repository_evidence": [
    "## Agents / Automatic GPT",
    "- [gpt-engineer](https://github.com/AntonOsika/gpt-engineer) generates a customizable codebase based on prompts using GPT4, and is easy to adapt and extend; runs on any hardware that can run Python."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/underlines/awesome-marketing-datascience/blob/master/llm-tools.md?plain=1",
   "project": "MetaGPT",
   "repository": "https://github.com/geekan/MetaGPT",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## Agents / Automatic GPT",
    "- [MetaGPT](https://github.com/geekan/MetaGPT) multi agent meta programming framework. takes requirements as input and outputs user stories, analysis, data structures, etc. MetaGPT includes product managers, architects, PMs, engineers and uses SOPs to run, [paper](https://arxiv.org/abs/2308.00352v4)"
   ],
   "repository_evidence": [
    "## Agents / Automatic GPT",
    "- [MetaGPT](https://github.com/geekan/MetaGPT) multi agent meta programming framework. takes requirements as input and outputs user stories, analysis, data structures, etc. MetaGPT includes product managers, architects, PMs, engineers and uses SOPs to run, [paper](https://arxiv.org/abs/2308.00352v4)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/underlines/awesome-marketing-datascience/blob/master/llm-tools.md?plain=1",
   "project": "AutoChain",
   "repository": "https://github.com/Forethought-Technologies/AutoChain",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## Agents / Automatic GPT",
    "- [AutoChain](https://github.com/Forethought-Technologies/AutoChain) Build lightweight, extensible, and testable LLM Agents"
   ],
   "repository_evidence": [
    "## Agents / Automatic GPT",
    "- [AutoChain](https://github.com/Forethought-Technologies/AutoChain) Build lightweight, extensible, and testable LLM Agents"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/underlines/awesome-marketing-datascience/blob/master/llm-tools.md?plain=1",
   "project": "chatdev",
   "repository": "https://github.com/openbmb/chatdev",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## Agents / Automatic GPT",
    "- [chatdev](https://github.com/openbmb/chatdev) Develop Custom Software using Natural Language, while an LLM-powered Multi-Agent Team develops the software for you, [paper](https://arxiv.org/pdf/2307.07924v3.pdf)"
   ],
   "repository_evidence": [
    "## Agents / Automatic GPT",
    "- [chatdev](https://github.com/openbmb/chatdev) Develop Custom Software using Natural Language, while an LLM-powered Multi-Agent Team develops the software for you, [paper](https://arxiv.org/pdf/2307.07924v3.pdf)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/underlines/awesome-marketing-datascience/blob/master/llm-tools.md?plain=1",
   "project": "AutoAgents",
   "repository": "https://github.com/Link-AGI/AutoAgents",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## Agents / Automatic GPT",
    "- [AutoAgents](https://github.com/Link-AGI/AutoAgents) Generate different roles for GPTs to form a collaborative entity for complex tasks, [paper](https://arxiv.org/abs/2309.17288v2)"
   ],
   "repository_evidence": [
    "## Agents / Automatic GPT",
    "- [AutoAgents](https://github.com/Link-AGI/AutoAgents) Generate different roles for GPTs to form a collaborative entity for complex tasks, [paper](https://arxiv.org/abs/2309.17288v2)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/underlines/awesome-marketing-datascience/blob/master/llm-tools.md?plain=1",
   "project": "RestGPT",
   "repository": "https://github.com/Yifan-Song793/RestGPT",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## Agents / Automatic GPT",
    "- [RestGPT](https://github.com/Yifan-Song793/RestGPT) LLM-based autonomous agent controlling real-world applications via RESTful APIs"
   ],
   "repository_evidence": [
    "## Agents / Automatic GPT",
    "- [RestGPT](https://github.com/Yifan-Song793/RestGPT) LLM-based autonomous agent controlling real-world applications via RESTful APIs"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/underlines/awesome-marketing-datascience/blob/master/llm-tools.md?plain=1",
   "project": "MemGPT",
   "repository": "https://github.com/cpacker/MemGPT",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## Agents / Automatic GPT",
    "- [MemGPT](https://github.com/cpacker/MemGPT) intelligently manages different memory tiers in LLMs to provide extended context, supporting vector DBs, SQL, Documents etc"
   ],
   "repository_evidence": [
    "## Agents / Automatic GPT",
    "- [MemGPT](https://github.com/cpacker/MemGPT) intelligently manages different memory tiers in LLMs to provide extended context, supporting vector DBs, SQL, Documents etc"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/underlines/awesome-marketing-datascience/blob/master/llm-tools.md?plain=1",
   "project": "XAgent",
   "repository": "https://github.com/OpenBMB/XAgent",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## Agents / Automatic GPT",
    "- [XAgent](https://github.com/OpenBMB/XAgent) Autonomous LLM Agent for Complex Task Solving"
   ],
   "repository_evidence": [
    "## Agents / Automatic GPT",
    "- [XAgent](https://github.com/OpenBMB/XAgent) Autonomous LLM Agent for Complex Task Solving"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/underlines/awesome-marketing-datascience/blob/master/llm-tools.md?plain=1",
   "project": "agency-swarm",
   "repository": "https://github.com/VRSEN/agency-swarm",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## Agents / Automatic GPT",
    "- [agency-swarm](https://github.com/VRSEN/agency-swarm) agent orchestration framework enabling the creation of a collaborative swarm of agents (Agencies), each with distinct roles and capabilities"
   ],
   "repository_evidence": [
    "## Agents / Automatic GPT",
    "- [agency-swarm](https://github.com/VRSEN/agency-swarm) agent orchestration framework enabling the creation of a collaborative swarm of agents (Agencies), each with distinct roles and capabilities"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/underlines/awesome-marketing-datascience/blob/master/llm-tools.md?plain=1",
   "project": "BabyAGI",
   "repository": "https://github.com/yoheinakajima/babyagi",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## Agents / Automatic GPT",
    "- [BabyAGI](https://github.com/yoheinakajima/babyagi) AI-Powered Task Management for OpenAI + Pinecone or Llama.cpp"
   ],
   "repository_evidence": [
    "## Agents / Automatic GPT",
    "- [BabyAGI](https://github.com/yoheinakajima/babyagi) AI-Powered Task Management for OpenAI + Pinecone or Llama.cpp"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/underlines/awesome-marketing-datascience/blob/master/llm-tools.md?plain=1",
   "project": "Agent-LLM",
   "repository": "https://github.com/Josh-XT/Agent-LLM",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## Agents / Automatic GPT",
    "- [Agent-LLM](https://github.com/Josh-XT/Agent-LLM) Webapp to control an agent-based Auto-GPT alternative, supporting GPT4, Kobold, llama.cpp, FastChat, Bard, Oobabooga textgen"
   ],
   "repository_evidence": [
    "## Agents / Automatic GPT",
    "- [Agent-LLM](https://github.com/Josh-XT/Agent-LLM) Webapp to control an agent-based Auto-GPT alternative, supporting GPT4, Kobold, llama.cpp, FastChat, Bard, Oobabooga textgen"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/underlines/awesome-marketing-datascience/blob/master/llm-tools.md?plain=1",
   "project": "SuperAGI",
   "repository": "https://github.com/TransformerOptimus/SuperAGI",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## Agents / Automatic GPT",
    "- [SuperAGI](https://github.com/TransformerOptimus/SuperAGI) open-source framework that enables developers to build, manage, and run autonomous agents. Supports tools extensions, concurrent agents, GUI, console, vector DBs, multi modal, telemetry and long term memory"
   ],
   "repository_evidence": [
    "## Agents / Automatic GPT",
    "- [SuperAGI](https://github.com/TransformerOptimus/SuperAGI) open-source framework that enables developers to build, manage, and run autonomous agents. Supports tools extensions, concurrent agents, GUI, console, vector DBs, multi modal, telemetry and long term memory"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/underlines/awesome-marketing-datascience/blob/master/llm-tools.md?plain=1",
   "project": "GPT-Pilot",
   "repository": "https://github.com/Pythagora-io/gpt-pilot",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## Agents / Automatic GPT",
    "- [GPT-Pilot](https://github.com/Pythagora-io/gpt-pilot) writes scalable apps from scratch while the developer oversees the implementation"
   ],
   "repository_evidence": [
    "## Agents / Automatic GPT",
    "- [GPT-Pilot](https://github.com/Pythagora-io/gpt-pilot) writes scalable apps from scratch while the developer oversees the implementation"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/underlines/awesome-marketing-datascience/blob/master/llm-tools.md?plain=1",
   "project": "DevOpsGPT",
   "repository": "https://github.com/kuafuai/DevOpsGPT",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## Agents / Automatic GPT",
    "- [DevOpsGPT](https://github.com/kuafuai/DevOpsGPT) Multi agent system for AI-driven software development. Combine LLM with DevOps tools to convert natural language requirements into working software"
   ],
   "repository_evidence": [
    "## Agents / Automatic GPT",
    "- [DevOpsGPT](https://github.com/kuafuai/DevOpsGPT) Multi agent system for AI-driven software development. Combine LLM with DevOps tools to convert natural language requirements into working software"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/underlines/awesome-marketing-datascience/blob/master/llm-tools.md?plain=1",
   "project": "SuperAgent",
   "repository": "https://github.com/homanp/superagent",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## Agents / Automatic GPT",
    "- [SuperAgent](https://github.com/homanp/superagent) Build, deploy, and manage LLM-powered agents"
   ],
   "repository_evidence": [
    "## Agents / Automatic GPT",
    "- [SuperAgent](https://github.com/homanp/superagent) Build, deploy, and manage LLM-powered agents"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/underlines/awesome-marketing-datascience/blob/master/llm-tools.md?plain=1",
   "project": "autogen",
   "repository": "https://github.com/microsoft/autogen",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## Agents / Automatic GPT",
    "- [autogen](https://github.com/microsoft/autogen) framework that enables the development of LLM applications using multiple agents that can converse with each other to solve tasks, [paper](https://arxiv.org/abs/2308.08155v2)"
   ],
   "repository_evidence": [
    "## Agents / Automatic GPT",
    "- [autogen](https://github.com/microsoft/autogen) framework that enables the development of LLM applications using multiple agents that can converse with each other to solve tasks, [paper](https://arxiv.org/abs/2308.08155v2)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/underlines/awesome-marketing-datascience/blob/master/llm-tools.md?plain=1",
   "project": "openagents",
   "repository": "https://github.com/xlang-ai/openagents",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## Agents / Automatic GPT",
    "- [openagents](https://github.com/xlang-ai/openagents) an Open Platform for Language Agents in the Wild, [paper](https://arxiv.org/abs/2310.10634)"
   ],
   "repository_evidence": [
    "## Agents / Automatic GPT",
    "- [openagents](https://github.com/xlang-ai/openagents) an Open Platform for Language Agents in the Wild, [paper](https://arxiv.org/abs/2310.10634)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/underlines/awesome-marketing-datascience/blob/master/llm-tools.md?plain=1",
   "project": "TaskWeaver",
   "repository": "https://github.com/microsoft/TaskWeaver",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## Agents / Automatic GPT",
    "- [TaskWeaver](https://github.com/microsoft/TaskWeaver) code-first agent framework for planning and executing data analytics tasks interpreting user requests and coordinating plugins"
   ],
   "repository_evidence": [
    "## Agents / Automatic GPT",
    "- [TaskWeaver](https://github.com/microsoft/TaskWeaver) code-first agent framework for planning and executing data analytics tasks interpreting user requests and coordinating plugins"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/underlines/awesome-marketing-datascience/blob/master/llm-tools.md?plain=1",
   "project": "crewAI",
   "repository": "https://github.com/joaomdmoura/crewAI",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## Agents / Automatic GPT",
    "- [crewAI](https://github.com/joaomdmoura/crewAI) framework for orchestrating role-playing, autonomous AI agents"
   ],
   "repository_evidence": [
    "## Agents / Automatic GPT",
    "- [crewAI](https://github.com/joaomdmoura/crewAI) framework for orchestrating role-playing, autonomous AI agents"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/underlines/awesome-marketing-datascience/blob/master/llm-tools.md?plain=1",
   "project": "phidata",
   "repository": "https://github.com/phidatahq/phidata",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## Agents / Automatic GPT",
    "- [phidata](https://github.com/phidatahq/phidata) is a framework for building AI agents with memory, knowledge, tools and reasoning capabilities, offering functionalities such as team collaboration, agent monitoring and optimization, and an interactive UI for agent communication"
   ],
   "repository_evidence": [
    "## Agents / Automatic GPT",
    "- [phidata](https://github.com/phidatahq/phidata) is a framework for building AI agents with memory, knowledge, tools and reasoning capabilities, offering functionalities such as team collaboration, agent monitoring and optimization, and an interactive UI for agent communication"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/underlines/awesome-marketing-datascience/blob/master/llm-tools.md?plain=1",
   "project": "FRIDAY",
   "repository": "https://github.com/OS-Copilot/FRIDAY",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## Agents / Automatic GPT",
    "- [FRIDAY](https://github.com/OS-Copilot/FRIDAY) Framework for Computer Agents with Self-Improvement on OSX and Linux"
   ],
   "repository_evidence": [
    "## Agents / Automatic GPT",
    "- [FRIDAY](https://github.com/OS-Copilot/FRIDAY) Framework for Computer Agents with Self-Improvement on OSX and Linux"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/underlines/awesome-marketing-datascience/blob/master/llm-tools.md?plain=1",
   "project": "agentkit",
   "repository": "https://github.com/BCG-X-Official/agentkit",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## Agents / Automatic GPT",
    "- [agentkit](https://github.com/BCG-X-Official/agentkit) Starter-kit to build constrained agents with Nextjs, FastAPI and Langchain"
   ],
   "repository_evidence": [
    "## Agents / Automatic GPT",
    "- [agentkit](https://github.com/BCG-X-Official/agentkit) Starter-kit to build constrained agents with Nextjs, FastAPI and Langchain"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/underlines/awesome-marketing-datascience/blob/master/llm-tools.md?plain=1",
   "project": "LaVague",
   "repository": "https://github.com/lavague-ai/LaVague",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## Agents / Automatic GPT",
    "- [LaVague](https://github.com/lavague-ai/LaVague) control a web browser through natural language instructions using visual language models, a Large Action Model framework for AI Web Agents"
   ],
   "repository_evidence": [
    "## Agents / Automatic GPT",
    "- [LaVague](https://github.com/lavague-ai/LaVague) control a web browser through natural language instructions using visual language models, a Large Action Model framework for AI Web Agents"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/underlines/awesome-marketing-datascience/blob/master/llm-tools.md?plain=1",
   "project": "Skyvern",
   "repository": "https://github.com/Skyvern-AI/skyvern",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## Agents / Automatic GPT",
    "- [Skyvern](https://github.com/Skyvern-AI/skyvern) control a web browser through natural language instructions using visual language models"
   ],
   "repository_evidence": [
    "## Agents / Automatic GPT",
    "- [Skyvern](https://github.com/Skyvern-AI/skyvern) control a web browser through natural language instructions using visual language models"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/underlines/awesome-marketing-datascience/blob/master/llm-tools.md?plain=1",
   "project": "AIOS",
   "repository": "https://github.com/agiresearch/AIOS",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## Agents / Automatic GPT",
    "- [AIOS](https://github.com/agiresearch/AIOS) SDK that embeds large language model into Operating Systems providing Agent workflows, OS Kernel integration and System Calls via LLM Kernel (Agent, Context, Memory, Storage, Tools, Access)"
   ],
   "repository_evidence": [
    "## Agents / Automatic GPT",
    "- [AIOS](https://github.com/agiresearch/AIOS) SDK that embeds large language model into Operating Systems providing Agent workflows, OS Kernel integration and System Calls via LLM Kernel (Agent, Context, Memory, Storage, Tools, Access)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/underlines/awesome-marketing-datascience/blob/master/llm-tools.md?plain=1",
   "project": "WebLlama",
   "repository": "https://github.com/McGill-NLP/webllama",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## Agents / Automatic GPT",
    "- [WebLlama](https://github.com/McGill-NLP/webllama) code and [Llama-3-8B-web](https://huggingface.co/McGill-NLP/Llama-3-8B-Web) model to build agents that browse the web by following chat style instructions"
   ],
   "repository_evidence": [
    "## Agents / Automatic GPT",
    "- [WebLlama](https://github.com/McGill-NLP/webllama) code and [Llama-3-8B-web](https://huggingface.co/McGill-NLP/Llama-3-8B-Web) model to build agents that browse the web by following chat style instructions"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/underlines/awesome-marketing-datascience/blob/master/llm-tools.md?plain=1",
   "project": "memary",
   "repository": "https://github.com/kingjulio8238/memary",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## Agents / Automatic GPT",
    "- [memary](https://github.com/kingjulio8238/memary) Longterm Memory for Autonomous Agents with Routing Agent (ReAct) Knowledge Graph creation and retrieval with Neo4j, Memory Stream and Entity Knowledge Store"
   ],
   "repository_evidence": [
    "## Agents / Automatic GPT",
    "- [memary](https://github.com/kingjulio8238/memary) Longterm Memory for Autonomous Agents with Routing Agent (ReAct) Knowledge Graph creation and retrieval with Neo4j, Memory Stream and Entity Knowledge Store"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/underlines/awesome-marketing-datascience/blob/master/llm-tools.md?plain=1",
   "project": "maestro",
   "repository": "https://github.com/Doriandarko/maestro",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## Agents / Automatic GPT",
    "- [maestro](https://github.com/Doriandarko/maestro) Subagent orchestration that breaks down tasks into subtasks and orchestrates its execution and allows for refinement supporting Claude, Groq, GPT-4o and local Ollama/LMStudio"
   ],
   "repository_evidence": [
    "## Agents / Automatic GPT",
    "- [maestro](https://github.com/Doriandarko/maestro) Subagent orchestration that breaks down tasks into subtasks and orchestrates its execution and allows for refinement supporting Claude, Groq, GPT-4o and local Ollama/LMStudio"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/underlines/awesome-marketing-datascience/blob/master/llm-tools.md?plain=1",
   "project": "AutoGroq",
   "repository": "https://github.com/jgravelle/AutoGroq",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## Agents / Automatic GPT",
    "- [AutoGroq](https://github.com/jgravelle/AutoGroq) Create AutoGen compatible teams with assistants and workflows from a simple text prompt"
   ],
   "repository_evidence": [
    "## Agents / Automatic GPT",
    "- [AutoGroq](https://github.com/jgravelle/AutoGroq) Create AutoGen compatible teams with assistants and workflows from a simple text prompt"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/underlines/awesome-marketing-datascience/blob/master/llm-tools.md?plain=1",
   "project": "FinRobot",
   "repository": "https://github.com/AI4Finance-Foundation/FinRobot",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## Agents / Automatic GPT",
    "- [FinRobot](https://github.com/AI4Finance-Foundation/FinRobot) AI Agent Platform for Financial Applications using LLMs"
   ],
   "repository_evidence": [
    "## Agents / Automatic GPT",
    "- [FinRobot](https://github.com/AI4Finance-Foundation/FinRobot) AI Agent Platform for Financial Applications using LLMs"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/underlines/awesome-marketing-datascience/blob/master/llm-tools.md?plain=1",
   "project": "Vision Agent",
   "repository": "https://github.com/landing-ai/vision-agent",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## Agents / Automatic GPT",
    "- [Vision Agent](https://github.com/landing-ai/vision-agent) allows users to describe vision problems in text and utilizes agent frameworks to generate code solutions, leveraging existing vision models to expedite task completion."
   ],
   "repository_evidence": [
    "## Agents / Automatic GPT",
    "- [Vision Agent](https://github.com/landing-ai/vision-agent) allows users to describe vision problems in text and utilizes agent frameworks to generate code solutions, leveraging existing vision models to expedite task completion."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/underlines/awesome-marketing-datascience/blob/master/llm-tools.md?plain=1",
   "project": "Lagent",
   "repository": "https://github.com/InternLM/lagent",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## Agents / Automatic GPT",
    "- [Lagent](https://github.com/InternLM/lagent) allows users to efficiently build LLM-based agents with a unified interfacing design, supporting various models and customizable actions using frameworks like OpenAI API, Transformers, and LMDeploy"
   ],
   "repository_evidence": [
    "## Agents / Automatic GPT",
    "- [Lagent](https://github.com/InternLM/lagent) allows users to efficiently build LLM-based agents with a unified interfacing design, supporting various models and customizable actions using frameworks like OpenAI API, Transformers, and LMDeploy"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/underlines/awesome-marketing-datascience/blob/master/llm-tools.md?plain=1",
   "project": "IoA",
   "repository": "https://github.com/OpenBMB/IoA",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## Agents / Automatic GPT",
    "- [IoA](https://github.com/OpenBMB/IoA) a framework where diverse AI agents, using an internet-inspired architecture, can autonomously form teams and execute tasks asynchronously, leveraging heterogeneous agent integration and adaptive conversation flows"
   ],
   "repository_evidence": [
    "## Agents / Automatic GPT",
    "- [IoA](https://github.com/OpenBMB/IoA) a framework where diverse AI agents, using an internet-inspired architecture, can autonomously form teams and execute tasks asynchronously, leveraging heterogeneous agent integration and adaptive conversation flows"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/underlines/awesome-marketing-datascience/blob/master/llm-tools.md?plain=1",
   "project": "Atomic Agents",
   "repository": "https://github.com/KennyVaneetvelde/atomic_agents",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## Agents / Automatic GPT",
    "- [Atomic Agents](https://github.com/KennyVaneetvelde/atomic_agents) a framework designed to be modular, extensible, and easy to use to build agents on top of Instructor and Pydantic"
   ],
   "repository_evidence": [
    "## Agents / Automatic GPT",
    "- [Atomic Agents](https://github.com/KennyVaneetvelde/atomic_agents) a framework designed to be modular, extensible, and easy to use to build agents on top of Instructor and Pydantic"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/underlines/awesome-marketing-datascience/blob/master/llm-tools.md?plain=1",
   "project": "PraisonAI",
   "repository": "https://github.com/MervinPraison/PraisonAI",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## Agents / Automatic GPT",
    "- [PraisonAI](https://github.com/MervinPraison/PraisonAI) framework providing UI, Chat, Code and Train modules to orchestrate Multi Agent solutions like CrewAI or AutoGen helping with automated agent creation, interchangeable LLM APIs, YAML based configuration and Tool Use integration"
   ],
   "repository_evidence": [
    "## Agents / Automatic GPT",
    "- [PraisonAI](https://github.com/MervinPraison/PraisonAI) framework providing UI, Chat, Code and Train modules to orchestrate Multi Agent solutions like CrewAI or AutoGen helping with automated agent creation, interchangeable LLM APIs, YAML based configuration and Tool Use integration"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/underlines/awesome-marketing-datascience/blob/master/llm-tools.md?plain=1",
   "project": "LAMBDA",
   "repository": "https://github.com/Stephen-SMJ/LAMBDA",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## Agents / Automatic GPT",
    "- [LAMBDA](https://github.com/Stephen-SMJ/LAMBDA) large Model Based Data Agent is a multi agent data analysis system using LLMs to perform complex data analysis tasks through human instructions automatically planning and writing code and providing a UI to generate reports automatically"
   ],
   "repository_evidence": [
    "## Agents / Automatic GPT",
    "- [LAMBDA](https://github.com/Stephen-SMJ/LAMBDA) large Model Based Data Agent is a multi agent data analysis system using LLMs to perform complex data analysis tasks through human instructions automatically planning and writing code and providing a UI to generate reports automatically"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/underlines/awesome-marketing-datascience/blob/master/llm-tools.md?plain=1",
   "project": "Agent-Zero",
   "repository": "https://github.com/frdel/agent-zero",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## Agents / Automatic GPT",
    "- [Agent-Zero](https://github.com/frdel/agent-zero) is an open ended agent framework without predefined tasks for open ended usage that dynamically grows from usage, with multi-agent cooperation, operating system and coding capabilities, with added features for real-time intervention and logging of activities"
   ],
   "repository_evidence": [
    "## Agents / Automatic GPT",
    "- [Agent-Zero](https://github.com/frdel/agent-zero) is an open ended agent framework without predefined tasks for open ended usage that dynamically grows from usage, with multi-agent cooperation, operating system and coding capabilities, with added features for real-time intervention and logging of activities"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/underlines/awesome-marketing-datascience/blob/master/llm-tools.md?plain=1",
   "project": "Swarm",
   "repository": "https://github.com/openai/swarm",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## Agents / Automatic GPT",
    "- [Swarm](https://github.com/openai/swarm) is a framework by OpenAI to orchestrate multi-agent systems using Agents and Handoffs, for managing multiple independent tasks and instructions"
   ],
   "repository_evidence": [
    "## Agents / Automatic GPT",
    "- [Swarm](https://github.com/openai/swarm) is a framework by OpenAI to orchestrate multi-agent systems using Agents and Handoffs, for managing multiple independent tasks and instructions"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/underlines/awesome-marketing-datascience/blob/master/llm-tools.md?plain=1",
   "project": "Agents",
   "repository": "https://github.com/livekit/agents",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## Agents / Automatic GPT",
    "- [Agents](https://github.com/livekit/agents) is a framework for building real-time multimodal AI applications, supporting OpenAI's MultimodalAgent / Realtime API, for low latency WebRTC transport, and offering plugins for various services, high-level abstractions for voice agents, compatibility with LiveKit's telephony stack, and an integrated load balancing system"
   ],
   "repository_evidence": [
    "## Agents / Automatic GPT",
    "- [Agents](https://github.com/livekit/agents) is a framework for building real-time multimodal AI applications, supporting OpenAI's MultimodalAgent / Realtime API, for low latency WebRTC transport, and offering plugins for various services, high-level abstractions for voice agents, compatibility with LiveKit's telephony stack, and an integrated load balancing system"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/underlines/awesome-marketing-datascience/blob/master/llm-tools.md?plain=1",
   "project": "stagehand",
   "repository": "https://github.com/browserbase/stagehand",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## Agents / Automatic GPT",
    "- [stagehand](https://github.com/browserbase/stagehand) AI successor to Playwright as a web browsing framework focused on simplicity and extensibility"
   ],
   "repository_evidence": [
    "## Agents / Automatic GPT",
    "- [stagehand](https://github.com/browserbase/stagehand) AI successor to Playwright as a web browsing framework focused on simplicity and extensibility"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/underlines/awesome-marketing-datascience/blob/master/llm-tools.md?plain=1",
   "project": "smolagents",
   "repository": "https://github.com/huggingface/smolagents",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## Agents / Automatic GPT",
    "- [smolagents](https://github.com/huggingface/smolagents) huggingface's barebones library for agents that write python code to call tools and orchestrate other agents"
   ],
   "repository_evidence": [
    "## Agents / Automatic GPT",
    "- [smolagents](https://github.com/huggingface/smolagents) huggingface's barebones library for agents that write python code to call tools and orchestrate other agents"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/underlines/awesome-marketing-datascience/blob/master/llm-tools.md?plain=1",
   "project": "mcp-agent",
   "repository": "https://github.com/lastmile-ai/mcp-agent",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## Agents / Automatic GPT",
    "- [mcp-agent](https://github.com/lastmile-ai/mcp-agent) framework following simple, composable patterns described in \"Building Effective Agents\" and using Model Context Protocol for Agent Tool Interaction"
   ],
   "repository_evidence": [
    "## Agents / Automatic GPT",
    "- [mcp-agent](https://github.com/lastmile-ai/mcp-agent) framework following simple, composable patterns described in \"Building Effective Agents\" and using Model Context Protocol for Agent Tool Interaction"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/underlines/awesome-marketing-datascience/blob/master/llm-tools.md?plain=1",
   "project": "browser-use",
   "repository": "https://github.com/browser-use/browser-use/",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## Agents / Automatic GPT",
    "- [browser-use](https://github.com/browser-use/browser-use/) connect AI agents with browsers for automation tasks using playwright and LLMs"
   ],
   "repository_evidence": [
    "## Agents / Automatic GPT",
    "- [browser-use](https://github.com/browser-use/browser-use/) connect AI agents with browsers for automation tasks using playwright and LLMs"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/underlines/awesome-marketing-datascience/blob/master/llm-tools.md?plain=1",
   "project": "Qwen-Agent",
   "repository": "https://github.com/QwenLM/Qwen-Agent",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## Agents / Automatic GPT",
    "- [Qwen-Agent](https://github.com/QwenLM/Qwen-Agent) agent framework with tool usage, planning, and memory capabilities using the Qwen LLM family but providing atomic components for isolated use in your solution"
   ],
   "repository_evidence": [
    "## Agents / Automatic GPT",
    "- [Qwen-Agent](https://github.com/QwenLM/Qwen-Agent) agent framework with tool usage, planning, and memory capabilities using the Qwen LLM family but providing atomic components for isolated use in your solution"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/underlines/awesome-marketing-datascience/blob/master/llm-tools.md?plain=1",
   "project": "PydanticAI",
   "repository": "https://github.com/fixie-ai/ultravox",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## Agents / Automatic GPT",
    "- [PydanticAI](https://github.com/fixie-ai/ultravox) Python agent framework leveraging Pydantic for type-safe, structured, and streamed responses with support for most model providers like OpenAI, Anthropic, and Mistral, designed to simplify GenAI app development"
   ],
   "repository_evidence": [
    "## Agents / Automatic GPT",
    "- [PydanticAI](https://github.com/fixie-ai/ultravox) Python agent framework leveraging Pydantic for type-safe, structured, and streamed responses with support for most model providers like OpenAI, Anthropic, and Mistral, designed to simplify GenAI app development"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/underlines/awesome-marketing-datascience/blob/master/llm-tools.md?plain=1",
   "project": "Eliza",
   "repository": "https://github.com/elizaOS/eliza",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## Agents / Automatic GPT",
    "- [Eliza](https://github.com/elizaOS/eliza) Multi-agent framework with connectors for Discord, X, and Telegram, supporting models like Llama and OpenAI, designed for chatbots, autonomous agents, and generative game NPCs"
   ],
   "repository_evidence": [
    "## Agents / Automatic GPT",
    "- [Eliza](https://github.com/elizaOS/eliza) Multi-agent framework with connectors for Discord, X, and Telegram, supporting models like Llama and OpenAI, designed for chatbots, autonomous agents, and generative game NPCs"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/underlines/awesome-marketing-datascience/blob/master/llm-tools.md?plain=1",
   "project": "OWL",
   "repository": "https://github.com/camel-ai/owl",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## Agents / Automatic GPT",
    "- [OWL](https://github.com/camel-ai/owl) OWL-Agent framework for multi-agent collaboration in task automation, achieving state-of-the-art performance with a GAIA benchmark score of 69.09, and supporting diverse functionalities like online search, multimodal file processing, code execution, MCP support and browser automation"
   ],
   "repository_evidence": [
    "## Agents / Automatic GPT",
    "- [OWL](https://github.com/camel-ai/owl) OWL-Agent framework for multi-agent collaboration in task automation, achieving state-of-the-art performance with a GAIA benchmark score of 69.09, and supporting diverse functionalities like online search, multimodal file processing, code execution, MCP support and browser automation"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://aibase.com/news/www.aibase.com/news/16066",
   "project": "OpenManus",
   "repository": "https://github.com/mannaandpoem/OpenManus",
   "stars": "3300",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Besides CAMEL-AI's 0-day replication of Manus's general-purpose intelligent agent OWL, a project called OpenManus achieved a Manus replication with only three hours of coding.",
    "Project: https://github.com/mannaandpoem/OpenManus"
   ],
   "repository_evidence": [
    "Project: https://github.com/mannaandpoem/OpenManus"
   ],
   "stars_evidence": [
    "At the time of writing, it has garnered 3,300 GitHub stars, a truly meteoric rise."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://arxiv.org/pdf/2604.04853",
   "project": "OpenClaw",
   "repository": "https://github.com/openclaw",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "OpenClaw Integration",
    "The Retrieval Agent is also available through Open-\nClaw4, an open-source AI agent framework."
   ],
   "repository_evidence": [
    "4https://github.com/openclaw",
    "OpenClaw Integration",
    "The Retrieval Agent is also available through Open-\nClaw4, an open-source AI agent framework."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://practicaldev-herokuapp-com.freetls.fastly.net/aws/nine-agent-frameworks-compared-with-data-and-code-2imh",
   "project": "AutoGen",
   "repository": null,
   "stars": "55400",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Nine frameworks made this list. Not because they're the only ones, but because they're the ones developers are actually using, talking about, and building production systems with.",
    "| Framework | Stars | Age (months) | Last 6 months | License | Primary Backer |",
    "| AutoGen | 55.4K | 31 | +1,982 | MIT + CC-BY-4.0 | Microsoft |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "Nine frameworks made this list. Not because they're the only ones, but because they're the ones developers are actually using, talking about, and building production systems with.",
    "| Framework | Stars | Age (months) | Last 6 months | License | Primary Backer |",
    "| AutoGen | 55.4K | 31 | +1,982 | MIT + CC-BY-4.0 | Microsoft |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://practicaldev-herokuapp-com.freetls.fastly.net/aws/nine-agent-frameworks-compared-with-data-and-code-2imh",
   "project": "CrewAI",
   "repository": null,
   "stars": "45700",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Nine frameworks made this list. Not because they're the only ones, but because they're the ones developers are actually using, talking about, and building production systems with.",
    "| Framework | Stars | Age (months) | Last 6 months | License | Primary Backer |",
    "| CrewAI | 45.7K | 28 | +2,540 | MIT | CrewAI Inc |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "Nine frameworks made this list. Not because they're the only ones, but because they're the ones developers are actually using, talking about, and building production systems with.",
    "| Framework | Stars | Age (months) | Last 6 months | License | Primary Backer |",
    "| CrewAI | 45.7K | 28 | +2,540 | MIT | CrewAI Inc |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://practicaldev-herokuapp-com.freetls.fastly.net/aws/nine-agent-frameworks-compared-with-data-and-code-2imh",
   "project": "Google ADK",
   "repository": null,
   "stars": "18300",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Nine frameworks made this list. Not because they're the only ones, but because they're the ones developers are actually using, talking about, and building production systems with.",
    "| Framework | Stars | Age (months) | Last 6 months | License | Primary Backer |",
    "| Google ADK | 18.3K | 11 | +1,900 | Apache-2.0 | Google |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "Nine frameworks made this list. Not because they're the only ones, but because they're the ones developers are actually using, talking about, and building production systems with.",
    "| Framework | Stars | Age (months) | Last 6 months | License | Primary Backer |",
    "| Google ADK | 18.3K | 11 | +1,900 | Apache-2.0 | Google |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://practicaldev-herokuapp-com.freetls.fastly.net/aws/nine-agent-frameworks-compared-with-data-and-code-2imh",
   "project": "LangGraph",
   "repository": null,
   "stars": "26100",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Nine frameworks made this list. Not because they're the only ones, but because they're the ones developers are actually using, talking about, and building production systems with.",
    "| Framework | Stars | Age (months) | Last 6 months | License | Primary Backer |",
    "| LangGraph | 26.1K | 31 | +2,351 | MIT | LangChain |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "Nine frameworks made this list. Not because they're the only ones, but because they're the ones developers are actually using, talking about, and building production systems with.",
    "| Framework | Stars | Age (months) | Last 6 months | License | Primary Backer |",
    "| LangGraph | 26.1K | 31 | +2,351 | MIT | LangChain |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://practicaldev-herokuapp-com.freetls.fastly.net/aws/nine-agent-frameworks-compared-with-data-and-code-2imh",
   "project": "LlamaIndex",
   "repository": null,
   "stars": "47600",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Nine frameworks made this list. Not because they're the only ones, but because they're the ones developers are actually using, talking about, and building production systems with.",
    "| Framework | Stars | Age (months) | Last 6 months | License | Primary Backer |",
    "| LlamaIndex | 47.6K | 40 | +1,183 | MIT | LlamaIndex Inc |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "Nine frameworks made this list. Not because they're the only ones, but because they're the ones developers are actually using, talking about, and building production systems with.",
    "| Framework | Stars | Age (months) | Last 6 months | License | Primary Backer |",
    "| LlamaIndex | 47.6K | 40 | +1,183 | MIT | LlamaIndex Inc |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://practicaldev-herokuapp-com.freetls.fastly.net/aws/nine-agent-frameworks-compared-with-data-and-code-2imh",
   "project": "OpenAI Agents SDK",
   "repository": null,
   "stars": "19700",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Nine frameworks made this list. Not because they're the only ones, but because they're the ones developers are actually using, talking about, and building production systems with.",
    "| Framework | Stars | Age (months) | Last 6 months | License | Primary Backer |",
    "| OpenAI Agents SDK | 19.7K | 12 | +1,554 | MIT | OpenAI |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "Nine frameworks made this list. Not because they're the only ones, but because they're the ones developers are actually using, talking about, and building production systems with.",
    "| Framework | Stars | Age (months) | Last 6 months | License | Primary Backer |",
    "| OpenAI Agents SDK | 19.7K | 12 | +1,554 | MIT | OpenAI |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://practicaldev-herokuapp-com.freetls.fastly.net/aws/nine-agent-frameworks-compared-with-data-and-code-2imh",
   "project": "Pydantic AI",
   "repository": null,
   "stars": "15400",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Nine frameworks made this list. Not because they're the only ones, but because they're the ones developers are actually using, talking about, and building production systems with.",
    "| Framework | Stars | Age (months) | Last 6 months | License | Primary Backer |",
    "| Pydantic AI | 15.4K | 21 | +996 | MIT | Pydantic |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "Nine frameworks made this list. Not because they're the only ones, but because they're the ones developers are actually using, talking about, and building production systems with.",
    "| Framework | Stars | Age (months) | Last 6 months | License | Primary Backer |",
    "| Pydantic AI | 15.4K | 21 | +996 | MIT | Pydantic |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://practicaldev-herokuapp-com.freetls.fastly.net/aws/nine-agent-frameworks-compared-with-data-and-code-2imh",
   "project": "Smolagents",
   "repository": null,
   "stars": "25900",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Nine frameworks made this list. Not because they're the only ones, but because they're the ones developers are actually using, talking about, and building production systems with.",
    "| Framework | Stars | Age (months) | Last 6 months | License | Primary Backer |",
    "| Smolagents | 25.9K | 15 | +1,018 | Apache-2.0 | Hugging Face |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "Nine frameworks made this list. Not because they're the only ones, but because they're the ones developers are actually using, talking about, and building production systems with.",
    "| Framework | Stars | Age (months) | Last 6 months | License | Primary Backer |",
    "| Smolagents | 25.9K | 15 | +1,018 | Apache-2.0 | Hugging Face |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://practicaldev-herokuapp-com.freetls.fastly.net/aws/nine-agent-frameworks-compared-with-data-and-code-2imh",
   "project": "Strands Agents",
   "repository": null,
   "stars": "5300",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Nine frameworks made this list. Not because they're the only ones, but because they're the ones developers are actually using, talking about, and building production systems with.",
    "| Framework | Stars | Age (months) | Last 6 months | License | Primary Backer |",
    "| Strands Agents | 5.3K | 10 | +618 | Apache-2.0 | AWS |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "Nine frameworks made this list. Not because they're the only ones, but because they're the ones developers are actually using, talking about, and building production systems with.",
    "| Framework | Stars | Age (months) | Last 6 months | License | Primary Backer |",
    "| Strands Agents | 5.3K | 10 | +618 | Apache-2.0 | AWS |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://leehanchung.github.io/blogs/2025/02/26/deep-research/",
   "project": "GPT-Researcher",
   "repository": "https://github.com/assafelovic/gpt-researcher",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "The Differences between Deep Research, Deep Research, and Deep Research",
    "Implementations",
    "Tools like LangChain, AutoGPT, GPT-Researcher, and prompt engineering, along with countless demos on Twitter and LinkedIn, have drawn significant attention.",
    "A prime example is [GPT-Researcher](https://github.com/assafelovic/gpt-researcher)."
   ],
   "repository_evidence": [
    "The Differences between Deep Research, Deep Research, and Deep Research",
    "References",
    "- [assafelovic. (2024). GPT Researcher (Version [latest version]) [Computer software]. GitHub. Retrieved from https://github.com/assafelovic/gpt-researcher](https://github.com/assafelovic/gpt-researcher?tab=readme-ov-file)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://arxiv.org/abs/2608.08466",
   "project": "Hierarchical Self-Improvement (HSI)",
   "repository": "https://github.com/TailinZhou/hsi",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Title:Hierarchical Self-Improvement: A Framework for Task-Specific Evolvable Agent Harnesses",
    "We introduce \\textbf{Hierarchical Self-Improvement (HSI)}, a framework in which a single frozen LLM $M$ operates across three hierarchical scopes: a task harness $H$ that executes tasks, an evolver that rewrites $H$, and a meta-evolver that rewrites the evolver's strategy code under a frozen outer anchor."
   ],
   "repository_evidence": [
    "Title:Hierarchical Self-Improvement: A Framework for Task-Specific Evolvable Agent Harnesses",
    "Code is available at [this https URL](https://github.com/TailinZhou/hsi)."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/masstensor%2Fawesome-agent-collaborate-tools?topic=llm-evaluation",
   "project": "BeeAI Framework",
   "repository": "github.com/i-am-bee/bee-agent-framework",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-agent-collaborate-tools",
    "A curated list of tools for AI agent-to-agent communication, coordination, and collaboration",
    "- ## Developer Tools & SDKs",
    "  - [BeeAI Framework](/projects/github.com%2Fi-am-bee%2Fbee-agent-framework) - IBM's open-source agent framework powering the ACP protocol. Production-ready with tool use, memory, and structured output."
   ],
   "repository_evidence": [
    "# awesome-agent-collaborate-tools",
    "A curated list of tools for AI agent-to-agent communication, coordination, and collaboration",
    "- ## Developer Tools & SDKs",
    "  - [BeeAI Framework](/projects/github.com%2Fi-am-bee%2Fbee-agent-framework) - IBM's open-source agent framework powering the ACP protocol. Production-ready with tool use, memory, and structured output."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/masstensor%2Fawesome-agent-collaborate-tools?topic=llm-evaluation",
   "project": "FastMCP",
   "repository": "github.com/jlowin/fastmcp",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-agent-collaborate-tools",
    "A curated list of tools for AI agent-to-agent communication, coordination, and collaboration",
    "- ## Developer Tools & SDKs",
    "  - [FastMCP](/projects/github.com%2Fjlowin%2Ffastmcp) - The fastest way to build MCP servers in Python. Decorator-based API similar to FastAPI. Used by tens of thousands of MCP server authors. Now part of the official MCP Python SDK."
   ],
   "repository_evidence": [
    "# awesome-agent-collaborate-tools",
    "A curated list of tools for AI agent-to-agent communication, coordination, and collaboration",
    "- ## Developer Tools & SDKs",
    "  - [FastMCP](/projects/github.com%2Fjlowin%2Ffastmcp) - The fastest way to build MCP servers in Python. Decorator-based API similar to FastAPI. Used by tens of thousands of MCP server authors. Now part of the official MCP Python SDK."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/masstensor%2Fawesome-agent-collaborate-tools?topic=llm-evaluation",
   "project": "Composio",
   "repository": "github.com/composiohq/composio",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-agent-collaborate-tools",
    "A curated list of tools for AI agent-to-agent communication, coordination, and collaboration",
    "- ## Developer Tools & SDKs",
    "  - [Composio](/projects/github.com%2Fcomposiohq%2Fcomposio) - Managed tool integration platform for AI agents. 250+ pre-built integrations (GitHub, Slack, Notion, etc.) with auth management. Works with LangChain, CrewAI, AutoGen, and any agent framework."
   ],
   "repository_evidence": [
    "# awesome-agent-collaborate-tools",
    "A curated list of tools for AI agent-to-agent communication, coordination, and collaboration",
    "- ## Developer Tools & SDKs",
    "  - [Composio](/projects/github.com%2Fcomposiohq%2Fcomposio) - Managed tool integration platform for AI agents. 250+ pre-built integrations (GitHub, Slack, Notion, etc.) with auth management. Works with LangChain, CrewAI, AutoGen, and any agent framework."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/masstensor%2Fawesome-agent-collaborate-tools?topic=llm-evaluation",
   "project": "Portkey AI Gateway",
   "repository": "github.com/Portkey-AI/gateway",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-agent-collaborate-tools",
    "A curated list of tools for AI agent-to-agent communication, coordination, and collaboration",
    "- ## Developer Tools & SDKs",
    "  - [Portkey AI Gateway](/projects/github.com%2FPortkey-AI%2Fgateway) - Open-source AI gateway with fallbacks, retries, load balancing, and request routing across 200+ LLMs. Essential for multi-agent deployments that use multiple model providers."
   ],
   "repository_evidence": [
    "# awesome-agent-collaborate-tools",
    "A curated list of tools for AI agent-to-agent communication, coordination, and collaboration",
    "- ## Developer Tools & SDKs",
    "  - [Portkey AI Gateway](/projects/github.com%2FPortkey-AI%2Fgateway) - Open-source AI gateway with fallbacks, retries, load balancing, and request routing across 200+ LLMs. Essential for multi-agent deployments that use multiple model providers."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/masstensor%2Fawesome-agent-collaborate-tools?topic=llm-evaluation",
   "project": "LiteLLM",
   "repository": "github.com/BerriAI/litellm",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-agent-collaborate-tools",
    "A curated list of tools for AI agent-to-agent communication, coordination, and collaboration",
    "- ## Developer Tools & SDKs",
    "  - [LiteLLM](/projects/github.com%2FBerriAI%2Flitellm) - Unified API for 100+ LLMs. Use the same code to call OpenAI, Anthropic, Gemini, Groq, Ollama. Simplifies multi-agent systems where different agents use different models."
   ],
   "repository_evidence": [
    "# awesome-agent-collaborate-tools",
    "A curated list of tools for AI agent-to-agent communication, coordination, and collaboration",
    "- ## Developer Tools & SDKs",
    "  - [LiteLLM](/projects/github.com%2FBerriAI%2Flitellm) - Unified API for 100+ LLMs. Use the same code to call OpenAI, Anthropic, Gemini, Groq, Ollama. Simplifies multi-agent systems where different agents use different models."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/masstensor%2Fawesome-agent-collaborate-tools?topic=llm-evaluation",
   "project": "instructor",
   "repository": "github.com/jxnl/instructor",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-agent-collaborate-tools",
    "A curated list of tools for AI agent-to-agent communication, coordination, and collaboration",
    "- ## Developer Tools & SDKs",
    "  - [instructor](/projects/github.com%2Fjxnl%2Finstructor) - Structured output extraction from LLMs using Pydantic. Critical for agent-to-agent communication with typed message schemas \u2014 ensures agents receive parseable, validated data."
   ],
   "repository_evidence": [
    "# awesome-agent-collaborate-tools",
    "A curated list of tools for AI agent-to-agent communication, coordination, and collaboration",
    "- ## Developer Tools & SDKs",
    "  - [instructor](/projects/github.com%2Fjxnl%2Finstructor) - Structured output extraction from LLMs using Pydantic. Critical for agent-to-agent communication with typed message schemas \u2014 ensures agents receive parseable, validated data."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/masstensor%2Fawesome-agent-collaborate-tools?topic=llm-evaluation",
   "project": "Google A2A Samples",
   "repository": "github.com/google-a2a/a2a-samples",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-agent-collaborate-tools",
    "A curated list of tools for AI agent-to-agent communication, coordination, and collaboration",
    "- ## Examples & Demos",
    "  - [Google A2A Samples](/projects/github.com%2Fgoogle-a2a%2Fa2a-samples) - Official Google samples for A2A protocol. Best starting point for understanding Agent Cards and task lifecycle."
   ],
   "repository_evidence": [
    "# awesome-agent-collaborate-tools",
    "A curated list of tools for AI agent-to-agent communication, coordination, and collaboration",
    "- ## Examples & Demos",
    "  - [Google A2A Samples](/projects/github.com%2Fgoogle-a2a%2Fa2a-samples) - Official Google samples for A2A protocol. Best starting point for understanding Agent Cards and task lifecycle."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/masstensor%2Fawesome-agent-collaborate-tools?topic=llm-evaluation",
   "project": "LangGraph Multi-Agent Examples",
   "repository": "github.com/langchain-ai/langgraph/tree/main/examples",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-agent-collaborate-tools",
    "A curated list of tools for AI agent-to-agent communication, coordination, and collaboration",
    "- ## Examples & Demos",
    "  - [LangGraph Multi-Agent Examples](/projects/github.com%2Flangchain-ai%2Flanggraph%2Ftree%2Fmain%2Fexamples) - Official LangGraph examples covering supervisor, hierarchical, and collaborative multi-agent patterns with state management."
   ],
   "repository_evidence": [
    "# awesome-agent-collaborate-tools",
    "A curated list of tools for AI agent-to-agent communication, coordination, and collaboration",
    "- ## Examples & Demos",
    "  - [LangGraph Multi-Agent Examples](/projects/github.com%2Flangchain-ai%2Flanggraph%2Ftree%2Fmain%2Fexamples) - Official LangGraph examples covering supervisor, hierarchical, and collaborative multi-agent patterns with state management."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/masstensor%2Fawesome-agent-collaborate-tools?topic=llm-evaluation",
   "project": "CrewAI Examples",
   "repository": "github.com/crewAIInc/crewAI-examples",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-agent-collaborate-tools",
    "A curated list of tools for AI agent-to-agent communication, coordination, and collaboration",
    "- ## Examples & Demos",
    "  - [CrewAI Examples](/projects/github.com%2FcrewAIInc%2FcrewAI-examples) - Official CrewAI examples including trip planner, stock analysis, and game builder crews. Best starting point for role-based multi-agent systems."
   ],
   "repository_evidence": [
    "# awesome-agent-collaborate-tools",
    "A curated list of tools for AI agent-to-agent communication, coordination, and collaboration",
    "- ## Examples & Demos",
    "  - [CrewAI Examples](/projects/github.com%2FcrewAIInc%2FcrewAI-examples) - Official CrewAI examples including trip planner, stock analysis, and game builder crews. Best starting point for role-based multi-agent systems."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/masstensor%2Fawesome-agent-collaborate-tools?topic=llm-evaluation",
   "project": "CrewAI",
   "repository": "github.com/crewAIInc/crewAI",
   "stars": "30K+",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-agent-collaborate-tools",
    "A curated list of tools for AI agent-to-agent communication, coordination, and collaboration",
    "- ## Multi-Agent Orchestration",
    "  - [CrewAI](/projects/github.com%2FcrewAIInc%2FcrewAI) - Role-based multi-agent framework. Agents have roles, goals, and backstories. Simple API, production-ready, 30K+ GitHub stars."
   ],
   "repository_evidence": [
    "# awesome-agent-collaborate-tools",
    "A curated list of tools for AI agent-to-agent communication, coordination, and collaboration",
    "- ## Multi-Agent Orchestration",
    "  - [CrewAI](/projects/github.com%2FcrewAIInc%2FcrewAI) - Role-based multi-agent framework. Agents have roles, goals, and backstories. Simple API, production-ready, 30K+ GitHub stars."
   ],
   "stars_evidence": [
    "# awesome-agent-collaborate-tools",
    "A curated list of tools for AI agent-to-agent communication, coordination, and collaboration",
    "- ## Multi-Agent Orchestration",
    "  - [CrewAI](/projects/github.com%2FcrewAIInc%2FcrewAI) - Role-based multi-agent framework. Agents have roles, goals, and backstories. Simple API, production-ready, 30K+ GitHub stars."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/masstensor%2Fawesome-agent-collaborate-tools?topic=llm-evaluation",
   "project": "LangGraph",
   "repository": "github.com/langchain-ai/langgraph",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-agent-collaborate-tools",
    "A curated list of tools for AI agent-to-agent communication, coordination, and collaboration",
    "- ## Multi-Agent Orchestration",
    "  - [LangGraph](/projects/github.com%2Flangchain-ai%2Flanggraph) - Graph-based agent orchestration by LangChain. Fine-grained control over agent state machines. Best for complex branching and human-in-the-loop flows."
   ],
   "repository_evidence": [
    "# awesome-agent-collaborate-tools",
    "A curated list of tools for AI agent-to-agent communication, coordination, and collaboration",
    "- ## Multi-Agent Orchestration",
    "  - [LangGraph](/projects/github.com%2Flangchain-ai%2Flanggraph) - Graph-based agent orchestration by LangChain. Fine-grained control over agent state machines. Best for complex branching and human-in-the-loop flows."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/masstensor%2Fawesome-agent-collaborate-tools?topic=llm-evaluation",
   "project": "AutoGen",
   "repository": "github.com/microsoft/autogen",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-agent-collaborate-tools",
    "A curated list of tools for AI agent-to-agent communication, coordination, and collaboration",
    "- ## Multi-Agent Orchestration",
    "  - [AutoGen](/projects/github.com%2Fmicrosoft%2Fautogen) - Microsoft's framework for conversational multi-agent workflows. Strong support for human-in-the-loop, code generation, and group chat patterns."
   ],
   "repository_evidence": [
    "# awesome-agent-collaborate-tools",
    "A curated list of tools for AI agent-to-agent communication, coordination, and collaboration",
    "- ## Multi-Agent Orchestration",
    "  - [AutoGen](/projects/github.com%2Fmicrosoft%2Fautogen) - Microsoft's framework for conversational multi-agent workflows. Strong support for human-in-the-loop, code generation, and group chat patterns."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/masstensor%2Fawesome-agent-collaborate-tools?topic=llm-evaluation",
   "project": "Semantic Kernel",
   "repository": "github.com/microsoft/semantic-kernel",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-agent-collaborate-tools",
    "A curated list of tools for AI agent-to-agent communication, coordination, and collaboration",
    "- ## Multi-Agent Orchestration",
    "  - [Semantic Kernel](/projects/github.com%2Fmicrosoft%2Fsemantic-kernel) - Microsoft's open-source SDK for building AI agents and copilots. Supports agent-to-agent patterns via the Process Framework."
   ],
   "repository_evidence": [
    "# awesome-agent-collaborate-tools",
    "A curated list of tools for AI agent-to-agent communication, coordination, and collaboration",
    "- ## Multi-Agent Orchestration",
    "  - [Semantic Kernel](/projects/github.com%2Fmicrosoft%2Fsemantic-kernel) - Microsoft's open-source SDK for building AI agents and copilots. Supports agent-to-agent patterns via the Process Framework."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/masstensor%2Fawesome-agent-collaborate-tools?topic=llm-evaluation",
   "project": "Swarms",
   "repository": "github.com/kyegomez/swarms",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-agent-collaborate-tools",
    "A curated list of tools for AI agent-to-agent communication, coordination, and collaboration",
    "- ## Multi-Agent Orchestration",
    "  - [Swarms](/projects/github.com%2Fkyegomez%2Fswarms) - Production-grade swarm orchestration. Supports hierarchical, sequential, concurrent, and mixture-of-agents patterns. Battle-tested for enterprise deployments."
   ],
   "repository_evidence": [
    "# awesome-agent-collaborate-tools",
    "A curated list of tools for AI agent-to-agent communication, coordination, and collaboration",
    "- ## Multi-Agent Orchestration",
    "  - [Swarms](/projects/github.com%2Fkyegomez%2Fswarms) - Production-grade swarm orchestration. Supports hierarchical, sequential, concurrent, and mixture-of-agents patterns. Battle-tested for enterprise deployments."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/masstensor%2Fawesome-agent-collaborate-tools?topic=llm-evaluation",
   "project": "Mastra",
   "repository": "github.com/mastra-ai/mastra",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-agent-collaborate-tools",
    "A curated list of tools for AI agent-to-agent communication, coordination, and collaboration",
    "- ## Multi-Agent Orchestration",
    "  - [Mastra](/projects/github.com%2Fmastra-ai%2Fmastra) - TypeScript-first agent framework with memory, tool-calling, workflows, and RAG. Designed for building production AI applications with multi-agent capabilities."
   ],
   "repository_evidence": [
    "# awesome-agent-collaborate-tools",
    "A curated list of tools for AI agent-to-agent communication, coordination, and collaboration",
    "- ## Multi-Agent Orchestration",
    "  - [Mastra](/projects/github.com%2Fmastra-ai%2Fmastra) - TypeScript-first agent framework with memory, tool-calling, workflows, and RAG. Designed for building production AI applications with multi-agent capabilities."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/masstensor%2Fawesome-agent-collaborate-tools?topic=llm-evaluation",
   "project": "smolagents",
   "repository": "github.com/huggingface/smolagents",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-agent-collaborate-tools",
    "A curated list of tools for AI agent-to-agent communication, coordination, and collaboration",
    "- ## Multi-Agent Orchestration",
    "  - [smolagents](/projects/github.com%2Fhuggingface%2Fsmolagents) - Hugging Face's minimal, code-centric agent framework. Agents write and execute Python code to achieve goals. Simple integration into multi-agent pipelines."
   ],
   "repository_evidence": [
    "# awesome-agent-collaborate-tools",
    "A curated list of tools for AI agent-to-agent communication, coordination, and collaboration",
    "- ## Multi-Agent Orchestration",
    "  - [smolagents](/projects/github.com%2Fhuggingface%2Fsmolagents) - Hugging Face's minimal, code-centric agent framework. Agents write and execute Python code to achieve goals. Simple integration into multi-agent pipelines."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/masstensor%2Fawesome-agent-collaborate-tools?topic=llm-evaluation",
   "project": "open-multi-agent",
   "repository": "github.com/JackChen-me/open-multi-agent",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-agent-collaborate-tools",
    "A curated list of tools for AI agent-to-agent communication, coordination, and collaboration",
    "- ## Multi-Agent Orchestration",
    "  - [open-multi-agent](/projects/github.com%2FJackChen-me%2Fopen-multi-agent) - Production-grade multi-agent orchestration. Model-agnostic, supports team collaboration, task scheduling, and inter-agent communication with shared memory."
   ],
   "repository_evidence": [
    "# awesome-agent-collaborate-tools",
    "A curated list of tools for AI agent-to-agent communication, coordination, and collaboration",
    "- ## Multi-Agent Orchestration",
    "  - [open-multi-agent](/projects/github.com%2FJackChen-me%2Fopen-multi-agent) - Production-grade multi-agent orchestration. Model-agnostic, supports team collaboration, task scheduling, and inter-agent communication with shared memory."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/masstensor%2Fawesome-agent-collaborate-tools?topic=llm-evaluation",
   "project": "PydanticAI",
   "repository": "github.com/pydantic/pydantic-ai",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-agent-collaborate-tools",
    "A curated list of tools for AI agent-to-agent communication, coordination, and collaboration",
    "- ## Multi-Agent Orchestration",
    "  - [PydanticAI](/projects/github.com%2Fpydantic%2Fpydantic-ai) - Production-grade agent framework from the Pydantic team. Type-safe tool calling, dependency injection, and structured output. Supports multi-agent orchestration via agent handoff primitives."
   ],
   "repository_evidence": [
    "# awesome-agent-collaborate-tools",
    "A curated list of tools for AI agent-to-agent communication, coordination, and collaboration",
    "- ## Multi-Agent Orchestration",
    "  - [PydanticAI](/projects/github.com%2Fpydantic%2Fpydantic-ai) - Production-grade agent framework from the Pydantic team. Type-safe tool calling, dependency injection, and structured output. Supports multi-agent orchestration via agent handoff primitives."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/masstensor%2Fawesome-agent-collaborate-tools?topic=llm-evaluation",
   "project": "Dify",
   "repository": "github.com/langgenius/dify",
   "stars": "60K+",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-agent-collaborate-tools",
    "A curated list of tools for AI agent-to-agent communication, coordination, and collaboration",
    "- ## Multi-Agent Orchestration",
    "  - [Dify](/projects/github.com%2Flanggenius%2Fdify) - Open-source LLM app platform with visual agent builder. Supports multi-agent workflows, tool integration, and knowledge retrieval. 60K+ GitHub stars."
   ],
   "repository_evidence": [
    "# awesome-agent-collaborate-tools",
    "A curated list of tools for AI agent-to-agent communication, coordination, and collaboration",
    "- ## Multi-Agent Orchestration",
    "  - [Dify](/projects/github.com%2Flanggenius%2Fdify) - Open-source LLM app platform with visual agent builder. Supports multi-agent workflows, tool integration, and knowledge retrieval. 60K+ GitHub stars."
   ],
   "stars_evidence": [
    "# awesome-agent-collaborate-tools",
    "A curated list of tools for AI agent-to-agent communication, coordination, and collaboration",
    "- ## Multi-Agent Orchestration",
    "  - [Dify](/projects/github.com%2Flanggenius%2Fdify) - Open-source LLM app platform with visual agent builder. Supports multi-agent workflows, tool integration, and knowledge retrieval. 60K+ GitHub stars."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/masstensor%2Fawesome-agent-collaborate-tools?topic=llm-evaluation",
   "project": "Langfuse",
   "repository": "github.com/langfuse/langfuse",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-agent-collaborate-tools",
    "A curated list of tools for AI agent-to-agent communication, coordination, and collaboration",
    "- ## Observability & Debugging",
    "  - [Langfuse](/projects/github.com%2Flangfuse%2Flangfuse) - Open-source LLM observability (MIT license). Acquired by ClickHouse. 19 Fortune 50 clients. Full-featured: tracing, evaluations, prompt management, datasets."
   ],
   "repository_evidence": [
    "# awesome-agent-collaborate-tools",
    "A curated list of tools for AI agent-to-agent communication, coordination, and collaboration",
    "- ## Observability & Debugging",
    "  - [Langfuse](/projects/github.com%2Flangfuse%2Flangfuse) - Open-source LLM observability (MIT license). Acquired by ClickHouse. 19 Fortune 50 clients. Full-featured: tracing, evaluations, prompt management, datasets."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/masstensor%2Fawesome-agent-collaborate-tools?topic=llm-evaluation",
   "project": "Arize Phoenix",
   "repository": "github.com/Arize-ai/phoenix",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-agent-collaborate-tools",
    "A curated list of tools for AI agent-to-agent communication, coordination, and collaboration",
    "- ## Observability & Debugging",
    "  - [Arize Phoenix](/projects/github.com%2FArize-ai%2Fphoenix) - Open-source LLM observability. Trace agent runs, visualize spans, and evaluate outputs locally or in the cloud. Built on OpenTelemetry."
   ],
   "repository_evidence": [
    "# awesome-agent-collaborate-tools",
    "A curated list of tools for AI agent-to-agent communication, coordination, and collaboration",
    "- ## Observability & Debugging",
    "  - [Arize Phoenix](/projects/github.com%2FArize-ai%2Fphoenix) - Open-source LLM observability. Trace agent runs, visualize spans, and evaluate outputs locally or in the cloud. Built on OpenTelemetry."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/masstensor%2Fawesome-agent-collaborate-tools?topic=llm-evaluation",
   "project": "AgentOps",
   "repository": "github.com/AgentOps-AI/agentops",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-agent-collaborate-tools",
    "A curated list of tools for AI agent-to-agent communication, coordination, and collaboration",
    "- ## Observability & Debugging",
    "  - [AgentOps](/projects/github.com%2FAgentOps-AI%2Fagentops) - Agent-specific observability and testing. Session replays, cost tracking, failure analysis, and compliance monitoring. Native integrations with CrewAI, AutoGen, LangChain."
   ],
   "repository_evidence": [
    "# awesome-agent-collaborate-tools",
    "A curated list of tools for AI agent-to-agent communication, coordination, and collaboration",
    "- ## Observability & Debugging",
    "  - [AgentOps](/projects/github.com%2FAgentOps-AI%2Fagentops) - Agent-specific observability and testing. Session replays, cost tracking, failure analysis, and compliance monitoring. Native integrations with CrewAI, AutoGen, LangChain."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/masstensor%2Fawesome-agent-collaborate-tools?topic=llm-evaluation",
   "project": "Traceloop / OpenLLMetry",
   "repository": "github.com/traceloop/openllmetry",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-agent-collaborate-tools",
    "A curated list of tools for AI agent-to-agent communication, coordination, and collaboration",
    "- ## Observability & Debugging",
    "  - [Traceloop / OpenLLMetry](/projects/github.com%2Ftraceloop%2Fopenllmetry) - OpenTelemetry-based LLM observability. Automatic instrumentation for LangChain, CrewAI, AutoGen, and 20+ frameworks. Sends traces to any OTel-compatible backend (Datadog, Grafana, etc.)."
   ],
   "repository_evidence": [
    "# awesome-agent-collaborate-tools",
    "A curated list of tools for AI agent-to-agent communication, coordination, and collaboration",
    "- ## Observability & Debugging",
    "  - [Traceloop / OpenLLMetry](/projects/github.com%2Ftraceloop%2Fopenllmetry) - OpenTelemetry-based LLM observability. Automatic instrumentation for LangChain, CrewAI, AutoGen, and 20+ frameworks. Sends traces to any OTel-compatible backend (Datadog, Grafana, etc.)."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/masstensor%2Fawesome-agent-collaborate-tools?topic=llm-evaluation",
   "project": "Helicone",
   "repository": "github.com/Helicone/helicone",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-agent-collaborate-tools",
    "A curated list of tools for AI agent-to-agent communication, coordination, and collaboration",
    "- ## Observability & Debugging",
    "  - [Helicone](/projects/github.com%2FHelicone%2Fhelicone) - Open-source LLM observability and caching proxy. Drop-in for OpenAI/Anthropic/Gemini. Per-request latency, cost, and error tracking with user-level attribution."
   ],
   "repository_evidence": [
    "# awesome-agent-collaborate-tools",
    "A curated list of tools for AI agent-to-agent communication, coordination, and collaboration",
    "- ## Observability & Debugging",
    "  - [Helicone](/projects/github.com%2FHelicone%2Fhelicone) - Open-source LLM observability and caching proxy. Drop-in for OpenAI/Anthropic/Gemini. Per-request latency, cost, and error tracking with user-level attribution."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/masstensor%2Fawesome-agent-collaborate-tools?topic=llm-evaluation",
   "project": "Mem0",
   "repository": "github.com/mem0ai/mem0",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-agent-collaborate-tools",
    "A curated list of tools for AI agent-to-agent communication, coordination, and collaboration",
    "- ## State & Memory",
    "  - [Mem0](/projects/github.com%2Fmem0ai%2Fmem0) - Adaptive memory layer for AI agents. Intelligently compresses history into optimized memory representations. Claims up to 80% prompt token reduction. Lowest integration friction for standalone memory."
   ],
   "repository_evidence": [
    "# awesome-agent-collaborate-tools",
    "A curated list of tools for AI agent-to-agent communication, coordination, and collaboration",
    "- ## State & Memory",
    "  - [Mem0](/projects/github.com%2Fmem0ai%2Fmem0) - Adaptive memory layer for AI agents. Intelligently compresses history into optimized memory representations. Claims up to 80% prompt token reduction. Lowest integration friction for standalone memory."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/masstensor%2Fawesome-agent-collaborate-tools?topic=llm-evaluation",
   "project": "Zep",
   "repository": "github.com/getzep/zep",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-agent-collaborate-tools",
    "A curated list of tools for AI agent-to-agent communication, coordination, and collaboration",
    "- ## State & Memory",
    "  - [Zep](/projects/github.com%2Fgetzep%2Fzep) - Long-term memory store with temporal knowledge graph. Tracks how facts change over time. Integrates structured business data with conversational history. Best for temporal-aware production pipelines."
   ],
   "repository_evidence": [
    "# awesome-agent-collaborate-tools",
    "A curated list of tools for AI agent-to-agent communication, coordination, and collaboration",
    "- ## State & Memory",
    "  - [Zep](/projects/github.com%2Fgetzep%2Fzep) - Long-term memory store with temporal knowledge graph. Tracks how facts change over time. Integrates structured business data with conversational history. Best for temporal-aware production pipelines."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/masstensor%2Fawesome-agent-collaborate-tools?topic=llm-evaluation",
   "project": "Letta (formerly MemGPT)",
   "repository": "github.com/cpacker/MemGPT",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-agent-collaborate-tools",
    "A curated list of tools for AI agent-to-agent communication, coordination, and collaboration",
    "- ## State & Memory",
    "  - [Letta (formerly MemGPT)](/projects/github.com%2Fcpacker%2FMemGPT) - Agents with OS-style virtual memory management. Self-editing memory architecture with in-context vs archival storage. Includes REST API and development environment."
   ],
   "repository_evidence": [
    "# awesome-agent-collaborate-tools",
    "A curated list of tools for AI agent-to-agent communication, coordination, and collaboration",
    "- ## State & Memory",
    "  - [Letta (formerly MemGPT)](/projects/github.com%2Fcpacker%2FMemGPT) - Agents with OS-style virtual memory management. Self-editing memory architecture with in-context vs archival storage. Includes REST API and development environment."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/masstensor%2Fawesome-agent-collaborate-tools?topic=llm-evaluation",
   "project": "Cognee",
   "repository": "github.com/topoteretes/cognee",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-agent-collaborate-tools",
    "A curated list of tools for AI agent-to-agent communication, coordination, and collaboration",
    "- ## State & Memory",
    "  - [Cognee](/projects/github.com%2Ftopoteretes%2Fcognee) - Knowledge-graph-first memory for agents. Builds structured knowledge graphs from unstructured data for rich semantic retrieval."
   ],
   "repository_evidence": [
    "# awesome-agent-collaborate-tools",
    "A curated list of tools for AI agent-to-agent communication, coordination, and collaboration",
    "- ## State & Memory",
    "  - [Cognee](/projects/github.com%2Ftopoteretes%2Fcognee) - Knowledge-graph-first memory for agents. Builds structured knowledge graphs from unstructured data for rich semantic retrieval."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/masstensor%2Fawesome-agent-collaborate-tools?topic=llm-evaluation",
   "project": "LangMem",
   "repository": "github.com/langchain-ai/langmem",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-agent-collaborate-tools",
    "A curated list of tools for AI agent-to-agent communication, coordination, and collaboration",
    "- ## State & Memory",
    "  - [LangMem](/projects/github.com%2Flangchain-ai%2Flangmem) - LangChain's memory abstraction layer. Multiple memory types (episodic, semantic, procedural) with a unified API."
   ],
   "repository_evidence": [
    "# awesome-agent-collaborate-tools",
    "A curated list of tools for AI agent-to-agent communication, coordination, and collaboration",
    "- ## State & Memory",
    "  - [LangMem](/projects/github.com%2Flangchain-ai%2Flangmem) - LangChain's memory abstraction layer. Multiple memory types (episodic, semantic, procedural) with a unified API."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/masstensor%2Fawesome-agent-collaborate-tools?topic=llm-evaluation",
   "project": "Supermemory",
   "repository": "github.com/supermemoryai/supermemory",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-agent-collaborate-tools",
    "A curated list of tools for AI agent-to-agent communication, coordination, and collaboration",
    "- ## State & Memory",
    "  - [Supermemory](/projects/github.com%2Fsupermemoryai%2Fsupermemory) - Universal memory API for AI agents. Import from anywhere, query with semantic search. Designed as a \"memory backbone\" across multiple agents."
   ],
   "repository_evidence": [
    "# awesome-agent-collaborate-tools",
    "A curated list of tools for AI agent-to-agent communication, coordination, and collaboration",
    "- ## State & Memory",
    "  - [Supermemory](/projects/github.com%2Fsupermemoryai%2Fsupermemory) - Universal memory API for AI agents. Import from anywhere, query with semantic search. Designed as a \"memory backbone\" across multiple agents."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/masstensor%2Fawesome-agent-collaborate-tools?topic=llm-evaluation",
   "project": "Chroma",
   "repository": "github.com/chroma-core/chroma",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-agent-collaborate-tools",
    "A curated list of tools for AI agent-to-agent communication, coordination, and collaboration",
    "- ## State & Memory",
    "  - [Chroma](/projects/github.com%2Fchroma-core%2Fchroma) - Open-source embedding database. The most popular vector store for agent memory. Simple API, runs locally or in the cloud. pip install chromadb."
   ],
   "repository_evidence": [
    "# awesome-agent-collaborate-tools",
    "A curated list of tools for AI agent-to-agent communication, coordination, and collaboration",
    "- ## State & Memory",
    "  - [Chroma](/projects/github.com%2Fchroma-core%2Fchroma) - Open-source embedding database. The most popular vector store for agent memory. Simple API, runs locally or in the cloud. pip install chromadb."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/masstensor%2Fawesome-agent-collaborate-tools?topic=llm-evaluation",
   "project": "Qdrant",
   "repository": "github.com/qdrant/qdrant",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-agent-collaborate-tools",
    "A curated list of tools for AI agent-to-agent communication, coordination, and collaboration",
    "- ## State & Memory",
    "  - [Qdrant](/projects/github.com%2Fqdrant%2Fqdrant) - High-performance vector database written in Rust. Excellent for production agent long-term memory with filtering, payload indexing, and sparse vector support."
   ],
   "repository_evidence": [
    "# awesome-agent-collaborate-tools",
    "A curated list of tools for AI agent-to-agent communication, coordination, and collaboration",
    "- ## State & Memory",
    "  - [Qdrant](/projects/github.com%2Fqdrant%2Fqdrant) - High-performance vector database written in Rust. Excellent for production agent long-term memory with filtering, payload indexing, and sparse vector support."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/masstensor%2Fawesome-agent-collaborate-tools?topic=llm-evaluation",
   "project": "Weaviate",
   "repository": "github.com/weaviate/weaviate",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-agent-collaborate-tools",
    "A curated list of tools for AI agent-to-agent communication, coordination, and collaboration",
    "- ## State & Memory",
    "  - [Weaviate](/projects/github.com%2Fweaviate%2Fweaviate) - Open-source vector database with built-in vectorization. Modules for text, images, and multi-modal memory. Native GraphQL API."
   ],
   "repository_evidence": [
    "# awesome-agent-collaborate-tools",
    "A curated list of tools for AI agent-to-agent communication, coordination, and collaboration",
    "- ## State & Memory",
    "  - [Weaviate](/projects/github.com%2Fweaviate%2Fweaviate) - Open-source vector database with built-in vectorization. Modules for text, images, and multi-modal memory. Native GraphQL API."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/jalliance/github-trending-snapshot-2026-08-25",
   "project": "Alishahryar1/free-claude-code",
   "repository": "https://github.com/Alishahryar1/free-claude-code",
   "stars": "49500",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# GitHub Trending Repositories Snapshot \u2014 2026-08-25",
    "## Quick Table (Top 15+)",
    "| Rank | Repository | Language | Stars Today | Total Stars (approx) | Short Description |",
    "| 1 | [Alishahryar1/free-claude-code](https://github.com/Alishahryar1/free-claude-code) | Python | ~891 | ~49.5k | Use Claude Code, Codex, Pi, OpenCode etc. for free via many ToS-friendly providers |"
   ],
   "repository_evidence": [
    "# GitHub Trending Repositories Snapshot \u2014 2026-08-25",
    "## Quick Table (Top 15+)",
    "| Rank | Repository | Language | Stars Today | Total Stars (approx) | Short Description |",
    "| 1 | [Alishahryar1/free-claude-code](https://github.com/Alishahryar1/free-claude-code) | Python | ~891 | ~49.5k | Use Claude Code, Codex, Pi, OpenCode etc. for free via many ToS-friendly providers |"
   ],
   "stars_evidence": [
    "# GitHub Trending Repositories Snapshot \u2014 2026-08-25",
    "## Quick Table (Top 15+)",
    "| Rank | Repository | Language | Stars Today | Total Stars (approx) | Short Description |",
    "| 1 | [Alishahryar1/free-claude-code](https://github.com/Alishahryar1/free-claude-code) | Python | ~891 | ~49.5k | Use Claude Code, Codex, Pi, OpenCode etc. for free via many ToS-friendly providers |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/jalliance/github-trending-snapshot-2026-08-25",
   "project": "openai/codex",
   "repository": "https://github.com/openai/codex",
   "stars": "118000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# GitHub Trending Repositories Snapshot \u2014 2026-08-25",
    "## Quick Table (Top 15+)",
    "| Rank | Repository | Language | Stars Today | Total Stars (approx) | Short Description |",
    "| 2 | [openai/codex](https://github.com/openai/codex) | Rust | ~1,994 | ~118k | Lightweight coding agent that runs in your terminal |"
   ],
   "repository_evidence": [
    "# GitHub Trending Repositories Snapshot \u2014 2026-08-25",
    "## Quick Table (Top 15+)",
    "| Rank | Repository | Language | Stars Today | Total Stars (approx) | Short Description |",
    "| 2 | [openai/codex](https://github.com/openai/codex) | Rust | ~1,994 | ~118k | Lightweight coding agent that runs in your terminal |"
   ],
   "stars_evidence": [
    "# GitHub Trending Repositories Snapshot \u2014 2026-08-25",
    "## Quick Table (Top 15+)",
    "| Rank | Repository | Language | Stars Today | Total Stars (approx) | Short Description |",
    "| 2 | [openai/codex](https://github.com/openai/codex) | Rust | ~1,994 | ~118k | Lightweight coding agent that runs in your terminal |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/jalliance/github-trending-snapshot-2026-08-25",
   "project": "MadsLorentzen/ai-job-search",
   "repository": "https://github.com/MadsLorentzen/ai-job-search",
   "stars": "34600",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# GitHub Trending Repositories Snapshot \u2014 2026-08-25",
    "## Quick Table (Top 15+)",
    "| Rank | Repository | Language | Stars Today | Total Stars (approx) | Short Description |",
    "| 3 | [MadsLorentzen/ai-job-search](https://github.com/MadsLorentzen/ai-job-search) | Python | ~434 | ~34.6k | Local AI job application framework (eval postings, tailor CVs/cover letters, interview prep) |"
   ],
   "repository_evidence": [
    "# GitHub Trending Repositories Snapshot \u2014 2026-08-25",
    "## Quick Table (Top 15+)",
    "| Rank | Repository | Language | Stars Today | Total Stars (approx) | Short Description |",
    "| 3 | [MadsLorentzen/ai-job-search](https://github.com/MadsLorentzen/ai-job-search) | Python | ~434 | ~34.6k | Local AI job application framework (eval postings, tailor CVs/cover letters, interview prep) |"
   ],
   "stars_evidence": [
    "# GitHub Trending Repositories Snapshot \u2014 2026-08-25",
    "## Quick Table (Top 15+)",
    "| Rank | Repository | Language | Stars Today | Total Stars (approx) | Short Description |",
    "| 3 | [MadsLorentzen/ai-job-search](https://github.com/MadsLorentzen/ai-job-search) | Python | ~434 | ~34.6k | Local AI job application framework (eval postings, tailor CVs/cover letters, interview prep) |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/jalliance/github-trending-snapshot-2026-08-25",
   "project": "multica-ai/andrej-karpathy-skills",
   "repository": "https://github.com/multica-ai/andrej-karpathy-skills",
   "stars": "207000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# GitHub Trending Repositories Snapshot \u2014 2026-08-25",
    "## Quick Table (Top 15+)",
    "| Rank | Repository | Language | Stars Today | Total Stars (approx) | Short Description |",
    "| 4 | [multica-ai/andrej-karpathy-skills](https://github.com/multica-ai/andrej-karpathy-skills) | \u2014 | ~588 | ~207k | Single CLAUDE.md file with principles to improve Claude Code behavior (from Karpathy observations) |"
   ],
   "repository_evidence": [
    "# GitHub Trending Repositories Snapshot \u2014 2026-08-25",
    "## Quick Table (Top 15+)",
    "| Rank | Repository | Language | Stars Today | Total Stars (approx) | Short Description |",
    "| 4 | [multica-ai/andrej-karpathy-skills](https://github.com/multica-ai/andrej-karpathy-skills) | \u2014 | ~588 | ~207k | Single CLAUDE.md file with principles to improve Claude Code behavior (from Karpathy observations) |"
   ],
   "stars_evidence": [
    "# GitHub Trending Repositories Snapshot \u2014 2026-08-25",
    "## Quick Table (Top 15+)",
    "| Rank | Repository | Language | Stars Today | Total Stars (approx) | Short Description |",
    "| 4 | [multica-ai/andrej-karpathy-skills](https://github.com/multica-ai/andrej-karpathy-skills) | \u2014 | ~588 | ~207k | Single CLAUDE.md file with principles to improve Claude Code behavior (from Karpathy observations) |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/jalliance/github-trending-snapshot-2026-08-25",
   "project": "NousResearch/hermes-agent",
   "repository": "https://github.com/NousResearch/hermes-agent",
   "stars": "236000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# GitHub Trending Repositories Snapshot \u2014 2026-08-25",
    "## Quick Table (Top 15+)",
    "| Rank | Repository | Language | Stars Today | Total Stars (approx) | Short Description |",
    "| 6 | [NousResearch/hermes-agent](https://github.com/NousResearch/hermes-agent) | Python | ~896 | ~236k | Self-improving AI agent that grows with you (memory, skills, multi-platform) |"
   ],
   "repository_evidence": [
    "# GitHub Trending Repositories Snapshot \u2014 2026-08-25",
    "## Quick Table (Top 15+)",
    "| Rank | Repository | Language | Stars Today | Total Stars (approx) | Short Description |",
    "| 6 | [NousResearch/hermes-agent](https://github.com/NousResearch/hermes-agent) | Python | ~896 | ~236k | Self-improving AI agent that grows with you (memory, skills, multi-platform) |"
   ],
   "stars_evidence": [
    "# GitHub Trending Repositories Snapshot \u2014 2026-08-25",
    "## Quick Table (Top 15+)",
    "| Rank | Repository | Language | Stars Today | Total Stars (approx) | Short Description |",
    "| 6 | [NousResearch/hermes-agent](https://github.com/NousResearch/hermes-agent) | Python | ~896 | ~236k | Self-improving AI agent that grows with you (memory, skills, multi-platform) |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/jalliance/github-trending-snapshot-2026-08-25",
   "project": "anthropics/claude-plugins-community",
   "repository": "https://github.com/anthropics/claude-plugins-community",
   "stars": "1500",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# GitHub Trending Repositories Snapshot \u2014 2026-08-25",
    "## Quick Table (Top 15+)",
    "| Rank | Repository | Language | Stars Today | Total Stars (approx) | Short Description |",
    "| 7 | [anthropics/claude-plugins-community](https://github.com/anthropics/claude-plugins-community) | Python | ~489 | ~1.5k | Community plugin marketplace for Claude Cowork / Claude Code (read-only mirror) |"
   ],
   "repository_evidence": [
    "# GitHub Trending Repositories Snapshot \u2014 2026-08-25",
    "## Quick Table (Top 15+)",
    "| Rank | Repository | Language | Stars Today | Total Stars (approx) | Short Description |",
    "| 7 | [anthropics/claude-plugins-community](https://github.com/anthropics/claude-plugins-community) | Python | ~489 | ~1.5k | Community plugin marketplace for Claude Cowork / Claude Code (read-only mirror) |"
   ],
   "stars_evidence": [
    "# GitHub Trending Repositories Snapshot \u2014 2026-08-25",
    "## Quick Table (Top 15+)",
    "| Rank | Repository | Language | Stars Today | Total Stars (approx) | Short Description |",
    "| 7 | [anthropics/claude-plugins-community](https://github.com/anthropics/claude-plugins-community) | Python | ~489 | ~1.5k | Community plugin marketplace for Claude Cowork / Claude Code (read-only mirror) |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/jalliance/github-trending-snapshot-2026-08-25",
   "project": "apache/maka",
   "repository": "https://github.com/apache/maka",
   "stars": "3100",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# GitHub Trending Repositories Snapshot \u2014 2026-08-25",
    "## Quick Table (Top 15+)",
    "| Rank | Repository | Language | Stars Today | Total Stars (approx) | Short Description |",
    "| 9 | [apache/maka](https://github.com/apache/maka) | TypeScript | ~411 | ~3.1k | Local-first AI agent workspace with append-only event logging |"
   ],
   "repository_evidence": [
    "# GitHub Trending Repositories Snapshot \u2014 2026-08-25",
    "## Quick Table (Top 15+)",
    "| Rank | Repository | Language | Stars Today | Total Stars (approx) | Short Description |",
    "| 9 | [apache/maka](https://github.com/apache/maka) | TypeScript | ~411 | ~3.1k | Local-first AI agent workspace with append-only event logging |"
   ],
   "stars_evidence": [
    "# GitHub Trending Repositories Snapshot \u2014 2026-08-25",
    "## Quick Table (Top 15+)",
    "| Rank | Repository | Language | Stars Today | Total Stars (approx) | Short Description |",
    "| 9 | [apache/maka](https://github.com/apache/maka) | TypeScript | ~411 | ~3.1k | Local-first AI agent workspace with append-only event logging |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/jalliance/github-trending-snapshot-2026-08-25",
   "project": "openclaw/openclaw",
   "repository": "https://github.com/openclaw/openclaw",
   "stars": "388000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# GitHub Trending Repositories Snapshot \u2014 2026-08-25",
    "## Quick Table (Top 15+)",
    "| Rank | Repository | Language | Stars Today | Total Stars (approx) | Short Description |",
    "| 11 | [openclaw/openclaw](https://github.com/openclaw/openclaw) | TypeScript | ~173 | ~388k | Personal AI assistant (any OS/platform, messaging integrations, local-first) |"
   ],
   "repository_evidence": [
    "# GitHub Trending Repositories Snapshot \u2014 2026-08-25",
    "## Quick Table (Top 15+)",
    "| Rank | Repository | Language | Stars Today | Total Stars (approx) | Short Description |",
    "| 11 | [openclaw/openclaw](https://github.com/openclaw/openclaw) | TypeScript | ~173 | ~388k | Personal AI assistant (any OS/platform, messaging integrations, local-first) |"
   ],
   "stars_evidence": [
    "# GitHub Trending Repositories Snapshot \u2014 2026-08-25",
    "## Quick Table (Top 15+)",
    "| Rank | Repository | Language | Stars Today | Total Stars (approx) | Short Description |",
    "| 11 | [openclaw/openclaw](https://github.com/openclaw/openclaw) | TypeScript | ~173 | ~388k | Personal AI assistant (any OS/platform, messaging integrations, local-first) |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/jalliance/github-trending-snapshot-2026-08-25",
   "project": "AgriciDaniel/claude-obsidian",
   "repository": "https://github.com/AgriciDaniel/claude-obsidian",
   "stars": "12000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# GitHub Trending Repositories Snapshot \u2014 2026-08-25",
    "## Quick Table (Top 15+)",
    "| Rank | Repository | Language | Stars Today | Total Stars (approx) | Short Description |",
    "| 12 | [AgriciDaniel/claude-obsidian](https://github.com/AgriciDaniel/claude-obsidian) | Python | ~310 | ~12k | Self-organizing AI second brain for Obsidian + Claude Code |"
   ],
   "repository_evidence": [
    "# GitHub Trending Repositories Snapshot \u2014 2026-08-25",
    "## Quick Table (Top 15+)",
    "| Rank | Repository | Language | Stars Today | Total Stars (approx) | Short Description |",
    "| 12 | [AgriciDaniel/claude-obsidian](https://github.com/AgriciDaniel/claude-obsidian) | Python | ~310 | ~12k | Self-organizing AI second brain for Obsidian + Claude Code |"
   ],
   "stars_evidence": [
    "# GitHub Trending Repositories Snapshot \u2014 2026-08-25",
    "## Quick Table (Top 15+)",
    "| Rank | Repository | Language | Stars Today | Total Stars (approx) | Short Description |",
    "| 12 | [AgriciDaniel/claude-obsidian](https://github.com/AgriciDaniel/claude-obsidian) | Python | ~310 | ~12k | Self-organizing AI second brain for Obsidian + Claude Code |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/jalliance/github-trending-snapshot-2026-08-25",
   "project": "tashfeenahmed/freellmapi",
   "repository": "https://github.com/tashfeenahmed/freellmapi",
   "stars": "20000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# GitHub Trending Repositories Snapshot \u2014 2026-08-25",
    "## Quick Table (Top 15+)",
    "| Rank | Repository | Language | Stars Today | Total Stars (approx) | Short Description |",
    "| 15 | [tashfeenahmed/freellmapi](https://github.com/tashfeenahmed/freellmapi) | TypeScript | ~174 | ~20k | Free LLM API aggregator (many providers, smart routing) |"
   ],
   "repository_evidence": [
    "# GitHub Trending Repositories Snapshot \u2014 2026-08-25",
    "## Quick Table (Top 15+)",
    "| Rank | Repository | Language | Stars Today | Total Stars (approx) | Short Description |",
    "| 15 | [tashfeenahmed/freellmapi](https://github.com/tashfeenahmed/freellmapi) | TypeScript | ~174 | ~20k | Free LLM API aggregator (many providers, smart routing) |"
   ],
   "stars_evidence": [
    "# GitHub Trending Repositories Snapshot \u2014 2026-08-25",
    "## Quick Table (Top 15+)",
    "| Rank | Repository | Language | Stars Today | Total Stars (approx) | Short Description |",
    "| 15 | [tashfeenahmed/freellmapi](https://github.com/tashfeenahmed/freellmapi) | TypeScript | ~174 | ~20k | Free LLM API aggregator (many providers, smart routing) |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/jalliance/github-trending-snapshot-2026-08-25",
   "project": "freestylefly/awesome-gpt-image-2",
   "repository": "https://github.com/freestylefly/awesome-gpt-image-2",
   "stars": "16000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# GitHub Trending Repositories Snapshot \u2014 2026-08-25",
    "## Quick Table (Top 15+)",
    "| Rank | Repository | Language | Stars Today | Total Stars (approx) | Short Description |",
    "| 17 | [freestylefly/awesome-gpt-image-2](https://github.com/freestylefly/awesome-gpt-image-2) | JavaScript | ~2,449 | ~16k | Prompt-as-code / industrial prompt engine & templates for GPT-Image |"
   ],
   "repository_evidence": [
    "# GitHub Trending Repositories Snapshot \u2014 2026-08-25",
    "## Quick Table (Top 15+)",
    "| Rank | Repository | Language | Stars Today | Total Stars (approx) | Short Description |",
    "| 17 | [freestylefly/awesome-gpt-image-2](https://github.com/freestylefly/awesome-gpt-image-2) | JavaScript | ~2,449 | ~16k | Prompt-as-code / industrial prompt engine & templates for GPT-Image |"
   ],
   "stars_evidence": [
    "# GitHub Trending Repositories Snapshot \u2014 2026-08-25",
    "## Quick Table (Top 15+)",
    "| Rank | Repository | Language | Stars Today | Total Stars (approx) | Short Description |",
    "| 17 | [freestylefly/awesome-gpt-image-2](https://github.com/freestylefly/awesome-gpt-image-2) | JavaScript | ~2,449 | ~16k | Prompt-as-code / industrial prompt engine & templates for GPT-Image |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/jalliance/github-trending-snapshot-2026-08-25",
   "project": "VoltAgent/awesome-agent-skills",
   "repository": "https://github.com/VoltAgent/awesome-agent-skills",
   "stars": "32000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# GitHub Trending Repositories Snapshot \u2014 2026-08-25",
    "## Quick Table (Top 15+)",
    "| Rank | Repository | Language | Stars Today | Total Stars (approx) | Short Description |",
    "| 18 | [VoltAgent/awesome-agent-skills](https://github.com/VoltAgent/awesome-agent-skills) | \u2014 | ~602 | ~32k | Curated collection of 1000+ agent skills |"
   ],
   "repository_evidence": [
    "# GitHub Trending Repositories Snapshot \u2014 2026-08-25",
    "## Quick Table (Top 15+)",
    "| Rank | Repository | Language | Stars Today | Total Stars (approx) | Short Description |",
    "| 18 | [VoltAgent/awesome-agent-skills](https://github.com/VoltAgent/awesome-agent-skills) | \u2014 | ~602 | ~32k | Curated collection of 1000+ agent skills |"
   ],
   "stars_evidence": [
    "# GitHub Trending Repositories Snapshot \u2014 2026-08-25",
    "## Quick Table (Top 15+)",
    "| Rank | Repository | Language | Stars Today | Total Stars (approx) | Short Description |",
    "| 18 | [VoltAgent/awesome-agent-skills](https://github.com/VoltAgent/awesome-agent-skills) | \u2014 | ~602 | ~32k | Curated collection of 1000+ agent skills |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/jalliance/github-trending-snapshot-2026-08-25",
   "project": "tinyhumansai/openhuman",
   "repository": "https://github.com/tinyhumansai/openhuman",
   "stars": "37500",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# GitHub Trending Repositories Snapshot \u2014 2026-08-25",
    "## Quick Table (Top 15+)",
    "| Rank | Repository | Language | Stars Today | Total Stars (approx) | Short Description |",
    "| 19 | [tinyhumansai/openhuman](https://github.com/tinyhumansai/openhuman) | Rust | ~515 | ~37.5k | Personal AI super-intelligence with local-first memory & agent orchestration |"
   ],
   "repository_evidence": [
    "# GitHub Trending Repositories Snapshot \u2014 2026-08-25",
    "## Quick Table (Top 15+)",
    "| Rank | Repository | Language | Stars Today | Total Stars (approx) | Short Description |",
    "| 19 | [tinyhumansai/openhuman](https://github.com/tinyhumansai/openhuman) | Rust | ~515 | ~37.5k | Personal AI super-intelligence with local-first memory & agent orchestration |"
   ],
   "stars_evidence": [
    "# GitHub Trending Repositories Snapshot \u2014 2026-08-25",
    "## Quick Table (Top 15+)",
    "| Rank | Repository | Language | Stars Today | Total Stars (approx) | Short Description |",
    "| 19 | [tinyhumansai/openhuman](https://github.com/tinyhumansai/openhuman) | Rust | ~515 | ~37.5k | Personal AI super-intelligence with local-first memory & agent orchestration |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://wasilzafar.com/pages/series/ai-app-dev/ai-app-dev-part12-ecosystem.html",
   "project": "LangChain",
   "repository": null,
   "stars": "90000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "This section compares the seven most impactful frameworks \u2014 LangChain, LlamaIndex, Haystack, Semantic Kernel, AutoGen, CrewAI, and DSPy \u2014 across key dimensions including architecture, strengths, ideal use cases, and production readiness.",
    "## **1. The Big 7 Framework Comparison",
    "| Dimension | LangChain | LangGraph | AutoGen | CrewAI | LlamaIndex | n8n | Zapier |",
    "| **Community** | Largest (90k+ GitHub stars) | Growing fast (LangChain team) | Large (Microsoft-backed) | Large (fastest growing) | Large (35k+ GitHub stars) | Large (self-hosting community) | Massive (business users) |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "This section compares the seven most impactful frameworks \u2014 LangChain, LlamaIndex, Haystack, Semantic Kernel, AutoGen, CrewAI, and DSPy \u2014 across key dimensions including architecture, strengths, ideal use cases, and production readiness.",
    "## **1. The Big 7 Framework Comparison",
    "| Dimension | LangChain | LangGraph | AutoGen | CrewAI | LlamaIndex | n8n | Zapier |",
    "| **Community** | Largest (90k+ GitHub stars) | Growing fast (LangChain team) | Large (Microsoft-backed) | Large (fastest growing) | Large (35k+ GitHub stars) | Large (self-hosting community) | Massive (business users) |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://wasilzafar.com/pages/series/ai-app-dev/ai-app-dev-part12-ecosystem.html",
   "project": "LlamaIndex",
   "repository": null,
   "stars": "35000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "This section compares the seven most impactful frameworks \u2014 LangChain, LlamaIndex, Haystack, Semantic Kernel, AutoGen, CrewAI, and DSPy \u2014 across key dimensions including architecture, strengths, ideal use cases, and production readiness.",
    "## **1. The Big 7 Framework Comparison",
    "| Dimension | LangChain | LangGraph | AutoGen | CrewAI | LlamaIndex | n8n | Zapier |",
    "| **Community** | Largest (90k+ GitHub stars) | Growing fast (LangChain team) | Large (Microsoft-backed) | Large (fastest growing) | Large (35k+ GitHub stars) | Large (self-hosting community) | Massive (business users) |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "This section compares the seven most impactful frameworks \u2014 LangChain, LlamaIndex, Haystack, Semantic Kernel, AutoGen, CrewAI, and DSPy \u2014 across key dimensions including architecture, strengths, ideal use cases, and production readiness.",
    "## **1. The Big 7 Framework Comparison",
    "| Dimension | LangChain | LangGraph | AutoGen | CrewAI | LlamaIndex | n8n | Zapier |",
    "| **Community** | Largest (90k+ GitHub stars) | Growing fast (LangChain team) | Large (Microsoft-backed) | Large (fastest growing) | Large (35k+ GitHub stars) | Large (self-hosting community) | Massive (business users) |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://nolist.ai/item/letta-memgpt",
   "project": "Letta (MemGPT)",
   "repository": "https://github.com/letta-ai/letta",
   "stars": "21200",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Letta (MemGPT)"
   ],
   "repository_evidence": [
    "- GitHub[21,200](https://github.com/letta-ai/letta)",
    "# Letta (MemGPT)"
   ],
   "stars_evidence": [
    "- GitHub[21,200](https://github.com/letta-ai/letta)",
    "# Letta (MemGPT)"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://blog.prompt20.com/posts/ai-coding-agents-ultimate-guide",
   "project": "Codex CLI",
   "repository": "https://github.com/openai/codex",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# AI Coding Agents: Cursor, Claude Code, Codex, Devin & Aider",
    "**Codex CLI (OpenAI)** \u2014 OpenAI's response to Claude Code."
   ],
   "repository_evidence": [
    "# AI Coding Agents: Cursor, Claude Code, Codex, Devin & Aider",
    "- [Codex CLI](https://github.com/openai/codex)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://blog.prompt20.com/posts/ai-coding-agents-ultimate-guide",
   "project": "OpenHands",
   "repository": "https://github.com/All-Hands-AI/OpenHands",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# AI Coding Agents: Cursor, Claude Code, Codex, Devin & Aider",
    "**OpenHands (All Hands AI)** \u2014 open-source."
   ],
   "repository_evidence": [
    "# AI Coding Agents: Cursor, Claude Code, Codex, Devin & Aider",
    "- [OpenHands](https://github.com/All-Hands-AI/OpenHands)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://shekhargulati.com/2025/02/05/my-notes-on-open-deep-researcher",
   "project": "smolagents",
   "repository": "https://github.com/huggingface/smolagents",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# My Notes on Open Deep Researcher",
    "Today, HuggingFace launched an [open source](https://github.com/huggingface/smolagents/tree/main/examples/open_deep_research) initiative to replicate OpenAI\u2019s DeepResearch capabilities.",
    "From building `smolagents` we can also cite a notable additional advantage, which is a better handling of state: this is very useful for multimodal tasks in particular."
   ],
   "repository_evidence": [
    "# My Notes on Open Deep Researcher",
    "Today, HuggingFace launched an [open source](https://github.com/huggingface/smolagents/tree/main/examples/open_deep_research) initiative to replicate OpenAI\u2019s DeepResearch capabilities.",
    " pip install git+https://github.com/huggingface/smolagents.git@8b02821ac2c73003ea0f533cee0f8e3852d881d9"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://shekhargulati.com/2025/02/05/my-notes-on-open-deep-researcher",
   "project": "autogen",
   "repository": "https://github.com/microsoft/autogen/blob/gaia_multiagent_v01_march_1st/autogen/browser_utils.py",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# My Notes on Open Deep Researcher",
    "`smolagents` team has picked `SimpleTextBrowser` and related tools from [autogen agent framework](https://github.com/microsoft/autogen/blob/gaia_multiagent_v01_march_1st/autogen/browser_utils.py)."
   ],
   "repository_evidence": [
    "# My Notes on Open Deep Researcher",
    "`smolagents` team has picked `SimpleTextBrowser` and related tools from [autogen agent framework](https://github.com/microsoft/autogen/blob/gaia_multiagent_v01_march_1st/autogen/browser_utils.py). SimpleTextBrowser"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://patmcguinness.substack.com/p/ai-agents-for-2024-pt1-chatdev",
   "project": "ChatDev",
   "repository": "https://github.com/OpenBMB/ChatDev",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "What are the best AI Agents, tools and frameworks right now? What can AI Agents do for you?",
    "Four new AI Agent frameworks have also been released that show more capabilities, which will discuss in this series: **ChatDev, AutoGen, TaskWeaver, and CrewAI.**",
    "**ChatDev, AutoGen, TaskWeaver, and CrewAI.**\n\n#### ChatDev - Building AI Agents for Software Development\n\n**[ChatDev](https://github.com/OpenBMB/ChatDev)** is an multi-AI agent framework that can automate application software development, creating software from natural language ideas and input."
   ],
   "repository_evidence": [
    "What are the best AI Agents, tools and frameworks right now? What can AI Agents do for you?",
    "Four new AI Agent frameworks have also been released that show more capabilities, which will discuss in this series: **ChatDev, AutoGen, TaskWeaver, and CrewAI.**",
    "**ChatDev, AutoGen, TaskWeaver, and CrewAI.**\n\n#### ChatDev - Building AI Agents for Software Development\n\n**[ChatDev](https://github.com/OpenBMB/ChatDev)** is an multi-AI agent framework that can automate application software development, creating software from natural language ideas and input."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://ar5iv.labs.arxiv.org/html/2604.18860",
   "project": "gui_agent",
   "repository": "https://github.com/OwenXu6/gui_agent",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Temporal UI State Inconsistency in Desktop GUI Agents:\nFormalizing and Defending Against TOCTOU Attacks on\nComputer-Use AgentsThanks: Code and data: [https://github.com/OwenXu6/gui_agent](https://github.com/OwenXu6/gui_agent)",
    "Code and data: [https://github.com/OwenXu6/gui_agent](https://github.com/OwenXu6/gui_agent)"
   ],
   "repository_evidence": [
    "Temporal UI State Inconsistency in Desktop GUI Agents:\nFormalizing and Defending Against TOCTOU Attacks on\nComputer-Use AgentsThanks: Code and data: [https://github.com/OwenXu6/gui_agent](https://github.com/OwenXu6/gui_agent)",
    "Code and data: [https://github.com/OwenXu6/gui_agent](https://github.com/OwenXu6/gui_agent)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://aws.amazon.com/blogs/machine-learning/evaluate-any-agent-framework-with-amazon-bedrock-agentcore-evaluations?refid=cr_card&trk=ap_card&utm_custom=sl_card",
   "project": "OpenInference",
   "repository": "https://github.com/Arize-ai/openinference",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Evaluate any agent framework with Amazon Bedrock AgentCore Evaluations",
    "[OpenInference](https://github.com/Arize-ai/openinference) defines span kinds such as `LLM`, `TOOL`, `RETRIEVER`, `RERANKER`, `EMBEDDING`, `AGENT`, `CHAIN`, `GUARDRAIL`, `EVALUATOR`, and `PROMPT`."
   ],
   "repository_evidence": [
    "Evaluate any agent framework with Amazon Bedrock AgentCore Evaluations",
    "[OpenInference](https://github.com/Arize-ai/openinference) defines span kinds such as `LLM`, `TOOL`, `RETRIEVER`, `RERANKER`, `EMBEDDING`, `AGENT`, `CHAIN`, `GUARDRAIL`, `EVALUATOR`, and `PROMPT`."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://arxiv.org/html/2604.23878v3",
   "project": "Vestige",
   "repository": "https://github.com/samvallad33/vestige",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "A 2025\u20132026 wave of concurrent systems\u2014LightMem (Fang et al. 2025), MemoryOS (Kang et al. 2025), Hindsight (Latimer et al. 2025), FadeMem (Wei et al. 2026), Vestige (Vestige Contributors 2026), SleepGate (Xie 2026), Anda Hippocampus (ldclabs 2026), MemFly (Zhang et al. 2026), Cognee (Markovic et al. 2025)\u2014has begun adopting individual mechanisms; Tiwari and Fofadiya 2026 independently validates the multi-layer hypothesis on LoCoMo (F1 = 0.618).",
    "### 2.2 Neuroscience Foundations and Concurrent Systems"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://arxiv.org/html/2604.23878v3",
   "project": "Anda Hippocampus",
   "repository": "https://github.com/ldclabs/anda-hippocampus",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "A 2025\u20132026 wave of concurrent systems\u2014LightMem (Fang et al. 2025), MemoryOS (Kang et al. 2025), Hindsight (Latimer et al. 2025), FadeMem (Wei et al. 2026), Vestige (Vestige Contributors 2026), SleepGate (Xie 2026), Anda Hippocampus (ldclabs 2026), MemFly (Zhang et al. 2026), Cognee (Markovic et al. 2025)\u2014has begun adopting individual mechanisms; Tiwari and Fofadiya 2026 independently validates the multi-layer hypothesis on LoCoMo (F1 = 0.618).",
    "### 2.2 Neuroscience Foundations and Concurrent Systems",
    "ldclabs [2026] ldclabs. Anda hippocampus: Graph-based memory for AI agents. [https://github.com/ldclabs/anda-hippocampus](https://github.com/ldclabs/anda-hippocampus), 2026. Open-source, KIP protocol."
   ],
   "repository_evidence": [
    "ldclabs [2026] ldclabs. Anda hippocampus: Graph-based memory for AI agents. [https://github.com/ldclabs/anda-hippocampus](https://github.com/ldclabs/anda-hippocampus), 2026. Open-source, KIP protocol."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://arxiv.org/html/2604.23878v3",
   "project": "MemPalace",
   "repository": "https://github.com/MemPalace/mempalace",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Orthogonal paradigms (OmegaMax 2026; Mastra 2026; MemPalace Contributors 2026; Behrouz et al. 2026; ICLR 2026 MemAgents Workshop Organizers 2026) target adjacent problems.",
    "### 2.2 Neuroscience Foundations and Concurrent Systems"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://rywalker.com/research/strands-agents",
   "project": "Strands Agents",
   "repository": "https://github.com/strands-agents/harness-sdk",
   "stars": "6100",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "AWS Strands Agents is Amazon's open-source agent SDK, launched May 16, 2025 by Clare Liguori (Senior Principal Engineer, AWS Agentic AI) \u2014 the same framework AWS uses in production for Amazon Q Developer, AWS Glue, and VPC Reachability Analyzer.[1]",
    "## Executive Summary"
   ],
   "repository_evidence": [
    "The core repo, recently renamed from `sdk-python` to `harness-sdk`, holds 6,100+ [GitHub](/research/t/github) stars and 870+ forks under Apache 2.0 as of June 2026, with a separate [TypeScript](/research/t/typescript) SDK at 700 stars.[2][3]",
    "## Executive Summary",
    "- [2] [Strands Agents harness-sdk GitHub Repository](https://github.com/strands-agents/harness-sdk)"
   ],
   "stars_evidence": [
    "The core repo, recently renamed from `sdk-python` to `harness-sdk`, holds 6,100+ [GitHub](/research/t/github) stars and 870+ forks under Apache 2.0 as of June 2026, with a separate [TypeScript](/research/t/typescript) SDK at 700 stars.[2][3]",
    "## Executive Summary"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://rywalker.com/research/strands-agents",
   "project": "Strands Agents TypeScript SDK",
   "repository": "https://github.com/strands-agents/sdk-typescript",
   "stars": "700",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "The core repo, recently renamed from `sdk-python` to `harness-sdk`, holds 6,100+ [GitHub](/research/t/github) stars and 870+ forks under Apache 2.0 as of June 2026, with a separate [TypeScript](/research/t/typescript) SDK at 700 stars.[2][3]",
    "## Executive Summary"
   ],
   "repository_evidence": [
    "The core repo, recently renamed from `sdk-python` to `harness-sdk`, holds 6,100+ [GitHub](/research/t/github) stars and 870+ forks under Apache 2.0 as of June 2026, with a separate [TypeScript](/research/t/typescript) SDK at 700 stars.[2][3]",
    "## Executive Summary",
    "- [3] [Strands Agents TypeScript SDK GitHub Repository](https://github.com/strands-agents/sdk-typescript)"
   ],
   "stars_evidence": [
    "The core repo, recently renamed from `sdk-python` to `harness-sdk`, holds 6,100+ [GitHub](/research/t/github) stars and 870+ forks under Apache 2.0 as of June 2026, with a separate [TypeScript](/research/t/typescript) SDK at 700 stars.[2][3]",
    "## Executive Summary"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://arxiv.org/html/2608.08466v1",
   "project": "HSI",
   "repository": "https://github.com/TailinZhou/hsi",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Hierarchical Self-Improvement: A Framework for Task-Specific Evolvable Agent Harnesses",
    "Code is available at [https://github.com/TailinZhou/hsi](https://github.com/TailinZhou/hsi)."
   ],
   "repository_evidence": [
    "# Hierarchical Self-Improvement: A Framework for Task-Specific Evolvable Agent Harnesses",
    "Code is available at [https://github.com/TailinZhou/hsi](https://github.com/TailinZhou/hsi)."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://yuzec.com/tools/ufo",
   "project": "UFO",
   "repository": "https://github.com/microsoft/UFO",
   "stars": "8700",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "**UFO** is an open-source autonomous AI agent system with 8.7k+ GitHub stars. Microsoft's UI-focused AI agent for Windows desktop tasks",
    "## What Is UFO?UFO \u662f\u4ec0\u4e48\uff1f"
   ],
   "repository_evidence": [
    "The project is maintained on GitHub at [github.com/microsoft/UFO](https://github.com/microsoft/UFO) and is actively developed with a strong open-source community.",
    "## What Is UFO?UFO \u662f\u4ec0\u4e48\uff1f"
   ],
   "stars_evidence": [
    "**UFO** is an open-source autonomous AI agent system with 8.7k+ GitHub stars. Microsoft's UI-focused AI agent for Windows desktop tasks",
    "## What Is UFO?UFO \u662f\u4ec0\u4e48\uff1f"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://arxiv.org/pdf/2604.12986",
   "project": "OpenClaw",
   "repository": null,
   "stars": "340000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Parallax: Why AI Agents That Think Must Never Act",
    "1.1\nThe Prompt Guardrail Fallacy",
    "In early 2026, the widely de-\nployed open-source agent framework OpenClaw, with over 340,000\nGitHub stars, was found to have multiple critical vulnerabilities in-\ncluding supply chain attacks exploiting the absence of privilege sep-\naration between reasoning and execution, resulting in over 21,000\nexposed instances [14]."
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "Parallax: Why AI Agents That Think Must Never Act",
    "1.1\nThe Prompt Guardrail Fallacy",
    "In early 2026, the widely de-\nployed open-source agent framework OpenClaw, with over 340,000\nGitHub stars, was found to have multiple critical vulnerabilities in-\ncluding supply chain attacks exploiting the absence of privilege sep-\naration between reasoning and execution, resulting in over 21,000\nexposed instances [14]."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://arxiv.org/pdf/2604.12986",
   "project": "OpenParallax",
   "repository": "https://github.com/openparallax/openparallax",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Parallax: Why AI Agents That Think Must Never Act",
    "5\nReference Implementation: OpenParallax",
    "The source code is available at\nhttps://github.com/openparallax/openparallax."
   ],
   "repository_evidence": [
    "Parallax: Why AI Agents That Think Must Never Act",
    "5\nReference Implementation: OpenParallax",
    "The source code is available at\nhttps://github.com/openparallax/openparallax."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://thetoolsverse.com/tools/openmanus",
   "project": "OpenManus",
   "repository": null,
   "stars": "52000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "What is OpenManus?",
    "OpenManus is an open-source AI agent framework developed by core contributors of the MetaGPT project that enables developers to build, deploy, and customize fully autonomous general-purpose AI agents without requiring invitation codes, cloud subscriptions, or proprietary platform access."
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "What is OpenManus?",
    "It was created in March 2025 as an open alternative to the invite-only Manus AI agent and has since accumulated over 52,000 GitHub stars."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://dev.to/ajay_bazilissac_a8063c5b/design-optimization-and-deployment-of-a-hybrid-agentic-retrieval-augmented-generation-32e8",
   "project": "Smolagents",
   "repository": "https://github.com/huggingface/smolagents",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Design, Optimization, and Deployment of a Hybrid Agentic Retrieval-Augmented Generation (Agentic-RAG) Architecture",
    "It combines dense semantic search (FAISS IndexFlatIP with L2-normalized embeddings) and exact keyword search (BM25Okapi), and operates through an autonomous LLM agent using the `smolagents` framework[cite: 1].",
    "- **[5]** Hugging Face, \"Smolagents: A Minimalist Framework for Building Code Agents,\" GitHub Repository, 2024. [Online]. Available: [https://github.com/huggingface/smolagents[cite:](https://github.com/huggingface/smolagents%5Bcite:) 1]"
   ],
   "repository_evidence": [
    "Design, Optimization, and Deployment of a Hybrid Agentic Retrieval-Augmented Generation (Agentic-RAG) Architecture",
    "- **[5]** Hugging Face, \"Smolagents: A Minimalist Framework for Building Code Agents,\" GitHub Repository, 2024. [Online]. Available: [https://github.com/huggingface/smolagents[cite:](https://github.com/huggingface/smolagents%5Bcite:) 1]"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://aws.amazon.com/blogs/machine-learning/evaluate-any-agent-framework-with-amazon-bedrock-agentcore-evaluations?refid=ps_card&sc_channel=seo&trk=cr_card",
   "project": "OpenInference",
   "repository": "https://github.com/Arize-ai/openinference",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Evaluate any agent framework with Amazon Bedrock AgentCore Evaluations",
    "[OpenInference](https://github.com/Arize-ai/openinference) defines span kinds such as `LLM`, `TOOL`, `RETRIEVER`, `RERANKER`, `EMBEDDING`, `AGENT`, `CHAIN`, `GUARDRAIL`, `EVALUATOR`, and `PROMPT`."
   ],
   "repository_evidence": [
    "Evaluate any agent framework with Amazon Bedrock AgentCore Evaluations",
    "[OpenInference](https://github.com/Arize-ai/openinference) defines span kinds such as `LLM`, `TOOL`, `RETRIEVER`, `RERANKER`, `EMBEDDING`, `AGENT`, `CHAIN`, `GUARDRAIL`, `EVALUATOR`, and `PROMPT`."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/steel-dev/awesome-web-agents/blob/main/README.md",
   "project": "Plasmate",
   "repository": "https://github.com/plasmate-labs/plasmate",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome Web Agents",
    "A curated list of tools, frameworks, and resources for building AI agents that can browse and interact with the web.",
    "- [Plasmate](https://github.com/plasmate-labs/plasmate) - Open-source headless browser engine for AI agents. Compiles HTML to Semantic Object Model (SOM) with 17.5x token compression. 13 MCP tools. First browser tool on the MCP Registry. Rust, Apache-2.0. [![GitHub Repo stars](https://camo.githubusercontent.com/fd4b72a991f9dafd6a5b519191717c80accd98a530d78813938c68b8fef4345a/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f706c61736d6174652d6c6162732f706c61736d6174653f7374796c653d736f6369616c)](https://camo.githubusercontent.com/fd4b72a991f9dafd6a5b519191717c80accd98a530d78813938c68b8fef4345a/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f706c61736d6174652d6c6162732f706c61736d6174653f7374796c653d736f6369616c)"
   ],
   "repository_evidence": [
    "# Awesome Web Agents",
    "A curated list of tools, frameworks, and resources for building AI agents that can browse and interact with the web.",
    "- [Plasmate](https://github.com/plasmate-labs/plasmate) - Open-source headless browser engine for AI agents. Compiles HTML to Semantic Object Model (SOM) with 17.5x token compression. 13 MCP tools. First browser tool on the MCP Registry. Rust, Apache-2.0. [![GitHub Repo stars](https://camo.githubusercontent.com/fd4b72a991f9dafd6a5b519191717c80accd98a530d78813938c68b8fef4345a/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f706c61736d6174652d6c6162732f706c61736d6174653f7374796c653d736f6369616c)](https://camo.githubusercontent.com/fd4b72a991f9dafd6a5b519191717c80accd98a530d78813938c68b8fef4345a/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f706c61736d6174652d6c6162732f706c61736d6174653f7374796c653d736f6369616c)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/itsjwill/ai-agents-that-ship",
   "project": "AutoGen",
   "repository": "https://github.com/microsoft/autogen",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# \ud83d\udd2e The Ultimate AI Agents List (That Actually Matters)",
    "## Open Source Multi-Agent Frameworks",
    "### [AutoGen](https://github.com/microsoft/autogen) \u2b50 **STAFF PICK**"
   ],
   "repository_evidence": [
    "# \ud83d\udd2e The Ultimate AI Agents List (That Actually Matters)",
    "## Open Source Multi-Agent Frameworks",
    "### [AutoGen](https://github.com/microsoft/autogen) \u2b50 **STAFF PICK**",
    "**Links**: [GitHub](https://github.com/microsoft/autogen) | [Docs](https://microsoft.github.io/autogen/) | [Discord](https://discord.gg/pAbnFJrkgZ)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/itsjwill/ai-agents-that-ship",
   "project": "CrewAI",
   "repository": "https://github.com/joaomdmoura/crewai",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# \ud83d\udd2e The Ultimate AI Agents List (That Actually Matters)",
    "## Open Source Multi-Agent Frameworks"
   ],
   "repository_evidence": [
    "# \ud83d\udd2e The Ultimate AI Agents List (That Actually Matters)",
    "## Open Source Multi-Agent Frameworks",
    "**Links**: [GitHub](https://github.com/joaomdmoura/crewai) | [Discord](https://discord.com/invite/X4JWnZnxPb)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/itsjwill/ai-agents-that-ship",
   "project": "LangGraph",
   "repository": "https://github.com/langchain-ai/langgraph",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# \ud83d\udd2e The Ultimate AI Agents List (That Actually Matters)",
    "## Open Source Multi-Agent Frameworks",
    "### [LangGraph](https://github.com/langchain-ai/langgraph)"
   ],
   "repository_evidence": [
    "# \ud83d\udd2e The Ultimate AI Agents List (That Actually Matters)",
    "## Open Source Multi-Agent Frameworks",
    "### [LangGraph](https://github.com/langchain-ai/langgraph)",
    "**Links**: [GitHub](https://github.com/langchain-ai/langgraph) | [Docs](https://langchain-ai.github.io/langgraph/)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/itsjwill/ai-agents-that-ship",
   "project": "AgentVerse",
   "repository": "https://github.com/OpenBMB/AgentVerse",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# \ud83d\udd2e The Ultimate AI Agents List (That Actually Matters)",
    "## Open Source Multi-Agent Frameworks",
    "### [AgentVerse](https://github.com/OpenBMB/AgentVerse)"
   ],
   "repository_evidence": [
    "# \ud83d\udd2e The Ultimate AI Agents List (That Actually Matters)",
    "## Open Source Multi-Agent Frameworks",
    "### [AgentVerse](https://github.com/OpenBMB/AgentVerse)",
    "**Links**: [GitHub](https://github.com/OpenBMB/AgentVerse) | [Paper](https://arxiv.org/abs/2308.10848)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/itsjwill/ai-agents-that-ship",
   "project": "Continue",
   "repository": "https://github.com/continuedev/continue",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# \ud83d\udd2e The Ultimate AI Agents List (That Actually Matters)",
    "## Single-Purpose Powerhouses"
   ],
   "repository_evidence": [
    "# \ud83d\udd2e The Ultimate AI Agents List (That Actually Matters)",
    "## Single-Purpose Powerhouses",
    "**Links**: [Website](https://continue.dev/) | [GitHub](https://github.com/continuedev/continue)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/itsjwill/ai-agents-that-ship",
   "project": "Aider",
   "repository": "https://github.com/paul-gauthier/aider",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# \ud83d\udd2e The Ultimate AI Agents List (That Actually Matters)",
    "## Single-Purpose Powerhouses",
    "### [Aider](https://github.com/paul-gauthier/aider)"
   ],
   "repository_evidence": [
    "# \ud83d\udd2e The Ultimate AI Agents List (That Actually Matters)",
    "## Single-Purpose Powerhouses",
    "### [Aider](https://github.com/paul-gauthier/aider)",
    "**Links**: [GitHub](https://github.com/paul-gauthier/aider) | [Docs](https://aider.chat/)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/itsjwill/ai-agents-that-ship",
   "project": "AutoGPT",
   "repository": "https://github.com/Significant-Gravitas/Auto-GPT",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# \ud83d\udd2e The Ultimate AI Agents List (That Actually Matters)",
    "## Single-Purpose Powerhouses",
    "### [AutoGPT](https://agpt.co/)"
   ],
   "repository_evidence": [
    "# \ud83d\udd2e The Ultimate AI Agents List (That Actually Matters)",
    "## Single-Purpose Powerhouses",
    "### [AutoGPT](https://agpt.co/)",
    "**Links**: [GitHub](https://github.com/Significant-Gravitas/Auto-GPT) | [Discord](https://discord.gg/autogpt)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/itsjwill/ai-agents-that-ship",
   "project": "BabyAGI",
   "repository": "https://github.com/yoheinakajima/babyagi",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# \ud83d\udd2e The Ultimate AI Agents List (That Actually Matters)",
    "## Single-Purpose Powerhouses",
    "### [BabyAGI](https://github.com/yoheinakajima/babyagi)"
   ],
   "repository_evidence": [
    "# \ud83d\udd2e The Ultimate AI Agents List (That Actually Matters)",
    "## Single-Purpose Powerhouses",
    "### [BabyAGI](https://github.com/yoheinakajima/babyagi)",
    "**Links**: [GitHub](https://github.com/yoheinakajima/babyagi) | [Creator's Blog](https://yoheinakajima.com/)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/itsjwill/ai-agents-that-ship",
   "project": "ChemCrow",
   "repository": "https://github.com/ur-whitelab/chemcrow-public",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# \ud83d\udd2e The Ultimate AI Agents List (That Actually Matters)",
    "## Specialized Domain Agents",
    "### [ChemCrow](https://github.com/ur-whitelab/chemcrow-public)"
   ],
   "repository_evidence": [
    "# \ud83d\udd2e The Ultimate AI Agents List (That Actually Matters)",
    "## Specialized Domain Agents",
    "### [ChemCrow](https://github.com/ur-whitelab/chemcrow-public)",
    "**Links**: [GitHub](https://github.com/ur-whitelab/chemcrow-public) | [Paper](https://arxiv.org/abs/2304.05376)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/itsjwill/ai-agents-that-ship",
   "project": "Cal.ai",
   "repository": "https://github.com/calcom/cal.com/tree/main/apps/ai",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# \ud83d\udd2e The Ultimate AI Agents List (That Actually Matters)",
    "## Specialized Domain Agents",
    "### [Cal.ai](https://cal.ai)"
   ],
   "repository_evidence": [
    "# \ud83d\udd2e The Ultimate AI Agents List (That Actually Matters)",
    "## Specialized Domain Agents",
    "### [Cal.ai](https://cal.ai)",
    "**Links**: [Website](https://cal.ai) | [GitHub](https://github.com/calcom/cal.com/tree/main/apps/ai)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/itsjwill/ai-agents-that-ship",
   "project": "data-to-paper",
   "repository": "https://github.com/Technion-Kishony-lab/data-to-paper",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# \ud83d\udd2e The Ultimate AI Agents List (That Actually Matters)",
    "## Specialized Domain Agents",
    "### [data-to-paper](https://github.com/Technion-Kishony-lab/data-to-paper)"
   ],
   "repository_evidence": [
    "# \ud83d\udd2e The Ultimate AI Agents List (That Actually Matters)",
    "## Specialized Domain Agents",
    "### [data-to-paper](https://github.com/Technion-Kishony-lab/data-to-paper)",
    "**Links**: [GitHub](https://github.com/Technion-Kishony-lab/data-to-paper) | [Paper](https://arxiv.org/abs/2404.17605) | [Demo Video](https://www.youtube.com/watch?v=Nt_460MmM8k)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/itsjwill/ai-agents-that-ship",
   "project": "GPT Engineer",
   "repository": "https://github.com/AntonOsika/gpt-engineer",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# \ud83d\udd2e The Ultimate AI Agents List (That Actually Matters)",
    "## Development & Coding Agents",
    "### [GPT Engineer](https://gptengineer.app/)"
   ],
   "repository_evidence": [
    "# \ud83d\udd2e The Ultimate AI Agents List (That Actually Matters)",
    "## Development & Coding Agents",
    "### [GPT Engineer](https://gptengineer.app/)",
    "**Links**: [Website](https://gptengineer.app/) | [GitHub](https://github.com/AntonOsika/gpt-engineer)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/itsjwill/ai-agents-that-ship",
   "project": "Devika",
   "repository": "https://github.com/stitionai/devika",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# \ud83d\udd2e The Ultimate AI Agents List (That Actually Matters)",
    "## Development & Coding Agents",
    "### [Devika](https://github.com/stitionai/devika)"
   ],
   "repository_evidence": [
    "# \ud83d\udd2e The Ultimate AI Agents List (That Actually Matters)",
    "## Development & Coding Agents",
    "### [Devika](https://github.com/stitionai/devika)",
    "**Links**: [GitHub](https://github.com/stitionai/devika)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/itsjwill/ai-agents-that-ship",
   "project": "Devon",
   "repository": "https://github.com/entropy-research/Devon",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# \ud83d\udd2e The Ultimate AI Agents List (That Actually Matters)",
    "## Development & Coding Agents",
    "### [Devon](https://github.com/entropy-research/Devon)"
   ],
   "repository_evidence": [
    "# \ud83d\udd2e The Ultimate AI Agents List (That Actually Matters)",
    "## Development & Coding Agents",
    "### [Devon](https://github.com/entropy-research/Devon)",
    "**Links**: [GitHub](https://github.com/entropy-research/Devon)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/itsjwill/ai-agents-that-ship",
   "project": "ChatDev",
   "repository": "https://github.com/OpenBMB/ChatDev",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# \ud83d\udd2e The Ultimate AI Agents List (That Actually Matters)",
    "## Development & Coding Agents",
    "### [ChatDev](https://github.com/OpenBMB/ChatDev)"
   ],
   "repository_evidence": [
    "# \ud83d\udd2e The Ultimate AI Agents List (That Actually Matters)",
    "## Development & Coding Agents",
    "### [ChatDev](https://github.com/OpenBMB/ChatDev)",
    "**Links**: [GitHub](https://github.com/OpenBMB/ChatDev) | [Paper](https://arxiv.org/abs/2307.07924)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/itsjwill/ai-agents-that-ship",
   "project": "Blinky",
   "repository": "https://github.com/seahyinghang8/blinky",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# \ud83d\udd2e The Ultimate AI Agents List (That Actually Matters)",
    "## Development & Coding Agents",
    "### [Blinky](https://github.com/seahyinghang8/blinky)"
   ],
   "repository_evidence": [
    "# \ud83d\udd2e The Ultimate AI Agents List (That Actually Matters)",
    "## Development & Coding Agents",
    "### [Blinky](https://github.com/seahyinghang8/blinky)",
    "**Links**: [GitHub](https://github.com/seahyinghang8/blinky) | [VS Code Extension](https://marketplace.visualstudio.com/items?itemName=blinky.blinky)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/itsjwill/ai-agents-that-ship",
   "project": "CodeFuse-ChatBot",
   "repository": "https://github.com/codefuse-ai/codefuse-chatbot",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# \ud83d\udd2e The Ultimate AI Agents List (That Actually Matters)",
    "## Development & Coding Agents",
    "### [CodeFuse-ChatBot](https://github.com/codefuse-ai/codefuse-chatbot)"
   ],
   "repository_evidence": [
    "# \ud83d\udd2e The Ultimate AI Agents List (That Actually Matters)",
    "## Development & Coding Agents",
    "### [CodeFuse-ChatBot](https://github.com/codefuse-ai/codefuse-chatbot)",
    "**Links**: [GitHub](https://github.com/codefuse-ai/codefuse-chatbot)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/itsjwill/ai-agents-that-ship",
   "project": "Flowise",
   "repository": "https://github.com/FlowiseAI/Flowise",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# \ud83d\udd2e The Ultimate AI Agents List (That Actually Matters)",
    "## Agent Building Platforms",
    "### [Flowise](https://flowiseai.com/)"
   ],
   "repository_evidence": [
    "# \ud83d\udd2e The Ultimate AI Agents List (That Actually Matters)",
    "## Agent Building Platforms",
    "### [Flowise](https://flowiseai.com/)",
    "**Links**: [Website](https://flowiseai.com/) | [GitHub](https://github.com/FlowiseAI/Flowise)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/itsjwill/ai-agents-that-ship",
   "project": "AgentGPT",
   "repository": "https://github.com/reworkd/AgentGPT",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# \ud83d\udd2e The Ultimate AI Agents List (That Actually Matters)",
    "## Agent Building Platforms",
    "### [AgentGPT](https://agentgpt.reworkd.ai/)"
   ],
   "repository_evidence": [
    "# \ud83d\udd2e The Ultimate AI Agents List (That Actually Matters)",
    "## Agent Building Platforms",
    "### [AgentGPT](https://agentgpt.reworkd.ai/)",
    "**Links**: [Website](https://agentgpt.reworkd.ai/) | [GitHub](https://github.com/reworkd/AgentGPT)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/itsjwill/ai-agents-that-ship",
   "project": "Godmode",
   "repository": "https://github.com/FOLLGAD/Godmode-GPT",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# \ud83d\udd2e The Ultimate AI Agents List (That Actually Matters)",
    "## Agent Building Platforms",
    "### [Godmode](https://godmode.space/)"
   ],
   "repository_evidence": [
    "# \ud83d\udd2e The Ultimate AI Agents List (That Actually Matters)",
    "## Agent Building Platforms",
    "### [Godmode](https://godmode.space/)",
    "**Links**: [Website](https://godmode.space/) | [GitHub](https://github.com/FOLLGAD/Godmode-GPT)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/itsjwill/ai-agents-that-ship",
   "project": "BondAI",
   "repository": "https://github.com/krohling/bondai",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# \ud83d\udd2e The Ultimate AI Agents List (That Actually Matters)",
    "## Framework & SDK Tools",
    "### [BondAI](https://bondai.dev/)"
   ],
   "repository_evidence": [
    "# \ud83d\udd2e The Ultimate AI Agents List (That Actually Matters)",
    "## Framework & SDK Tools",
    "### [BondAI](https://bondai.dev/)",
    "**Links**: [Website](https://bondai.dev) | [GitHub](https://github.com/krohling/bondai) | [Docker](https://hub.docker.com/r/krohling/bondai)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/itsjwill/ai-agents-that-ship",
   "project": "Eidolon",
   "repository": "https://github.com/eidolon-ai/eidolon",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# \ud83d\udd2e The Ultimate AI Agents List (That Actually Matters)",
    "## Framework & SDK Tools",
    "### [Eidolon](https://eidolonai.com/)"
   ],
   "repository_evidence": [
    "# \ud83d\udd2e The Ultimate AI Agents List (That Actually Matters)",
    "## Framework & SDK Tools",
    "### [Eidolon](https://eidolonai.com/)",
    "**Links**: [Website](https://eidolonai.com/) | [GitHub](https://github.com/eidolon-ai/eidolon)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/itsjwill/ai-agents-that-ship",
   "project": "FastAgency",
   "repository": "https://github.com/airtai/fastagency",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# \ud83d\udd2e The Ultimate AI Agents List (That Actually Matters)",
    "## Framework & SDK Tools",
    "### [FastAgency](https://fastagency.ai/latest/)"
   ],
   "repository_evidence": [
    "# \ud83d\udd2e The Ultimate AI Agents List (That Actually Matters)",
    "## Framework & SDK Tools",
    "### [FastAgency](https://fastagency.ai/latest/)",
    "**Links**: [Website](https://fastagency.ai/latest/) | [GitHub](https://github.com/airtai/fastagency)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/itsjwill/ai-agents-that-ship",
   "project": "evo.ninja",
   "repository": "https://github.com/polywrap/evo.ninja/",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# \ud83d\udd2e The Ultimate AI Agents List (That Actually Matters)",
    "## Experimental & Research",
    "### [evo.ninja](https://evo.ninja/)"
   ],
   "repository_evidence": [
    "# \ud83d\udd2e The Ultimate AI Agents List (That Actually Matters)",
    "## Experimental & Research",
    "### [evo.ninja](https://evo.ninja/)",
    "**Links**: [Website](https://evo.ninja/) | [GitHub](https://github.com/polywrap/evo.ninja/)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/itsjwill/ai-agents-that-ship",
   "project": "Agent4Rec",
   "repository": "https://github.com/LehengTHU/Agent4Rec",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# \ud83d\udd2e The Ultimate AI Agents List (That Actually Matters)",
    "## Experimental & Research",
    "### [Agent4Rec](https://github.com/LehengTHU/Agent4Rec)"
   ],
   "repository_evidence": [
    "# \ud83d\udd2e The Ultimate AI Agents List (That Actually Matters)",
    "## Experimental & Research",
    "### [Agent4Rec](https://github.com/LehengTHU/Agent4Rec)",
    "**Links**: [GitHub](https://github.com/LehengTHU/Agent4Rec) | [Paper](https://arxiv.org/abs/2310.10108)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/itsjwill/ai-agents-that-ship",
   "project": "CAMEL",
   "repository": "https://github.com/camel-ai/camel",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# \ud83d\udd2e The Ultimate AI Agents List (That Actually Matters)",
    "## Experimental & Research",
    "### [CAMEL](https://github.com/camel-ai/camel)"
   ],
   "repository_evidence": [
    "# \ud83d\udd2e The Ultimate AI Agents List (That Actually Matters)",
    "## Experimental & Research",
    "### [CAMEL](https://github.com/camel-ai/camel)",
    "**Links**: [Website](https://www.camel-ai.org/) | [GitHub](https://github.com/camel-ai/camel) | [Paper](https://ghli.org/camel.pdf)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/itsjwill/ai-agents-that-ship",
   "project": "BambooAI",
   "repository": "https://github.com/pgalko/BambooAI",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# \ud83d\udd2e The Ultimate AI Agents List (That Actually Matters)",
    "## Data & Analysis Agents",
    "### [BambooAI](https://github.com/pgalko/BambooAI)"
   ],
   "repository_evidence": [
    "# \ud83d\udd2e The Ultimate AI Agents List (That Actually Matters)",
    "## Data & Analysis Agents",
    "### [BambooAI](https://github.com/pgalko/BambooAI)",
    "**Links**: [GitHub](https://github.com/pgalko/BambooAI)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/itsjwill/ai-agents-that-ship",
   "project": "Adala",
   "repository": "https://github.com/HumanSignal/Adala",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# \ud83d\udd2e The Ultimate AI Agents List (That Actually Matters)",
    "## Data & Analysis Agents",
    "### [Adala](https://github.com/HumanSignal/Adala)"
   ],
   "repository_evidence": [
    "# \ud83d\udd2e The Ultimate AI Agents List (That Actually Matters)",
    "## Data & Analysis Agents",
    "### [Adala](https://github.com/HumanSignal/Adala)",
    "**Links**: [GitHub](https://github.com/HumanSignal/Adala) | [Docs](https://humansignal.github.io/Adala/)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/itsjwill/ai-agents-that-ship",
   "project": "GPT Discord",
   "repository": "https://github.com/Kav-K/GPTDiscord",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# \ud83d\udd2e The Ultimate AI Agents List (That Actually Matters)",
    "## Discord & Communication",
    "### [GPT Discord](https://github.com/Kav-K/GPTDiscord)"
   ],
   "repository_evidence": [
    "# \ud83d\udd2e The Ultimate AI Agents List (That Actually Matters)",
    "## Discord & Communication",
    "### [GPT Discord](https://github.com/Kav-K/GPTDiscord)",
    "**Links**: [GitHub](https://github.com/Kav-K/GPTDiscord) | [Creator's Website](https://kaveenk.com/)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/itsjwill/ai-agents-that-ship",
   "project": "bumpgen",
   "repository": "https://github.com/xeol-io/bumpgen",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# \ud83d\udd2e The Ultimate AI Agents List (That Actually Matters)",
    "## Utility & Specialized Tools",
    "### [bumpgen](https://github.com/xeol-io/bumpgen)"
   ],
   "repository_evidence": [
    "# \ud83d\udd2e The Ultimate AI Agents List (That Actually Matters)",
    "## Utility & Specialized Tools",
    "### [bumpgen](https://github.com/xeol-io/bumpgen)",
    "**Links**: [GitHub](https://github.com/xeol-io/bumpgen) | [Docs](https://docs.xeol.io/bumpgen/home)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/itsjwill/ai-agents-that-ship",
   "project": "AutoPR",
   "repository": "https://github.com/irgolic/AutoPR",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# \ud83d\udd2e The Ultimate AI Agents List (That Actually Matters)",
    "## Utility & Specialized Tools",
    "### [AutoPR](https://github.com/irgolic/AutoPR)"
   ],
   "repository_evidence": [
    "# \ud83d\udd2e The Ultimate AI Agents List (That Actually Matters)",
    "## Utility & Specialized Tools",
    "### [AutoPR](https://github.com/irgolic/AutoPR)",
    "**Links**: [GitHub](https://github.com/irgolic/AutoPR) | [Discord](https://discord.com/invite/ykk7Znt3K6)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/masstensor%2Fawesome-agent-collaborate-tools?language=TypeScript",
   "project": "BeeAI Framework",
   "repository": "https://github.com/i-am-bee/bee-agent-framework",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-agent-collaborate-tools",
    "- ## Developer Tools & SDKs",
    "  - [BeeAI Framework](/projects/github.com%2Fi-am-bee%2Fbee-agent-framework) - IBM's open-source agent framework powering the ACP protocol. Production-ready with tool use, memory, and structured output."
   ],
   "repository_evidence": [
    "# awesome-agent-collaborate-tools",
    "- ## Developer Tools & SDKs",
    "  - [BeeAI Framework](/projects/github.com%2Fi-am-bee%2Fbee-agent-framework) - IBM's open-source agent framework powering the ACP protocol. Production-ready with tool use, memory, and structured output."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/masstensor%2Fawesome-agent-collaborate-tools?language=TypeScript",
   "project": "FastMCP",
   "repository": "https://github.com/jlowin/fastmcp",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-agent-collaborate-tools",
    "- ## Developer Tools & SDKs",
    "  - [FastMCP](/projects/github.com%2Fjlowin%2Ffastmcp) - The fastest way to build MCP servers in Python. Decorator-based API similar to FastAPI. Used by tens of thousands of MCP server authors. Now part of the official MCP Python SDK."
   ],
   "repository_evidence": [
    "# awesome-agent-collaborate-tools",
    "- ## Developer Tools & SDKs",
    "  - [FastMCP](/projects/github.com%2Fjlowin%2Ffastmcp) - The fastest way to build MCP servers in Python. Decorator-based API similar to FastAPI. Used by tens of thousands of MCP server authors. Now part of the official MCP Python SDK."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/masstensor%2Fawesome-agent-collaborate-tools?language=TypeScript",
   "project": "Composio",
   "repository": "https://github.com/composiohq/composio",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-agent-collaborate-tools",
    "- ## Developer Tools & SDKs",
    "  - [Composio](/projects/github.com%2Fcomposiohq%2Fcomposio) - Managed tool integration platform for AI agents. 250+ pre-built integrations (GitHub, Slack, Notion, etc.) with auth management. Works with LangChain, CrewAI, AutoGen, and any agent framework."
   ],
   "repository_evidence": [
    "# awesome-agent-collaborate-tools",
    "- ## Developer Tools & SDKs",
    "  - [Composio](/projects/github.com%2Fcomposiohq%2Fcomposio) - Managed tool integration platform for AI agents. 250+ pre-built integrations (GitHub, Slack, Notion, etc.) with auth management. Works with LangChain, CrewAI, AutoGen, and any agent framework."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/masstensor%2Fawesome-agent-collaborate-tools?language=TypeScript",
   "project": "Portkey AI Gateway",
   "repository": "https://github.com/Portkey-AI/gateway",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-agent-collaborate-tools",
    "- ## Developer Tools & SDKs",
    "  - [Portkey AI Gateway](/projects/github.com%2FPortkey-AI%2Fgateway) - Open-source AI gateway with fallbacks, retries, load balancing, and request routing across 200+ LLMs. Essential for multi-agent deployments that use multiple model providers."
   ],
   "repository_evidence": [
    "# awesome-agent-collaborate-tools",
    "- ## Developer Tools & SDKs",
    "  - [Portkey AI Gateway](/projects/github.com%2FPortkey-AI%2Fgateway) - Open-source AI gateway with fallbacks, retries, load balancing, and request routing across 200+ LLMs. Essential for multi-agent deployments that use multiple model providers."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/masstensor%2Fawesome-agent-collaborate-tools?language=TypeScript",
   "project": "LiteLLM",
   "repository": "https://github.com/BerriAI/litellm",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-agent-collaborate-tools",
    "- ## Developer Tools & SDKs",
    "  - [LiteLLM](/projects/github.com%2FBerriAI%2Flitellm) - Unified API for 100+ LLMs. Use the same code to call OpenAI, Anthropic, Gemini, Groq, Ollama. Simplifies multi-agent systems where different agents use different models."
   ],
   "repository_evidence": [
    "# awesome-agent-collaborate-tools",
    "- ## Developer Tools & SDKs",
    "  - [LiteLLM](/projects/github.com%2FBerriAI%2Flitellm) - Unified API for 100+ LLMs. Use the same code to call OpenAI, Anthropic, Gemini, Groq, Ollama. Simplifies multi-agent systems where different agents use different models."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/masstensor%2Fawesome-agent-collaborate-tools?language=TypeScript",
   "project": "instructor",
   "repository": "https://github.com/jxnl/instructor",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-agent-collaborate-tools",
    "- ## Developer Tools & SDKs",
    "  - [instructor](/projects/github.com%2Fjxnl%2Finstructor) - Structured output extraction from LLMs using Pydantic. Critical for agent-to-agent communication with typed message schemas \u2014 ensures agents receive parseable, validated data."
   ],
   "repository_evidence": [
    "# awesome-agent-collaborate-tools",
    "- ## Developer Tools & SDKs",
    "  - [instructor](/projects/github.com%2Fjxnl%2Finstructor) - Structured output extraction from LLMs using Pydantic. Critical for agent-to-agent communication with typed message schemas \u2014 ensures agents receive parseable, validated data."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/masstensor%2Fawesome-agent-collaborate-tools?language=TypeScript",
   "project": "CrewAI",
   "repository": "https://github.com/crewAIInc/crewAI",
   "stars": "30K+",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-agent-collaborate-tools",
    "- ## Multi-Agent Orchestration",
    "  - [CrewAI](/projects/github.com%2FcrewAIInc%2FcrewAI) - Role-based multi-agent framework. Agents have roles, goals, and backstories. Simple API, production-ready, 30K+ GitHub stars."
   ],
   "repository_evidence": [
    "# awesome-agent-collaborate-tools",
    "- ## Multi-Agent Orchestration",
    "  - [CrewAI](/projects/github.com%2FcrewAIInc%2FcrewAI) - Role-based multi-agent framework. Agents have roles, goals, and backstories. Simple API, production-ready, 30K+ GitHub stars."
   ],
   "stars_evidence": [
    "# awesome-agent-collaborate-tools",
    "- ## Multi-Agent Orchestration",
    "  - [CrewAI](/projects/github.com%2FcrewAIInc%2FcrewAI) - Role-based multi-agent framework. Agents have roles, goals, and backstories. Simple API, production-ready, 30K+ GitHub stars."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/masstensor%2Fawesome-agent-collaborate-tools?language=TypeScript",
   "project": "LangGraph",
   "repository": "https://github.com/langchain-ai/langgraph",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-agent-collaborate-tools",
    "- ## Multi-Agent Orchestration",
    "  - [LangGraph](/projects/github.com%2Flangchain-ai%2Flanggraph) - Graph-based agent orchestration by LangChain. Fine-grained control over agent state machines. Best for complex branching and human-in-the-loop flows."
   ],
   "repository_evidence": [
    "# awesome-agent-collaborate-tools",
    "- ## Multi-Agent Orchestration",
    "  - [LangGraph](/projects/github.com%2Flangchain-ai%2Flanggraph) - Graph-based agent orchestration by LangChain. Fine-grained control over agent state machines. Best for complex branching and human-in-the-loop flows."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/masstensor%2Fawesome-agent-collaborate-tools?language=TypeScript",
   "project": "AutoGen",
   "repository": "https://github.com/microsoft/autogen",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-agent-collaborate-tools",
    "- ## Multi-Agent Orchestration",
    "  - [AutoGen](/projects/github.com%2Fmicrosoft%2Fautogen) - Microsoft's framework for conversational multi-agent workflows. Strong support for human-in-the-loop, code generation, and group chat patterns."
   ],
   "repository_evidence": [
    "# awesome-agent-collaborate-tools",
    "- ## Multi-Agent Orchestration",
    "  - [AutoGen](/projects/github.com%2Fmicrosoft%2Fautogen) - Microsoft's framework for conversational multi-agent workflows. Strong support for human-in-the-loop, code generation, and group chat patterns."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/masstensor%2Fawesome-agent-collaborate-tools?language=TypeScript",
   "project": "Semantic Kernel",
   "repository": "https://github.com/microsoft/semantic-kernel",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-agent-collaborate-tools",
    "- ## Multi-Agent Orchestration",
    "  - [Semantic Kernel](/projects/github.com%2Fmicrosoft%2Fsemantic-kernel) - Microsoft's open-source SDK for building AI agents and copilots. Supports agent-to-agent patterns via the Process Framework."
   ],
   "repository_evidence": [
    "# awesome-agent-collaborate-tools",
    "- ## Multi-Agent Orchestration",
    "  - [Semantic Kernel](/projects/github.com%2Fmicrosoft%2Fsemantic-kernel) - Microsoft's open-source SDK for building AI agents and copilots. Supports agent-to-agent patterns via the Process Framework."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/masstensor%2Fawesome-agent-collaborate-tools?language=TypeScript",
   "project": "Swarms",
   "repository": "https://github.com/kyegomez/swarms",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-agent-collaborate-tools",
    "- ## Multi-Agent Orchestration",
    "  - [Swarms](/projects/github.com%2Fkyegomez%2Fswarms) - Production-grade swarm orchestration. Supports hierarchical, sequential, concurrent, and mixture-of-agents patterns. Battle-tested for enterprise deployments."
   ],
   "repository_evidence": [
    "# awesome-agent-collaborate-tools",
    "- ## Multi-Agent Orchestration",
    "  - [Swarms](/projects/github.com%2Fkyegomez%2Fswarms) - Production-grade swarm orchestration. Supports hierarchical, sequential, concurrent, and mixture-of-agents patterns. Battle-tested for enterprise deployments."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/masstensor%2Fawesome-agent-collaborate-tools?language=TypeScript",
   "project": "Mastra",
   "repository": "https://github.com/mastra-ai/mastra",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-agent-collaborate-tools",
    "- ## Multi-Agent Orchestration",
    "  - [Mastra](/projects/github.com%2Fmastra-ai%2Fmastra) - TypeScript-first agent framework with memory, tool-calling, workflows, and RAG. Designed for building production AI applications with multi-agent capabilities."
   ],
   "repository_evidence": [
    "# awesome-agent-collaborate-tools",
    "- ## Multi-Agent Orchestration",
    "  - [Mastra](/projects/github.com%2Fmastra-ai%2Fmastra) - TypeScript-first agent framework with memory, tool-calling, workflows, and RAG. Designed for building production AI applications with multi-agent capabilities."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/masstensor%2Fawesome-agent-collaborate-tools?language=TypeScript",
   "project": "smolagents",
   "repository": "https://github.com/huggingface/smolagents",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-agent-collaborate-tools",
    "- ## Multi-Agent Orchestration",
    "  - [smolagents](/projects/github.com%2Fhuggingface%2Fsmolagents) - Hugging Face's minimal, code-centric agent framework. Agents write and execute Python code to achieve goals. Simple integration into multi-agent pipelines."
   ],
   "repository_evidence": [
    "# awesome-agent-collaborate-tools",
    "- ## Multi-Agent Orchestration",
    "  - [smolagents](/projects/github.com%2Fhuggingface%2Fsmolagents) - Hugging Face's minimal, code-centric agent framework. Agents write and execute Python code to achieve goals. Simple integration into multi-agent pipelines."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/masstensor%2Fawesome-agent-collaborate-tools?language=TypeScript",
   "project": "open-multi-agent",
   "repository": "https://github.com/JackChen-me/open-multi-agent",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-agent-collaborate-tools",
    "- ## Multi-Agent Orchestration",
    "  - [open-multi-agent](/projects/github.com%2FJackChen-me%2Fopen-multi-agent) - Production-grade multi-agent orchestration. Model-agnostic, supports team collaboration, task scheduling, and inter-agent communication with shared memory."
   ],
   "repository_evidence": [
    "# awesome-agent-collaborate-tools",
    "- ## Multi-Agent Orchestration",
    "  - [open-multi-agent](/projects/github.com%2FJackChen-me%2Fopen-multi-agent) - Production-grade multi-agent orchestration. Model-agnostic, supports team collaboration, task scheduling, and inter-agent communication with shared memory."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/masstensor%2Fawesome-agent-collaborate-tools?language=TypeScript",
   "project": "PydanticAI",
   "repository": "https://github.com/pydantic/pydantic-ai",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-agent-collaborate-tools",
    "- ## Multi-Agent Orchestration",
    "  - [PydanticAI](/projects/github.com%2Fpydantic%2Fpydantic-ai) - Production-grade agent framework from the Pydantic team. Type-safe tool calling, dependency injection, and structured output. Supports multi-agent orchestration via agent handoff primitives."
   ],
   "repository_evidence": [
    "# awesome-agent-collaborate-tools",
    "- ## Multi-Agent Orchestration",
    "  - [PydanticAI](/projects/github.com%2Fpydantic%2Fpydantic-ai) - Production-grade agent framework from the Pydantic team. Type-safe tool calling, dependency injection, and structured output. Supports multi-agent orchestration via agent handoff primitives."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/masstensor%2Fawesome-agent-collaborate-tools?language=TypeScript",
   "project": "Dify",
   "repository": "https://github.com/langgenius/dify",
   "stars": "60K+",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-agent-collaborate-tools",
    "- ## Multi-Agent Orchestration",
    "  - [Dify](/projects/github.com%2Flanggenius%2Fdify) - Open-source LLM app platform with visual agent builder. Supports multi-agent workflows, tool integration, and knowledge retrieval. 60K+ GitHub stars."
   ],
   "repository_evidence": [
    "# awesome-agent-collaborate-tools",
    "- ## Multi-Agent Orchestration",
    "  - [Dify](/projects/github.com%2Flanggenius%2Fdify) - Open-source LLM app platform with visual agent builder. Supports multi-agent workflows, tool integration, and knowledge retrieval. 60K+ GitHub stars."
   ],
   "stars_evidence": [
    "# awesome-agent-collaborate-tools",
    "- ## Multi-Agent Orchestration",
    "  - [Dify](/projects/github.com%2Flanggenius%2Fdify) - Open-source LLM app platform with visual agent builder. Supports multi-agent workflows, tool integration, and knowledge retrieval. 60K+ GitHub stars."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/masstensor%2Fawesome-agent-collaborate-tools?language=TypeScript",
   "project": "Langfuse",
   "repository": "https://github.com/langfuse/langfuse",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-agent-collaborate-tools",
    "- ## Observability & Debugging",
    "  - [Langfuse](/projects/github.com%2Flangfuse%2Flangfuse) - Open-source LLM observability (MIT license). Acquired by ClickHouse. 19 Fortune 50 clients. Full-featured: tracing, evaluations, prompt management, datasets."
   ],
   "repository_evidence": [
    "# awesome-agent-collaborate-tools",
    "- ## Observability & Debugging",
    "  - [Langfuse](/projects/github.com%2Flangfuse%2Flangfuse) - Open-source LLM observability (MIT license). Acquired by ClickHouse. 19 Fortune 50 clients. Full-featured: tracing, evaluations, prompt management, datasets."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/masstensor%2Fawesome-agent-collaborate-tools?language=TypeScript",
   "project": "Arize Phoenix",
   "repository": "https://github.com/Arize-ai/phoenix",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-agent-collaborate-tools",
    "- ## Observability & Debugging",
    "  - [Arize Phoenix](/projects/github.com%2FArize-ai%2Fphoenix) - Open-source LLM observability. Trace agent runs, visualize spans, and evaluate outputs locally or in the cloud. Built on OpenTelemetry."
   ],
   "repository_evidence": [
    "# awesome-agent-collaborate-tools",
    "- ## Observability & Debugging",
    "  - [Arize Phoenix](/projects/github.com%2FArize-ai%2Fphoenix) - Open-source LLM observability. Trace agent runs, visualize spans, and evaluate outputs locally or in the cloud. Built on OpenTelemetry."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/masstensor%2Fawesome-agent-collaborate-tools?language=TypeScript",
   "project": "AgentOps",
   "repository": "https://github.com/AgentOps-AI/agentops",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-agent-collaborate-tools",
    "- ## Observability & Debugging",
    "  - [AgentOps](/projects/github.com%2FAgentOps-AI%2Fagentops) - Agent-specific observability and testing. Session replays, cost tracking, failure analysis, and compliance monitoring. Native integrations with CrewAI, AutoGen, LangChain."
   ],
   "repository_evidence": [
    "# awesome-agent-collaborate-tools",
    "- ## Observability & Debugging",
    "  - [AgentOps](/projects/github.com%2FAgentOps-AI%2Fagentops) - Agent-specific observability and testing. Session replays, cost tracking, failure analysis, and compliance monitoring. Native integrations with CrewAI, AutoGen, LangChain."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/masstensor%2Fawesome-agent-collaborate-tools?language=TypeScript",
   "project": "Traceloop / OpenLLMetry",
   "repository": "https://github.com/traceloop/openllmetry",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-agent-collaborate-tools",
    "- ## Observability & Debugging",
    "  - [Traceloop / OpenLLMetry](/projects/github.com%2Ftraceloop%2Fopenllmetry) - OpenTelemetry-based LLM observability. Automatic instrumentation for LangChain, CrewAI, AutoGen, and 20+ frameworks. Sends traces to any OTel-compatible backend (Datadog, Grafana, etc.)."
   ],
   "repository_evidence": [
    "# awesome-agent-collaborate-tools",
    "- ## Observability & Debugging",
    "  - [Traceloop / OpenLLMetry](/projects/github.com%2Ftraceloop%2Fopenllmetry) - OpenTelemetry-based LLM observability. Automatic instrumentation for LangChain, CrewAI, AutoGen, and 20+ frameworks. Sends traces to any OTel-compatible backend (Datadog, Grafana, etc.)."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/masstensor%2Fawesome-agent-collaborate-tools?language=TypeScript",
   "project": "Helicone",
   "repository": "https://github.com/Helicone/Helicone",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-agent-collaborate-tools",
    "- ## Observability & Debugging",
    "  - [Helicone](/projects/github.com%2FHelicone%2Fhelicone) - Open-source LLM observability and caching proxy. Drop-in for OpenAI/Anthropic/Gemini. Per-request latency, cost, and error tracking with user-level attribution."
   ],
   "repository_evidence": [
    "# awesome-agent-collaborate-tools",
    "- ## Observability & Debugging",
    "  - [Helicone](/projects/github.com%2FHelicone%2Fhelicone) - Open-source LLM observability and caching proxy. Drop-in for OpenAI/Anthropic/Gemini. Per-request latency, cost, and error tracking with user-level attribution."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/masstensor%2Fawesome-agent-collaborate-tools?language=TypeScript",
   "project": "Mem0",
   "repository": "https://github.com/mem0ai/mem0",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-agent-collaborate-tools",
    "- ## State & Memory",
    "  - [Mem0](/projects/github.com%2Fmem0ai%2Fmem0) - Adaptive memory layer for AI agents. Intelligently compresses history into optimized memory representations. Claims up to 80% prompt token reduction. Lowest integration friction for standalone memory."
   ],
   "repository_evidence": [
    "# awesome-agent-collaborate-tools",
    "- ## State & Memory",
    "  - [Mem0](/projects/github.com%2Fmem0ai%2Fmem0) - Adaptive memory layer for AI agents. Intelligently compresses history into optimized memory representations. Claims up to 80% prompt token reduction. Lowest integration friction for standalone memory."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/masstensor%2Fawesome-agent-collaborate-tools?language=TypeScript",
   "project": "Zep",
   "repository": "https://github.com/getzep/zep",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-agent-collaborate-tools",
    "- ## State & Memory",
    "  - [Zep](/projects/github.com%2Fgetzep%2Fzep) - Long-term memory store with temporal knowledge graph. Tracks how facts change over time. Integrates structured business data with conversational history. Best for temporal-aware production pipelines."
   ],
   "repository_evidence": [
    "# awesome-agent-collaborate-tools",
    "- ## State & Memory",
    "  - [Zep](/projects/github.com%2Fgetzep%2Fzep) - Long-term memory store with temporal knowledge graph. Tracks how facts change over time. Integrates structured business data with conversational history. Best for temporal-aware production pipelines."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/masstensor%2Fawesome-agent-collaborate-tools?language=TypeScript",
   "project": "Letta (formerly MemGPT)",
   "repository": "https://github.com/cpacker/MemGPT",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-agent-collaborate-tools",
    "- ## State & Memory",
    "  - [Letta (formerly MemGPT)](/projects/github.com%2Fcpacker%2FMemGPT) - Agents with OS-style virtual memory management. Self-editing memory architecture with in-context vs archival storage. Includes REST API and development environment."
   ],
   "repository_evidence": [
    "# awesome-agent-collaborate-tools",
    "- ## State & Memory",
    "  - [Letta (formerly MemGPT)](/projects/github.com%2Fcpacker%2FMemGPT) - Agents with OS-style virtual memory management. Self-editing memory architecture with in-context vs archival storage. Includes REST API and development environment."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/masstensor%2Fawesome-agent-collaborate-tools?language=TypeScript",
   "project": "Cognee",
   "repository": "https://github.com/topoteretes/cognee",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-agent-collaborate-tools",
    "- ## State & Memory",
    "  - [Cognee](/projects/github.com%2Ftopoteretes%2Fcognee) - Knowledge-graph-first memory for agents. Builds structured knowledge graphs from unstructured data for rich semantic retrieval."
   ],
   "repository_evidence": [
    "# awesome-agent-collaborate-tools",
    "- ## State & Memory",
    "  - [Cognee](/projects/github.com%2Ftopoteretes%2Fcognee) - Knowledge-graph-first memory for agents. Builds structured knowledge graphs from unstructured data for rich semantic retrieval."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/masstensor%2Fawesome-agent-collaborate-tools?language=TypeScript",
   "project": "Supermemory",
   "repository": "https://github.com/supermemoryai/supermemory",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-agent-collaborate-tools",
    "- ## State & Memory",
    "  - [Supermemory](/projects/github.com%2Fsupermemoryai%2Fsupermemory) - Universal memory API for AI agents. Import from anywhere, query with semantic search. Designed as a \"memory backbone\" across multiple agents."
   ],
   "repository_evidence": [
    "# awesome-agent-collaborate-tools",
    "- ## State & Memory",
    "  - [Supermemory](/projects/github.com%2Fsupermemoryai%2Fsupermemory) - Universal memory API for AI agents. Import from anywhere, query with semantic search. Designed as a \"memory backbone\" across multiple agents."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/masstensor%2Fawesome-agent-collaborate-tools?language=TypeScript",
   "project": "Chroma",
   "repository": "https://github.com/chroma-core/chroma",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-agent-collaborate-tools",
    "- ## State & Memory",
    "  - [Chroma](/projects/github.com%2Fchroma-core%2Fchroma) - Open-source embedding database. The most popular vector store for agent memory. Simple API, runs locally or in the cloud. pip install chromadb."
   ],
   "repository_evidence": [
    "# awesome-agent-collaborate-tools",
    "- ## State & Memory",
    "  - [Chroma](/projects/github.com%2Fchroma-core%2Fchroma) - Open-source embedding database. The most popular vector store for agent memory. Simple API, runs locally or in the cloud. pip install chromadb."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/masstensor%2Fawesome-agent-collaborate-tools?language=TypeScript",
   "project": "Qdrant",
   "repository": "https://github.com/qdrant/qdrant",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-agent-collaborate-tools",
    "- ## State & Memory",
    "  - [Qdrant](/projects/github.com%2Fqdrant%2Fqdrant) - High-performance vector database written in Rust. Excellent for production agent long-term memory with filtering, payload indexing, and sparse vector support."
   ],
   "repository_evidence": [
    "# awesome-agent-collaborate-tools",
    "- ## State & Memory",
    "  - [Qdrant](/projects/github.com%2Fqdrant%2Fqdrant) - High-performance vector database written in Rust. Excellent for production agent long-term memory with filtering, payload indexing, and sparse vector support."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/masstensor%2Fawesome-agent-collaborate-tools?language=TypeScript",
   "project": "Weaviate",
   "repository": "https://github.com/weaviate/weaviate",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-agent-collaborate-tools",
    "- ## State & Memory",
    "  - [Weaviate](/projects/github.com%2Fweaviate%2Fweaviate) - Open-source vector database with built-in vectorization. Modules for text, images, and multi-modal memory. Native GraphQL API."
   ],
   "repository_evidence": [
    "# awesome-agent-collaborate-tools",
    "- ## State & Memory",
    "  - [Weaviate](/projects/github.com%2Fweaviate%2Fweaviate) - Open-source vector database with built-in vectorization. Modules for text, images, and multi-modal memory. Native GraphQL API."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://aibase.com/news/16066",
   "project": "OpenManus",
   "repository": "https://github.com/mannaandpoem/OpenManus",
   "stars": "3300",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Besides CAMEL-AI's 0-day replication of Manus's general-purpose intelligent agent OWL, a project called OpenManus achieved a Manus replication with **only three hours of coding**."
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "Last night, OpenManus, accessible without any invitation, debuted on GitHub.",
    "At the time of writing, it has garnered 3,300 GitHub stars, a truly meteoric rise."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://codehub.bot/github.com/TaskingAI/TaskingAI@v0.3.0",
   "project": "TaskingAI",
   "repository": "https://github.com/TaskingAI/TaskingAI",
   "stars": "5396",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# github.com/TaskingAI/TaskingAI @v0.3.0",
    "# TaskingAI",
    "[TaskingAI](https://www.tasking.ai) is a BaaS (Backend as a Service) platform for **LLM-based Agent Development and Deployment**."
   ],
   "repository_evidence": [
    "# github.com/TaskingAI/TaskingAI @v0.3.0",
    "First, clone the TaskingAI (community edition) repository from GitHub.",
    "git clone https://github.com/taskingai/taskingai.git cd taskingai"
   ],
   "stars_evidence": [
    "# github.com/TaskingAI/TaskingAI @v0.3.0",
    "\u2605 5,396"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://brlikhon.engineer/blog/langchain-vs-llamaindex-vs-haystack-the-2026-rag-framework-battle",
   "project": "LangChain",
   "repository": "https://github.com/langchain-ai/langchain",
   "stars": "124000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## **LangChain vs LlamaIndex vs Haystack: The 2026 RAG Framework Battle**",
    "## LangChain: The Orchestration Powerhouse"
   ],
   "repository_evidence": [
    "## **LangChain vs LlamaIndex vs Haystack: The 2026 RAG Framework Battle**",
    "As of January 2026, LangChain dominates with 124,000+ GitHub stars and 3,855 contributors, used by 275,000 projects. LlamaIndex reached 38,000+ GitHub stars with 3 million monthly downloads across open-source packages. Haystack crossed 23,000 GitHub stars with 300+ contributors and is deployed by Global 500 enterprises including Airbus, Netflix, and Intel.[[github](https://github.com/langchain-ai/langchain)]"
   ],
   "stars_evidence": [
    "## **LangChain vs LlamaIndex vs Haystack: The 2026 RAG Framework Battle**",
    "As of January 2026, LangChain dominates with 124,000+ GitHub stars and 3,855 contributors, used by 275,000 projects. LlamaIndex reached 38,000+ GitHub stars with 3 million monthly downloads across open-source packages. Haystack crossed 23,000 GitHub stars with 300+ contributors and is deployed by Global 500 enterprises including Airbus, Netflix, and Intel.[[github](https://github.com/langchain-ai/langchain)]"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://brlikhon.engineer/blog/langchain-vs-llamaindex-vs-haystack-the-2026-rag-framework-battle",
   "project": "LlamaIndex",
   "repository": null,
   "stars": "38000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## **LangChain vs LlamaIndex vs Haystack: The 2026 RAG Framework Battle**",
    "## LlamaIndex: The Data Retrieval Specialist"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "## **LangChain vs LlamaIndex vs Haystack: The 2026 RAG Framework Battle**",
    "As of January 2026, LangChain dominates with 124,000+ GitHub stars and 3,855 contributors, used by 275,000 projects. LlamaIndex reached 38,000+ GitHub stars with 3 million monthly downloads across open-source packages. Haystack crossed 23,000 GitHub stars with 300+ contributors and is deployed by Global 500 enterprises including Airbus, Netflix, and Intel.[[github](https://github.com/langchain-ai/langchain)]"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://brlikhon.engineer/blog/langchain-vs-llamaindex-vs-haystack-the-2026-rag-framework-battle",
   "project": "Haystack",
   "repository": "https://github.com/deepset-ai/haystack",
   "stars": "23000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## **LangChain vs LlamaIndex vs Haystack: The 2026 RAG Framework Battle**",
    "## Haystack: The Production-Ready Enterprise Framework"
   ],
   "repository_evidence": [
    "## **LangChain vs LlamaIndex vs Haystack: The 2026 RAG Framework Battle**",
    "- **Data Connectors:** 160+ built-in loaders for PDFs, APIs, databases, cloud storage (S3, SharePoint, Google Drive)[[github](https://github.com/deepset-ai/haystack)]"
   ],
   "stars_evidence": [
    "## **LangChain vs LlamaIndex vs Haystack: The 2026 RAG Framework Battle**",
    "As of January 2026, LangChain dominates with 124,000+ GitHub stars and 3,855 contributors, used by 275,000 projects. LlamaIndex reached 38,000+ GitHub stars with 3 million monthly downloads across open-source packages. Haystack crossed 23,000 GitHub stars with 300+ contributors and is deployed by Global 500 enterprises including Airbus, Netflix, and Intel.[[github](https://github.com/langchain-ai/langchain)]"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://arxiv.org/pdf/2507.21428.pdf",
   "project": "Letta",
   "repository": "https://github.com/letta-ai/letta",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Existing long-term memory frameworks include\n(Mem0, 2025), (Zep, 2025), and (Letta, 2025;\nPacker et al., 2024), which manage the storage and\npersonalization of LLM agent long-term interac-\ntions with a user.",
    "2.1.2\nLong-Term Memory",
    "Letta. 2025.\nLetta: Stateful agents with transpar-\nent long-term memory.\nhttps://github.com/\nletta-ai/letta. Open-source framework based\non MemGPT. Accessed July 19, 2025."
   ],
   "repository_evidence": [
    "Letta. 2025.\nLetta: Stateful agents with transpar-\nent long-term memory.\nhttps://github.com/\nletta-ai/letta. Open-source framework based\non MemGPT. Accessed July 19, 2025."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://dev.to/aws/nine-agent-frameworks-compared-with-data-and-code-2imh",
   "project": "AutoGen",
   "repository": null,
   "stars": "55400",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Nine frameworks made this list. Not because they're the only ones, but because they're the ones developers are actually using, talking about, and building production systems with.",
    "| Framework | Stars | Age (months) | Last 6 months | License | Primary Backer |",
    "| AutoGen | 55.4K | 31 | +1,982 | MIT + CC-BY-4.0 | Microsoft |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "Nine frameworks made this list. Not because they're the only ones, but because they're the ones developers are actually using, talking about, and building production systems with.",
    "| Framework | Stars | Age (months) | Last 6 months | License | Primary Backer |",
    "| AutoGen | 55.4K | 31 | +1,982 | MIT + CC-BY-4.0 | Microsoft |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://dev.to/aws/nine-agent-frameworks-compared-with-data-and-code-2imh",
   "project": "CrewAI",
   "repository": null,
   "stars": "45700",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Nine frameworks made this list. Not because they're the only ones, but because they're the ones developers are actually using, talking about, and building production systems with.",
    "| Framework | Stars | Age (months) | Last 6 months | License | Primary Backer |",
    "| CrewAI | 45.7K | 28 | +2,540 | MIT | CrewAI Inc |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "Nine frameworks made this list. Not because they're the only ones, but because they're the ones developers are actually using, talking about, and building production systems with.",
    "| Framework | Stars | Age (months) | Last 6 months | License | Primary Backer |",
    "| CrewAI | 45.7K | 28 | +2,540 | MIT | CrewAI Inc |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://dev.to/aws/nine-agent-frameworks-compared-with-data-and-code-2imh",
   "project": "Google ADK",
   "repository": null,
   "stars": "18300",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Nine frameworks made this list. Not because they're the only ones, but because they're the ones developers are actually using, talking about, and building production systems with.",
    "| Framework | Stars | Age (months) | Last 6 months | License | Primary Backer |",
    "| Google ADK | 18.3K | 11 | +1,900 | Apache-2.0 | Google |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "Nine frameworks made this list. Not because they're the only ones, but because they're the ones developers are actually using, talking about, and building production systems with.",
    "| Framework | Stars | Age (months) | Last 6 months | License | Primary Backer |",
    "| Google ADK | 18.3K | 11 | +1,900 | Apache-2.0 | Google |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://dev.to/aws/nine-agent-frameworks-compared-with-data-and-code-2imh",
   "project": "LangGraph",
   "repository": null,
   "stars": "26100",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Nine frameworks made this list. Not because they're the only ones, but because they're the ones developers are actually using, talking about, and building production systems with.",
    "| Framework | Stars | Age (months) | Last 6 months | License | Primary Backer |",
    "| LangGraph | 26.1K | 31 | +2,351 | MIT | LangChain |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "Nine frameworks made this list. Not because they're the only ones, but because they're the ones developers are actually using, talking about, and building production systems with.",
    "| Framework | Stars | Age (months) | Last 6 months | License | Primary Backer |",
    "| LangGraph | 26.1K | 31 | +2,351 | MIT | LangChain |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://dev.to/aws/nine-agent-frameworks-compared-with-data-and-code-2imh",
   "project": "LlamaIndex",
   "repository": null,
   "stars": "47600",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Nine frameworks made this list. Not because they're the only ones, but because they're the ones developers are actually using, talking about, and building production systems with.",
    "| Framework | Stars | Age (months) | Last 6 months | License | Primary Backer |",
    "| LlamaIndex | 47.6K | 40 | +1,183 | MIT | LlamaIndex Inc |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "Nine frameworks made this list. Not because they're the only ones, but because they're the ones developers are actually using, talking about, and building production systems with.",
    "| Framework | Stars | Age (months) | Last 6 months | License | Primary Backer |",
    "| LlamaIndex | 47.6K | 40 | +1,183 | MIT | LlamaIndex Inc |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://dev.to/aws/nine-agent-frameworks-compared-with-data-and-code-2imh",
   "project": "OpenAI Agents SDK",
   "repository": null,
   "stars": "19700",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Nine frameworks made this list. Not because they're the only ones, but because they're the ones developers are actually using, talking about, and building production systems with.",
    "| Framework | Stars | Age (months) | Last 6 months | License | Primary Backer |",
    "| OpenAI Agents SDK | 19.7K | 12 | +1,554 | MIT | OpenAI |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "Nine frameworks made this list. Not because they're the only ones, but because they're the ones developers are actually using, talking about, and building production systems with.",
    "| Framework | Stars | Age (months) | Last 6 months | License | Primary Backer |",
    "| OpenAI Agents SDK | 19.7K | 12 | +1,554 | MIT | OpenAI |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://dev.to/aws/nine-agent-frameworks-compared-with-data-and-code-2imh",
   "project": "Pydantic AI",
   "repository": null,
   "stars": "15400",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Nine frameworks made this list. Not because they're the only ones, but because they're the ones developers are actually using, talking about, and building production systems with.",
    "| Framework | Stars | Age (months) | Last 6 months | License | Primary Backer |",
    "| Pydantic AI | 15.4K | 21 | +996 | MIT | Pydantic |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "Nine frameworks made this list. Not because they're the only ones, but because they're the ones developers are actually using, talking about, and building production systems with.",
    "| Framework | Stars | Age (months) | Last 6 months | License | Primary Backer |",
    "| Pydantic AI | 15.4K | 21 | +996 | MIT | Pydantic |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://dev.to/aws/nine-agent-frameworks-compared-with-data-and-code-2imh",
   "project": "Smolagents",
   "repository": null,
   "stars": "25900",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Nine frameworks made this list. Not because they're the only ones, but because they're the ones developers are actually using, talking about, and building production systems with.",
    "| Framework | Stars | Age (months) | Last 6 months | License | Primary Backer |",
    "| Smolagents | 25.9K | 15 | +1,018 | Apache-2.0 | Hugging Face |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "Nine frameworks made this list. Not because they're the only ones, but because they're the ones developers are actually using, talking about, and building production systems with.",
    "| Framework | Stars | Age (months) | Last 6 months | License | Primary Backer |",
    "| Smolagents | 25.9K | 15 | +1,018 | Apache-2.0 | Hugging Face |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://dev.to/aws/nine-agent-frameworks-compared-with-data-and-code-2imh",
   "project": "Strands Agents",
   "repository": null,
   "stars": "5300",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Nine frameworks made this list. Not because they're the only ones, but because they're the ones developers are actually using, talking about, and building production systems with.",
    "| Framework | Stars | Age (months) | Last 6 months | License | Primary Backer |",
    "| Strands Agents | 5.3K | 10 | +618 | Apache-2.0 | AWS |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "Nine frameworks made this list. Not because they're the only ones, but because they're the ones developers are actually using, talking about, and building production systems with.",
    "| Framework | Stars | Age (months) | Last 6 months | License | Primary Backer |",
    "| Strands Agents | 5.3K | 10 | +618 | Apache-2.0 | AWS |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://arxiv.org/pdf/2511.13646v2",
   "project": "LIVE-SWE-AGENT",
   "repository": "https://github.com/OpenAutoCoder/live-swe-agent",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "LIVE-SWE-AGENT: Can Software Engineering\nAgents Self-Evolve on the Fly?",
    "More details at:\nhttps://github.com/OpenAutoCoder/live-swe-agent"
   ],
   "repository_evidence": [
    "LIVE-SWE-AGENT: Can Software Engineering\nAgents Self-Evolve on the Fly?",
    "More details at:\nhttps://github.com/OpenAutoCoder/live-swe-agent"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://arxiv.org/pdf/2511.13646v2",
   "project": "moatless-tools",
   "repository": "https://github.com/aorwall/moatless-tools",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Albert \u00d6rwall. Moatless, 2024. https://github.com/aorwall/moatless-tools."
   ],
   "repository_evidence": [
    "Albert \u00d6rwall. Moatless, 2024. https://github.com/aorwall/moatless-tools."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://arxiv.org/pdf/2606.18648v2",
   "project": "Kimi-K2.5",
   "repository": "https://github.com/MoonshotAI/Kimi-K2.5",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Moonshot AI. Kimi K2.5: Visual Coding Meets Agent Swarm. https : / / github . com /\nMoonshotAI/Kimi-K2.5. 2026.",
    "[43]\nMoonshot AI. Kimi K2.5: Visual Coding Meets Agent Swarm. https : / / github . com /\nMoonshotAI/Kimi-K2.5. 2026."
   ],
   "repository_evidence": [
    "Moonshot AI. Kimi K2.5: Visual Coding Meets Agent Swarm. https : / / github . com /\nMoonshotAI/Kimi-K2.5. 2026.",
    "[43]\nMoonshot AI. Kimi K2.5: Visual Coding Meets Agent Swarm. https : / / github . com /\nMoonshotAI/Kimi-K2.5. 2026."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://arxiv.org/pdf/2606.18648v2",
   "project": "smolagents",
   "repository": "https://github.com/huggingface/smolagents",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Aymeric Roucher et al. \u2018smolagents\u2018: a smol library to build great agentic systems. https:\n//github.com/huggingface/smolagents. 2025.",
    "[47]\nAymeric Roucher et al. \u2018smolagents\u2018: a smol library to build great agentic systems. https:\n//github.com/huggingface/smolagents. 2025."
   ],
   "repository_evidence": [
    "Aymeric Roucher et al. \u2018smolagents\u2018: a smol library to build great agentic systems. https:\n//github.com/huggingface/smolagents. 2025.",
    "[47]\nAymeric Roucher et al. \u2018smolagents\u2018: a smol library to build great agentic systems. https:\n//github.com/huggingface/smolagents. 2025."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "http://arxiv.org/abs/2608.08466v1",
   "project": "Hierarchical Self-Improvement",
   "repository": "https://github.com/TailinZhou/hsi",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "We introduce \\textbf{Hierarchical Self-Improvement (HSI)}, a framework in which a single frozen LLM $M$ operates across three hierarchical scopes: a task harness $H$ that executes tasks, an evolver that rewrites $H$, and a meta-evolver that rewrites the evolver's strategy code under a frozen outer anchor.",
    "Code is available at [this https URL](https://github.com/TailinZhou/hsi).",
    "Title:Hierarchical Self-Improvement: A Framework for Task-Specific Evolvable Agent Harnesses",
    "# Computer Science > Artificial Intelligence"
   ],
   "repository_evidence": [
    "Code is available at [this https URL](https://github.com/TailinZhou/hsi).",
    "Title:Hierarchical Self-Improvement: A Framework for Task-Specific Evolvable Agent Harnesses",
    "# Computer Science > Artificial Intelligence"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://arxiv.org/html/2601.09923v1",
   "project": "CaMeL",
   "repository": "https://github.com/google-research/camel-prompt-injection",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Experimental Setup. For our experiments, we integrate the OSWorld benchmark (Xie et al., 2024) into official code-bases of CaMeL11 1 [https://github.com/google-research/camel-prompt-injection](https://github.com/google-research/camel-prompt-injection) and Fides22 2 [https://github.com/microsoft/fides](https://github.com/microsoft/fides)."
   ],
   "repository_evidence": [
    "Experimental Setup. For our experiments, we integrate the OSWorld benchmark (Xie et al., 2024) into official code-bases of CaMeL11 1 [https://github.com/google-research/camel-prompt-injection](https://github.com/google-research/camel-prompt-injection) and Fides22 2 [https://github.com/microsoft/fides](https://github.com/microsoft/fides)."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://arxiv.org/html/2601.09923v1",
   "project": "Fides",
   "repository": "https://github.com/microsoft/fides",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Experimental Setup. For our experiments, we integrate the OSWorld benchmark (Xie et al., 2024) into official code-bases of CaMeL11 1 [https://github.com/google-research/camel-prompt-injection](https://github.com/google-research/camel-prompt-injection) and Fides22 2 [https://github.com/microsoft/fides](https://github.com/microsoft/fides)."
   ],
   "repository_evidence": [
    "Experimental Setup. For our experiments, we integrate the OSWorld benchmark (Xie et al., 2024) into official code-bases of CaMeL11 1 [https://github.com/google-research/camel-prompt-injection](https://github.com/google-research/camel-prompt-injection) and Fides22 2 [https://github.com/microsoft/fides](https://github.com/microsoft/fides)."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://arxiv.org/pdf/2608.24804.pdf",
   "project": "Stirrup",
   "repository": "https://github.com/ArtificialAnalysis/Stirrup",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Artificial Analysis.\nStirrup:\nA lightweight framework for building agents, 2026.\nURL https://github.com/",
    "References"
   ],
   "repository_evidence": [
    "Artificial Analysis.\nStirrup:\nA lightweight framework for building agents, 2026.\nURL https://github.com/",
    "References"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://arxiv.org/pdf/2608.24804.pdf",
   "project": "Oh My Pi",
   "repository": "https://github.com/can1357/oh-my-pi",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Oh My Pi contributors. Oh my pi: A coding-focused variant of the pi agent harness, 2026. URL https://github.com/",
    "References"
   ],
   "repository_evidence": [
    "Oh My Pi contributors. Oh my pi: A coding-focused variant of the pi agent harness, 2026. URL https://github.com/",
    "References"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://arxiv.org/pdf/2608.24804.pdf",
   "project": "Autoresearch",
   "repository": "https://github.com/karpathy/autoresearch",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Andrej Karpathy. Autoresearch: Ai agents running research on single-gpu nanochat training automatically, 2026. URL\n\nhttps://github.com/karpathy/autoresearch.",
    "References"
   ],
   "repository_evidence": [
    "Andrej Karpathy. Autoresearch: Ai agents running research on single-gpu nanochat training automatically, 2026. URL\n\nhttps://github.com/karpathy/autoresearch.",
    "References"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://arxiv.org/pdf/2608.24804.pdf",
   "project": "Qwen3.6",
   "repository": "https://github.com/QwenLM/Qwen3.6",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Qwen Team. Qwen3.6: Official model documentation and release repository, 2026. URL https://github.com/QwenLM/",
    "References"
   ],
   "repository_evidence": [
    "Qwen Team. Qwen3.6: Official model documentation and release repository, 2026. URL https://github.com/QwenLM/",
    "References"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://arxiv.org/pdf/2608.24804.pdf",
   "project": "Pi",
   "repository": "https://github.com/earendil-works/pi",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Mario Zechner. Pi: An open agent harness and coding agent, 2026. URL https://github.com/earendil-works/pi.",
    "References"
   ],
   "repository_evidence": [
    "Mario Zechner. Pi: An open agent harness and coding agent, 2026. URL https://github.com/earendil-works/pi.",
    "References"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://arxiv.org/pdf/2508.00414v3",
   "project": "Cognitive Kernel-Pro",
   "repository": "https://github.com/Tencent/CognitiveKernel-Pro",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Cognitive Kernel-Pro: A Framework for Deep Research Agents and\nAgent Foundation Models Training",
    "https://github.com/Tencent/CognitiveKernel-Pro",
    "Technical Report"
   ],
   "repository_evidence": [
    "Cognitive Kernel-Pro: A Framework for Deep Research Agents and\nAgent Foundation Models Training",
    "https://github.com/Tencent/CognitiveKernel-Pro",
    "Technical Report"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://arxiv.org/pdf/2508.00414v3",
   "project": "verl",
   "repository": "https://github.com/verl-project/verl",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "1https://github.com/verl-project/verl",
    "Technical Report"
   ],
   "repository_evidence": [
    "1https://github.com/verl-project/verl",
    "Technical Report"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://arxiv.org/pdf/2508.00414v3",
   "project": "Smolagents",
   "repository": "https://github.com/huggingface/smolagents",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Aymeric Roucher, Albert Villanova del Moral, Thomas Wolf, Leandro von Werra, and Erik Kaunis-\nm\u00e4ki. \u2018smolagents\u2018: a smol library to build great agentic systems. https://github.com/hugging\nface/smolagents, 2025.",
    "References"
   ],
   "repository_evidence": [
    "Aymeric Roucher, Albert Villanova del Moral, Thomas Wolf, Leandro von Werra, and Erik Kaunis-\nm\u00e4ki. \u2018smolagents\u2018: a smol library to build great agentic systems. https://github.com/hugging\nface/smolagents, 2025.",
    "References"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://aws.amazon.com/blogs/machine-learning/evaluate-any-agent-framework-with-amazon-bedrock-agentcore-evaluations",
   "project": "OpenInference",
   "repository": "https://github.com/Arize-ai/openinference",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Evaluate any agent framework with Amazon Bedrock AgentCore Evaluations",
    "[OpenInference](https://github.com/Arize-ai/openinference) defines span kinds such as `LLM`, `TOOL`, `RETRIEVER`, `RERANKER`, `EMBEDDING`, `AGENT`, `CHAIN`, `GUARDRAIL`, `EVALUATOR`, and `PROMPT`."
   ],
   "repository_evidence": [
    "Evaluate any agent framework with Amazon Bedrock AgentCore Evaluations",
    "[OpenInference](https://github.com/Arize-ai/openinference) defines span kinds such as `LLM`, `TOOL`, `RETRIEVER`, `RERANKER`, `EMBEDDING`, `AGENT`, `CHAIN`, `GUARDRAIL`, `EVALUATOR`, and `PROMPT`."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://aws.amazon.com/blogs/machine-learning/evaluate-any-agent-framework-with-amazon-bedrock-agentcore-evaluations",
   "project": "agentcore-samples",
   "repository": "https://github.com/awslabs/agentcore-samples/tree/main/01-features/06-observe-evaluate-optimize-your-agent/02-evaluate/supported-frameworks",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Evaluate any agent framework with Amazon Bedrock AgentCore Evaluations",
    "To make this concrete, the [AgentCore samples repository](https://github.com/awslabs/agentcore-samples/tree/main/01-features/06-observe-evaluate-optimize-your-agent/02-evaluate/supported-frameworks) provides complete working examples, for instance an HR assistant implemented with the OpenAI Agents SDK, Google ADK, LlamaIndex, and the Claude Agent SDK."
   ],
   "repository_evidence": [
    "Evaluate any agent framework with Amazon Bedrock AgentCore Evaluations",
    "To make this concrete, the [AgentCore samples repository](https://github.com/awslabs/agentcore-samples/tree/main/01-features/06-observe-evaluate-optimize-your-agent/02-evaluate/supported-frameworks) provides complete working examples, for instance an HR assistant implemented with the OpenAI Agents SDK, Google ADK, LlamaIndex, and the Claude Agent SDK."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://hindsight.vectorize.io/blog/2026/06/09/fastest-growing-oss-ai-memory",
   "project": "LangGraph",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "A real integration ecosystem.",
    "Claude Code, LangGraph, CrewAI, Pydantic AI, Agno, Strands, and more \u2014 adopting Hindsight rarely means rearchitecting your stack."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://hindsight.vectorize.io/blog/2026/06/09/fastest-growing-oss-ai-memory",
   "project": "CrewAI",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "A real integration ecosystem.",
    "Claude Code, LangGraph, CrewAI, Pydantic AI, Agno, Strands, and more \u2014 adopting Hindsight rarely means rearchitecting your stack."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://hindsight.vectorize.io/blog/2026/06/09/fastest-growing-oss-ai-memory",
   "project": "Pydantic AI",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "A real integration ecosystem.",
    "Claude Code, LangGraph, CrewAI, Pydantic AI, Agno, Strands, and more \u2014 adopting Hindsight rarely means rearchitecting your stack."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://hindsight.vectorize.io/blog/2026/06/09/fastest-growing-oss-ai-memory",
   "project": "Agno",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "A real integration ecosystem.",
    "Claude Code, LangGraph, CrewAI, Pydantic AI, Agno, Strands, and more \u2014 adopting Hindsight rarely means rearchitecting your stack."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://hindsight.vectorize.io/blog/2026/06/09/fastest-growing-oss-ai-memory",
   "project": "Strands",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "A real integration ecosystem.",
    "Claude Code, LangGraph, CrewAI, Pydantic AI, Agno, Strands, and more \u2014 adopting Hindsight rarely means rearchitecting your stack."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://permissionprotocol.com/agent-incident-tracker/guardfall-shell-injection-oss-ai-agents-june2026",
   "project": "Cline",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# GuardFall: Shell Injection Bypasses Command Filters in 10 of 11 Open-Source AI Coding Agents \u2014 Cline, Aider, OpenHands, Goose, Roo-Code, Plandex, Open Interpreter, SWE-agent, opencode, and Hermes All Vulnerable",
    "GuardFall: Shell Injection Bypasses Command Filters in 10 of 11 Open-Source AI Coding Agents \u2014 Cline, Aider, OpenHands, Goose, Roo-Code, Plandex, Open Interpreter, SWE-agent, opencode, and Hermes All Vulnerable"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://permissionprotocol.com/agent-incident-tracker/guardfall-shell-injection-oss-ai-agents-june2026",
   "project": "Aider",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# GuardFall: Shell Injection Bypasses Command Filters in 10 of 11 Open-Source AI Coding Agents \u2014 Cline, Aider, OpenHands, Goose, Roo-Code, Plandex, Open Interpreter, SWE-agent, opencode, and Hermes All Vulnerable",
    "GuardFall: Shell Injection Bypasses Command Filters in 10 of 11 Open-Source AI Coding Agents \u2014 Cline, Aider, OpenHands, Goose, Roo-Code, Plandex, Open Interpreter, SWE-agent, opencode, and Hermes All Vulnerable"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://permissionprotocol.com/agent-incident-tracker/guardfall-shell-injection-oss-ai-agents-june2026",
   "project": "OpenHands",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# GuardFall: Shell Injection Bypasses Command Filters in 10 of 11 Open-Source AI Coding Agents \u2014 Cline, Aider, OpenHands, Goose, Roo-Code, Plandex, Open Interpreter, SWE-agent, opencode, and Hermes All Vulnerable",
    "GuardFall: Shell Injection Bypasses Command Filters in 10 of 11 Open-Source AI Coding Agents \u2014 Cline, Aider, OpenHands, Goose, Roo-Code, Plandex, Open Interpreter, SWE-agent, opencode, and Hermes All Vulnerable"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://permissionprotocol.com/agent-incident-tracker/guardfall-shell-injection-oss-ai-agents-june2026",
   "project": "Goose",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# GuardFall: Shell Injection Bypasses Command Filters in 10 of 11 Open-Source AI Coding Agents \u2014 Cline, Aider, OpenHands, Goose, Roo-Code, Plandex, Open Interpreter, SWE-agent, opencode, and Hermes All Vulnerable",
    "GuardFall: Shell Injection Bypasses Command Filters in 10 of 11 Open-Source AI Coding Agents \u2014 Cline, Aider, OpenHands, Goose, Roo-Code, Plandex, Open Interpreter, SWE-agent, opencode, and Hermes All Vulnerable"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://permissionprotocol.com/agent-incident-tracker/guardfall-shell-injection-oss-ai-agents-june2026",
   "project": "Roo-Code",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# GuardFall: Shell Injection Bypasses Command Filters in 10 of 11 Open-Source AI Coding Agents \u2014 Cline, Aider, OpenHands, Goose, Roo-Code, Plandex, Open Interpreter, SWE-agent, opencode, and Hermes All Vulnerable",
    "GuardFall: Shell Injection Bypasses Command Filters in 10 of 11 Open-Source AI Coding Agents \u2014 Cline, Aider, OpenHands, Goose, Roo-Code, Plandex, Open Interpreter, SWE-agent, opencode, and Hermes All Vulnerable"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://permissionprotocol.com/agent-incident-tracker/guardfall-shell-injection-oss-ai-agents-june2026",
   "project": "Plandex",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# GuardFall: Shell Injection Bypasses Command Filters in 10 of 11 Open-Source AI Coding Agents \u2014 Cline, Aider, OpenHands, Goose, Roo-Code, Plandex, Open Interpreter, SWE-agent, opencode, and Hermes All Vulnerable",
    "GuardFall: Shell Injection Bypasses Command Filters in 10 of 11 Open-Source AI Coding Agents \u2014 Cline, Aider, OpenHands, Goose, Roo-Code, Plandex, Open Interpreter, SWE-agent, opencode, and Hermes All Vulnerable"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://permissionprotocol.com/agent-incident-tracker/guardfall-shell-injection-oss-ai-agents-june2026",
   "project": "Open Interpreter",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# GuardFall: Shell Injection Bypasses Command Filters in 10 of 11 Open-Source AI Coding Agents \u2014 Cline, Aider, OpenHands, Goose, Roo-Code, Plandex, Open Interpreter, SWE-agent, opencode, and Hermes All Vulnerable",
    "GuardFall: Shell Injection Bypasses Command Filters in 10 of 11 Open-Source AI Coding Agents \u2014 Cline, Aider, OpenHands, Goose, Roo-Code, Plandex, Open Interpreter, SWE-agent, opencode, and Hermes All Vulnerable"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://permissionprotocol.com/agent-incident-tracker/guardfall-shell-injection-oss-ai-agents-june2026",
   "project": "SWE-agent",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# GuardFall: Shell Injection Bypasses Command Filters in 10 of 11 Open-Source AI Coding Agents \u2014 Cline, Aider, OpenHands, Goose, Roo-Code, Plandex, Open Interpreter, SWE-agent, opencode, and Hermes All Vulnerable",
    "GuardFall: Shell Injection Bypasses Command Filters in 10 of 11 Open-Source AI Coding Agents \u2014 Cline, Aider, OpenHands, Goose, Roo-Code, Plandex, Open Interpreter, SWE-agent, opencode, and Hermes All Vulnerable"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://permissionprotocol.com/agent-incident-tracker/guardfall-shell-injection-oss-ai-agents-june2026",
   "project": "opencode",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# GuardFall: Shell Injection Bypasses Command Filters in 10 of 11 Open-Source AI Coding Agents \u2014 Cline, Aider, OpenHands, Goose, Roo-Code, Plandex, Open Interpreter, SWE-agent, opencode, and Hermes All Vulnerable",
    "GuardFall: Shell Injection Bypasses Command Filters in 10 of 11 Open-Source AI Coding Agents \u2014 Cline, Aider, OpenHands, Goose, Roo-Code, Plandex, Open Interpreter, SWE-agent, opencode, and Hermes All Vulnerable"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://permissionprotocol.com/agent-incident-tracker/guardfall-shell-injection-oss-ai-agents-june2026",
   "project": "Hermes",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# GuardFall: Shell Injection Bypasses Command Filters in 10 of 11 Open-Source AI Coding Agents \u2014 Cline, Aider, OpenHands, Goose, Roo-Code, Plandex, Open Interpreter, SWE-agent, opencode, and Hermes All Vulnerable",
    "GuardFall: Shell Injection Bypasses Command Filters in 10 of 11 Open-Source AI Coding Agents \u2014 Cline, Aider, OpenHands, Goose, Roo-Code, Plandex, Open Interpreter, SWE-agent, opencode, and Hermes All Vulnerable"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://permissionprotocol.com/agent-incident-tracker/guardfall-shell-injection-oss-ai-agents-june2026",
   "project": "Continue",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Adversa AI's GuardFall: 10 of 11 open-source AI coding agents fail shell injection via quote stripping, IFS expansion, command substitution, and Base64 payloads. Only Continue passes.",
    "# GuardFall: Shell Injection Bypasses Command Filters in 10 of 11 Open-Source AI Coding Agents \u2014 Cline, Aider, OpenHands, Goose, Roo-Code, Plandex, Open Interpreter, SWE-agent, opencode, and Hermes All Vulnerable"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://permissionprotocol.com/agent-incident-tracker/guardfall-shell-injection-oss-ai-agents-june2026",
   "project": "hermes-agent",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Adversa AI conducts GuardFall survey across 11 open-source AI coding agents, initially discovering the bypass in NousResearch/hermes-agent (commit 81cd67829), then systematically expanding to the broader agent category using five bypass classes against each agent.",
    "## Timeline and technical read"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://skillget.dev/listings/alternbits-awesome-ai-agents",
   "project": "Adala",
   "repository": "https://github.com/HumanSignal/Adala",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-ai-agents",
    "A curated list of AI agents, categorized into open-source projects and closed-source projects/companies.",
    "## Open-source Projects",
    "- [Adala](https://github.com/HumanSignal/Adala) - Autonomous data labeling agent framework."
   ],
   "repository_evidence": [
    "# awesome-ai-agents",
    "A curated list of AI agents, categorized into open-source projects and closed-source projects/companies.",
    "## Open-source Projects",
    "- [Adala](https://github.com/HumanSignal/Adala) - Autonomous data labeling agent framework."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://skillget.dev/listings/alternbits-awesome-ai-agents",
   "project": "AgentGPT",
   "repository": "https://agentgpt.reworkd.ai/",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-ai-agents",
    "A curated list of AI agents, categorized into open-source projects and closed-source projects/companies.",
    "## Open-source Projects",
    "- [AgentGPT](https://agentgpt.reworkd.ai/) - Browser-based no-code AI agent tool."
   ],
   "repository_evidence": [
    "# awesome-ai-agents",
    "A curated list of AI agents, categorized into open-source projects and closed-source projects/companies.",
    "## Open-source Projects",
    "- [AgentGPT](https://agentgpt.reworkd.ai/) - Browser-based no-code AI agent tool."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://skillget.dev/listings/alternbits-awesome-ai-agents",
   "project": "AutoGen",
   "repository": "https://github.com/microsoft/autogen",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-ai-agents",
    "A curated list of AI agents, categorized into open-source projects and closed-source projects/companies.",
    "## Open-source Projects",
    "- [AutoGen](https://github.com/microsoft/autogen) - Multi-agent AI framework by Microsoft."
   ],
   "repository_evidence": [
    "# awesome-ai-agents",
    "A curated list of AI agents, categorized into open-source projects and closed-source projects/companies.",
    "## Open-source Projects",
    "- [AutoGen](https://github.com/microsoft/autogen) - Multi-agent AI framework by Microsoft."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://skillget.dev/listings/alternbits-awesome-ai-agents",
   "project": "CrewAI",
   "repository": "https://github.com/joaomdmoura/crewai",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-ai-agents",
    "A curated list of AI agents, categorized into open-source projects and closed-source projects/companies.",
    "## Open-source Projects",
    "- [CrewAI](https://github.com/joaomdmoura/crewai) - Framework for multi-agent orchestration."
   ],
   "repository_evidence": [
    "# awesome-ai-agents",
    "A curated list of AI agents, categorized into open-source projects and closed-source projects/companies.",
    "## Open-source Projects",
    "- [CrewAI](https://github.com/joaomdmoura/crewai) - Framework for multi-agent orchestration."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://skillget.dev/listings/alternbits-awesome-ai-agents",
   "project": "Agent4Rec",
   "repository": "https://github.com/LehengTHU/Agent4Rec",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-ai-agents",
    "A curated list of AI agents, categorized into open-source projects and closed-source projects/companies.",
    "## Open-source Projects",
    "- [Agent4Rec](https://github.com/LehengTHU/Agent4Rec) - A recommender system simulator using 1,000 generative agents."
   ],
   "repository_evidence": [
    "# awesome-ai-agents",
    "A curated list of AI agents, categorized into open-source projects and closed-source projects/companies.",
    "## Open-source Projects",
    "- [Agent4Rec](https://github.com/LehengTHU/Agent4Rec) - A recommender system simulator using 1,000 generative agents."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://skillget.dev/listings/alternbits-awesome-ai-agents",
   "project": "AgentForge",
   "repository": "https://github.com/DataBassGit/AgentForge",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-ai-agents",
    "A curated list of AI agents, categorized into open-source projects and closed-source projects/companies.",
    "## Open-source Projects",
    "- [AgentForge](https://github.com/DataBassGit/AgentForge) - LLM-agnostic platform for building and testing AI agents."
   ],
   "repository_evidence": [
    "# awesome-ai-agents",
    "A curated list of AI agents, categorized into open-source projects and closed-source projects/companies.",
    "## Open-source Projects",
    "- [AgentForge](https://github.com/DataBassGit/AgentForge) - LLM-agnostic platform for building and testing AI agents."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://skillget.dev/listings/alternbits-awesome-ai-agents",
   "project": "AgentPilot",
   "repository": "https://github.com/jbexta/AgentPilot",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-ai-agents",
    "A curated list of AI agents, categorized into open-source projects and closed-source projects/companies.",
    "## Open-source Projects",
    "- [AgentPilot](https://github.com/jbexta/AgentPilot) - Desktop app for building, managing, and chatting with AI agents."
   ],
   "repository_evidence": [
    "# awesome-ai-agents",
    "A curated list of AI agents, categorized into open-source projects and closed-source projects/companies.",
    "## Open-source Projects",
    "- [AgentPilot](https://github.com/jbexta/AgentPilot) - Desktop app for building, managing, and chatting with AI agents."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://skillget.dev/listings/alternbits-awesome-ai-agents",
   "project": "Agents",
   "repository": "https://github.com/aiwaves-cn/agents",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-ai-agents",
    "A curated list of AI agents, categorized into open-source projects and closed-source projects/companies.",
    "## Open-source Projects",
    "- [Agents](https://github.com/aiwaves-cn/agents) - Library/framework for building language agents."
   ],
   "repository_evidence": [
    "# awesome-ai-agents",
    "A curated list of AI agents, categorized into open-source projects and closed-source projects/companies.",
    "## Open-source Projects",
    "- [Agents](https://github.com/aiwaves-cn/agents) - Library/framework for building language agents."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://skillget.dev/listings/alternbits-awesome-ai-agents",
   "project": "AgentVerse",
   "repository": "https://github.com/OpenBMB/AgentVerse",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-ai-agents",
    "A curated list of AI agents, categorized into open-source projects and closed-source projects/companies.",
    "## Open-source Projects",
    "- [AgentVerse](https://github.com/OpenBMB/AgentVerse) - Platform for task-solving and simulation AI agents."
   ],
   "repository_evidence": [
    "# awesome-ai-agents",
    "A curated list of AI agents, categorized into open-source projects and closed-source projects/companies.",
    "## Open-source Projects",
    "- [AgentVerse](https://github.com/OpenBMB/AgentVerse) - Platform for task-solving and simulation AI agents."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://skillget.dev/listings/alternbits-awesome-ai-agents",
   "project": "AI Legion",
   "repository": "https://github.com/eumemic/ai-legion",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-ai-agents",
    "A curated list of AI agents, categorized into open-source projects and closed-source projects/companies.",
    "## Open-source Projects",
    "- [AI Legion](https://github.com/eumemic/ai-legion) - Multi-agent system similar to AutoGPT."
   ],
   "repository_evidence": [
    "# awesome-ai-agents",
    "A curated list of AI agents, categorized into open-source projects and closed-source projects/companies.",
    "## Open-source Projects",
    "- [AI Legion](https://github.com/eumemic/ai-legion) - Multi-agent system similar to AutoGPT."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://skillget.dev/listings/alternbits-awesome-ai-agents",
   "project": "Aider",
   "repository": "https://github.com/paul-gauthier/aider",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-ai-agents",
    "A curated list of AI agents, categorized into open-source projects and closed-source projects/companies.",
    "## Open-source Projects",
    "- [Aider](https://github.com/paul-gauthier/aider) - Command-line AI coding assistant."
   ],
   "repository_evidence": [
    "# awesome-ai-agents",
    "A curated list of AI agents, categorized into open-source projects and closed-source projects/companies.",
    "## Open-source Projects",
    "- [Aider](https://github.com/paul-gauthier/aider) - Command-line AI coding assistant."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://skillget.dev/listings/alternbits-awesome-ai-agents",
   "project": "AIlice",
   "repository": "https://github.com/myshell-ai/AIlice",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-ai-agents",
    "A curated list of AI agents, categorized into open-source projects and closed-source projects/companies.",
    "## Open-source Projects",
    "- [AIlice](https://github.com/myshell-ai/AIlice) - Task execution AI agent with dynamic agent trees."
   ],
   "repository_evidence": [
    "# awesome-ai-agents",
    "A curated list of AI agents, categorized into open-source projects and closed-source projects/companies.",
    "## Open-source Projects",
    "- [AIlice](https://github.com/myshell-ai/AIlice) - Task execution AI agent with dynamic agent trees."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://skillget.dev/listings/alternbits-awesome-ai-agents",
   "project": "AutoGPT",
   "repository": "https://agpt.co/",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-ai-agents",
    "A curated list of AI agents, categorized into open-source projects and closed-source projects/companies.",
    "## Open-source Projects",
    "- [AutoGPT](https://agpt.co/) - An experimental project for fully autonomous GPT-4."
   ],
   "repository_evidence": [
    "# awesome-ai-agents",
    "A curated list of AI agents, categorized into open-source projects and closed-source projects/companies.",
    "## Open-source Projects",
    "- [AutoGPT](https://agpt.co/) - An experimental project for fully autonomous GPT-4."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://skillget.dev/listings/alternbits-awesome-ai-agents",
   "project": "Automata",
   "repository": "https://github.com/emrgnt-cmplxty/automata",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-ai-agents",
    "A curated list of AI agents, categorized into open-source projects and closed-source projects/companies.",
    "## Open-source Projects",
    "- [Automata](https://github.com/emrgnt-cmplxty/automata) - AI-driven code generation and automation framework."
   ],
   "repository_evidence": [
    "# awesome-ai-agents",
    "A curated list of AI agents, categorized into open-source projects and closed-source projects/companies.",
    "## Open-source Projects",
    "- [Automata](https://github.com/emrgnt-cmplxty/automata) - AI-driven code generation and automation framework."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://skillget.dev/listings/alternbits-awesome-ai-agents",
   "project": "Autonomous HR Chatbot",
   "repository": "https://github.com/stepanogil/autonomous-hr-chatbot",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-ai-agents",
    "A curated list of AI agents, categorized into open-source projects and closed-source projects/companies.",
    "## Open-source Projects",
    "- [Autonomous HR Chatbot](https://github.com/stepanogil/autonomous-hr-chatbot) - AI-powered HR query assistant."
   ],
   "repository_evidence": [
    "# awesome-ai-agents",
    "A curated list of AI agents, categorized into open-source projects and closed-source projects/companies.",
    "## Open-source Projects",
    "- [Autonomous HR Chatbot](https://github.com/stepanogil/autonomous-hr-chatbot) - AI-powered HR query assistant."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://skillget.dev/listings/alternbits-awesome-ai-agents",
   "project": "AutoPR",
   "repository": "https://github.com/irgolic/AutoPR",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-ai-agents",
    "A curated list of AI agents, categorized into open-source projects and closed-source projects/companies.",
    "## Open-source Projects",
    "- [AutoPR](https://github.com/irgolic/AutoPR) - Automated pull request AI agent."
   ],
   "repository_evidence": [
    "# awesome-ai-agents",
    "A curated list of AI agents, categorized into open-source projects and closed-source projects/companies.",
    "## Open-source Projects",
    "- [AutoPR](https://github.com/irgolic/AutoPR) - Automated pull request AI agent."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://skillget.dev/listings/alternbits-awesome-ai-agents",
   "project": "BabyAGI",
   "repository": "https://github.com/yoheinakajima/babyagi",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-ai-agents",
    "A curated list of AI agents, categorized into open-source projects and closed-source projects/companies.",
    "## Open-source Projects",
    "- [BabyAGI](https://github.com/yoheinakajima/babyagi) - Autonomous AI task manager."
   ],
   "repository_evidence": [
    "# awesome-ai-agents",
    "A curated list of AI agents, categorized into open-source projects and closed-source projects/companies.",
    "## Open-source Projects",
    "- [BabyAGI](https://github.com/yoheinakajima/babyagi) - Autonomous AI task manager."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://skillget.dev/listings/alternbits-awesome-ai-agents",
   "project": "BabyBeeAGI",
   "repository": "https://yoheinakajima.com/babybeeagi-task-management-and-functionality-expansion-on-top-of-babyagi/",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-ai-agents",
    "A curated list of AI agents, categorized into open-source projects and closed-source projects/companies.",
    "## Open-source Projects",
    "- [BabyBeeAGI](https://yoheinakajima.com/babybeeagi-task-management-and-functionality-expansion-on-top-of-babyagi/) - Task management and BabyAGI enhancement."
   ],
   "repository_evidence": [
    "# awesome-ai-agents",
    "A curated list of AI agents, categorized into open-source projects and closed-source projects/companies.",
    "## Open-source Projects",
    "- [BabyBeeAGI](https://yoheinakajima.com/babybeeagi-task-management-and-functionality-expansion-on-top-of-babyagi/) - Task management and BabyAGI enhancement."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://skillget.dev/listings/alternbits-awesome-ai-agents",
   "project": "BeeBot",
   "repository": "https://github.com/AutoPackAI/beebot",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-ai-agents",
    "A curated list of AI agents, categorized into open-source projects and closed-source projects/companies.",
    "## Open-source Projects",
    "- [BeeBot](https://github.com/AutoPackAI/beebot) - Early-stage AI agent research project."
   ],
   "repository_evidence": [
    "# awesome-ai-agents",
    "A curated list of AI agents, categorized into open-source projects and closed-source projects/companies.",
    "## Open-source Projects",
    "- [BeeBot](https://github.com/AutoPackAI/beebot) - Early-stage AI agent research project."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://skillget.dev/listings/alternbits-awesome-ai-agents",
   "project": "Blinky",
   "repository": "https://github.com/seahyinghang8/blinky",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-ai-agents",
    "A curated list of AI agents, categorized into open-source projects and closed-source projects/companies.",
    "## Open-source Projects",
    "- [Blinky](https://github.com/seahyinghang8/blinky) - AI debugging assistant for VSCode."
   ],
   "repository_evidence": [
    "# awesome-ai-agents",
    "A curated list of AI agents, categorized into open-source projects and closed-source projects/companies.",
    "## Open-source Projects",
    "- [Blinky](https://github.com/seahyinghang8/blinky) - AI debugging assistant for VSCode."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://skillget.dev/listings/alternbits-awesome-ai-agents",
   "project": "Bloop",
   "repository": "https://bloop.ai/",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-ai-agents",
    "A curated list of AI agents, categorized into open-source projects and closed-source projects/companies.",
    "## Open-source Projects",
    "- [Bloop](https://bloop.ai/) - AI-powered semantic code search engine."
   ],
   "repository_evidence": [
    "# awesome-ai-agents",
    "A curated list of AI agents, categorized into open-source projects and closed-source projects/companies.",
    "## Open-source Projects",
    "- [Bloop](https://bloop.ai/) - AI-powered semantic code search engine."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://skillget.dev/listings/alternbits-awesome-ai-agents",
   "project": "BondAI",
   "repository": "https://bondai.dev/",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-ai-agents",
    "A curated list of AI agents, categorized into open-source projects and closed-source projects/companies.",
    "## Open-source Projects",
    "- [BondAI](https://bondai.dev/) - Autonomous AI assistant with CLI and RESTful API."
   ],
   "repository_evidence": [
    "# awesome-ai-agents",
    "A curated list of AI agents, categorized into open-source projects and closed-source projects/companies.",
    "## Open-source Projects",
    "- [BondAI](https://bondai.dev/) - Autonomous AI assistant with CLI and RESTful API."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://skillget.dev/listings/alternbits-awesome-ai-agents",
   "project": "Cal.ai",
   "repository": "https://cal.ai/",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-ai-agents",
    "A curated list of AI agents, categorized into open-source projects and closed-source projects/companies.",
    "## Open-source Projects",
    "- [Cal.ai](https://cal.ai/) - Open-source scheduling assistant."
   ],
   "repository_evidence": [
    "# awesome-ai-agents",
    "A curated list of AI agents, categorized into open-source projects and closed-source projects/companies.",
    "## Open-source Projects",
    "- [Cal.ai](https://cal.ai/) - Open-source scheduling assistant."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://skillget.dev/listings/alternbits-awesome-ai-agents",
   "project": "CAMEL",
   "repository": "https://github.com/camel-ai/camel",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-ai-agents",
    "A curated list of AI agents, categorized into open-source projects and closed-source projects/companies.",
    "## Open-source Projects",
    "- [CAMEL](https://github.com/camel-ai/camel) - Communicative agents for mind exploration."
   ],
   "repository_evidence": [
    "# awesome-ai-agents",
    "A curated list of AI agents, categorized into open-source projects and closed-source projects/companies.",
    "## Open-source Projects",
    "- [CAMEL](https://github.com/camel-ai/camel) - Communicative agents for mind exploration."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://skillget.dev/listings/alternbits-awesome-ai-agents",
   "project": "ChatArena",
   "repository": "https://www.chatarena.org/",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-ai-agents",
    "A curated list of AI agents, categorized into open-source projects and closed-source projects/companies.",
    "## Open-source Projects",
    "- [ChatArena](https://www.chatarena.org/) - Multi-agent interaction framework."
   ],
   "repository_evidence": [
    "# awesome-ai-agents",
    "A curated list of AI agents, categorized into open-source projects and closed-source projects/companies.",
    "## Open-source Projects",
    "- [ChatArena](https://www.chatarena.org/) - Multi-agent interaction framework."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://skillget.dev/listings/alternbits-awesome-ai-agents",
   "project": "ChatDev",
   "repository": "https://github.com/OpenBMB/ChatDev",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-ai-agents",
    "A curated list of AI agents, categorized into open-source projects and closed-source projects/companies.",
    "## Open-source Projects",
    "- [ChatDev](https://github.com/OpenBMB/ChatDev) - AI-driven software development team."
   ],
   "repository_evidence": [
    "# awesome-ai-agents",
    "A curated list of AI agents, categorized into open-source projects and closed-source projects/companies.",
    "## Open-source Projects",
    "- [ChatDev](https://github.com/OpenBMB/ChatDev) - AI-driven software development team."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://skillget.dev/listings/alternbits-awesome-ai-agents",
   "project": "ChemCrow",
   "repository": "https://github.com/ur-whitelab/chemcrow-public",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-ai-agents",
    "A curated list of AI agents, categorized into open-source projects and closed-source projects/companies.",
    "## Open-source Projects",
    "- [ChemCrow](https://github.com/ur-whitelab/chemcrow-public) - AI chemistry assistant."
   ],
   "repository_evidence": [
    "# awesome-ai-agents",
    "A curated list of AI agents, categorized into open-source projects and closed-source projects/companies.",
    "## Open-source Projects",
    "- [ChemCrow](https://github.com/ur-whitelab/chemcrow-public) - AI chemistry assistant."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://skillget.dev/listings/alternbits-awesome-ai-agents",
   "project": "Clippy",
   "repository": "https://github.com/ennucore/clippy/",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-ai-agents",
    "A curated list of AI agents, categorized into open-source projects and closed-source projects/companies.",
    "## Open-source Projects",
    "- [Clippy](https://github.com/ennucore/clippy/) - Autonomous AI coding agent."
   ],
   "repository_evidence": [
    "# awesome-ai-agents",
    "A curated list of AI agents, categorized into open-source projects and closed-source projects/companies.",
    "## Open-source Projects",
    "- [Clippy](https://github.com/ennucore/clippy/) - Autonomous AI coding agent."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://skillget.dev/listings/alternbits-awesome-ai-agents",
   "project": "CodeFuse-ChatBot",
   "repository": "https://github.com/codefuse-ai/codefuse-chatbot",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-ai-agents",
    "A curated list of AI agents, categorized into open-source projects and closed-source projects/companies.",
    "## Open-source Projects",
    "- [CodeFuse-ChatBot](https://github.com/codefuse-ai/codefuse-chatbot) - AI-driven software development lifecycle assistant."
   ],
   "repository_evidence": [
    "# awesome-ai-agents",
    "A curated list of AI agents, categorized into open-source projects and closed-source projects/companies.",
    "## Open-source Projects",
    "- [CodeFuse-ChatBot](https://github.com/codefuse-ai/codefuse-chatbot) - AI-driven software development lifecycle assistant."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://skillget.dev/listings/alternbits-awesome-ai-agents",
   "project": "Databerry",
   "repository": "https://www.databerry.ai/",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-ai-agents",
    "A curated list of AI agents, categorized into open-source projects and closed-source projects/companies.",
    "## Open-source Projects",
    "- [Databerry](https://www.databerry.ai/) - No-code AI chatbot builder."
   ],
   "repository_evidence": [
    "# awesome-ai-agents",
    "A curated list of AI agents, categorized into open-source projects and closed-source projects/companies.",
    "## Open-source Projects",
    "- [Databerry](https://www.databerry.ai/) - No-code AI chatbot builder."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://skillget.dev/listings/alternbits-awesome-ai-agents",
   "project": "DemoGPT",
   "repository": "https://github.com/melih-unsal/DemoGPT",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-ai-agents",
    "A curated list of AI agents, categorized into open-source projects and closed-source projects/companies.",
    "## Open-source Projects",
    "- [DemoGPT](https://github.com/melih-unsal/DemoGPT) - AI-powered app prototyping tool."
   ],
   "repository_evidence": [
    "# awesome-ai-agents",
    "A curated list of AI agents, categorized into open-source projects and closed-source projects/companies.",
    "## Open-source Projects",
    "- [DemoGPT](https://github.com/melih-unsal/DemoGPT) - AI-powered app prototyping tool."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://skillget.dev/listings/alternbits-awesome-ai-agents",
   "project": "DevGPT",
   "repository": "https://github.com/jina-ai/dev-gpt",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-ai-agents",
    "A curated list of AI agents, categorized into open-source projects and closed-source projects/companies.",
    "## Open-source Projects",
    "- [DevGPT](https://github.com/jina-ai/dev-gpt) - AI-powered virtual software development team."
   ],
   "repository_evidence": [
    "# awesome-ai-agents",
    "A curated list of AI agents, categorized into open-source projects and closed-source projects/companies.",
    "## Open-source Projects",
    "- [DevGPT](https://github.com/jina-ai/dev-gpt) - AI-powered virtual software development team."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://skillget.dev/listings/alternbits-awesome-ai-agents",
   "project": "Devika",
   "repository": "https://github.com/stitionai/devika",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-ai-agents",
    "A curated list of AI agents, categorized into open-source projects and closed-source projects/companies.",
    "## Open-source Projects",
    "- [Devika](https://github.com/stitionai/devika) - AI-powered software engineer."
   ],
   "repository_evidence": [
    "# awesome-ai-agents",
    "A curated list of AI agents, categorized into open-source projects and closed-source projects/companies.",
    "## Open-source Projects",
    "- [Devika](https://github.com/stitionai/devika) - AI-powered software engineer."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://skillget.dev/listings/alternbits-awesome-ai-agents",
   "project": "Devon",
   "repository": "https://github.com/entropy-research/Devon",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-ai-agents",
    "A curated list of AI agents, categorized into open-source projects and closed-source projects/companies.",
    "## Open-source Projects",
    "- [Devon](https://github.com/entropy-research/Devon) - Open-source Devin alternative."
   ],
   "repository_evidence": [
    "# awesome-ai-agents",
    "A curated list of AI agents, categorized into open-source projects and closed-source projects/companies.",
    "## Open-source Projects",
    "- [Devon](https://github.com/entropy-research/Devon) - Open-source Devin alternative."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://skillget.dev/listings/alternbits-awesome-ai-agents",
   "project": "DevOpsGPT",
   "repository": "https://github.com/kuafuai/DevOpsGPT",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-ai-agents",
    "A curated list of AI agents, categorized into open-source projects and closed-source projects/companies.",
    "## Open-source Projects",
    "- [DevOpsGPT](https://github.com/kuafuai/DevOpsGPT) - AI-driven software development automation."
   ],
   "repository_evidence": [
    "# awesome-ai-agents",
    "A curated list of AI agents, categorized into open-source projects and closed-source projects/companies.",
    "## Open-source Projects",
    "- [DevOpsGPT](https://github.com/kuafuai/DevOpsGPT) - AI-driven software development automation."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://skillget.dev/listings/alternbits-awesome-ai-agents",
   "project": "dotagent",
   "repository": "https://github.com/dot-agent/dotagent",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-ai-agents",
    "A curated list of AI agents, categorized into open-source projects and closed-source projects/companies.",
    "## Open-source Projects",
    "- [dotagent](https://github.com/dot-agent/dotagent) - Deployable AI agents for cloud, PC, and mobile."
   ],
   "repository_evidence": [
    "# awesome-ai-agents",
    "A curated list of AI agents, categorized into open-source projects and closed-source projects/companies.",
    "## Open-source Projects",
    "- [dotagent](https://github.com/dot-agent/dotagent) - Deployable AI agents for cloud, PC, and mobile."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://skillget.dev/listings/alternbits-awesome-ai-agents",
   "project": "Eidolon",
   "repository": "https://eidolonai.com/",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-ai-agents",
    "A curated list of AI agents, categorized into open-source projects and closed-source projects/companies.",
    "## Open-source Projects",
    "- [Eidolon](https://eidolonai.com/) - Modular AI agent SDK."
   ],
   "repository_evidence": [
    "# awesome-ai-agents",
    "A curated list of AI agents, categorized into open-source projects and closed-source projects/companies.",
    "## Open-source Projects",
    "- [Eidolon](https://eidolonai.com/) - Modular AI agent SDK."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://skillget.dev/listings/alternbits-awesome-ai-agents",
   "project": "FastAgency",
   "repository": "https://fastagency.ai/latest/",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-ai-agents",
    "A curated list of AI agents, categorized into open-source projects and closed-source projects/companies.",
    "## Open-source Projects",
    "- [FastAgency](https://fastagency.ai/latest/) - Multi-agent AI workflow deployment tool."
   ],
   "repository_evidence": [
    "# awesome-ai-agents",
    "A curated list of AI agents, categorized into open-source projects and closed-source projects/companies.",
    "## Open-source Projects",
    "- [FastAgency](https://fastagency.ai/latest/) - Multi-agent AI workflow deployment tool."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://skillget.dev/listings/alternbits-awesome-ai-agents",
   "project": "Flowise",
   "repository": "https://flowiseai.com/",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-ai-agents",
    "A curated list of AI agents, categorized into open-source projects and closed-source projects/companies.",
    "## Open-source Projects",
    "- [Flowise](https://flowiseai.com/) - Low-code AI agent builder."
   ],
   "repository_evidence": [
    "# awesome-ai-agents",
    "A curated list of AI agents, categorized into open-source projects and closed-source projects/companies.",
    "## Open-source Projects",
    "- [Flowise](https://flowiseai.com/) - Low-code AI agent builder."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://skillget.dev/listings/alternbits-awesome-ai-agents",
   "project": "Friday",
   "repository": "https://github.com/amirrezasalimi/friday/",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-ai-agents",
    "A curated list of AI agents, categorized into open-source projects and closed-source projects/companies.",
    "## Open-source Projects",
    "- [Friday](https://github.com/amirrezasalimi/friday/) - AI assistant for Node.js development."
   ],
   "repository_evidence": [
    "# awesome-ai-agents",
    "A curated list of AI agents, categorized into open-source projects and closed-source projects/companies.",
    "## Open-source Projects",
    "- [Friday](https://github.com/amirrezasalimi/friday/) - AI assistant for Node.js development."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://skillget.dev/listings/alternbits-awesome-ai-agents",
   "project": "Giselle",
   "repository": "https://github.com/giselles-ai/giselle",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-ai-agents",
    "A curated list of AI agents, categorized into open-source projects and closed-source projects/companies.",
    "## Open-source Projects",
    "- [Giselle](https://github.com/giselles-ai/giselle) - AI for Agentic Workflows. Human-AI Collaboration. Open Source."
   ],
   "repository_evidence": [
    "# awesome-ai-agents",
    "A curated list of AI agents, categorized into open-source projects and closed-source projects/companies.",
    "## Open-source Projects",
    "- [Giselle](https://github.com/giselles-ai/giselle) - AI for Agentic Workflows. Human-AI Collaboration. Open Source."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://skillget.dev/listings/alternbits-awesome-ai-agents",
   "project": "GPTSwarm",
   "repository": "https://gptswarm.org/",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-ai-agents",
    "A curated list of AI agents, categorized into open-source projects and closed-source projects/companies.",
    "## Open-source Projects",
    "- [GPTSwarm](https://gptswarm.org/) - Optimizable graph-based AI agents."
   ],
   "repository_evidence": [
    "# awesome-ai-agents",
    "A curated list of AI agents, categorized into open-source projects and closed-source projects/companies.",
    "## Open-source Projects",
    "- [GPTSwarm](https://gptswarm.org/) - Optimizable graph-based AI agents."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://skillget.dev/listings/alternbits-awesome-ai-agents",
   "project": "Upsonic",
   "repository": "https://github.com/Upsonic/Upsonic",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-ai-agents",
    "A curated list of AI agents, categorized into open-source projects and closed-source projects/companies.",
    "## Open-source Projects",
    "- [Upsonic](https://github.com/Upsonic/Upsonic) - Reliable agent framework that support MCP."
   ],
   "repository_evidence": [
    "# awesome-ai-agents",
    "A curated list of AI agents, categorized into open-source projects and closed-source projects/companies.",
    "## Open-source Projects",
    "- [Upsonic](https://github.com/Upsonic/Upsonic) - Reliable agent framework that support MCP."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://gitwtfhub.com/microsoft/ufo",
   "project": "microsoft/ufo",
   "repository": "https://github.com/microsoft/ufo",
   "stars": "8634",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "[ gitwtfhub ](https://gitwtfhub.com/)",
    "# wtf is ufo?",
    "[microsoft/ufo](https://github.com/microsoft/ufo) \u2014 explained in plain English"
   ],
   "repository_evidence": [
    "[ gitwtfhub ](https://gitwtfhub.com/)",
    "# wtf is ufo?",
    "[microsoft/ufo](https://github.com/microsoft/ufo) \u2014 explained in plain English"
   ],
   "stars_evidence": [
    "[ gitwtfhub ](https://gitwtfhub.com/)",
    "# wtf is ufo?",
    "\u2605 **8,634**PythonAudience \u00b7 **developer**Complexity \u00b7 **4/5**Setup \u00b7 moderate"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://doramagic.ai/en/projects/taskingai/manual",
   "project": "TaskingAI",
   "repository": "https://github.com/TaskingAI/TaskingAI",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Doramagic Project Pack \u00b7 Human Manual",
    "## TaskingAI",
    "TaskingAI is an open-source **BaaS (Backend-as-a-Service) platform for LLM-powered agents**, designed to bridge the gap between rapid prototyping in a console and scalable production deployments."
   ],
   "repository_evidence": [
    "Doramagic Project Pack \u00b7 Human Manual",
    "## TaskingAI",
    "Source: https://github.com/TaskingAI/TaskingAI / Human Manual"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://dev.to/moksh/rag-in-2026-picking-between-open-source-frameworks-and-managed-platforms-5e84",
   "project": "R2R",
   "repository": "https://github.com/SciPhi-AI/R2R",
   "stars": "7900",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "**R2R** (MIT, ~7.9k stars) is a deployable RAG server exposing ingestion, hybrid search, knowledge graphs and agentic retrieval over REST.",
    "# RAG in 2026: Picking Between Open-Source Frameworks and Managed Platforms",
    "## References",
    "- [txtai](https://neuml.github.io/txtai/) and [R2R](https://github.com/SciPhi-AI/R2R)"
   ],
   "repository_evidence": [
    "**R2R** (MIT, ~7.9k stars) is a deployable RAG server exposing ingestion, hybrid search, knowledge graphs and agentic retrieval over REST.",
    "# RAG in 2026: Picking Between Open-Source Frameworks and Managed Platforms",
    "## References",
    "- [txtai](https://neuml.github.io/txtai/) and [R2R](https://github.com/SciPhi-AI/R2R)"
   ],
   "stars_evidence": [
    "**R2R** (MIT, ~7.9k stars) is a deployable RAG server exposing ingestion, hybrid search, knowledge graphs and agentic retrieval over REST.",
    "# RAG in 2026: Picking Between Open-Source Frameworks and Managed Platforms",
    "## The open-source frameworks"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://dev.to/moksh/rag-in-2026-picking-between-open-source-frameworks-and-managed-platforms-5e84",
   "project": "Docling",
   "repository": "https://github.com/docling-project/docling",
   "stars": "63000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "IBM's Docling (~63k stars, Linux Foundation) is free and local, Unstructured covers the most formats, LlamaParse and Reducto handle complex tables and scans.",
    "# RAG in 2026: Picking Between Open-Source Frameworks and Managed Platforms",
    "## The bolt-on tools that actually move quality",
    "- [Docling](https://github.com/docling-project/docling) and [Microsoft GraphRAG](https://github.com/microsoft/graphrag)"
   ],
   "repository_evidence": [
    "IBM's Docling (~63k stars, Linux Foundation) is free and local, Unstructured covers the most formats, LlamaParse and Reducto handle complex tables and scans.",
    "# RAG in 2026: Picking Between Open-Source Frameworks and Managed Platforms",
    "## The bolt-on tools that actually move quality",
    "- [Docling](https://github.com/docling-project/docling) and [Microsoft GraphRAG](https://github.com/microsoft/graphrag)"
   ],
   "stars_evidence": [
    "IBM's Docling (~63k stars, Linux Foundation) is free and local, Unstructured covers the most formats, LlamaParse and Reducto handle complex tables and scans.",
    "# RAG in 2026: Picking Between Open-Source Frameworks and Managed Platforms",
    "## The bolt-on tools that actually move quality"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://dev.to/moksh/rag-in-2026-picking-between-open-source-frameworks-and-managed-platforms-5e84",
   "project": "Microsoft GraphRAG",
   "repository": "https://github.com/microsoft/graphrag",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# RAG in 2026: Picking Between Open-Source Frameworks and Managed Platforms",
    "## References",
    "- [Docling](https://github.com/docling-project/docling) and [Microsoft GraphRAG](https://github.com/microsoft/graphrag)"
   ],
   "repository_evidence": [
    "# RAG in 2026: Picking Between Open-Source Frameworks and Managed Platforms",
    "## References",
    "- [Docling](https://github.com/docling-project/docling) and [Microsoft GraphRAG](https://github.com/microsoft/graphrag)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://agentscamp.com/guides/prompting/ai-coding-agents-cli-2026",
   "project": "OpenCode",
   "repository": null,
   "stars": "181000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# AI Coding Agents in 2026: The Open-Source & CLI Edition",
    "OpenCode is the category's most-starred breakout.",
    "- **[OpenCode](/tools/opencode)** \u2014 the **most-starred open-source coding agent** (~181k GitHub stars by mid-2026) and the category's breakout."
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# AI Coding Agents in 2026: The Open-Source & CLI Edition",
    "- **[OpenCode](/tools/opencode)** \u2014 the **most-starred open-source coding agent** (~181k GitHub stars by mid-2026) and the category's breakout."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://arxiv.org/html/2604.01020v1",
   "project": "Paperclip",
   "repository": "https://github.com/paperclipai/paperclip",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Paperclip: open-source orchestration for zero-human companies. Note: [https://github.com/paperclipai/paperclip](https://github.com/paperclipai/paperclip)Accessed: 2026-03-15 Cited by: \u00a71.",
    "The other line focuses on higher-level organization, emphasizing role assignment, workflow design, and system-level coordination, as represented by frameworks such as AutoGen Wu et al. (2024) and role-specialized collaborative systems including MetaGPT Hong et al. (2023), ChatDev Qian et al. (2024), and Paperclip paperclipai (2026)."
   ],
   "repository_evidence": [
    "Paperclip: open-source orchestration for zero-human companies. Note: [https://github.com/paperclipai/paperclip](https://github.com/paperclipai/paperclip)Accessed: 2026-03-15 Cited by: \u00a71.",
    "The other line focuses on higher-level organization, emphasizing role assignment, workflow design, and system-level coordination, as represented by frameworks such as AutoGen Wu et al. (2024) and role-specialized collaborative systems including MetaGPT Hong et al. (2023), ChatDev Qian et al. (2024), and Paperclip paperclipai (2026)."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://arxiv.org/html/2409.08264v1",
   "project": "WindowsAgentArena",
   "repository": "https://github.com/microsoft/WindowsAgentArena",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# WindowsAgentArena:",
    "We adapt the OSWorld framework (Xie et al., 2024) to create 150+ diverse Windows tasks across representative domains that require agent abilities in planning, screen understanding, and tool usage.",
    "Code: [https://github.com/microsoft/WindowsAgentArena](https://github.com/microsoft/WindowsAgentArena)"
   ],
   "repository_evidence": [
    "# WindowsAgentArena:",
    "We adapt the OSWorld framework (Xie et al., 2024) to create 150+ diverse Windows tasks across representative domains that require agent abilities in planning, screen understanding, and tool usage.",
    "Code: [https://github.com/microsoft/WindowsAgentArena](https://github.com/microsoft/WindowsAgentArena)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://arxiv.org/pdf/2607.03691",
   "project": "Gemini CLI",
   "repository": "google-gemini/gemini-cli",
   "stars": "93600",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "(a) Repositories\u2019 metadata"
   ],
   "repository_evidence": [
    "(a) Repositories\u2019 metadata"
   ],
   "stars_evidence": [
    "(b) Repositories\u2019 activity during the study period"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://arxiv.org/pdf/2607.03691",
   "project": "Codex",
   "repository": "openai/codex",
   "stars": "61000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "(a) Repositories\u2019 metadata"
   ],
   "repository_evidence": [
    "(a) Repositories\u2019 metadata"
   ],
   "stars_evidence": [
    "(b) Repositories\u2019 activity during the study period"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://arxiv.org/pdf/2607.03691",
   "project": "OpenCode",
   "repository": "anomalyco/opencode",
   "stars": "106700",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "(a) Repositories\u2019 metadata"
   ],
   "repository_evidence": [
    "(a) Repositories\u2019 metadata"
   ],
   "stars_evidence": [
    "(b) Repositories\u2019 activity during the study period"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://arxiv.org/pdf/2607.03691",
   "project": "OpenHands CLI",
   "repository": "OpenHands/OpenHands-CLI",
   "stars": "110",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "(a) Repositories\u2019 metadata"
   ],
   "repository_evidence": [
    "(a) Repositories\u2019 metadata"
   ],
   "stars_evidence": [
    "(b) Repositories\u2019 activity during the study period"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://arxiv.org/pdf/2607.03691",
   "project": "Qwen Code",
   "repository": "QwenLM/qwen-code",
   "stars": "18900",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "(a) Repositories\u2019 metadata"
   ],
   "repository_evidence": [
    "(a) Repositories\u2019 metadata"
   ],
   "stars_evidence": [
    "(b) Repositories\u2019 activity during the study period"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://arxiv.org/pdf/2602.01848v2",
   "project": "ROMA",
   "repository": "https://github.com/sentient-agi/ROMA",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "ROMA: Recursive Open Meta-Agent Framework for\nLong-Horizon Multi-Agent Systems",
    "We introduce ROMA (Recursive Open Meta-Agents),\na domain-agnostic framework that addresses these limitations through recursive\ntask decomposition and structured aggregation."
   ],
   "repository_evidence": [
    "https://github.com/sentient-agi/ROMA"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://arxiv.org/pdf/2602.01848v2",
   "project": "GEPA+",
   "repository": "https://github.com/sentient-agi/gepa-plus",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "To\nadapt ROMA to specific tasks without fine-tuning, we further introduce GEPA+,\nan improved Genetic-Pareto prompt proposer that searches over prompts within\nROMA\u2019s component hierarchy while preserving interface contracts."
   ],
   "repository_evidence": [
    "1https://github.com/sentient-agi/gepa-plus."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://aws.amazon.com/blogs/machine-learning/evaluate-any-agent-framework-with-amazon-bedrock-agentcore-evaluations?sc_channel=EL&trk=ft_ec2",
   "project": "OpenInference",
   "repository": "https://github.com/Arize-ai/openinference",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Evaluate any agent framework with Amazon Bedrock AgentCore Evaluations",
    "[OpenInference](https://github.com/Arize-ai/openinference) defines span kinds such as `LLM`, `TOOL`, `RETRIEVER`, `RERANKER`, `EMBEDDING`, `AGENT`, `CHAIN`, `GUARDRAIL`, `EVALUATOR`, and `PROMPT`."
   ],
   "repository_evidence": [
    "Evaluate any agent framework with Amazon Bedrock AgentCore Evaluations",
    "[OpenInference](https://github.com/Arize-ai/openinference) defines span kinds such as `LLM`, `TOOL`, `RETRIEVER`, `RERANKER`, `EMBEDDING`, `AGENT`, `CHAIN`, `GUARDRAIL`, `EVALUATOR`, and `PROMPT`."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://aws.amazon.com/blogs/machine-learning/evaluate-any-agent-framework-with-amazon-bedrock-agentcore-evaluations?sc_channel=EL&trk=ft_ec2",
   "project": "AgentCore samples",
   "repository": "https://github.com/awslabs/agentcore-samples/tree/main/01-features/06-observe-evaluate-optimize-your-agent/02-evaluate/supported-frameworks",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Evaluate any agent framework with Amazon Bedrock AgentCore Evaluations",
    "To make this concrete, the [AgentCore samples repository](https://github.com/awslabs/agentcore-samples/tree/main/01-features/06-observe-evaluate-optimize-your-agent/02-evaluate/supported-frameworks) provides complete working examples, for instance an HR assistant implemented with the OpenAI Agents SDK, Google ADK, LlamaIndex, and the Claude Agent SDK."
   ],
   "repository_evidence": [
    "Evaluate any agent framework with Amazon Bedrock AgentCore Evaluations",
    "To make this concrete, the [AgentCore samples repository](https://github.com/awslabs/agentcore-samples/tree/main/01-features/06-observe-evaluate-optimize-your-agent/02-evaluate/supported-frameworks) provides complete working examples, for instance an HR assistant implemented with the OpenAI Agents SDK, Google ADK, LlamaIndex, and the Claude Agent SDK."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://zby.github.io/commonplace/sources/letta-memgpt-stateful-agents.ingest",
   "project": "Letta",
   "repository": "https://github.com/letta-ai/letta",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Ingest: Letta (MemGPT): Stateful Agents with Self-Managed Memory",
    "Source: letta-memgpt-stateful-agents.md Captured: 2026-03-05 From: https://github.com/letta-ai/letta",
    "Letta builds stateful AI agents with self-managed memory, founded on an OS analogy: the context window is RAM, and the agent gets tools to manage a three-tier memory hierarchy (core memory always in context, recall memory as searchable conversation history, archival memory as persistent long-term storage)."
   ],
   "repository_evidence": [
    "# Ingest: Letta (MemGPT): Stateful Agents with Self-Managed Memory",
    "Source: letta-memgpt-stateful-agents.md Captured: 2026-03-05 From: https://github.com/letta-ai/letta"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://toolradar.com/guides/best-computer-use-agents",
   "project": "Browser Use",
   "repository": null,
   "stars": "97000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Best Computer-Use & Browser AI Agents 2026",
    "[**Browser Use**](/tools/browser-use-ai) is the go-to open-source framework for developers who want full control and the largest community (97k GitHub stars)."
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# Best Computer-Use & Browser AI Agents 2026",
    "[**Browser Use**](/tools/browser-use-ai) is the go-to open-source framework for developers who want full control and the largest community (97k GitHub stars)."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://hvtracker.net/categories/research-data",
   "project": "Docling",
   "repository": null,
   "stars": "63600",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Research & Data",
    "| # | Agent | Trust | Stars | Language |",
    "| 1 | [Docling](/agents/docling/) A Listed Get your documents ready for gen AI | 86.8 | 63.6k | Python |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# Research & Data",
    "| # | Agent | Trust | Stars | Language |",
    "| 1 | [Docling](/agents/docling/) A Listed Get your documents ready for gen AI | 86.8 | 63.6k | Python |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://hvtracker.net/categories/research-data",
   "project": "WrenAI",
   "repository": null,
   "stars": "16500",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Research & Data",
    "| # | Agent | Trust | Stars | Language |",
    "| 2 | [WrenAI](/agents/wrenai/) A Listed GenBI (Generative BI) for AI agents, an open-source, governed text-to-SQL through an open context layer that turns natur | 86.2 | 16.5k | Python |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# Research & Data",
    "| # | Agent | Trust | Stars | Language |",
    "| 2 | [WrenAI](/agents/wrenai/) A Listed GenBI (Generative BI) for AI agents, an open-source, governed text-to-SQL through an open context layer that turns natur | 86.2 | 16.5k | Python |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://hvtracker.net/categories/research-data",
   "project": "Unstructured",
   "repository": null,
   "stars": "15200",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Research & Data",
    "| # | Agent | Trust | Stars | Language |",
    "| 3 | [Unstructured](/agents/unstructured/) A Listed Convert documents to structured data effortlessly. Unstructured is open-source ETL solution for transforming complex doc | 84.2 | 15.2k | HTML |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# Research & Data",
    "| # | Agent | Trust | Stars | Language |",
    "| 3 | [Unstructured](/agents/unstructured/) A Listed Convert documents to structured data effortlessly. Unstructured is open-source ETL solution for transforming complex doc | 84.2 | 15.2k | HTML |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://hvtracker.net/categories/research-data",
   "project": "Firecrawl",
   "repository": null,
   "stars": "154000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Research & Data",
    "| # | Agent | Trust | Stars | Language |",
    "| 4 | [Firecrawl](/agents/firecrawl/) B Listed The API to search, scrape, and interact with the web at scale. \ud83d\udd25 | 74.7 | 154.0k | TypeScript |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# Research & Data",
    "| # | Agent | Trust | Stars | Language |",
    "| 4 | [Firecrawl](/agents/firecrawl/) B Listed The API to search, scrape, and interact with the web at scale. \ud83d\udd25 | 74.7 | 154.0k | TypeScript |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://hvtracker.net/categories/research-data",
   "project": "GPT Researcher",
   "repository": null,
   "stars": "28500",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Research & Data",
    "| # | Agent | Trust | Stars | Language |",
    "| 5 | [GPT Researcher](/agents/gpt-researcher/) B Listed An autonomous agent that conducts deep research on any data using any LLM providers | 71.9 | 28.5k | Python |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# Research & Data",
    "| # | Agent | Trust | Stars | Language |",
    "| 5 | [GPT Researcher](/agents/gpt-researcher/) B Listed An autonomous agent that conducts deep research on any data using any LLM providers | 71.9 | 28.5k | Python |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://hvtracker.net/categories/research-data",
   "project": "Crawl4AI",
   "repository": null,
   "stars": "73900",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Research & Data",
    "| # | Agent | Trust | Stars | Language |",
    "| 6 | [Crawl4AI](/agents/crawl4ai/) B Listed \ud83d\ude80\ud83e\udd16 Crawl4AI: Open-source LLM Friendly Web Crawler & Scraper. Don't be shy, join here: https://discord.gg/jP8KfhDhyN | 69.4 | 73.9k | Python |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# Research & Data",
    "| # | Agent | Trust | Stars | Language |",
    "| 6 | [Crawl4AI](/agents/crawl4ai/) B Listed \ud83d\ude80\ud83e\udd16 Crawl4AI: Open-source LLM Friendly Web Crawler & Scraper. Don't be shy, join here: https://discord.gg/jP8KfhDhyN | 69.4 | 73.9k | Python |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://hvtracker.net/categories/research-data",
   "project": "DeerFlow",
   "repository": null,
   "stars": "77500",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Research & Data",
    "| # | Agent | Trust | Stars | Language |",
    "| 7 | [DeerFlow](/agents/deerflow/) B Listed An open-source long-horizon SuperAgent harness that researches, codes, and creates. With the help of sandboxes, memories | 65.7 | 77.5k | Python |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# Research & Data",
    "| # | Agent | Trust | Stars | Language |",
    "| 7 | [DeerFlow](/agents/deerflow/) B Listed An open-source long-horizon SuperAgent harness that researches, codes, and creates. With the help of sandboxes, memories | 65.7 | 77.5k | Python |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://hvtracker.net/categories/research-data",
   "project": "Vibe-Trading",
   "repository": null,
   "stars": "26100",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Research & Data",
    "| # | Agent | Trust | Stars | Language |",
    "| 8 | [Vibe-Trading](/agents/vibe-trading/) C Listed \"Vibe-Trading: Your Personal Trading Agent\" | 63.1 | 26.1k | Python |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# Research & Data",
    "| # | Agent | Trust | Stars | Language |",
    "| 8 | [Vibe-Trading](/agents/vibe-trading/) C Listed \"Vibe-Trading: Your Personal Trading Agent\" | 63.1 | 26.1k | Python |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://hvtracker.net/categories/research-data",
   "project": "OpenBB",
   "repository": null,
   "stars": "70800",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Research & Data",
    "| # | Agent | Trust | Stars | Language |",
    "| 9 | [OpenBB](/agents/openbb/) C Listed Financial data platform for analysts, quants and AI agents. | 62.1 | 70.8k | Python |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# Research & Data",
    "| # | Agent | Trust | Stars | Language |",
    "| 9 | [OpenBB](/agents/openbb/) C Listed Financial data platform for analysts, quants and AI agents. | 62.1 | 70.8k | Python |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://hvtracker.net/categories/research-data",
   "project": "SurfSense",
   "repository": null,
   "stars": "15300",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Research & Data",
    "| # | Agent | Trust | Stars | Language |",
    "| 10 | [SurfSense](/agents/surfsense/) C Listed NotebookLM for Competitive Intelligence Research. Give your AI agents Competitive Intelligence. Join our Discord: https: | 58.2 | 15.3k | Python |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# Research & Data",
    "| # | Agent | Trust | Stars | Language |",
    "| 10 | [SurfSense](/agents/surfsense/) C Listed NotebookLM for Competitive Intelligence Research. Give your AI agents Competitive Intelligence. Join our Discord: https: | 58.2 | 15.3k | Python |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://hvtracker.net/categories/research-data",
   "project": "Maxun",
   "repository": null,
   "stars": "16700",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Research & Data",
    "| # | Agent | Trust | Stars | Language |",
    "| 11 | [Maxun](/agents/maxun/) C Listed \ud83d\udd25 The open-source no-code platform for web scraping, crawling, search and AI data extraction \u2022 Turn websites into struct | 55.6 | 16.7k | TypeScript |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# Research & Data",
    "| # | Agent | Trust | Stars | Language |",
    "| 11 | [Maxun](/agents/maxun/) C Listed \ud83d\udd25 The open-source no-code platform for web scraping, crawling, search and AI data extraction \u2022 Turn websites into struct | 55.6 | 16.7k | TypeScript |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://hvtracker.net/categories/research-data",
   "project": "Lumibot",
   "repository": null,
   "stars": "1800",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Research & Data",
    "| # | Agent | Trust | Stars | Language |",
    "| 12 | [Lumibot](/agents/lumibot/) C Listed Backtestable AI trading agents and Python algorithmic trading strategies for stocks, options, crypto, futures, forex, SE | 54.6 | 1.8k | Python |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# Research & Data",
    "| # | Agent | Trust | Stars | Language |",
    "| 12 | [Lumibot](/agents/lumibot/) C Listed Backtestable AI trading agents and Python algorithmic trading strategies for stocks, options, crypto, futures, forex, SE | 54.6 | 1.8k | Python |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://hvtracker.net/categories/research-data",
   "project": "FinRobot",
   "repository": null,
   "stars": "7600",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Research & Data",
    "| # | Agent | Trust | Stars | Language |",
    "| 13 | [FinRobot](/agents/finrobot/) C Listed FinRobot: An Open-Source AI Agent Platform for Financial Analysis using LLMs \ud83d\ude80 \ud83d\ude80 \ud83d\ude80 | 51.4 | 7.6k | Jupyter Notebook |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# Research & Data",
    "| # | Agent | Trust | Stars | Language |",
    "| 13 | [FinRobot](/agents/finrobot/) C Listed FinRobot: An Open-Source AI Agent Platform for Financial Analysis using LLMs \ud83d\ude80 \ud83d\ude80 \ud83d\ude80 | 51.4 | 7.6k | Jupyter Notebook |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://hvtracker.net/categories/research-data",
   "project": "MiroThinker",
   "repository": null,
   "stars": "8300",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Research & Data",
    "| # | Agent | Trust | Stars | Language |",
    "| 14 | [MiroThinker](/agents/mirothinker/) D Listed MiroThinker is a deep research agent optimized for complex research and prediction tasks. Our latest models, MiroThinker | 46.1 | 8.3k | Python |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# Research & Data",
    "| # | Agent | Trust | Stars | Language |",
    "| 14 | [MiroThinker](/agents/mirothinker/) D Listed MiroThinker is a deep research agent optimized for complex research and prediction tasks. Our latest models, MiroThinker | 46.1 | 8.3k | Python |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://hvtracker.net/categories/research-data",
   "project": "STORM",
   "repository": null,
   "stars": "30200",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Research & Data",
    "| # | Agent | Trust | Stars | Language |",
    "| 15 | [STORM](/agents/storm/) D Listed An LLM-powered knowledge curation system that researches a topic and generates a full-length report with citations. | 44.2 | 30.2k | Python |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# Research & Data",
    "| # | Agent | Trust | Stars | Language |",
    "| 15 | [STORM](/agents/storm/) D Listed An LLM-powered knowledge curation system that researches a topic and generates a full-length report with citations. | 44.2 | 30.2k | Python |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://hvtracker.net/categories/research-data",
   "project": "auto-deep-researcher-24x7",
   "repository": null,
   "stars": "1200",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Research & Data",
    "| # | Agent | Trust | Stars | Language |",
    "| 16 | [auto-deep-researcher-24x7](/agents/auto-deep-researcher-24x7/) D Listed \ud83d\udd25 An autonomous AI agent that runs your deep learning experiments 24/7 while you sleep. Zero-cost monitoring, Leader-Wor | 43.1 | 1.2k | Python |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# Research & Data",
    "| # | Agent | Trust | Stars | Language |",
    "| 16 | [auto-deep-researcher-24x7](/agents/auto-deep-researcher-24x7/) D Listed \ud83d\udd25 An autonomous AI agent that runs your deep learning experiments 24/7 while you sleep. Zero-cost monitoring, Leader-Wor | 43.1 | 1.2k | Python |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://hvtracker.net/categories/research-data",
   "project": "Sotopia agents",
   "repository": null,
   "stars": "317",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Research & Data",
    "| # | Agent | Trust | Stars | Language |",
    "| 17 | [Sotopia agents](/agents/sotopia-agents/) D Listed Sotopia: an Open-ended Social Learning Environment (ICLR 2024 spotlight) | 42.7 | 317 | Python |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# Research & Data",
    "| # | Agent | Trust | Stars | Language |",
    "| 17 | [Sotopia agents](/agents/sotopia-agents/) D Listed Sotopia: an Open-ended Social Learning Environment (ICLR 2024 spotlight) | 42.7 | 317 | Python |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://hvtracker.net/categories/research-data",
   "project": "Open Deep Research (dzhng)",
   "repository": null,
   "stars": "19400",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Research & Data",
    "| # | Agent | Trust | Stars | Language |",
    "| 18 | [Open Deep Research (dzhng)](/agents/open-deep-research-dzhng/) D Listed An AI-powered research assistant that performs iterative, deep research on any topic by combining search engines, web sc | 39.1 | 19.4k | TypeScript |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# Research & Data",
    "| # | Agent | Trust | Stars | Language |",
    "| 18 | [Open Deep Research (dzhng)](/agents/open-deep-research-dzhng/) D Listed An AI-powered research assistant that performs iterative, deep research on any topic by combining search engines, web sc | 39.1 | 19.4k | TypeScript |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://hvtracker.net/categories/research-data",
   "project": "Tongyi DeepResearch",
   "repository": null,
   "stars": "19700",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Research & Data",
    "| # | Agent | Trust | Stars | Language |",
    "| 19 | [Tongyi DeepResearch](/agents/tongyi-deepresearch/) D Listed Tongyi Deep Research, the Leading Open-source Deep Research Agent | 36.0 | 19.7k | Python |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# Research & Data",
    "| # | Agent | Trust | Stars | Language |",
    "| 19 | [Tongyi DeepResearch](/agents/tongyi-deepresearch/) D Listed Tongyi Deep Research, the Leading Open-source Deep Research Agent | 36.0 | 19.7k | Python |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://hvtracker.net/categories/research-data",
   "project": "Agent Laboratory",
   "repository": null,
   "stars": "5800",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Research & Data",
    "| # | Agent | Trust | Stars | Language |",
    "| 20 | [Agent Laboratory](/agents/agent-laboratory/) D Listed Agent Laboratory is an end-to-end autonomous research workflow meant to assist you as the human researcher toward implem | 30.7 | 5.8k | Python |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# Research & Data",
    "| # | Agent | Trust | Stars | Language |",
    "| 20 | [Agent Laboratory](/agents/agent-laboratory/) D Listed Agent Laboratory is an end-to-end autonomous research workflow meant to assist you as the human researcher toward implem | 30.7 | 5.8k | Python |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://hvtracker.net/categories/research-data",
   "project": "MindSearch",
   "repository": null,
   "stars": "6900",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Research & Data",
    "| # | Agent | Trust | Stars | Language |",
    "| 21 | [MindSearch](/agents/mindsearch/) D Needs review \ud83d\udd0d An LLM-based Multi-agent Framework of Web Search Engine (like Perplexity.ai Pro and SearchGPT) | 26.6 | 6.9k | JavaScript |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# Research & Data",
    "| # | Agent | Trust | Stars | Language |",
    "| 21 | [MindSearch](/agents/mindsearch/) D Needs review \ud83d\udd0d An LLM-based Multi-agent Framework of Web Search Engine (like Perplexity.ai Pro and SearchGPT) | 26.6 | 6.9k | JavaScript |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://hvtracker.net/categories/research-data",
   "project": "DeepAnalyze",
   "repository": null,
   "stars": "4400",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Research & Data",
    "| # | Agent | Trust | Stars | Language |",
    "| 22 | [DeepAnalyze](/agents/deepanalyze/) D Listed DeepAnalyze is the first agentic LLM for autonomous data science. \ud83c\udf88\u4f60\u7684AI\u6570\u636e\u5206\u6790\u5e08\uff0c\u81ea\u52a8\u5206\u6790\u5927\u91cf\u6570\u636e\uff0c\u4e00\u952e\u751f\u6210\u4e13\u4e1a\u5206\u6790\u62a5\u544a\uff01 | 20.6 | 4.4k | Python |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# Research & Data",
    "| # | Agent | Trust | Stars | Language |",
    "| 22 | [DeepAnalyze](/agents/deepanalyze/) D Listed DeepAnalyze is the first agentic LLM for autonomous data science. \ud83c\udf88\u4f60\u7684AI\u6570\u636e\u5206\u6790\u5e08\uff0c\u81ea\u52a8\u5206\u6790\u5927\u91cf\u6570\u636e\uff0c\u4e00\u952e\u751f\u6210\u4e13\u4e1a\u5206\u6790\u62a5\u544a\uff01 | 20.6 | 4.4k | Python |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/embraceagi%2Fawesome-agi",
   "project": "MetaGPT",
   "repository": "https://github.com/geekan/MetaGPT",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome-AGI",
    "- [:fire: MetaGPT](/projects/github.com%2Fgeekan%2FMetaGPT) - Agent Framework: Given one line Requirement, return PRD, Design, Tasks, Repo. |MetaGPT, \u591a\u667a\u80fd\u4f53\u6846\u67b6\uff0c\u8f93\u5165\u4e00\u53e5\u8bdd\u7684\u8001\u677f\u9700\u6c42\uff0c\u8f93\u51fa\u7528\u6237\u6545\u4e8b / \u7ade\u54c1\u5206\u6790 / \u9700\u6c42 / \u6570\u636e\u7ed3\u6784 / APIs / \u6587\u4ef6\u7b49|"
   ],
   "repository_evidence": [
    "https://github.com/EmbraceAGI/Awesome-AGI",
    "- [:fire: MetaGPT](/projects/github.com%2Fgeekan%2FMetaGPT) - Agent Framework: Given one line Requirement, return PRD, Design, Tasks, Repo. |MetaGPT, \u591a\u667a\u80fd\u4f53\u6846\u67b6\uff0c\u8f93\u5165\u4e00\u53e5\u8bdd\u7684\u8001\u677f\u9700\u6c42\uff0c\u8f93\u51fa\u7528\u6237\u6545\u4e8b / \u7ade\u54c1\u5206\u6790 / \u9700\u6c42 / \u6570\u636e\u7ed3\u6784 / APIs / \u6587\u4ef6\u7b49|"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/embraceagi%2Fawesome-agi",
   "project": "ai-town",
   "repository": "https://github.com/a16z-infra/ai-town",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome-AGI",
    "- [:fire:ai-town](/projects/github.com%2Fa16z-infra%2Fai-town) - infra/ai-town)|A MIT-licensed, deployable starter kit for building and customizing your own version of AI town - a virtual town where AI characters live, chat and socialize.| \u8457\u540d\u6295\u8d44\u673a\u6784 a16z \u5f00\u6e90\u7684 AI \u5c0f\u9547 |"
   ],
   "repository_evidence": [
    "https://github.com/EmbraceAGI/Awesome-AGI",
    "- [:fire:ai-town](/projects/github.com%2Fa16z-infra%2Fai-town) - infra/ai-town)|A MIT-licensed, deployable starter kit for building and customizing your own version of AI town - a virtual town where AI characters live, chat and socialize.| \u8457\u540d\u6295\u8d44\u673a\u6784 a16z \u5f00\u6e90\u7684 AI \u5c0f\u9547 |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/embraceagi%2Fawesome-agi",
   "project": "gpt-researcher",
   "repository": "https://github.com/assafelovic/gpt-researcher",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome-AGI",
    "- [gpt-researcher](/projects/github.com%2Fassafelovic%2Fgpt-researcher) - researcher)|GPT based autonomous agent that does online comprehensive research on any given topic.| \u7528\u4e8e\u8bfe\u9898\u7814\u7a76\u7684 agents|"
   ],
   "repository_evidence": [
    "https://github.com/EmbraceAGI/Awesome-AGI",
    "- [gpt-researcher](/projects/github.com%2Fassafelovic%2Fgpt-researcher) - researcher)|GPT based autonomous agent that does online comprehensive research on any given topic.| \u7528\u4e8e\u8bfe\u9898\u7814\u7a76\u7684 agents|"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/embraceagi%2Fawesome-agi",
   "project": "FastGPT",
   "repository": "https://github.com/labring/FastGPT",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome-AGI",
    "- [FastGPT](/projects/github.com%2Flabring%2FFastGPT) - based question answering system built on the LLM. It offers out-of-the-box data processing and model invocation capabilities. Moreover, it allows for workflow orchestration through Flow visualization, thereby enabling complex question and answer scenarios!|FastGPT \u662f\u4e00\u4e2a\u57fa\u4e8e LLM \u5927\u8bed\u8a00\u6a21\u578b\u7684\u77e5\u8bc6\u5e93\u95ee\u7b54\u7cfb\u7edf\uff0c\u63d0\u4f9b\u5f00\u7bb1\u5373\u7528\u7684\u6570\u636e\u5904\u7406\u3001\u6a21\u578b\u8c03\u7528\u7b49\u80fd\u529b\u3002\u540c\u65f6\u53ef\u4ee5\u901a\u8fc7 Flow \u53ef\u89c6\u5316\u8fdb\u884c\u5de5\u4f5c\u6d41\u7f16\u6392\uff0c\u4ece\u800c\u5b9e\u73b0\u590d\u6742\u7684\u95ee\u7b54\u573a\u666f\uff01|"
   ],
   "repository_evidence": [
    "https://github.com/EmbraceAGI/Awesome-AGI",
    "- [FastGPT](/projects/github.com%2Flabring%2FFastGPT) - based question answering system built on the LLM. It offers out-of-the-box data processing and model invocation capabilities. Moreover, it allows for workflow orchestration through Flow visualization, thereby enabling complex question and answer scenarios!|FastGPT \u662f\u4e00\u4e2a\u57fa\u4e8e LLM \u5927\u8bed\u8a00\u6a21\u578b\u7684\u77e5\u8bc6\u5e93\u95ee\u7b54\u7cfb\u7edf\uff0c\u63d0\u4f9b\u5f00\u7bb1\u5373\u7528\u7684\u6570\u636e\u5904\u7406\u3001\u6a21\u578b\u8c03\u7528\u7b49\u80fd\u529b\u3002\u540c\u65f6\u53ef\u4ee5\u901a\u8fc7 Flow \u53ef\u89c6\u5316\u8fdb\u884c\u5de5\u4f5c\u6d41\u7f16\u6392\uff0c\u4ece\u800c\u5b9e\u73b0\u590d\u6742\u7684\u95ee\u7b54\u573a\u666f\uff01|"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/embraceagi%2Fawesome-agi",
   "project": "autogen",
   "repository": "https://github.com/microsoft/autogen",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome-AGI",
    "- [autogen](/projects/github.com%2Fmicrosoft%2Fautogen)"
   ],
   "repository_evidence": [
    "https://github.com/EmbraceAGI/Awesome-AGI",
    "- [autogen](/projects/github.com%2Fmicrosoft%2Fautogen)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/embraceagi%2Fawesome-agi",
   "project": "gpt-engineer",
   "repository": "https://github.com/AntonOsika/gpt-engineer",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome-AGI",
    "- [:fire: gpt-engineer](/projects/github.com%2FAntonOsika%2Fgpt-engineer) - engineer)|Specify what you want it to build, the AI asks for clarification, and then builds it.|\u5168\u6808\u5f00\u53d1 Agent\uff0c\u7528 GPT \u7f16\u5199\u6574\u4e2a\u9879\u76ee\u4ee3\u7801\uff01|"
   ],
   "repository_evidence": [
    "https://github.com/EmbraceAGI/Awesome-AGI",
    "- [:fire: gpt-engineer](/projects/github.com%2FAntonOsika%2Fgpt-engineer) - engineer)|Specify what you want it to build, the AI asks for clarification, and then builds it.|\u5168\u6808\u5f00\u53d1 Agent\uff0c\u7528 GPT \u7f16\u5199\u6574\u4e2a\u9879\u76ee\u4ee3\u7801\uff01|"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/embraceagi%2Fawesome-agi",
   "project": "AgentGPT",
   "repository": "https://github.com/reworkd/AgentGPT",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome-AGI",
    "- ## Frameworks and Platforms",
    "- [:fire: AgentGPT](/projects/github.com%2Freworkd%2FAgentGPT) - |"
   ],
   "repository_evidence": [
    "https://github.com/EmbraceAGI/Awesome-AGI",
    "- ## Frameworks and Platforms",
    "- [:fire: AgentGPT](/projects/github.com%2Freworkd%2FAgentGPT) - |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/embraceagi%2Fawesome-agi",
   "project": "MiniGPT-4",
   "repository": "https://github.com/Vision-CAIR/MiniGPT-4",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome-AGI",
    "- ## Frameworks and Platforms",
    "- [:fire: MiniGPT-4](/projects/github.com%2FVision-CAIR%2FMiniGPT-4) - CAIR/MiniGPT-4)|MiniGPT-4: Enhancing Vision-language Understanding with Advanced Large Language Models.|-|"
   ],
   "repository_evidence": [
    "https://github.com/EmbraceAGI/Awesome-AGI",
    "- ## Frameworks and Platforms",
    "- [:fire: MiniGPT-4](/projects/github.com%2FVision-CAIR%2FMiniGPT-4) - CAIR/MiniGPT-4)|MiniGPT-4: Enhancing Vision-language Understanding with Advanced Large Language Models.|-|"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/embraceagi%2Fawesome-agi",
   "project": "JARVIS",
   "repository": "https://github.com/microsoft/JARVIS",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome-AGI",
    "- ## Frameworks and Platforms",
    "- [:fire: JARVIS](/projects/github.com%2Fmicrosoft%2FJARVIS) - |"
   ],
   "repository_evidence": [
    "https://github.com/EmbraceAGI/Awesome-AGI",
    "- ## Frameworks and Platforms",
    "- [:fire: JARVIS](/projects/github.com%2Fmicrosoft%2FJARVIS) - |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/embraceagi%2Fawesome-agi",
   "project": "babyagi",
   "repository": "https://github.com/yoheinakajima/babyagi",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome-AGI",
    "- ## Frameworks and Platforms",
    "- [:fire: babyagi](/projects/github.com%2Fyoheinakajima%2Fbabyagi) - babyagi: \u4eba\u5de5\u667a\u80fd\u4efb\u52a1\u7ba1\u7406\u7cfb\u7edf](https://juejin.cn/post/7218815501433946173)|"
   ],
   "repository_evidence": [
    "https://github.com/EmbraceAGI/Awesome-AGI",
    "- ## Frameworks and Platforms",
    "- [:fire: babyagi](/projects/github.com%2Fyoheinakajima%2Fbabyagi) - babyagi: \u4eba\u5de5\u667a\u80fd\u4efb\u52a1\u7ba1\u7406\u7cfb\u7edf](https://juejin.cn/post/7218815501433946173)|"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/embraceagi%2Fawesome-agi",
   "project": "SuperAGI",
   "repository": "https://github.com/TransformerOptimus/SuperAGI",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome-AGI",
    "- ## Frameworks and Platforms",
    "- [SuperAGI](/projects/github.com%2FTransformerOptimus%2FSuperAGI) - |"
   ],
   "repository_evidence": [
    "https://github.com/EmbraceAGI/Awesome-AGI",
    "- ## Frameworks and Platforms",
    "- [SuperAGI](/projects/github.com%2FTransformerOptimus%2FSuperAGI) - |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/embraceagi%2Fawesome-agi",
   "project": "smol-ai/developer",
   "repository": "https://github.com/smol-ai/developer",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome-AGI",
    "- ## Frameworks and Platforms",
    "- [smol-ai/developer](/projects/github.com%2Fsmol-ai%2Fdeveloper) - ai/developer)|the first library to let you embed a developer agent in your own app!| \u5728\u5e94\u7528\u7a0b\u5e8f\u4e2d\u96c6\u6210agents|"
   ],
   "repository_evidence": [
    "https://github.com/EmbraceAGI/Awesome-AGI",
    "- ## Frameworks and Platforms",
    "- [smol-ai/developer](/projects/github.com%2Fsmol-ai%2Fdeveloper) - ai/developer)|the first library to let you embed a developer agent in your own app!| \u5728\u5e94\u7528\u7a0b\u5e8f\u4e2d\u96c6\u6210agents|"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/embraceagi%2Fawesome-agi",
   "project": "Auto-GPT-Plugins",
   "repository": "https://github.com/Significant-Gravitas/Auto-GPT-Plugins",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome-AGI",
    "- ## Frameworks and Platforms",
    "- [Auto-GPT-Plugins](/projects/github.com%2FSignificant-Gravitas%2FAuto-GPT-Plugins) - Gravitas/Auto-GPT-Plugins)|Plugins for Auto-GPT.|-|"
   ],
   "repository_evidence": [
    "https://github.com/EmbraceAGI/Awesome-AGI",
    "- ## Frameworks and Platforms",
    "- [Auto-GPT-Plugins](/projects/github.com%2FSignificant-Gravitas%2FAuto-GPT-Plugins) - Gravitas/Auto-GPT-Plugins)|Plugins for Auto-GPT.|-|"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/embraceagi%2Fawesome-agi",
   "project": "AutoGPT.js",
   "repository": "https://github.com/zabirauf/AutoGPT.js",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome-AGI",
    "- ## Frameworks and Platforms",
    "- [AutoGPT.js](/projects/github.com%2Fzabirauf%2FAutoGPT.js) - GPT on the browser.|-|"
   ],
   "repository_evidence": [
    "https://github.com/EmbraceAGI/Awesome-AGI",
    "- ## Frameworks and Platforms",
    "- [AutoGPT.js](/projects/github.com%2Fzabirauf%2FAutoGPT.js) - GPT on the browser.|-|"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/embraceagi%2Fawesome-agi",
   "project": "AutoGPT-GUI",
   "repository": "https://github.com/thecookingsenpai/autogpt-gui",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome-AGI",
    "- ## Frameworks and Platforms",
    "- [AutoGPT-GUI](/projects/github.com%2Fthecookingsenpai%2Fautogpt-gui) - gui)|A graphical user interface for AutoGPT.|AutoGPT \u9879\u76ee\u7684\u56fe\u5f62\u754c\u9762|"
   ],
   "repository_evidence": [
    "https://github.com/EmbraceAGI/Awesome-AGI",
    "- ## Frameworks and Platforms",
    "- [AutoGPT-GUI](/projects/github.com%2Fthecookingsenpai%2Fautogpt-gui) - gui)|A graphical user interface for AutoGPT.|AutoGPT \u9879\u76ee\u7684\u56fe\u5f62\u754c\u9762|"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/embraceagi%2Fawesome-agi",
   "project": "OpenAGI",
   "repository": "https://github.com/agiresearch/OpenAGI",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome-AGI",
    "- ## Frameworks and Platforms",
    "- [OpenAGI](/projects/github.com%2Fagiresearch%2FOpenAGI) - |"
   ],
   "repository_evidence": [
    "https://github.com/EmbraceAGI/Awesome-AGI",
    "- ## Frameworks and Platforms",
    "- [OpenAGI](/projects/github.com%2Fagiresearch%2FOpenAGI) - |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/embraceagi%2Fawesome-agi",
   "project": "AI-legion",
   "repository": "https://github.com/eumemic/ai-legion",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome-AGI",
    "- ## Frameworks and Platforms",
    "- [AI-legion](/projects/github.com%2Feumemic%2Fai-legion) - legion)|An LLM-powered autonomous agent platform.|-|"
   ],
   "repository_evidence": [
    "https://github.com/EmbraceAGI/Awesome-AGI",
    "- ## Frameworks and Platforms",
    "- [AI-legion](/projects/github.com%2Feumemic%2Fai-legion) - legion)|An LLM-powered autonomous agent platform.|-|"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/embraceagi%2Fawesome-agi",
   "project": "loopgpt",
   "repository": "https://github.com/farizrahman4u/loopgpt",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome-AGI",
    "- ## Frameworks and Platforms",
    "- [loopgpt](/projects/github.com%2Ffarizrahman4u%2Floopgpt) - GPT Framework.|\u6a21\u5757\u5316Auto-GPT\u6846\u67b6.|"
   ],
   "repository_evidence": [
    "https://github.com/EmbraceAGI/Awesome-AGI",
    "- ## Frameworks and Platforms",
    "- [loopgpt](/projects/github.com%2Ffarizrahman4u%2Floopgpt) - GPT Framework.|\u6a21\u5757\u5316Auto-GPT\u6846\u67b6.|"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/embraceagi%2Fawesome-agi",
   "project": "opencog",
   "repository": "https://github.com/opencog/opencog",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome-AGI",
    "- ## Frameworks and Platforms",
    "- [opencog](/projects/github.com%2Fopencog%2Fopencog)"
   ],
   "repository_evidence": [
    "https://github.com/EmbraceAGI/Awesome-AGI",
    "- ## Frameworks and Platforms",
    "- [opencog](/projects/github.com%2Fopencog%2Fopencog)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/embraceagi%2Fawesome-agi",
   "project": "mini-agi",
   "repository": "https://github.com/muellerberndt/mini-agi",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome-AGI",
    "- ## Frameworks and Platforms",
    "- [mini-agi](/projects/github.com%2Fmuellerberndt%2Fmini-agi) - agi)|MiniAGI is a minimal general-purpose autonomous agent based on GPT-3.5 / GPT-4. Can analyze stock prices, perform network security tests, create art, and order pizza.|\u57fa\u4e8e GPT-3.5 / GPT-4 \u7684\u8ff7\u4f60AGI\u3002 \u53ef\u4ee5\u5206\u6790\u80a1\u7968\u4ef7\u683c\u3001\u6267\u884c\u7f51\u7edc\u5b89\u5168\u6d4b\u8bd5\u3001\u521b\u4f5c\u827a\u672f\u54c1\u548c\u8ba2\u8d2d\u6bd4\u8428\u3002|"
   ],
   "repository_evidence": [
    "https://github.com/EmbraceAGI/Awesome-AGI",
    "- ## Frameworks and Platforms",
    "- [mini-agi](/projects/github.com%2Fmuellerberndt%2Fmini-agi) - agi)|MiniAGI is a minimal general-purpose autonomous agent based on GPT-3.5 / GPT-4. Can analyze stock prices, perform network security tests, create art, and order pizza.|\u57fa\u4e8e GPT-3.5 / GPT-4 \u7684\u8ff7\u4f60AGI\u3002 \u53ef\u4ee5\u5206\u6790\u80a1\u7968\u4ef7\u683c\u3001\u6267\u884c\u7f51\u7edc\u5b89\u5168\u6d4b\u8bd5\u3001\u521b\u4f5c\u827a\u672f\u54c1\u548c\u8ba2\u8d2d\u6bd4\u8428\u3002|"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/embraceagi%2Fawesome-agi",
   "project": "big-agi",
   "repository": "https://github.com/enricoros/big-agi",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome-AGI",
    "- ## Frameworks and Platforms",
    "- [big-agi](/projects/github.com%2Fenricoros%2Fbig-agi) - agi)|Personal AI application powered by GPT-4 and beyond, with AI personas, AGI functions, text-to-image, voice, response streaming, code highlighting and execution, PDF import, presets for developers, much more. Deploy and gift #big-AGI-energy! Using Next.js, React, Joy.|GPT-4 \u9a71\u52a8\u7684\u4e2a\u4eba AI \u5e94\u7528\uff0c[big-agi](https://big-agi.com/)|"
   ],
   "repository_evidence": [
    "https://github.com/EmbraceAGI/Awesome-AGI",
    "- ## Frameworks and Platforms",
    "- [big-agi](/projects/github.com%2Fenricoros%2Fbig-agi) - agi)|Personal AI application powered by GPT-4 and beyond, with AI personas, AGI functions, text-to-image, voice, response streaming, code highlighting and execution, PDF import, presets for developers, much more. Deploy and gift #big-AGI-energy! Using Next.js, React, Joy.|GPT-4 \u9a71\u52a8\u7684\u4e2a\u4eba AI \u5e94\u7528\uff0c[big-agi](https://big-agi.com/)|"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/embraceagi%2Fawesome-agi",
   "project": "DemoGPT",
   "repository": "https://github.com/melih-unsal/DemoGPT",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome-AGI",
    "- ## Frameworks and Platforms",
    "- [DemoGPT](/projects/github.com%2Fmelih-unsal%2FDemoGPT) - unsal/DemoGPT)|DemoGPT enables you to create quick demos by just using prompts.|DemoGPT \u4f7f\u60a8\u53ea\u9700\u4f7f\u7528\u53e5\u5b50\u5373\u53ef\u521b\u5efa\u5feb\u901f\u6f14\u793a\u3002|"
   ],
   "repository_evidence": [
    "https://github.com/EmbraceAGI/Awesome-AGI",
    "- ## Frameworks and Platforms",
    "- [DemoGPT](/projects/github.com%2Fmelih-unsal%2FDemoGPT) - unsal/DemoGPT)|DemoGPT enables you to create quick demos by just using prompts.|DemoGPT \u4f7f\u60a8\u53ea\u9700\u4f7f\u7528\u53e5\u5b50\u5373\u53ef\u521b\u5efa\u5feb\u901f\u6f14\u793a\u3002|"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/embraceagi%2Fawesome-agi",
   "project": "LocalAGI",
   "repository": "https://github.com/EmbraceAGI/LocalAGI",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome-AGI",
    "- ## Frameworks and Platforms",
    "- [LocalAGI](/projects/github.com%2FEmbraceAGI%2FLocalAGI)"
   ],
   "repository_evidence": [
    "https://github.com/EmbraceAGI/Awesome-AGI",
    "- ## Frameworks and Platforms",
    "- [LocalAGI](/projects/github.com%2FEmbraceAGI%2FLocalAGI)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/embraceagi%2Fawesome-agi",
   "project": "MicroGPT",
   "repository": "https://github.com/muellerberndt/micro-gpt",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome-AGI",
    "- ## Frameworks and Platforms",
    "- [MicroGPT](/projects/github.com%2Fmuellerberndt%2Fmicro-gpt) - gpt)|A minimal generic autonomous agent based on GPT3.5/4. Can analyze stock prices, perform network security tests, create art, and order pizza.|-|"
   ],
   "repository_evidence": [
    "https://github.com/EmbraceAGI/Awesome-AGI",
    "- ## Frameworks and Platforms",
    "- [MicroGPT](/projects/github.com%2Fmuellerberndt%2Fmicro-gpt) - gpt)|A minimal generic autonomous agent based on GPT3.5/4. Can analyze stock prices, perform network security tests, create art, and order pizza.|-|"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/embraceagi%2Fawesome-agi",
   "project": "Free-AUTO-GPT-with-NO-API",
   "repository": "https://github.com/IntelligenzaArtificiale/Free-AUTO-GPT-with-NO-API",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome-AGI",
    "- ## Frameworks and Platforms",
    "- [Free-AUTO-GPT-with-NO-API](/projects/github.com%2FIntelligenzaArtificiale%2FFree-AUTO-GPT-with-NO-API) - AUTO-GPT-with-NO-API)|Free AUTOGPT with NO API is a repository that offers a simple version of Autogpt, an autonomous AI agent capable of performing tasks independently. Unlike other versions, our implementation does not rely on any paid OpenAI API, making it accessible to anyone.|\u4f17\u6240\u5468\u77e5 AGI \u9879\u76ee\u8c03\u7528 API \u5f88\u82b1\u94b1\uff0c\u8fd9\u4e2a\u9879\u76ee\u8ba9\u4f60\u514d\u8d39\u8fd0\u884cAutoGPT, babyagi \u7b49 AGI \u9879\u76ee\uff01|"
   ],
   "repository_evidence": [
    "https://github.com/EmbraceAGI/Awesome-AGI",
    "- ## Frameworks and Platforms",
    "- [Free-AUTO-GPT-with-NO-API](/projects/github.com%2FIntelligenzaArtificiale%2FFree-AUTO-GPT-with-NO-API) - AUTO-GPT-with-NO-API)|Free AUTOGPT with NO API is a repository that offers a simple version of Autogpt, an autonomous AI agent capable of performing tasks independently. Unlike other versions, our implementation does not rely on any paid OpenAI API, making it accessible to anyone.|\u4f17\u6240\u5468\u77e5 AGI \u9879\u76ee\u8c03\u7528 API \u5f88\u82b1\u94b1\uff0c\u8fd9\u4e2a\u9879\u76ee\u8ba9\u4f60\u514d\u8d39\u8fd0\u884cAutoGPT, babyagi \u7b49 AGI \u9879\u76ee\uff01|"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/embraceagi%2Fawesome-agi",
   "project": "AutoGPT-Next-Web",
   "repository": "https://github.com/ConnectAI-E/AutoGPT-Next-Web",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome-AGI",
    "- ## Frameworks and Platforms",
    "- [AutoGPT-Next-Web](/projects/github.com%2FConnectAI-E%2FAutoGPT-Next-Web) - E/AutoGPT-Next-Web)|Assemble, configure, and deploy autonomous AI Agents in your browser.|\u4e00\u952e\u514d\u8d39\u90e8\u7f72\u4f60\u7684\u79c1\u4ebaAutoGPT \u7f51\u9875\u5e94\u7528.|"
   ],
   "repository_evidence": [
    "https://github.com/EmbraceAGI/Awesome-AGI",
    "- ## Frameworks and Platforms",
    "- [AutoGPT-Next-Web](/projects/github.com%2FConnectAI-E%2FAutoGPT-Next-Web) - E/AutoGPT-Next-Web)|Assemble, configure, and deploy autonomous AI Agents in your browser.|\u4e00\u952e\u514d\u8d39\u90e8\u7f72\u4f60\u7684\u79c1\u4ebaAutoGPT \u7f51\u9875\u5e94\u7528.|"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/embraceagi%2Fawesome-agi",
   "project": "Auto-GPT",
   "repository": "https://github.com/Significant-Gravitas/Auto-GPT",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome-AGI",
    "- ## Frameworks and Platforms",
    "- [:fire: Auto-GPT](/projects/github.com%2FSignificant-Gravitas%2FAuto-GPT) - Gravitas/Auto-GPT)|An experimental open-source attempt to make GPT-4 fully autonomous.|-|"
   ],
   "repository_evidence": [
    "https://github.com/EmbraceAGI/Awesome-AGI",
    "- ## Frameworks and Platforms",
    "- [:fire: Auto-GPT](/projects/github.com%2FSignificant-Gravitas%2FAuto-GPT) - Gravitas/Auto-GPT)|An experimental open-source attempt to make GPT-4 fully autonomous.|-|"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/embraceagi%2Fawesome-agi",
   "project": "Agent-LLM",
   "repository": "https://github.com/Josh-XT/Agent-LLM",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome-AGI",
    "- ## Frameworks and Platforms",
    "- [Agent-LLM](/projects/github.com%2FJosh-XT%2FAgent-LLM) - XT/Agent-LLM)|An Artificial Intelligence Automation Platform. AI Instruction management from various providers, has an adaptive memory, and a versatile plugin system with many commands including web browsing.| \u4eba\u5de5\u667a\u80fd\u81ea\u52a8\u5316\u5e73\u53f0\u3002https://agent-llm.com/|"
   ],
   "repository_evidence": [
    "https://github.com/EmbraceAGI/Awesome-AGI",
    "- ## Frameworks and Platforms",
    "- [Agent-LLM](/projects/github.com%2FJosh-XT%2FAgent-LLM) - XT/Agent-LLM)|An Artificial Intelligence Automation Platform. AI Instruction management from various providers, has an adaptive memory, and a versatile plugin system with many commands including web browsing.| \u4eba\u5de5\u667a\u80fd\u81ea\u52a8\u5316\u5e73\u53f0\u3002https://agent-llm.com/|"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://skillget.dev/listings/microsoft-ufo?lang=tr",
   "project": "UFO",
   "repository": "https://github.com/microsoft/UFO",
   "stars": "8296",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# UFO",
    "- **Community trust** \u00e2\u20ac\u201d 8296 GitHub stars"
   ],
   "repository_evidence": [
    "# UFO",
    "**\ud83d\udcda Quick Links:**[\ud83c\udf0c UFO\u00b3 README](https://github.com/microsoft/UFO/blob/main/galaxy/README.md) \u2022 [\ud83d\udda5\ufe0f UFO\u00b2 README](https://github.com/microsoft/UFO/blob/main/ufo/README.md) \u2022 [\ud83d\udcd6 Full Documentation](https://microsoft.github.io/UFO/)"
   ],
   "stars_evidence": [
    "# UFO",
    "- **Community trust** \u00e2\u20ac\u201d 8296 GitHub stars"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://arxiv.org/pdf/2604.04247.pdf",
   "project": "GEPA",
   "repository": "https://github.com/gepa-ai/gepa",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "The implementation is available in\nhttps://github.com/gepa-ai/gepa and https://github.com/ace-agent/ace."
   ],
   "repository_evidence": [
    "The implementation is available in\nhttps://github.com/gepa-ai/gepa and https://github.com/ace-agent/ace."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://arxiv.org/pdf/2604.04247.pdf",
   "project": "ACE",
   "repository": "https://github.com/ace-agent/ace",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "The implementation is available in\nhttps://github.com/gepa-ai/gepa and https://github.com/ace-agent/ace."
   ],
   "repository_evidence": [
    "The implementation is available in\nhttps://github.com/gepa-ai/gepa and https://github.com/ace-agent/ace."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/vinaythoke/OpenManus",
   "project": "OpenManus",
   "repository": "https://github.com/henryalps/OpenManus.git",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# OpenManus",
    "OpenManus is an open-source project aimed at replicating the capabilities of the Manus AI agent, a groundbreaking general-purpose AI developed by Monica."
   ],
   "repository_evidence": [
    "# OpenManus",
    "git clone https://github.com/henryalps/OpenManus.git"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://getcoherence.io/blog/compare-open-source-ai-projects-github-activity",
   "project": "LangChain",
   "repository": "https://github.com/langchain-ai/langchain/releases",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# How to Compare Open-Source AI Projects Using GitHub Activity",
    "## Eight Projects and Their Current Activity Signals",
    "This table is a landscape sample, not a universal ranking. Release data was read from each project's public GitHub releases page during the verification pass.",
    "| Project | Primary category | GitHub and activity signal | Concise fit note |",
    "| LangChain | General LLM application framework | [Repository and releases](https://github.com/langchain-ai/langchain/releases) - `langchain 1.3.15` released Aug. 11 | Broad integrations and reusable abstractions. Fit when ecosystem reach matters; review dependency surface and upgrade cadence. |"
   ],
   "repository_evidence": [
    "# How to Compare Open-Source AI Projects Using GitHub Activity",
    "## Eight Projects and Their Current Activity Signals",
    "This table is a landscape sample, not a universal ranking. Release data was read from each project's public GitHub releases page during the verification pass.",
    "| Project | Primary category | GitHub and activity signal | Concise fit note |",
    "| LangChain | General LLM application framework | [Repository and releases](https://github.com/langchain-ai/langchain/releases) - `langchain 1.3.15` released Aug. 11 | Broad integrations and reusable abstractions. Fit when ecosystem reach matters; review dependency surface and upgrade cadence. |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://getcoherence.io/blog/compare-open-source-ai-projects-github-activity",
   "project": "LangGraph",
   "repository": "https://github.com/langchain-ai/langgraph/releases",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# How to Compare Open-Source AI Projects Using GitHub Activity",
    "## Eight Projects and Their Current Activity Signals",
    "This table is a landscape sample, not a universal ranking. Release data was read from each project's public GitHub releases page during the verification pass.",
    "| Project | Primary category | GitHub and activity signal | Concise fit note |",
    "| LangGraph | Stateful agent/workflow orchestration | [Repository and releases](https://github.com/langchain-ai/langgraph/releases) - `langgraph 1.2.11` released Aug. 11 | Strong fit for explicit graph-based execution, state, checkpoints, and controlled agent flows. It is related to the LangChain ecosystem but has a distinct orchestration job. |"
   ],
   "repository_evidence": [
    "# How to Compare Open-Source AI Projects Using GitHub Activity",
    "## Eight Projects and Their Current Activity Signals",
    "This table is a landscape sample, not a universal ranking. Release data was read from each project's public GitHub releases page during the verification pass.",
    "| Project | Primary category | GitHub and activity signal | Concise fit note |",
    "| LangGraph | Stateful agent/workflow orchestration | [Repository and releases](https://github.com/langchain-ai/langgraph/releases) - `langgraph 1.2.11` released Aug. 11 | Strong fit for explicit graph-based execution, state, checkpoints, and controlled agent flows. It is related to the LangChain ecosystem but has a distinct orchestration job. |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://getcoherence.io/blog/compare-open-source-ai-projects-github-activity",
   "project": "LlamaIndex",
   "repository": "https://github.com/run-llama/llama_index/releases",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# How to Compare Open-Source AI Projects Using GitHub Activity",
    "## Eight Projects and Their Current Activity Signals",
    "This table is a landscape sample, not a universal ranking. Release data was read from each project's public GitHub releases page during the verification pass.",
    "| Project | Primary category | GitHub and activity signal | Concise fit note |",
    "| LlamaIndex | Data, indexing, and retrieval for LLM apps | [Repository and releases](https://github.com/run-llama/llama_index/releases) - `v0.14.23` released June 24 | Strong fit when the central problem is connecting models to documents and data. The large integration surface deserves targeted evaluation. |"
   ],
   "repository_evidence": [
    "# How to Compare Open-Source AI Projects Using GitHub Activity",
    "## Eight Projects and Their Current Activity Signals",
    "This table is a landscape sample, not a universal ranking. Release data was read from each project's public GitHub releases page during the verification pass.",
    "| Project | Primary category | GitHub and activity signal | Concise fit note |",
    "| LlamaIndex | Data, indexing, and retrieval for LLM apps | [Repository and releases](https://github.com/run-llama/llama_index/releases) - `v0.14.23` released June 24 | Strong fit when the central problem is connecting models to documents and data. The large integration surface deserves targeted evaluation. |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://getcoherence.io/blog/compare-open-source-ai-projects-github-activity",
   "project": "Haystack",
   "repository": "https://github.com/deepset-ai/haystack/releases",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# How to Compare Open-Source AI Projects Using GitHub Activity",
    "## Eight Projects and Their Current Activity Signals",
    "This table is a landscape sample, not a universal ranking. Release data was read from each project's public GitHub releases page during the verification pass.",
    "| Project | Primary category | GitHub and activity signal | Concise fit note |",
    "| Haystack | Production pipelines, retrieval, and agents | [Repository and releases](https://github.com/deepset-ai/haystack/releases) - `v3.0.0` released July 20 | Strong fit for component pipelines and retrieval-heavy production systems. A major release means migration notes should be part of evaluation. |"
   ],
   "repository_evidence": [
    "# How to Compare Open-Source AI Projects Using GitHub Activity",
    "## Eight Projects and Their Current Activity Signals",
    "This table is a landscape sample, not a universal ranking. Release data was read from each project's public GitHub releases page during the verification pass.",
    "| Project | Primary category | GitHub and activity signal | Concise fit note |",
    "| Haystack | Production pipelines, retrieval, and agents | [Repository and releases](https://github.com/deepset-ai/haystack/releases) - `v3.0.0` released July 20 | Strong fit for component pipelines and retrieval-heavy production systems. A major release means migration notes should be part of evaluation. |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://getcoherence.io/blog/compare-open-source-ai-projects-github-activity",
   "project": "DSPy",
   "repository": "https://github.com/stanfordnlp/dspy/releases",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# How to Compare Open-Source AI Projects Using GitHub Activity",
    "## Eight Projects and Their Current Activity Signals",
    "This table is a landscape sample, not a universal ranking. Release data was read from each project's public GitHub releases page during the verification pass.",
    "| Project | Primary category | GitHub and activity signal | Concise fit note |",
    "| DSPy | Programmatic optimization of LM systems | [Repository and releases](https://github.com/stanfordnlp/dspy/releases) - `3.3.0` released Aug. 3 | Best considered when prompts and modules should be optimized against examples or metrics, rather than managed only as hand-written strings. |"
   ],
   "repository_evidence": [
    "# How to Compare Open-Source AI Projects Using GitHub Activity",
    "## Eight Projects and Their Current Activity Signals",
    "This table is a landscape sample, not a universal ranking. Release data was read from each project's public GitHub releases page during the verification pass.",
    "| Project | Primary category | GitHub and activity signal | Concise fit note |",
    "| DSPy | Programmatic optimization of LM systems | [Repository and releases](https://github.com/stanfordnlp/dspy/releases) - `3.3.0` released Aug. 3 | Best considered when prompts and modules should be optimized against examples or metrics, rather than managed only as hand-written strings. |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://getcoherence.io/blog/compare-open-source-ai-projects-github-activity",
   "project": "Semantic Kernel",
   "repository": "https://github.com/microsoft/semantic-kernel/releases",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# How to Compare Open-Source AI Projects Using GitHub Activity",
    "## Eight Projects and Their Current Activity Signals",
    "This table is a landscape sample, not a universal ranking. Release data was read from each project's public GitHub releases page during the verification pass.",
    "| Project | Primary category | GitHub and activity signal | Concise fit note |",
    "| Semantic Kernel | Multi-language AI SDK and orchestration | [Repository and releases](https://github.com/microsoft/semantic-kernel/releases) - Python `1.44.1` released Aug. 6 | Useful for teams in Microsoft/.NET and Python ecosystems that want plugins, agents, and enterprise-oriented integration patterns. |"
   ],
   "repository_evidence": [
    "# How to Compare Open-Source AI Projects Using GitHub Activity",
    "## Eight Projects and Their Current Activity Signals",
    "This table is a landscape sample, not a universal ranking. Release data was read from each project's public GitHub releases page during the verification pass.",
    "| Project | Primary category | GitHub and activity signal | Concise fit note |",
    "| Semantic Kernel | Multi-language AI SDK and orchestration | [Repository and releases](https://github.com/microsoft/semantic-kernel/releases) - Python `1.44.1` released Aug. 6 | Useful for teams in Microsoft/.NET and Python ecosystems that want plugins, agents, and enterprise-oriented integration patterns. |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://getcoherence.io/blog/compare-open-source-ai-projects-github-activity",
   "project": "Pydantic AI",
   "repository": "https://github.com/pydantic/pydantic-ai/releases",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# How to Compare Open-Source AI Projects Using GitHub Activity",
    "## Eight Projects and Their Current Activity Signals",
    "This table is a landscape sample, not a universal ranking. Release data was read from each project's public GitHub releases page during the verification pass.",
    "| Project | Primary category | GitHub and activity signal | Concise fit note |",
    "| Pydantic AI | Typed Python agent framework | [Repository and releases](https://github.com/pydantic/pydantic-ai/releases) - active releases visible through Aug. 11 | Strong fit for Python teams that value typed dependencies, structured output, and Pydantic-style validation. Its rapid cadence makes version pinning and changelog review important. |"
   ],
   "repository_evidence": [
    "# How to Compare Open-Source AI Projects Using GitHub Activity",
    "## Eight Projects and Their Current Activity Signals",
    "This table is a landscape sample, not a universal ranking. Release data was read from each project's public GitHub releases page during the verification pass.",
    "| Project | Primary category | GitHub and activity signal | Concise fit note |",
    "| Pydantic AI | Typed Python agent framework | [Repository and releases](https://github.com/pydantic/pydantic-ai/releases) - active releases visible through Aug. 11 | Strong fit for Python teams that value typed dependencies, structured output, and Pydantic-style validation. Its rapid cadence makes version pinning and changelog review important. |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://getcoherence.io/blog/compare-open-source-ai-projects-github-activity",
   "project": "Vercel AI SDK",
   "repository": "https://github.com/vercel/ai/releases",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# How to Compare Open-Source AI Projects Using GitHub Activity",
    "## Eight Projects and Their Current Activity Signals",
    "This table is a landscape sample, not a universal ranking. Release data was read from each project's public GitHub releases page during the verification pass.",
    "| Project | Primary category | GitHub and activity signal | Concise fit note |",
    "| Vercel AI SDK | TypeScript AI application and UI SDK | [Repository and releases](https://github.com/vercel/ai/releases) - `ai 7.0.62` released Aug. 11 | Strong fit for TypeScript and web applications that need model-provider abstractions, streaming, and UI integration. It solves a different layer than retrieval or graph orchestration. |"
   ],
   "repository_evidence": [
    "# How to Compare Open-Source AI Projects Using GitHub Activity",
    "## Eight Projects and Their Current Activity Signals",
    "This table is a landscape sample, not a universal ranking. Release data was read from each project's public GitHub releases page during the verification pass.",
    "| Project | Primary category | GitHub and activity signal | Concise fit note |",
    "| Vercel AI SDK | TypeScript AI application and UI SDK | [Repository and releases](https://github.com/vercel/ai/releases) - `ai 7.0.62` released Aug. 11 | Strong fit for TypeScript and web applications that need model-provider abstractions, streaming, and UI integration. It solves a different layer than retrieval or graph orchestration. |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://delv.tools/agents/letta",
   "project": "Letta",
   "repository": null,
   "stars": "12000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Task AutomationActive\u00b7 7dby Letta\u2605 4.3",
    "# Letta",
    "Letta (formerly MemGPT) is an open-source framework for building stateful AI agents with persistent memory, developed by a venture-backed startup."
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "Task AutomationActive\u00b7 7dby Letta\u2605 4.3",
    "### Green flags",
    "- Fully open source with active development and 12k+ GitHub stars"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "http://arxiv.org/abs/2608.08466",
   "project": "Hierarchical Self-Improvement",
   "repository": "https://github.com/TailinZhou/hsi",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Title:Hierarchical Self-Improvement: A Framework for Task-Specific Evolvable Agent Harnesses",
    "We introduce \\textbf{Hierarchical Self-Improvement (HSI)}, a framework in which a single frozen LLM $M$ operates across three hierarchical scopes: a task harness $H$ that executes tasks, an evolver that rewrites $H$, and a meta-evolver that rewrites the evolver's strategy code under a frozen outer anchor.",
    "Code is available at [this https URL](https://github.com/TailinZhou/hsi)."
   ],
   "repository_evidence": [
    "Title:Hierarchical Self-Improvement: A Framework for Task-Specific Evolvable Agent Harnesses",
    "Code is available at [this https URL](https://github.com/TailinZhou/hsi)."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://ar5iv.labs.arxiv.org/html/2606.31270",
   "project": "Learning from Failure",
   "repository": "https://github.com/snow10072740/Learning_from_Failure",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Learning from Failure: Inference-Time Self-Improvement for Computer-Use Agents",
    "Code is available at [https://github.com/snow10072740/Learning_from_Failure](https://github.com/snow10072740/Learning_from_Failure)."
   ],
   "repository_evidence": [
    "Learning from Failure: Inference-Time Self-Improvement for Computer-Use Agents",
    "Code is available at [https://github.com/snow10072740/Learning_from_Failure](https://github.com/snow10072740/Learning_from_Failure)."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://hvtracker.net/ecosystem/openai",
   "project": "Haystack",
   "repository": "deepset-ai/haystack",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Projects Using OpenAI \u2014 Trust-Ranked",
    "341 open-source AI agent projects that integrate OpenAI, ranked by evidence-based HVTrust scores.",
    "| Agent | Category | Grade | Rank | HVTrust | Fresh |",
    "| [Haystack](/agents/haystack/)deepset-ai/haystack | [Agent Frameworks](/categories/agent-frameworks/) | A | #1 | 96.7 | 3d |"
   ],
   "repository_evidence": [
    "# Projects Using OpenAI \u2014 Trust-Ranked",
    "341 open-source AI agent projects that integrate OpenAI, ranked by evidence-based HVTrust scores.",
    "| Agent | Category | Grade | Rank | HVTrust | Fresh |",
    "| [Haystack](/agents/haystack/)deepset-ai/haystack | [Agent Frameworks](/categories/agent-frameworks/) | A | #1 | 96.7 | 3d |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://arxiv.org/pdf/2608.23552.pdf",
   "project": "Prime Agent",
   "repository": "https://github.com/PrimeIntellect-ai/prime-agent",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Abstract",
    "Prime Agent is an open-source harness for long-horizon evaluation and\ncoding-agent workflows.",
    "Code is available at\nhttps://github.com/PrimeIntellect-ai/prime-agent."
   ],
   "repository_evidence": [
    "Abstract",
    "Prime Agent is an open-source harness for long-horizon evaluation and\ncoding-agent workflows.",
    "Code is available at\nhttps://github.com/PrimeIntellect-ai/prime-agent."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://pypi.org/project/agent_os_kernel/2.1.0",
   "project": "Dify",
   "repository": "https://github.com/langgenius/dify-plugins/pull/2060",
   "stars": "65000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## Project description",
    "### Integrated With",
    "Governance for [Dify](https://github.com/langgenius/dify-plugins/pull/2060) (65K \u2b50), [LlamaIndex](https://github.com/run-llama/llama_index/pull/20644) (47K \u2b50), [LangGraph](https://pypi.org/project/langgraph-trust/), [OpenAI Agents](https://pypi.org/project/openai-agents-trust/), [Agent-Lightning](https://github.com/microsoft/agent-lightning/pull/478), and [OpenClaw](https://clawhub.ai/microsoft/agentmesh-governance).",
    "### \ud83c\udfe2 Adopted By Leading AI Frameworks",
    "| Framework | Stars | Status | Link |",
    "| **Dify** | 65K \u2b50 | \u2705 Merged | [dify-plugins#2060](https://github.com/langgenius/dify-plugins/pull/2060) |"
   ],
   "repository_evidence": [
    "## Project description",
    "### Integrated With",
    "Governance for [Dify](https://github.com/langgenius/dify-plugins/pull/2060) (65K \u2b50), [LlamaIndex](https://github.com/run-llama/llama_index/pull/20644) (47K \u2b50), [LangGraph](https://pypi.org/project/langgraph-trust/), [OpenAI Agents](https://pypi.org/project/openai-agents-trust/), [Agent-Lightning](https://github.com/microsoft/agent-lightning/pull/478), and [OpenClaw](https://clawhub.ai/microsoft/agentmesh-governance).",
    "### \ud83c\udfe2 Adopted By Leading AI Frameworks",
    "| Framework | Stars | Status | Link |",
    "| **Dify** | 65K \u2b50 | \u2705 Merged | [dify-plugins#2060](https://github.com/langgenius/dify-plugins/pull/2060) |"
   ],
   "stars_evidence": [
    "## Project description",
    "Governance for [Dify](https://github.com/langgenius/dify-plugins/pull/2060) (65K \u2b50), [LlamaIndex](https://github.com/run-llama/llama_index/pull/20644) (47K \u2b50), [LangGraph](https://pypi.org/project/langgraph-trust/), [OpenAI Agents](https://pypi.org/project/openai-agents-trust/), [Agent-Lightning](https://github.com/microsoft/agent-lightning/pull/478), and [OpenClaw](https://clawhub.ai/microsoft/agentmesh-governance).",
    "### \ud83c\udfe2 Adopted By Leading AI Frameworks",
    "| Framework | Stars | Status | Link |",
    "| **Dify** | 65K \u2b50 | \u2705 Merged | [dify-plugins#2060](https://github.com/langgenius/dify-plugins/pull/2060) |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://pypi.org/project/agent_os_kernel/2.1.0",
   "project": "LlamaIndex",
   "repository": "https://github.com/run-llama/llama_index/pull/20644",
   "stars": "47000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## Project description",
    "### Integrated With",
    "Governance for [Dify](https://github.com/langgenius/dify-plugins/pull/2060) (65K \u2b50), [LlamaIndex](https://github.com/run-llama/llama_index/pull/20644) (47K \u2b50), [LangGraph](https://pypi.org/project/langgraph-trust/), [OpenAI Agents](https://pypi.org/project/openai-agents-trust/), [Agent-Lightning](https://github.com/microsoft/agent-lightning/pull/478), and [OpenClaw](https://clawhub.ai/microsoft/agentmesh-governance).",
    "### \ud83c\udfe2 Adopted By Leading AI Frameworks",
    "| Framework | Stars | Status | Link |",
    "| **LlamaIndex** | 47K \u2b50 | \u2705 Merged | [llama_index#20644](https://github.com/run-llama/llama_index/pull/20644) |"
   ],
   "repository_evidence": [
    "## Project description",
    "### Integrated With",
    "Governance for [Dify](https://github.com/langgenius/dify-plugins/pull/2060) (65K \u2b50), [LlamaIndex](https://github.com/run-llama/llama_index/pull/20644) (47K \u2b50), [LangGraph](https://pypi.org/project/langgraph-trust/), [OpenAI Agents](https://pypi.org/project/openai-agents-trust/), [Agent-Lightning](https://github.com/microsoft/agent-lightning/pull/478), and [OpenClaw](https://clawhub.ai/microsoft/agentmesh-governance).",
    "### \ud83c\udfe2 Adopted By Leading AI Frameworks",
    "| Framework | Stars | Status | Link |",
    "| **LlamaIndex** | 47K \u2b50 | \u2705 Merged | [llama_index#20644](https://github.com/run-llama/llama_index/pull/20644) |"
   ],
   "stars_evidence": [
    "## Project description",
    "Governance for [Dify](https://github.com/langgenius/dify-plugins/pull/2060) (65K \u2b50), [LlamaIndex](https://github.com/run-llama/llama_index/pull/20644) (47K \u2b50), [LangGraph](https://pypi.org/project/langgraph-trust/), [OpenAI Agents](https://pypi.org/project/openai-agents-trust/), [Agent-Lightning](https://github.com/microsoft/agent-lightning/pull/478), and [OpenClaw](https://clawhub.ai/microsoft/agentmesh-governance).",
    "### \ud83c\udfe2 Adopted By Leading AI Frameworks",
    "| Framework | Stars | Status | Link |",
    "| **LlamaIndex** | 47K \u2b50 | \u2705 Merged | [llama_index#20644](https://github.com/run-llama/llama_index/pull/20644) |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://pypi.org/project/agent_os_kernel/2.1.0",
   "project": "Agent-Lightning",
   "repository": "https://github.com/microsoft/agent-lightning/pull/478",
   "stars": "15000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## Project description",
    "### Integrated With",
    "Governance for [Dify](https://github.com/langgenius/dify-plugins/pull/2060) (65K \u2b50), [LlamaIndex](https://github.com/run-llama/llama_index/pull/20644) (47K \u2b50), [LangGraph](https://pypi.org/project/langgraph-trust/), [OpenAI Agents](https://pypi.org/project/openai-agents-trust/), [Agent-Lightning](https://github.com/microsoft/agent-lightning/pull/478), and [OpenClaw](https://clawhub.ai/microsoft/agentmesh-governance).",
    "### \ud83c\udfe2 Adopted By Leading AI Frameworks",
    "| Framework | Stars | Status | Link |",
    "| **Microsoft Agent-Lightning** | 15K \u2b50 | \u2705 Merged | [agent-lightning#478](https://github.com/microsoft/agent-lightning/pull/478) |"
   ],
   "repository_evidence": [
    "## Project description",
    "### Integrated With",
    "Governance for [Dify](https://github.com/langgenius/dify-plugins/pull/2060) (65K \u2b50), [LlamaIndex](https://github.com/run-llama/llama_index/pull/20644) (47K \u2b50), [LangGraph](https://pypi.org/project/langgraph-trust/), [OpenAI Agents](https://pypi.org/project/openai-agents-trust/), [Agent-Lightning](https://github.com/microsoft/agent-lightning/pull/478), and [OpenClaw](https://clawhub.ai/microsoft/agentmesh-governance).",
    "### \ud83c\udfe2 Adopted By Leading AI Frameworks",
    "| Framework | Stars | Status | Link |",
    "| **Microsoft Agent-Lightning** | 15K \u2b50 | \u2705 Merged | [agent-lightning#478](https://github.com/microsoft/agent-lightning/pull/478) |"
   ],
   "stars_evidence": [
    "## Project description",
    "### \ud83c\udfe2 Adopted By Leading AI Frameworks",
    "| Framework | Stars | Status | Link |",
    "| **Microsoft Agent-Lightning** | 15K \u2b50 | \u2705 Merged | [agent-lightning#478](https://github.com/microsoft/agent-lightning/pull/478) |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://pypi.org/project/agent_os_kernel/2.1.0",
   "project": "LangGraph",
   "repository": "https://pypi.org/project/langgraph-trust/",
   "stars": "24000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## Project description",
    "### Integrated With",
    "[![LangGraph](https://pypi-camo.freetls.fastly.net/8e55a8de240a70c7239436f9362ecf39f79873df/68747470733a2f2f696d672e736869656c64732e696f2f62616467652f4c616e6747726170682d507950492d626c75653f7374796c653d666c61742d737175617265)](https://pypi.org/project/langgraph-trust/)",
    "Governance for [Dify](https://github.com/langgenius/dify-plugins/pull/2060) (65K \u2b50), [LlamaIndex](https://github.com/run-llama/llama_index/pull/20644) (47K \u2b50), [LangGraph](https://pypi.org/project/langgraph-trust/), [OpenAI Agents](https://pypi.org/project/openai-agents-trust/), [Agent-Lightning](https://github.com/microsoft/agent-lightning/pull/478), and [OpenClaw](https://clawhub.ai/microsoft/agentmesh-governance).",
    "### \ud83c\udfe2 Adopted By Leading AI Frameworks",
    "| Framework | Stars | Status | Link |",
    "| **LangGraph** | 24K \u2b50 | \ud83d\udce6 Published on PyPI | [langgraph-trust](https://pypi.org/project/langgraph-trust/) |",
    "| LangGraph | 24K \u2b50 | [langchain-ai/langgraph#6824](https://github.com/langchain-ai/langgraph/issues/6824) |"
   ],
   "repository_evidence": [
    "## Project description",
    "### Integrated With",
    "[![LangGraph](https://pypi-camo.freetls.fastly.net/8e55a8de240a70c7239436f9362ecf39f79873df/68747470733a2f2f696d672e736869656c64732e696f2f62616467652f4c616e6747726170682d507950492d626c75653f7374796c653d666c61742d737175617265)](https://pypi.org/project/langgraph-trust/)",
    "Governance for [Dify](https://github.com/langgenius/dify-plugins/pull/2060) (65K \u2b50), [LlamaIndex](https://github.com/run-llama/llama_index/pull/20644) (47K \u2b50), [LangGraph](https://pypi.org/project/langgraph-trust/), [OpenAI Agents](https://pypi.org/project/openai-agents-trust/), [Agent-Lightning](https://github.com/microsoft/agent-lightning/pull/478), and [OpenClaw](https://clawhub.ai/microsoft/agentmesh-governance).",
    "### \ud83c\udfe2 Adopted By Leading AI Frameworks",
    "| Framework | Stars | Status | Link |",
    "| **LangGraph** | 24K \u2b50 | \ud83d\udce6 Published on PyPI | [langgraph-trust](https://pypi.org/project/langgraph-trust/) |"
   ],
   "stars_evidence": [
    "## Project description",
    "### \ud83c\udfe2 Adopted By Leading AI Frameworks",
    "| Framework | Stars | Status | Link |",
    "| **LangGraph** | 24K \u2b50 | \ud83d\udce6 Published on PyPI | [langgraph-trust](https://pypi.org/project/langgraph-trust/) |",
    "| LangGraph | 24K \u2b50 | [langchain-ai/langgraph#6824](https://github.com/langchain-ai/langgraph/issues/6824) |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://pypi.org/project/agent_os_kernel/2.1.0",
   "project": "OpenAI Agents SDK",
   "repository": "https://pypi.org/project/openai-agents-trust/",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## Project description",
    "### Integrated With",
    "[![OpenAI Agents](https://pypi-camo.freetls.fastly.net/5add17a8ce4411fc71cef278b9801366df8b8672/68747470733a2f2f696d672e736869656c64732e696f2f62616467652f4f70656e41495f4167656e74732d507950492d626c75653f7374796c653d666c61742d737175617265)](https://pypi.org/project/openai-agents-trust/)",
    "Governance for [Dify](https://github.com/langgenius/dify-plugins/pull/2060) (65K \u2b50), [LlamaIndex](https://github.com/run-llama/llama_index/pull/20644) (47K \u2b50), [LangGraph](https://pypi.org/project/langgraph-trust/), [OpenAI Agents](https://pypi.org/project/openai-agents-trust/), [Agent-Lightning](https://github.com/microsoft/agent-lightning/pull/478), and [OpenClaw](https://clawhub.ai/microsoft/agentmesh-governance).",
    "### \ud83c\udfe2 Adopted By Leading AI Frameworks",
    "| Framework | Stars | Status | Link |",
    "| **OpenAI Agents SDK** | \u2014 | \ud83d\udce6 Published on PyPI | [openai-agents-trust](https://pypi.org/project/openai-agents-trust/) |",
    "| OpenAI Agents SDK | \u2014 | [openai/openai-agents-python#2515](https://github.com/openai/openai-agents-python/issues/2515) |"
   ],
   "repository_evidence": [
    "## Project description",
    "### Integrated With",
    "[![OpenAI Agents](https://pypi-camo.freetls.fastly.net/5add17a8ce4411fc71cef278b9801366df8b8672/68747470733a2f2f696d672e736869656c64732e696f2f62616467652f4f70656e41495f4167656e74732d507950492d626c75653f7374796c653d666c61742d737175617265)](https://pypi.org/project/openai-agents-trust/)",
    "Governance for [Dify](https://github.com/langgenius/dify-plugins/pull/2060) (65K \u2b50), [LlamaIndex](https://github.com/run-llama/llama_index/pull/20644) (47K \u2b50), [LangGraph](https://pypi.org/project/langgraph-trust/), [OpenAI Agents](https://pypi.org/project/openai-agents-trust/), [Agent-Lightning](https://github.com/microsoft/agent-lightning/pull/478), and [OpenClaw](https://clawhub.ai/microsoft/agentmesh-governance).",
    "### \ud83c\udfe2 Adopted By Leading AI Frameworks",
    "| Framework | Stars | Status | Link |",
    "| **OpenAI Agents SDK** | \u2014 | \ud83d\udce6 Published on PyPI | [openai-agents-trust](https://pypi.org/project/openai-agents-trust/) |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://pypi.org/project/agent_os_kernel/2.1.0",
   "project": "OpenClaw",
   "repository": "https://clawhub.ai/microsoft/agentmesh-governance",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## Project description",
    "### Integrated With",
    "[![OpenClaw](https://pypi-camo.freetls.fastly.net/614b34f5ea7a2794b1db57cdb6093d03df1b5709/68747470733a2f2f696d672e736869656c64732e696f2f62616467652f4f70656e436c61772d436c61774875622d707572706c653f7374796c653d666c61742d737175617265)](https://clawhub.ai/microsoft/agentmesh-governance)",
    "Governance for [Dify](https://github.com/langgenius/dify-plugins/pull/2060) (65K \u2b50), [LlamaIndex](https://github.com/run-llama/llama_index/pull/20644) (47K \u2b50), [LangGraph](https://pypi.org/project/langgraph-trust/), [OpenAI Agents](https://pypi.org/project/openai-agents-trust/), [Agent-Lightning](https://github.com/microsoft/agent-lightning/pull/478), and [OpenClaw](https://clawhub.ai/microsoft/agentmesh-governance).",
    "### \ud83c\udfe2 Adopted By Leading AI Frameworks",
    "| Framework | Stars | Status | Link |",
    "| **OpenClaw** | \u2014 | \ud83d\udce6 Published on ClawHub | [agentmesh-governance](https://clawhub.ai/microsoft/agentmesh-governance) |"
   ],
   "repository_evidence": [
    "## Project description",
    "### Integrated With",
    "[![OpenClaw](https://pypi-camo.freetls.fastly.net/614b34f5ea7a2794b1db57cdb6093d03df1b5709/68747470733a2f2f696d672e736869656c64732e696f2f62616467652f4f70656e436c61772d436c61774875622d707572706c653f7374796c653d666c61742d737175617265)](https://clawhub.ai/microsoft/agentmesh-governance)",
    "Governance for [Dify](https://github.com/langgenius/dify-plugins/pull/2060) (65K \u2b50), [LlamaIndex](https://github.com/run-llama/llama_index/pull/20644) (47K \u2b50), [LangGraph](https://pypi.org/project/langgraph-trust/), [OpenAI Agents](https://pypi.org/project/openai-agents-trust/), [Agent-Lightning](https://github.com/microsoft/agent-lightning/pull/478), and [OpenClaw](https://clawhub.ai/microsoft/agentmesh-governance).",
    "### \ud83c\udfe2 Adopted By Leading AI Frameworks",
    "| Framework | Stars | Status | Link |",
    "| **OpenClaw** | \u2014 | \ud83d\udce6 Published on ClawHub | [agentmesh-governance](https://clawhub.ai/microsoft/agentmesh-governance) |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://pypi.org/project/agent_os_kernel/2.1.0",
   "project": "AutoGen",
   "repository": "https://github.com/microsoft/autogen/issues/7242",
   "stars": "54000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "### \ud83c\udfe2 Adopted By Leading AI Frameworks",
    "**\ud83d\udccb Proposals under review at 10+ frameworks (click to expand)**",
    "| Framework | Stars | Proposal |",
    "| AutoGen | 54K \u2b50 | [microsoft/autogen#7242](https://github.com/microsoft/autogen/issues/7242) |"
   ],
   "repository_evidence": [
    "### \ud83c\udfe2 Adopted By Leading AI Frameworks",
    "**\ud83d\udccb Proposals under review at 10+ frameworks (click to expand)**",
    "| Framework | Stars | Proposal |",
    "| AutoGen | 54K \u2b50 | [microsoft/autogen#7242](https://github.com/microsoft/autogen/issues/7242) |"
   ],
   "stars_evidence": [
    "### \ud83c\udfe2 Adopted By Leading AI Frameworks",
    "**\ud83d\udccb Proposals under review at 10+ frameworks (click to expand)**",
    "| Framework | Stars | Proposal |",
    "| AutoGen | 54K \u2b50 | [microsoft/autogen#7242](https://github.com/microsoft/autogen/issues/7242) |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://pypi.org/project/agent_os_kernel/2.1.0",
   "project": "CrewAI",
   "repository": "https://github.com/crewAIInc/crewAI/issues/4502",
   "stars": "44000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "### \ud83c\udfe2 Adopted By Leading AI Frameworks",
    "**\ud83d\udccb Proposals under review at 10+ frameworks (click to expand)**",
    "| Framework | Stars | Proposal |",
    "| CrewAI | 44K \u2b50 | [crewAIInc/crewAI#4502](https://github.com/crewAIInc/crewAI/issues/4502) |"
   ],
   "repository_evidence": [
    "### \ud83c\udfe2 Adopted By Leading AI Frameworks",
    "**\ud83d\udccb Proposals under review at 10+ frameworks (click to expand)**",
    "| Framework | Stars | Proposal |",
    "| CrewAI | 44K \u2b50 | [crewAIInc/crewAI#4502](https://github.com/crewAIInc/crewAI/issues/4502) |"
   ],
   "stars_evidence": [
    "### \ud83c\udfe2 Adopted By Leading AI Frameworks",
    "**\ud83d\udccb Proposals under review at 10+ frameworks (click to expand)**",
    "| Framework | Stars | Proposal |",
    "| CrewAI | 44K \u2b50 | [crewAIInc/crewAI#4502](https://github.com/crewAIInc/crewAI/issues/4502) |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://pypi.org/project/agent_os_kernel/2.1.0",
   "project": "Haystack",
   "repository": "https://github.com/deepset-ai/haystack/issues/10615",
   "stars": "22000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "### \ud83c\udfe2 Adopted By Leading AI Frameworks",
    "**\ud83d\udccb Proposals under review at 10+ frameworks (click to expand)**",
    "| Framework | Stars | Proposal |",
    "| Haystack | 22K \u2b50 | [deepset-ai/haystack#10615](https://github.com/deepset-ai/haystack/issues/10615) |"
   ],
   "repository_evidence": [
    "### \ud83c\udfe2 Adopted By Leading AI Frameworks",
    "**\ud83d\udccb Proposals under review at 10+ frameworks (click to expand)**",
    "| Framework | Stars | Proposal |",
    "| Haystack | 22K \u2b50 | [deepset-ai/haystack#10615](https://github.com/deepset-ai/haystack/issues/10615) |"
   ],
   "stars_evidence": [
    "### \ud83c\udfe2 Adopted By Leading AI Frameworks",
    "**\ud83d\udccb Proposals under review at 10+ frameworks (click to expand)**",
    "| Framework | Stars | Proposal |",
    "| Haystack | 22K \u2b50 | [deepset-ai/haystack#10615](https://github.com/deepset-ai/haystack/issues/10615) |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://pypi.org/project/agent_os_kernel/2.1.0",
   "project": "Semantic Kernel",
   "repository": "https://github.com/microsoft/semantic-kernel/issues/13556",
   "stars": "27000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "### \ud83c\udfe2 Adopted By Leading AI Frameworks",
    "**\ud83d\udccb Proposals under review at 10+ frameworks (click to expand)**",
    "| Framework | Stars | Proposal |",
    "| Semantic Kernel | 27K \u2b50 | [microsoft/semantic-kernel#13556](https://github.com/microsoft/semantic-kernel/issues/13556) |"
   ],
   "repository_evidence": [
    "### \ud83c\udfe2 Adopted By Leading AI Frameworks",
    "**\ud83d\udccb Proposals under review at 10+ frameworks (click to expand)**",
    "| Framework | Stars | Proposal |",
    "| Semantic Kernel | 27K \u2b50 | [microsoft/semantic-kernel#13556](https://github.com/microsoft/semantic-kernel/issues/13556) |"
   ],
   "stars_evidence": [
    "### \ud83c\udfe2 Adopted By Leading AI Frameworks",
    "**\ud83d\udccb Proposals under review at 10+ frameworks (click to expand)**",
    "| Framework | Stars | Proposal |",
    "| Semantic Kernel | 27K \u2b50 | [microsoft/semantic-kernel#13556](https://github.com/microsoft/semantic-kernel/issues/13556) |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://pypi.org/project/agent_os_kernel/2.1.0",
   "project": "smolagents",
   "repository": "https://github.com/huggingface/smolagents/issues/1989",
   "stars": "25000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "### \ud83c\udfe2 Adopted By Leading AI Frameworks",
    "**\ud83d\udccb Proposals under review at 10+ frameworks (click to expand)**",
    "| Framework | Stars | Proposal |",
    "| smolagents | 25K \u2b50 | \u2705 Adapter built \u2014 [huggingface/smolagents#1989](https://github.com/huggingface/smolagents/issues/1989) |"
   ],
   "repository_evidence": [
    "### \ud83c\udfe2 Adopted By Leading AI Frameworks",
    "**\ud83d\udccb Proposals under review at 10+ frameworks (click to expand)**",
    "| Framework | Stars | Proposal |",
    "| smolagents | 25K \u2b50 | \u2705 Adapter built \u2014 [huggingface/smolagents#1989](https://github.com/huggingface/smolagents/issues/1989) |"
   ],
   "stars_evidence": [
    "### \ud83c\udfe2 Adopted By Leading AI Frameworks",
    "**\ud83d\udccb Proposals under review at 10+ frameworks (click to expand)**",
    "| Framework | Stars | Proposal |",
    "| smolagents | 25K \u2b50 | \u2705 Adapter built \u2014 [huggingface/smolagents#1989](https://github.com/huggingface/smolagents/issues/1989) |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://pypi.org/project/agent_os_kernel/2.1.0",
   "project": "Google ADK",
   "repository": "https://github.com/google/adk-python/issues/4517",
   "stars": "18000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "### \ud83c\udfe2 Adopted By Leading AI Frameworks",
    "**\ud83d\udccb Proposals under review at 10+ frameworks (click to expand)**",
    "| Framework | Stars | Proposal |",
    "| Google ADK | 18K \u2b50 | \u2705 Adapter built \u2014 [google/adk-python#4517](https://github.com/google/adk-python/issues/4517) |"
   ],
   "repository_evidence": [
    "### \ud83c\udfe2 Adopted By Leading AI Frameworks",
    "**\ud83d\udccb Proposals under review at 10+ frameworks (click to expand)**",
    "| Framework | Stars | Proposal |",
    "| Google ADK | 18K \u2b50 | \u2705 Adapter built \u2014 [google/adk-python#4517](https://github.com/google/adk-python/issues/4517) |"
   ],
   "stars_evidence": [
    "### \ud83c\udfe2 Adopted By Leading AI Frameworks",
    "**\ud83d\udccb Proposals under review at 10+ frameworks (click to expand)**",
    "| Framework | Stars | Proposal |",
    "| Google ADK | 18K \u2b50 | \u2705 Adapter built \u2014 [google/adk-python#4517](https://github.com/google/adk-python/issues/4517) |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://pypi.org/project/agent_os_kernel/2.1.0",
   "project": "PydanticAI",
   "repository": "https://github.com/pydantic/pydantic-ai/issues/4335",
   "stars": "15000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "### \ud83c\udfe2 Adopted By Leading AI Frameworks",
    "**\ud83d\udccb Proposals under review at 10+ frameworks (click to expand)**",
    "| Framework | Stars | Proposal |",
    "| PydanticAI | 15K \u2b50 | \u2705 Adapter built \u2014 [pydantic/pydantic-ai#4335](https://github.com/pydantic/pydantic-ai/issues/4335) |"
   ],
   "repository_evidence": [
    "### \ud83c\udfe2 Adopted By Leading AI Frameworks",
    "**\ud83d\udccb Proposals under review at 10+ frameworks (click to expand)**",
    "| Framework | Stars | Proposal |",
    "| PydanticAI | 15K \u2b50 | \u2705 Adapter built \u2014 [pydantic/pydantic-ai#4335](https://github.com/pydantic/pydantic-ai/issues/4335) |"
   ],
   "stars_evidence": [
    "### \ud83c\udfe2 Adopted By Leading AI Frameworks",
    "**\ud83d\udccb Proposals under review at 10+ frameworks (click to expand)**",
    "| Framework | Stars | Proposal |",
    "| PydanticAI | 15K \u2b50 | \u2705 Adapter built \u2014 [pydantic/pydantic-ai#4335](https://github.com/pydantic/pydantic-ai/issues/4335) |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://pypi.org/project/agent_os_kernel/2.1.0",
   "project": "A2A Protocol",
   "repository": "https://github.com/a2aproject/A2A/issues/1501",
   "stars": "21000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "### \ud83c\udfe2 Adopted By Leading AI Frameworks",
    "**\ud83d\udccb Proposals under review at 10+ frameworks (click to expand)**",
    "| Framework | Stars | Proposal |",
    "| A2A Protocol | 21K \u2b50 | [a2aproject/A2A#1501](https://github.com/a2aproject/A2A/issues/1501) |"
   ],
   "repository_evidence": [
    "### \ud83c\udfe2 Adopted By Leading AI Frameworks",
    "**\ud83d\udccb Proposals under review at 10+ frameworks (click to expand)**",
    "| Framework | Stars | Proposal |",
    "| A2A Protocol | 21K \u2b50 | [a2aproject/A2A#1501](https://github.com/a2aproject/A2A/issues/1501) |"
   ],
   "stars_evidence": [
    "### \ud83c\udfe2 Adopted By Leading AI Frameworks",
    "**\ud83d\udccb Proposals under review at 10+ frameworks (click to expand)**",
    "| Framework | Stars | Proposal |",
    "| A2A Protocol | 21K \u2b50 | [a2aproject/A2A#1501](https://github.com/a2aproject/A2A/issues/1501) |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://pypi.org/project/agent_os_kernel/2.1.0",
   "project": "Oracle Agent Spec",
   "repository": "https://github.com/oracle/agent-spec/issues/105",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "### \ud83c\udfe2 Adopted By Leading AI Frameworks",
    "**\ud83d\udccb Proposals under review at 10+ frameworks (click to expand)**",
    "| Framework | Stars | Proposal |",
    "| Oracle Agent Spec | \u2014 | [oracle/agent-spec#105](https://github.com/oracle/agent-spec/issues/105) |"
   ],
   "repository_evidence": [
    "### \ud83c\udfe2 Adopted By Leading AI Frameworks",
    "**\ud83d\udccb Proposals under review at 10+ frameworks (click to expand)**",
    "| Framework | Stars | Proposal |",
    "| Oracle Agent Spec | \u2014 | [oracle/agent-spec#105](https://github.com/oracle/agent-spec/issues/105) |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://pypi.org/project/agent_os_kernel/2.1.0",
   "project": "AI Card Spec",
   "repository": "https://github.com/Agent-Card/ai-card/issues/16",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "### \ud83c\udfe2 Adopted By Leading AI Frameworks",
    "**\ud83d\udccb Proposals under review at 10+ frameworks (click to expand)**",
    "| Framework | Stars | Proposal |",
    "| AI Card Spec | \u2014 | [agent-card/ai-card#16](https://github.com/Agent-Card/ai-card/issues/16) |"
   ],
   "repository_evidence": [
    "### \ud83c\udfe2 Adopted By Leading AI Frameworks",
    "**\ud83d\udccb Proposals under review at 10+ frameworks (click to expand)**",
    "| Framework | Stars | Proposal |",
    "| AI Card Spec | \u2014 | [agent-card/ai-card#16](https://github.com/Agent-Card/ai-card/issues/16) |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://pypi.org/project/agent_os_kernel/2.1.0",
   "project": "agent-runtime",
   "repository": "https://github.com/microsoft/agent-governance-toolkit",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## Core Modules",
    "Core Modules",
    "| Module | Layer | PyPI Package | Description | Status |",
    "| [**`runtime`**](https://github.com/microsoft/agent-governance-toolkit) | **\u2b50** | `agent-runtime` | **Execution supervisor \u2014 Execution Rings, Joint Liability, Saga Orchestrator** ([own repo](https://github.com/microsoft/agent-governance-toolkit)) | **\u2705 184 tests** |",
    "## \u2b50 Star Feature: Agent Runtime",
    "> **Now its own repo: [`agent-runtime`](https://github.com/microsoft/agent-governance-toolkit)** \u2014 184 tests, 268\u03bcs full pipeline, zero dependencies beyond pydantic."
   ],
   "repository_evidence": [
    "## Core Modules",
    "Core Modules",
    "| Module | Layer | PyPI Package | Description | Status |",
    "| [**`runtime`**](https://github.com/microsoft/agent-governance-toolkit) | **\u2b50** | `agent-runtime` | **Execution supervisor \u2014 Execution Rings, Joint Liability, Saga Orchestrator** ([own repo](https://github.com/microsoft/agent-governance-toolkit)) | **\u2705 184 tests** |",
    "## \u2b50 Star Feature: Agent Runtime",
    "> **Now its own repo: [`agent-runtime`](https://github.com/microsoft/agent-governance-toolkit)** \u2014 184 tests, 268\u03bcs full pipeline, zero dependencies beyond pydantic."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://aws.amazon.com/blogs/machine-learning/evaluate-any-agent-framework-with-amazon-bedrock-agentcore-evaluations?trk=faq_card&utm_custom=cr_card",
   "project": "OpenInference",
   "repository": "https://github.com/Arize-ai/openinference",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Evaluate any agent framework with Amazon Bedrock AgentCore Evaluations",
    "[OpenInference](https://github.com/Arize-ai/openinference) defines span kinds such as `LLM`, `TOOL`, `RETRIEVER`, `RERANKER`, `EMBEDDING`, `AGENT`, `CHAIN`, `GUARDRAIL`, `EVALUATOR`, and `PROMPT`.",
    "https://github.com/Arize-ai/openinference"
   ],
   "repository_evidence": [
    "Evaluate any agent framework with Amazon Bedrock AgentCore Evaluations",
    "[OpenInference](https://github.com/Arize-ai/openinference) defines span kinds such as `LLM`, `TOOL`, `RETRIEVER`, `RERANKER`, `EMBEDDING`, `AGENT`, `CHAIN`, `GUARDRAIL`, `EVALUATOR`, and `PROMPT`.",
    "https://github.com/Arize-ai/openinference"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://codemyspec.com/blog/free-open-source-ai-coding-tools-2026",
   "project": "Gemini CLI",
   "repository": null,
   "stars": "102000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Best Free and Open-Source AI Coding Tools in 2026",
    "| Tool | Type | License | Stars | Truly Free? | Real Monthly Cost | Best For |",
    "| **Gemini CLI** | CLI agent | Apache 2.0 | 102K | Free tier ended June 18 | Paid API only | Sunsetting into Antigravity CLI |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "Best Free and Open-Source AI Coding Tools in 2026",
    "| Tool | Type | License | Stars | Truly Free? | Real Monthly Cost | Best For |",
    "| **Gemini CLI** | CLI agent | Apache 2.0 | 102K | Free tier ended June 18 | Paid API only | Sunsetting into Antigravity CLI |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://codemyspec.com/blog/free-open-source-ai-coding-tools-2026",
   "project": "Aider",
   "repository": null,
   "stars": "43700",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Best Free and Open-Source AI Coding Tools in 2026",
    "| Tool | Type | License | Stars | Truly Free? | Real Monthly Cost | Best For |",
    "| **Aider** | CLI agent | Apache 2.0 | 43.7K | BYOK (Quasar-alpha free via OpenRouter) | $15-60 | Model freedom + git |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "Best Free and Open-Source AI Coding Tools in 2026",
    "| Tool | Type | License | Stars | Truly Free? | Real Monthly Cost | Best For |",
    "| **Aider** | CLI agent | Apache 2.0 | 43.7K | BYOK (Quasar-alpha free via OpenRouter) | $15-60 | Model freedom + git |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://codemyspec.com/blog/free-open-source-ai-coding-tools-2026",
   "project": "OpenCode",
   "repository": null,
   "stars": "117000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Best Free and Open-Source AI Coding Tools in 2026",
    "| Tool | Type | License | Stars | Truly Free? | Real Monthly Cost | Best For |",
    "| **OpenCode** | CLI agent | Open (Go) | 117K | BYOK | $15-60 | Fast-growing option |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "Best Free and Open-Source AI Coding Tools in 2026",
    "| Tool | Type | License | Stars | Truly Free? | Real Monthly Cost | Best For |",
    "| **OpenCode** | CLI agent | Open (Go) | 117K | BYOK | $15-60 | Fast-growing option |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://codemyspec.com/blog/free-open-source-ai-coding-tools-2026",
   "project": "Goose",
   "repository": null,
   "stars": "29000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Best Free and Open-Source AI Coding Tools in 2026",
    "| Tool | Type | License | Stars | Truly Free? | Real Monthly Cost | Best For |",
    "| **Goose** | CLI agent | Apache 2.0 | 29K | BYOK | $15-60 | Extensibility |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "Best Free and Open-Source AI Coding Tools in 2026",
    "| Tool | Type | License | Stars | Truly Free? | Real Monthly Cost | Best For |",
    "| **Goose** | CLI agent | Apache 2.0 | 29K | BYOK | $15-60 | Extensibility |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://codemyspec.com/blog/free-open-source-ai-coding-tools-2026",
   "project": "Cline",
   "repository": null,
   "stars": "59000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Best Free and Open-Source AI Coding Tools in 2026",
    "| Tool | Type | License | Stars | Truly Free? | Real Monthly Cost | Best For |",
    "| **Cline** | VS Code ext | Apache 2.0 | 59K | BYOK | $5-200 | Autonomous agent |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "Best Free and Open-Source AI Coding Tools in 2026",
    "| Tool | Type | License | Stars | Truly Free? | Real Monthly Cost | Best For |",
    "| **Cline** | VS Code ext | Apache 2.0 | 59K | BYOK | $5-200 | Autonomous agent |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://codemyspec.com/blog/free-open-source-ai-coding-tools-2026",
   "project": "Roo Code",
   "repository": null,
   "stars": "22000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Best Free and Open-Source AI Coding Tools in 2026",
    "| Tool | Type | License | Stars | Truly Free? | Real Monthly Cost | Best For |",
    "| **Roo Code** | VS Code ext | Apache 2.0 | 22K | BYOK | $5-200 | Archived May 2026 (fork it or move to Cline) |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "Best Free and Open-Source AI Coding Tools in 2026",
    "| Tool | Type | License | Stars | Truly Free? | Real Monthly Cost | Best For |",
    "| **Roo Code** | VS Code ext | Apache 2.0 | 22K | BYOK | $5-200 | Archived May 2026 (fork it or move to Cline) |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://codemyspec.com/blog/free-open-source-ai-coding-tools-2026",
   "project": "Continue.dev",
   "repository": null,
   "stars": "32000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Best Free and Open-Source AI Coding Tools in 2026",
    "| Tool | Type | License | Stars | Truly Free? | Real Monthly Cost | Best For |",
    "| **Continue.dev** | CLI + ext | Apache 2.0 | 32K | BYOK | $0-20 | Acquired by Cursor, winding down |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "Best Free and Open-Source AI Coding Tools in 2026",
    "| Tool | Type | License | Stars | Truly Free? | Real Monthly Cost | Best For |",
    "| **Continue.dev** | CLI + ext | Apache 2.0 | 32K | BYOK | $0-20 | Acquired by Cursor, winding down |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://codemyspec.com/blog/free-open-source-ai-coding-tools-2026",
   "project": "Zed",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Best Free and Open-Source AI Coding Tools in 2026",
    "| Tool | Type | License | Stars | Truly Free? | Real Monthly Cost | Best For |",
    "| **Zed** | Editor | GPL | \u2013 | Editor free | $10/mo + tokens | Speed + collaboration |"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://codemyspec.com/blog/free-open-source-ai-coding-tools-2026",
   "project": "PearAI",
   "repository": null,
   "stars": "40000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Best Free and Open-Source AI Coding Tools in 2026",
    "| Tool | Type | License | Stars | Truly Free? | Real Monthly Cost | Best For |",
    "| **PearAI** | IDE (fork) | Apache 2.0 | 40K | Limited free | $15-200 | All-in-one IDE |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "Best Free and Open-Source AI Coding Tools in 2026",
    "| Tool | Type | License | Stars | Truly Free? | Real Monthly Cost | Best For |",
    "| **PearAI** | IDE (fork) | Apache 2.0 | 40K | Limited free | $15-200 | All-in-one IDE |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://skillget.dev/listings/alternbits-awesome-ai-agents?lang=en",
   "project": "Adala",
   "repository": "https://github.com/HumanSignal/Adala",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-ai-agents",
    "A curated list of AI agents, categorized into open-source projects and closed-source projects/companies.",
    "## Open-source Projects",
    "- [Adala](https://github.com/HumanSignal/Adala) - Autonomous data labeling agent framework."
   ],
   "repository_evidence": [
    "# awesome-ai-agents",
    "A curated list of AI agents, categorized into open-source projects and closed-source projects/companies.",
    "## Open-source Projects",
    "- [Adala](https://github.com/HumanSignal/Adala) - Autonomous data labeling agent framework."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://skillget.dev/listings/alternbits-awesome-ai-agents?lang=en",
   "project": "AgentGPT",
   "repository": "https://agentgpt.reworkd.ai/",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-ai-agents",
    "A curated list of AI agents, categorized into open-source projects and closed-source projects/companies.",
    "## Open-source Projects",
    "- [AgentGPT](https://agentgpt.reworkd.ai/) - Browser-based no-code AI agent tool."
   ],
   "repository_evidence": [
    "# awesome-ai-agents",
    "A curated list of AI agents, categorized into open-source projects and closed-source projects/companies.",
    "## Open-source Projects",
    "- [AgentGPT](https://agentgpt.reworkd.ai/) - Browser-based no-code AI agent tool."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://skillget.dev/listings/alternbits-awesome-ai-agents?lang=en",
   "project": "AutoGen",
   "repository": "https://github.com/microsoft/autogen",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-ai-agents",
    "A curated list of AI agents, categorized into open-source projects and closed-source projects/companies.",
    "## Open-source Projects",
    "- [AutoGen](https://github.com/microsoft/autogen) - Multi-agent AI framework by Microsoft."
   ],
   "repository_evidence": [
    "# awesome-ai-agents",
    "A curated list of AI agents, categorized into open-source projects and closed-source projects/companies.",
    "## Open-source Projects",
    "- [AutoGen](https://github.com/microsoft/autogen) - Multi-agent AI framework by Microsoft."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://skillget.dev/listings/alternbits-awesome-ai-agents?lang=en",
   "project": "CrewAI",
   "repository": "https://github.com/joaomdmoura/crewai",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-ai-agents",
    "A curated list of AI agents, categorized into open-source projects and closed-source projects/companies.",
    "## Open-source Projects",
    "- [CrewAI](https://github.com/joaomdmoura/crewai) - Framework for multi-agent orchestration."
   ],
   "repository_evidence": [
    "# awesome-ai-agents",
    "A curated list of AI agents, categorized into open-source projects and closed-source projects/companies.",
    "## Open-source Projects",
    "- [CrewAI](https://github.com/joaomdmoura/crewai) - Framework for multi-agent orchestration."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://skillget.dev/listings/alternbits-awesome-ai-agents?lang=en",
   "project": "Agent4Rec",
   "repository": "https://github.com/LehengTHU/Agent4Rec",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-ai-agents",
    "A curated list of AI agents, categorized into open-source projects and closed-source projects/companies.",
    "## Open-source Projects",
    "- [Agent4Rec](https://github.com/LehengTHU/Agent4Rec) - A recommender system simulator using 1,000 generative agents."
   ],
   "repository_evidence": [
    "# awesome-ai-agents",
    "A curated list of AI agents, categorized into open-source projects and closed-source projects/companies.",
    "## Open-source Projects",
    "- [Agent4Rec](https://github.com/LehengTHU/Agent4Rec) - A recommender system simulator using 1,000 generative agents."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://skillget.dev/listings/alternbits-awesome-ai-agents?lang=en",
   "project": "AgentForge",
   "repository": "https://github.com/DataBassGit/AgentForge",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-ai-agents",
    "A curated list of AI agents, categorized into open-source projects and closed-source projects/companies.",
    "## Open-source Projects",
    "- [AgentForge](https://github.com/DataBassGit/AgentForge) - LLM-agnostic platform for building and testing AI agents."
   ],
   "repository_evidence": [
    "# awesome-ai-agents",
    "A curated list of AI agents, categorized into open-source projects and closed-source projects/companies.",
    "## Open-source Projects",
    "- [AgentForge](https://github.com/DataBassGit/AgentForge) - LLM-agnostic platform for building and testing AI agents."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://skillget.dev/listings/alternbits-awesome-ai-agents?lang=en",
   "project": "AgentPilot",
   "repository": "https://github.com/jbexta/AgentPilot",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-ai-agents",
    "A curated list of AI agents, categorized into open-source projects and closed-source projects/companies.",
    "## Open-source Projects",
    "- [AgentPilot](https://github.com/jbexta/AgentPilot) - Desktop app for building, managing, and chatting with AI agents."
   ],
   "repository_evidence": [
    "# awesome-ai-agents",
    "A curated list of AI agents, categorized into open-source projects and closed-source projects/companies.",
    "## Open-source Projects",
    "- [AgentPilot](https://github.com/jbexta/AgentPilot) - Desktop app for building, managing, and chatting with AI agents."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://skillget.dev/listings/alternbits-awesome-ai-agents?lang=en",
   "project": "Agents",
   "repository": "https://github.com/aiwaves-cn/agents",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-ai-agents",
    "A curated list of AI agents, categorized into open-source projects and closed-source projects/companies.",
    "## Open-source Projects",
    "- [Agents](https://github.com/aiwaves-cn/agents) - Library/framework for building language agents."
   ],
   "repository_evidence": [
    "# awesome-ai-agents",
    "A curated list of AI agents, categorized into open-source projects and closed-source projects/companies.",
    "## Open-source Projects",
    "- [Agents](https://github.com/aiwaves-cn/agents) - Library/framework for building language agents."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://skillget.dev/listings/alternbits-awesome-ai-agents?lang=en",
   "project": "AgentVerse",
   "repository": "https://github.com/OpenBMB/AgentVerse",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-ai-agents",
    "A curated list of AI agents, categorized into open-source projects and closed-source projects/companies.",
    "## Open-source Projects",
    "- [AgentVerse](https://github.com/OpenBMB/AgentVerse) - Platform for task-solving and simulation AI agents."
   ],
   "repository_evidence": [
    "# awesome-ai-agents",
    "A curated list of AI agents, categorized into open-source projects and closed-source projects/companies.",
    "## Open-source Projects",
    "- [AgentVerse](https://github.com/OpenBMB/AgentVerse) - Platform for task-solving and simulation AI agents."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://skillget.dev/listings/alternbits-awesome-ai-agents?lang=en",
   "project": "AI Legion",
   "repository": "https://github.com/eumemic/ai-legion",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-ai-agents",
    "A curated list of AI agents, categorized into open-source projects and closed-source projects/companies.",
    "## Open-source Projects",
    "- [AI Legion](https://github.com/eumemic/ai-legion) - Multi-agent system similar to AutoGPT."
   ],
   "repository_evidence": [
    "# awesome-ai-agents",
    "A curated list of AI agents, categorized into open-source projects and closed-source projects/companies.",
    "## Open-source Projects",
    "- [AI Legion](https://github.com/eumemic/ai-legion) - Multi-agent system similar to AutoGPT."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://skillget.dev/listings/alternbits-awesome-ai-agents?lang=en",
   "project": "Aider",
   "repository": "https://github.com/paul-gauthier/aider",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-ai-agents",
    "A curated list of AI agents, categorized into open-source projects and closed-source projects/companies.",
    "## Open-source Projects",
    "- [Aider](https://github.com/paul-gauthier/aider) - Command-line AI coding assistant."
   ],
   "repository_evidence": [
    "# awesome-ai-agents",
    "A curated list of AI agents, categorized into open-source projects and closed-source projects/companies.",
    "## Open-source Projects",
    "- [Aider](https://github.com/paul-gauthier/aider) - Command-line AI coding assistant."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://skillget.dev/listings/alternbits-awesome-ai-agents?lang=en",
   "project": "AIlice",
   "repository": "https://github.com/myshell-ai/AIlice",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-ai-agents",
    "A curated list of AI agents, categorized into open-source projects and closed-source projects/companies.",
    "## Open-source Projects",
    "- [AIlice](https://github.com/myshell-ai/AIlice) - Task execution AI agent with dynamic agent trees."
   ],
   "repository_evidence": [
    "# awesome-ai-agents",
    "A curated list of AI agents, categorized into open-source projects and closed-source projects/companies.",
    "## Open-source Projects",
    "- [AIlice](https://github.com/myshell-ai/AIlice) - Task execution AI agent with dynamic agent trees."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://skillget.dev/listings/alternbits-awesome-ai-agents?lang=en",
   "project": "AutoGPT",
   "repository": "https://agpt.co/",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-ai-agents",
    "A curated list of AI agents, categorized into open-source projects and closed-source projects/companies.",
    "## Open-source Projects",
    "- [AutoGPT](https://agpt.co/) - An experimental project for fully autonomous GPT-4."
   ],
   "repository_evidence": [
    "# awesome-ai-agents",
    "A curated list of AI agents, categorized into open-source projects and closed-source projects/companies.",
    "## Open-source Projects",
    "- [AutoGPT](https://agpt.co/) - An experimental project for fully autonomous GPT-4."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://skillget.dev/listings/alternbits-awesome-ai-agents?lang=en",
   "project": "Automata",
   "repository": "https://github.com/emrgnt-cmplxty/automata",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-ai-agents",
    "A curated list of AI agents, categorized into open-source projects and closed-source projects/companies.",
    "## Open-source Projects",
    "- [Automata](https://github.com/emrgnt-cmplxty/automata) - AI-driven code generation and automation framework."
   ],
   "repository_evidence": [
    "# awesome-ai-agents",
    "A curated list of AI agents, categorized into open-source projects and closed-source projects/companies.",
    "## Open-source Projects",
    "- [Automata](https://github.com/emrgnt-cmplxty/automata) - AI-driven code generation and automation framework."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://skillget.dev/listings/alternbits-awesome-ai-agents?lang=en",
   "project": "Autonomous HR Chatbot",
   "repository": "https://github.com/stepanogil/autonomous-hr-chatbot",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-ai-agents",
    "A curated list of AI agents, categorized into open-source projects and closed-source projects/companies.",
    "## Open-source Projects",
    "- [Autonomous HR Chatbot](https://github.com/stepanogil/autonomous-hr-chatbot) - AI-powered HR query assistant."
   ],
   "repository_evidence": [
    "# awesome-ai-agents",
    "A curated list of AI agents, categorized into open-source projects and closed-source projects/companies.",
    "## Open-source Projects",
    "- [Autonomous HR Chatbot](https://github.com/stepanogil/autonomous-hr-chatbot) - AI-powered HR query assistant."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://skillget.dev/listings/alternbits-awesome-ai-agents?lang=en",
   "project": "AutoPR",
   "repository": "https://github.com/irgolic/AutoPR",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-ai-agents",
    "A curated list of AI agents, categorized into open-source projects and closed-source projects/companies.",
    "## Open-source Projects",
    "- [AutoPR](https://github.com/irgolic/AutoPR) - Automated pull request AI agent."
   ],
   "repository_evidence": [
    "# awesome-ai-agents",
    "A curated list of AI agents, categorized into open-source projects and closed-source projects/companies.",
    "## Open-source Projects",
    "- [AutoPR](https://github.com/irgolic/AutoPR) - Automated pull request AI agent."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://skillget.dev/listings/alternbits-awesome-ai-agents?lang=en",
   "project": "BabyAGI",
   "repository": "https://github.com/yoheinakajima/babyagi",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-ai-agents",
    "A curated list of AI agents, categorized into open-source projects and closed-source projects/companies.",
    "## Open-source Projects",
    "- [BabyAGI](https://github.com/yoheinakajima/babyagi) - Autonomous AI task manager."
   ],
   "repository_evidence": [
    "# awesome-ai-agents",
    "A curated list of AI agents, categorized into open-source projects and closed-source projects/companies.",
    "## Open-source Projects",
    "- [BabyAGI](https://github.com/yoheinakajima/babyagi) - Autonomous AI task manager."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://skillget.dev/listings/alternbits-awesome-ai-agents?lang=en",
   "project": "BabyBeeAGI",
   "repository": "https://yoheinakajima.com/babybeeagi-task-management-and-functionality-expansion-on-top-of-babyagi/",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-ai-agents",
    "A curated list of AI agents, categorized into open-source projects and closed-source projects/companies.",
    "## Open-source Projects",
    "- [BabyBeeAGI](https://yoheinakajima.com/babybeeagi-task-management-and-functionality-expansion-on-top-of-babyagi/) - Task management and BabyAGI enhancement."
   ],
   "repository_evidence": [
    "# awesome-ai-agents",
    "A curated list of AI agents, categorized into open-source projects and closed-source projects/companies.",
    "## Open-source Projects",
    "- [BabyBeeAGI](https://yoheinakajima.com/babybeeagi-task-management-and-functionality-expansion-on-top-of-babyagi/) - Task management and BabyAGI enhancement."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://skillget.dev/listings/alternbits-awesome-ai-agents?lang=en",
   "project": "BeeBot",
   "repository": "https://github.com/AutoPackAI/beebot",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-ai-agents",
    "A curated list of AI agents, categorized into open-source projects and closed-source projects/companies.",
    "## Open-source Projects",
    "- [BeeBot](https://github.com/AutoPackAI/beebot) - Early-stage AI agent research project."
   ],
   "repository_evidence": [
    "# awesome-ai-agents",
    "A curated list of AI agents, categorized into open-source projects and closed-source projects/companies.",
    "## Open-source Projects",
    "- [BeeBot](https://github.com/AutoPackAI/beebot) - Early-stage AI agent research project."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://skillget.dev/listings/alternbits-awesome-ai-agents?lang=en",
   "project": "Blinky",
   "repository": "https://github.com/seahyinghang8/blinky",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-ai-agents",
    "A curated list of AI agents, categorized into open-source projects and closed-source projects/companies.",
    "## Open-source Projects",
    "- [Blinky](https://github.com/seahyinghang8/blinky) - AI debugging assistant for VSCode."
   ],
   "repository_evidence": [
    "# awesome-ai-agents",
    "A curated list of AI agents, categorized into open-source projects and closed-source projects/companies.",
    "## Open-source Projects",
    "- [Blinky](https://github.com/seahyinghang8/blinky) - AI debugging assistant for VSCode."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://skillget.dev/listings/alternbits-awesome-ai-agents?lang=en",
   "project": "Bloop",
   "repository": "https://bloop.ai/",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-ai-agents",
    "A curated list of AI agents, categorized into open-source projects and closed-source projects/companies.",
    "## Open-source Projects",
    "- [Bloop](https://bloop.ai/) - AI-powered semantic code search engine."
   ],
   "repository_evidence": [
    "# awesome-ai-agents",
    "A curated list of AI agents, categorized into open-source projects and closed-source projects/companies.",
    "## Open-source Projects",
    "- [Bloop](https://bloop.ai/) - AI-powered semantic code search engine."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://skillget.dev/listings/alternbits-awesome-ai-agents?lang=en",
   "project": "BondAI",
   "repository": "https://bondai.dev/",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-ai-agents",
    "A curated list of AI agents, categorized into open-source projects and closed-source projects/companies.",
    "## Open-source Projects",
    "- [BondAI](https://bondai.dev/) - Autonomous AI assistant with CLI and RESTful API."
   ],
   "repository_evidence": [
    "# awesome-ai-agents",
    "A curated list of AI agents, categorized into open-source projects and closed-source projects/companies.",
    "## Open-source Projects",
    "- [BondAI](https://bondai.dev/) - Autonomous AI assistant with CLI and RESTful API."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://skillget.dev/listings/alternbits-awesome-ai-agents?lang=en",
   "project": "Cal.ai",
   "repository": "https://cal.ai/",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-ai-agents",
    "A curated list of AI agents, categorized into open-source projects and closed-source projects/companies.",
    "## Open-source Projects",
    "- [Cal.ai](https://cal.ai/) - Open-source scheduling assistant."
   ],
   "repository_evidence": [
    "# awesome-ai-agents",
    "A curated list of AI agents, categorized into open-source projects and closed-source projects/companies.",
    "## Open-source Projects",
    "- [Cal.ai](https://cal.ai/) - Open-source scheduling assistant."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://skillget.dev/listings/alternbits-awesome-ai-agents?lang=en",
   "project": "CAMEL",
   "repository": "https://github.com/camel-ai/camel",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-ai-agents",
    "A curated list of AI agents, categorized into open-source projects and closed-source projects/companies.",
    "## Open-source Projects",
    "- [CAMEL](https://github.com/camel-ai/camel) - Communicative agents for mind exploration."
   ],
   "repository_evidence": [
    "# awesome-ai-agents",
    "A curated list of AI agents, categorized into open-source projects and closed-source projects/companies.",
    "## Open-source Projects",
    "- [CAMEL](https://github.com/camel-ai/camel) - Communicative agents for mind exploration."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://skillget.dev/listings/alternbits-awesome-ai-agents?lang=en",
   "project": "ChatArena",
   "repository": "https://www.chatarena.org/",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-ai-agents",
    "A curated list of AI agents, categorized into open-source projects and closed-source projects/companies.",
    "## Open-source Projects",
    "- [ChatArena](https://www.chatarena.org/) - Multi-agent interaction framework."
   ],
   "repository_evidence": [
    "# awesome-ai-agents",
    "A curated list of AI agents, categorized into open-source projects and closed-source projects/companies.",
    "## Open-source Projects",
    "- [ChatArena](https://www.chatarena.org/) - Multi-agent interaction framework."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://skillget.dev/listings/alternbits-awesome-ai-agents?lang=en",
   "project": "ChatDev",
   "repository": "https://github.com/OpenBMB/ChatDev",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-ai-agents",
    "A curated list of AI agents, categorized into open-source projects and closed-source projects/companies.",
    "## Open-source Projects",
    "- [ChatDev](https://github.com/OpenBMB/ChatDev) - AI-driven software development team."
   ],
   "repository_evidence": [
    "# awesome-ai-agents",
    "A curated list of AI agents, categorized into open-source projects and closed-source projects/companies.",
    "## Open-source Projects",
    "- [ChatDev](https://github.com/OpenBMB/ChatDev) - AI-driven software development team."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://skillget.dev/listings/alternbits-awesome-ai-agents?lang=en",
   "project": "ChemCrow",
   "repository": "https://github.com/ur-whitelab/chemcrow-public",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-ai-agents",
    "A curated list of AI agents, categorized into open-source projects and closed-source projects/companies.",
    "## Open-source Projects",
    "- [ChemCrow](https://github.com/ur-whitelab/chemcrow-public) - AI chemistry assistant."
   ],
   "repository_evidence": [
    "# awesome-ai-agents",
    "A curated list of AI agents, categorized into open-source projects and closed-source projects/companies.",
    "## Open-source Projects",
    "- [ChemCrow](https://github.com/ur-whitelab/chemcrow-public) - AI chemistry assistant."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://skillget.dev/listings/alternbits-awesome-ai-agents?lang=en",
   "project": "Clippy",
   "repository": "https://github.com/ennucore/clippy/",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-ai-agents",
    "A curated list of AI agents, categorized into open-source projects and closed-source projects/companies.",
    "## Open-source Projects",
    "- [Clippy](https://github.com/ennucore/clippy/) - Autonomous AI coding agent."
   ],
   "repository_evidence": [
    "# awesome-ai-agents",
    "A curated list of AI agents, categorized into open-source projects and closed-source projects/companies.",
    "## Open-source Projects",
    "- [Clippy](https://github.com/ennucore/clippy/) - Autonomous AI coding agent."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://skillget.dev/listings/alternbits-awesome-ai-agents?lang=en",
   "project": "CodeFuse-ChatBot",
   "repository": "https://github.com/codefuse-ai/codefuse-chatbot",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-ai-agents",
    "A curated list of AI agents, categorized into open-source projects and closed-source projects/companies.",
    "## Open-source Projects",
    "- [CodeFuse-ChatBot](https://github.com/codefuse-ai/codefuse-chatbot) - AI-driven software development lifecycle assistant."
   ],
   "repository_evidence": [
    "# awesome-ai-agents",
    "A curated list of AI agents, categorized into open-source projects and closed-source projects/companies.",
    "## Open-source Projects",
    "- [CodeFuse-ChatBot](https://github.com/codefuse-ai/codefuse-chatbot) - AI-driven software development lifecycle assistant."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://skillget.dev/listings/alternbits-awesome-ai-agents?lang=en",
   "project": "Databerry",
   "repository": "https://www.databerry.ai/",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-ai-agents",
    "A curated list of AI agents, categorized into open-source projects and closed-source projects/companies.",
    "## Open-source Projects",
    "- [Databerry](https://www.databerry.ai/) - No-code AI chatbot builder."
   ],
   "repository_evidence": [
    "# awesome-ai-agents",
    "A curated list of AI agents, categorized into open-source projects and closed-source projects/companies.",
    "## Open-source Projects",
    "- [Databerry](https://www.databerry.ai/) - No-code AI chatbot builder."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://skillget.dev/listings/alternbits-awesome-ai-agents?lang=en",
   "project": "DemoGPT",
   "repository": "https://github.com/melih-unsal/DemoGPT",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-ai-agents",
    "A curated list of AI agents, categorized into open-source projects and closed-source projects/companies.",
    "## Open-source Projects",
    "- [DemoGPT](https://github.com/melih-unsal/DemoGPT) - AI-powered app prototyping tool."
   ],
   "repository_evidence": [
    "# awesome-ai-agents",
    "A curated list of AI agents, categorized into open-source projects and closed-source projects/companies.",
    "## Open-source Projects",
    "- [DemoGPT](https://github.com/melih-unsal/DemoGPT) - AI-powered app prototyping tool."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://skillget.dev/listings/alternbits-awesome-ai-agents?lang=en",
   "project": "DevGPT",
   "repository": "https://github.com/jina-ai/dev-gpt",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-ai-agents",
    "A curated list of AI agents, categorized into open-source projects and closed-source projects/companies.",
    "## Open-source Projects",
    "- [DevGPT](https://github.com/jina-ai/dev-gpt) - AI-powered virtual software development team."
   ],
   "repository_evidence": [
    "# awesome-ai-agents",
    "A curated list of AI agents, categorized into open-source projects and closed-source projects/companies.",
    "## Open-source Projects",
    "- [DevGPT](https://github.com/jina-ai/dev-gpt) - AI-powered virtual software development team."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://skillget.dev/listings/alternbits-awesome-ai-agents?lang=en",
   "project": "Devika",
   "repository": "https://github.com/stitionai/devika",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-ai-agents",
    "A curated list of AI agents, categorized into open-source projects and closed-source projects/companies.",
    "## Open-source Projects",
    "- [Devika](https://github.com/stitionai/devika) - AI-powered software engineer."
   ],
   "repository_evidence": [
    "# awesome-ai-agents",
    "A curated list of AI agents, categorized into open-source projects and closed-source projects/companies.",
    "## Open-source Projects",
    "- [Devika](https://github.com/stitionai/devika) - AI-powered software engineer."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://skillget.dev/listings/alternbits-awesome-ai-agents?lang=en",
   "project": "Devon",
   "repository": "https://github.com/entropy-research/Devon",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-ai-agents",
    "A curated list of AI agents, categorized into open-source projects and closed-source projects/companies.",
    "## Open-source Projects",
    "- [Devon](https://github.com/entropy-research/Devon) - Open-source Devin alternative."
   ],
   "repository_evidence": [
    "# awesome-ai-agents",
    "A curated list of AI agents, categorized into open-source projects and closed-source projects/companies.",
    "## Open-source Projects",
    "- [Devon](https://github.com/entropy-research/Devon) - Open-source Devin alternative."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://skillget.dev/listings/alternbits-awesome-ai-agents?lang=en",
   "project": "DevOpsGPT",
   "repository": "https://github.com/kuafuai/DevOpsGPT",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-ai-agents",
    "A curated list of AI agents, categorized into open-source projects and closed-source projects/companies.",
    "## Open-source Projects",
    "- [DevOpsGPT](https://github.com/kuafuai/DevOpsGPT) - AI-driven software development automation."
   ],
   "repository_evidence": [
    "# awesome-ai-agents",
    "A curated list of AI agents, categorized into open-source projects and closed-source projects/companies.",
    "## Open-source Projects",
    "- [DevOpsGPT](https://github.com/kuafuai/DevOpsGPT) - AI-driven software development automation."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://skillget.dev/listings/alternbits-awesome-ai-agents?lang=en",
   "project": "dotagent",
   "repository": "https://github.com/dot-agent/dotagent",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-ai-agents",
    "A curated list of AI agents, categorized into open-source projects and closed-source projects/companies.",
    "## Open-source Projects",
    "- [dotagent](https://github.com/dot-agent/dotagent) - Deployable AI agents for cloud, PC, and mobile."
   ],
   "repository_evidence": [
    "# awesome-ai-agents",
    "A curated list of AI agents, categorized into open-source projects and closed-source projects/companies.",
    "## Open-source Projects",
    "- [dotagent](https://github.com/dot-agent/dotagent) - Deployable AI agents for cloud, PC, and mobile."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://skillget.dev/listings/alternbits-awesome-ai-agents?lang=en",
   "project": "Eidolon",
   "repository": "https://eidolonai.com/",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-ai-agents",
    "A curated list of AI agents, categorized into open-source projects and closed-source projects/companies.",
    "## Open-source Projects",
    "- [Eidolon](https://eidolonai.com/) - Modular AI agent SDK."
   ],
   "repository_evidence": [
    "# awesome-ai-agents",
    "A curated list of AI agents, categorized into open-source projects and closed-source projects/companies.",
    "## Open-source Projects",
    "- [Eidolon](https://eidolonai.com/) - Modular AI agent SDK."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://skillget.dev/listings/alternbits-awesome-ai-agents?lang=en",
   "project": "FastAgency",
   "repository": "https://fastagency.ai/latest/",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-ai-agents",
    "A curated list of AI agents, categorized into open-source projects and closed-source projects/companies.",
    "## Open-source Projects",
    "- [FastAgency](https://fastagency.ai/latest/) - Multi-agent AI workflow deployment tool."
   ],
   "repository_evidence": [
    "# awesome-ai-agents",
    "A curated list of AI agents, categorized into open-source projects and closed-source projects/companies.",
    "## Open-source Projects",
    "- [FastAgency](https://fastagency.ai/latest/) - Multi-agent AI workflow deployment tool."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://skillget.dev/listings/alternbits-awesome-ai-agents?lang=en",
   "project": "Flowise",
   "repository": "https://flowiseai.com/",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-ai-agents",
    "A curated list of AI agents, categorized into open-source projects and closed-source projects/companies.",
    "## Open-source Projects",
    "- [Flowise](https://flowiseai.com/) - Low-code AI agent builder."
   ],
   "repository_evidence": [
    "# awesome-ai-agents",
    "A curated list of AI agents, categorized into open-source projects and closed-source projects/companies.",
    "## Open-source Projects",
    "- [Flowise](https://flowiseai.com/) - Low-code AI agent builder."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://skillget.dev/listings/alternbits-awesome-ai-agents?lang=en",
   "project": "Friday",
   "repository": "https://github.com/amirrezasalimi/friday/",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-ai-agents",
    "A curated list of AI agents, categorized into open-source projects and closed-source projects/companies.",
    "## Open-source Projects",
    "- [Friday](https://github.com/amirrezasalimi/friday/) - AI assistant for Node.js development."
   ],
   "repository_evidence": [
    "# awesome-ai-agents",
    "A curated list of AI agents, categorized into open-source projects and closed-source projects/companies.",
    "## Open-source Projects",
    "- [Friday](https://github.com/amirrezasalimi/friday/) - AI assistant for Node.js development."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://skillget.dev/listings/alternbits-awesome-ai-agents?lang=en",
   "project": "Giselle",
   "repository": "https://github.com/giselles-ai/giselle",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-ai-agents",
    "A curated list of AI agents, categorized into open-source projects and closed-source projects/companies.",
    "## Open-source Projects",
    "- [Giselle](https://github.com/giselles-ai/giselle) - AI for Agentic Workflows. Human-AI Collaboration. Open Source."
   ],
   "repository_evidence": [
    "# awesome-ai-agents",
    "A curated list of AI agents, categorized into open-source projects and closed-source projects/companies.",
    "## Open-source Projects",
    "- [Giselle](https://github.com/giselles-ai/giselle) - AI for Agentic Workflows. Human-AI Collaboration. Open Source."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://skillget.dev/listings/alternbits-awesome-ai-agents?lang=en",
   "project": "GPTSwarm",
   "repository": "https://gptswarm.org/",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-ai-agents",
    "A curated list of AI agents, categorized into open-source projects and closed-source projects/companies.",
    "## Open-source Projects",
    "- [GPTSwarm](https://gptswarm.org/) - Optimizable graph-based AI agents."
   ],
   "repository_evidence": [
    "# awesome-ai-agents",
    "A curated list of AI agents, categorized into open-source projects and closed-source projects/companies.",
    "## Open-source Projects",
    "- [GPTSwarm](https://gptswarm.org/) - Optimizable graph-based AI agents."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://skillget.dev/listings/alternbits-awesome-ai-agents?lang=en",
   "project": "Upsonic",
   "repository": "https://github.com/Upsonic/Upsonic",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-ai-agents",
    "A curated list of AI agents, categorized into open-source projects and closed-source projects/companies.",
    "## Open-source Projects",
    "- [Upsonic](https://github.com/Upsonic/Upsonic) - Reliable agent framework that support MCP."
   ],
   "repository_evidence": [
    "# awesome-ai-agents",
    "A curated list of AI agents, categorized into open-source projects and closed-source projects/companies.",
    "## Open-source Projects",
    "- [Upsonic](https://github.com/Upsonic/Upsonic) - Reliable agent framework that support MCP."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://skillget.dev/listings/microsoft-ufo",
   "project": "UFO",
   "repository": null,
   "stars": "8296",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# UFO",
    "- **Community trust** \u00e2\u20ac\u201d 8296 GitHub stars",
    "- **License** \u00e2\u20ac\u201d License: MIT"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# UFO",
    "- **Community trust** \u00e2\u20ac\u201d 8296 GitHub stars"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://pypi.org/project/workflow-agent",
   "project": "DB-GPT",
   "repository": "https://github.com/eosphoros-ai/DB-GPT",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Workflow Agent AI Agent Directory to Host All Workflow Agent related AI Agents Services, Community, Reviews and More.",
    "## [DB-GPT eosphoros-ai](https://github.com/eosphoros-ai/DB-GPT)"
   ],
   "repository_evidence": [
    "Workflow Agent AI Agent Directory to Host All Workflow Agent related AI Agents Services, Community, Reviews and More.",
    "## [DB-GPT eosphoros-ai](https://github.com/eosphoros-ai/DB-GPT)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://pypi.org/project/workflow-agent",
   "project": "AgentLaboratory",
   "repository": "https://github.com/SamuelSchmidgall/AgentLaboratory",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Workflow Agent AI Agent Directory to Host All Workflow Agent related AI Agents Services, Community, Reviews and More.",
    "## [AgentLaboratory SamuelSchmidgall](https://github.com/SamuelSchmidgall/AgentLaboratory)"
   ],
   "repository_evidence": [
    "Workflow Agent AI Agent Directory to Host All Workflow Agent related AI Agents Services, Community, Reviews and More.",
    "## [AgentLaboratory SamuelSchmidgall](https://github.com/SamuelSchmidgall/AgentLaboratory)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://pypi.org/project/workflow-agent",
   "project": "ssh-agent",
   "repository": "https://github.com/webfactory/ssh-agent",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Workflow Agent AI Agent Directory to Host All Workflow Agent related AI Agents Services, Community, Reviews and More.",
    "## [ssh-agent webfactory](https://github.com/webfactory/ssh-agent)"
   ],
   "repository_evidence": [
    "Workflow Agent AI Agent Directory to Host All Workflow Agent related AI Agents Services, Community, Reviews and More.",
    "## [ssh-agent webfactory](https://github.com/webfactory/ssh-agent)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://pypi.org/project/workflow-agent",
   "project": "vector-vein",
   "repository": "https://github.com/AndersonBY/vector-vein",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Workflow Agent AI Agent Directory to Host All Workflow Agent related AI Agents Services, Community, Reviews and More.",
    "## [vector-vein AndersonBY](https://github.com/AndersonBY/vector-vein)"
   ],
   "repository_evidence": [
    "Workflow Agent AI Agent Directory to Host All Workflow Agent related AI Agents Services, Community, Reviews and More.",
    "## [vector-vein AndersonBY](https://github.com/AndersonBY/vector-vein)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://pypi.org/project/workflow-agent",
   "project": "Intelli-Agent",
   "repository": "https://github.com/aws-samples/Intelli-Agent",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Workflow Agent AI Agent Directory to Host All Workflow Agent related AI Agents Services, Community, Reviews and More.",
    "## [Intelli-Agent aws-samples](https://github.com/aws-samples/Intelli-Agent)"
   ],
   "repository_evidence": [
    "Workflow Agent AI Agent Directory to Host All Workflow Agent related AI Agents Services, Community, Reviews and More.",
    "## [Intelli-Agent aws-samples](https://github.com/aws-samples/Intelli-Agent)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://pypi.org/project/workflow-agent",
   "project": "agent",
   "repository": "https://github.com/statelyai/agent",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Workflow Agent AI Agent Directory to Host All Workflow Agent related AI Agents Services, Community, Reviews and More.",
    "## [agent statelyai](https://github.com/statelyai/agent)"
   ],
   "repository_evidence": [
    "Workflow Agent AI Agent Directory to Host All Workflow Agent related AI Agents Services, Community, Reviews and More.",
    "## [agent statelyai](https://github.com/statelyai/agent)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://pypi.org/project/workflow-agent",
   "project": "agent-workflow-memory",
   "repository": "https://github.com/zorazrw/agent-workflow-memory",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Workflow Agent AI Agent Directory to Host All Workflow Agent related AI Agents Services, Community, Reviews and More.",
    "## [agent-workflow-memory zorazrw](https://github.com/zorazrw/agent-workflow-memory)"
   ],
   "repository_evidence": [
    "Workflow Agent AI Agent Directory to Host All Workflow Agent related AI Agents Services, Community, Reviews and More.",
    "## [agent-workflow-memory zorazrw](https://github.com/zorazrw/agent-workflow-memory)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://pypi.org/project/workflow-agent",
   "project": "ax",
   "repository": "https://github.com/ax-llm/ax",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Workflow Agent AI Agent Directory to Host All Workflow Agent related AI Agents Services, Community, Reviews and More.",
    "## [ax ax-llm](https://github.com/ax-llm/ax)"
   ],
   "repository_evidence": [
    "Workflow Agent AI Agent Directory to Host All Workflow Agent related AI Agents Services, Community, Reviews and More.",
    "## [ax ax-llm](https://github.com/ax-llm/ax)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://pypi.org/project/workflow-agent",
   "project": "Agently-Daily-News-Collector",
   "repository": "https://github.com/AgentEra/Agently-Daily-News-Collector",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Workflow Agent AI Agent Directory to Host All Workflow Agent related AI Agents Services, Community, Reviews and More.",
    "## [Agently-Daily-News-Collector AgentEra](https://github.com/AgentEra/Agently-Daily-News-Collector)"
   ],
   "repository_evidence": [
    "Workflow Agent AI Agent Directory to Host All Workflow Agent related AI Agents Services, Community, Reviews and More.",
    "## [Agently-Daily-News-Collector AgentEra](https://github.com/AgentEra/Agently-Daily-News-Collector)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://pypi.org/project/workflow-agent",
   "project": "metropolis-nim-workflows",
   "repository": "https://github.com/NVIDIA/metropolis-nim-workflows",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Workflow Agent AI Agent Directory to Host All Workflow Agent related AI Agents Services, Community, Reviews and More.",
    "## [metropolis-nim-workflows NVIDIA](https://github.com/NVIDIA/metropolis-nim-workflows)"
   ],
   "repository_evidence": [
    "Workflow Agent AI Agent Directory to Host All Workflow Agent related AI Agents Services, Community, Reviews and More.",
    "## [metropolis-nim-workflows NVIDIA](https://github.com/NVIDIA/metropolis-nim-workflows)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://pypi.org/project/workflow-agent",
   "project": "ControlFlow",
   "repository": "https://github.com/PrefectHQ/ControlFlow",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Workflow Agent AI Agent Directory to Host All Workflow Agent related AI Agents Services, Community, Reviews and More.",
    "## [ControlFlow PrefectHQ](https://github.com/PrefectHQ/ControlFlow)"
   ],
   "repository_evidence": [
    "Workflow Agent AI Agent Directory to Host All Workflow Agent related AI Agents Services, Community, Reviews and More.",
    "## [ControlFlow PrefectHQ](https://github.com/PrefectHQ/ControlFlow)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://pypi.org/project/workflow-agent",
   "project": "pyspur",
   "repository": "https://github.com/PySpur-Dev/pyspur",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Workflow Agent AI Agent Directory to Host All Workflow Agent related AI Agents Services, Community, Reviews and More.",
    "## [pyspur PySpur-Dev](https://github.com/PySpur-Dev/pyspur)"
   ],
   "repository_evidence": [
    "Workflow Agent AI Agent Directory to Host All Workflow Agent related AI Agents Services, Community, Reviews and More.",
    "## [pyspur PySpur-Dev](https://github.com/PySpur-Dev/pyspur)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://pypi.org/project/workflow-agent",
   "project": "Director",
   "repository": "https://github.com/video-db/Director",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Workflow Agent AI Agent Directory to Host All Workflow Agent related AI Agents Services, Community, Reviews and More.",
    "## [Director video-db](https://github.com/video-db/Director)"
   ],
   "repository_evidence": [
    "Workflow Agent AI Agent Directory to Host All Workflow Agent related AI Agents Services, Community, Reviews and More.",
    "## [Director video-db](https://github.com/video-db/Director)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://pypi.org/project/workflow-agent",
   "project": "docetl",
   "repository": "https://github.com/ucbepic/docetl",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Workflow Agent AI Agent Directory to Host All Workflow Agent related AI Agents Services, Community, Reviews and More.",
    "## [docetl ucbepic](https://github.com/ucbepic/docetl)"
   ],
   "repository_evidence": [
    "Workflow Agent AI Agent Directory to Host All Workflow Agent related AI Agents Services, Community, Reviews and More.",
    "## [docetl ucbepic](https://github.com/ucbepic/docetl)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://pypi.org/project/workflow-agent",
   "project": "griptape",
   "repository": "https://github.com/griptape-ai/griptape",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Workflow Agent AI Agent Directory to Host All Workflow Agent related AI Agents Services, Community, Reviews and More.",
    "## [griptape griptape-ai](https://github.com/griptape-ai/griptape)"
   ],
   "repository_evidence": [
    "Workflow Agent AI Agent Directory to Host All Workflow Agent related AI Agents Services, Community, Reviews and More.",
    "## [griptape griptape-ai](https://github.com/griptape-ai/griptape)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://pypi.org/project/workflow-agent",
   "project": "agent-toolkit",
   "repository": "https://github.com/stripe/agent-toolkit",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Workflow Agent AI Agent Directory to Host All Workflow Agent related AI Agents Services, Community, Reviews and More.",
    "## [agent-toolkit stripe](https://github.com/stripe/agent-toolkit)"
   ],
   "repository_evidence": [
    "Workflow Agent AI Agent Directory to Host All Workflow Agent related AI Agents Services, Community, Reviews and More.",
    "## [agent-toolkit stripe](https://github.com/stripe/agent-toolkit)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://pypi.org/project/workflow-agent",
   "project": "OmAgent",
   "repository": "https://github.com/om-ai-lab/OmAgent",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Workflow Agent AI Agent Directory to Host All Workflow Agent related AI Agents Services, Community, Reviews and More.",
    "## [OmAgent om-ai-lab](https://github.com/om-ai-lab/OmAgent)"
   ],
   "repository_evidence": [
    "Workflow Agent AI Agent Directory to Host All Workflow Agent related AI Agents Services, Community, Reviews and More.",
    "## [OmAgent om-ai-lab](https://github.com/om-ai-lab/OmAgent)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://pypi.org/project/workflow-agent",
   "project": "Agentic-Workflow-Patterns",
   "repository": "https://github.com/arunpshankar/Agentic-Workflow-Patterns",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Workflow Agent AI Agent Directory to Host All Workflow Agent related AI Agents Services, Community, Reviews and More.",
    "## [Agentic-Workflow-Patterns arunpshankar](https://github.com/arunpshankar/Agentic-Workflow-Patterns)"
   ],
   "repository_evidence": [
    "Workflow Agent AI Agent Directory to Host All Workflow Agent related AI Agents Services, Community, Reviews and More.",
    "## [Agentic-Workflow-Patterns arunpshankar](https://github.com/arunpshankar/Agentic-Workflow-Patterns)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://pypi.org/project/workflow-agent",
   "project": "superduper",
   "repository": "https://github.com/superduper-io/superduper",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Workflow Agent AI Agent Directory to Host All Workflow Agent related AI Agents Services, Community, Reviews and More.",
    "## [superduper superduper-io](https://github.com/superduper-io/superduper)"
   ],
   "repository_evidence": [
    "Workflow Agent AI Agent Directory to Host All Workflow Agent related AI Agents Services, Community, Reviews and More.",
    "## [superduper superduper-io](https://github.com/superduper-io/superduper)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://pypi.org/project/workflow-agent",
   "project": "jai-workflow",
   "repository": "https://github.com/czelabueno/jai-workflow",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Workflow Agent AI Agent Directory to Host All Workflow Agent related AI Agents Services, Community, Reviews and More.",
    "## [jai-workflow czelabueno](https://github.com/czelabueno/jai-workflow)"
   ],
   "repository_evidence": [
    "Workflow Agent AI Agent Directory to Host All Workflow Agent related AI Agents Services, Community, Reviews and More.",
    "## [jai-workflow czelabueno](https://github.com/czelabueno/jai-workflow)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://pypi.org/project/workflow-agent",
   "project": "activepieces",
   "repository": "https://github.com/activepieces/activepieces",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Workflow Agent AI Agent Directory to Host All Workflow Agent related AI Agents Services, Community, Reviews and More.",
    "## [activepieces activepieces](https://github.com/activepieces/activepieces)"
   ],
   "repository_evidence": [
    "Workflow Agent AI Agent Directory to Host All Workflow Agent related AI Agents Services, Community, Reviews and More.",
    "## [activepieces activepieces](https://github.com/activepieces/activepieces)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://pypi.org/project/workflow-agent",
   "project": "agent-hub",
   "repository": "https://github.com/DjangoPeng/agent-hub",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Workflow Agent AI Agent Directory to Host All Workflow Agent related AI Agents Services, Community, Reviews and More.",
    "## [agent-hub DjangoPeng](https://github.com/DjangoPeng/agent-hub)"
   ],
   "repository_evidence": [
    "Workflow Agent AI Agent Directory to Host All Workflow Agent related AI Agents Services, Community, Reviews and More.",
    "## [agent-hub DjangoPeng](https://github.com/DjangoPeng/agent-hub)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://pypi.org/project/workflow-agent",
   "project": "project_alice",
   "repository": "https://github.com/MarianoMolina/project_alice",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Workflow Agent AI Agent Directory to Host All Workflow Agent related AI Agents Services, Community, Reviews and More.",
    "## [project_alice MarianoMolina](https://github.com/MarianoMolina/project_alice)"
   ],
   "repository_evidence": [
    "Workflow Agent AI Agent Directory to Host All Workflow Agent related AI Agents Services, Community, Reviews and More.",
    "## [project_alice MarianoMolina](https://github.com/MarianoMolina/project_alice)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://pypi.org/project/workflow-agent",
   "project": "eclair-agents",
   "repository": "https://github.com/HazyResearch/eclair-agents",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Workflow Agent AI Agent Directory to Host All Workflow Agent related AI Agents Services, Community, Reviews and More.",
    "## [eclair-agents HazyResearch](https://github.com/HazyResearch/eclair-agents)"
   ],
   "repository_evidence": [
    "Workflow Agent AI Agent Directory to Host All Workflow Agent related AI Agents Services, Community, Reviews and More.",
    "## [eclair-agents HazyResearch](https://github.com/HazyResearch/eclair-agents)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://pypi.org/project/workflow-agent",
   "project": "fastagency",
   "repository": "https://github.com/airtai/fastagency",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Workflow Agent AI Agent Directory to Host All Workflow Agent related AI Agents Services, Community, Reviews and More.",
    "## [fastagency airtai](https://github.com/airtai/fastagency)"
   ],
   "repository_evidence": [
    "Workflow Agent AI Agent Directory to Host All Workflow Agent related AI Agents Services, Community, Reviews and More.",
    "## [fastagency airtai](https://github.com/airtai/fastagency)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://pypi.org/project/workflow-agent",
   "project": "lecca-io",
   "repository": "https://github.com/lecca-digital/lecca-io",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Workflow Agent AI Agent Directory to Host All Workflow Agent related AI Agents Services, Community, Reviews and More.",
    "## [lecca-io lecca-digital](https://github.com/lecca-digital/lecca-io)"
   ],
   "repository_evidence": [
    "Workflow Agent AI Agent Directory to Host All Workflow Agent related AI Agents Services, Community, Reviews and More.",
    "## [lecca-io lecca-digital](https://github.com/lecca-digital/lecca-io)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://pypi.org/project/workflow-agent",
   "project": "floki",
   "repository": "https://github.com/Cyb3rWard0g/floki",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Workflow Agent AI Agent Directory to Host All Workflow Agent related AI Agents Services, Community, Reviews and More.",
    "## [floki Cyb3rWard0g](https://github.com/Cyb3rWard0g/floki)"
   ],
   "repository_evidence": [
    "Workflow Agent AI Agent Directory to Host All Workflow Agent related AI Agents Services, Community, Reviews and More.",
    "## [floki Cyb3rWard0g](https://github.com/Cyb3rWard0g/floki)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://pypi.org/project/workflow-agent",
   "project": "flow",
   "repository": "https://github.com/lmnr-ai/flow",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Workflow Agent AI Agent Directory to Host All Workflow Agent related AI Agents Services, Community, Reviews and More.",
    "## [flow lmnr-ai](https://github.com/lmnr-ai/flow)"
   ],
   "repository_evidence": [
    "Workflow Agent AI Agent Directory to Host All Workflow Agent related AI Agents Services, Community, Reviews and More.",
    "## [flow lmnr-ai](https://github.com/lmnr-ai/flow)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://pypi.org/project/workflow-agent",
   "project": "multi-agents-workflow",
   "repository": "https://github.com/run-llama/multi-agents-workflow",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Workflow Agent AI Agent Directory to Host All Workflow Agent related AI Agents Services, Community, Reviews and More.",
    "## [multi-agents-workflow run-llama](https://github.com/run-llama/multi-agents-workflow)"
   ],
   "repository_evidence": [
    "Workflow Agent AI Agent Directory to Host All Workflow Agent related AI Agents Services, Community, Reviews and More.",
    "## [multi-agents-workflow run-llama](https://github.com/run-llama/multi-agents-workflow)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://pypi.org/project/workflow-agent",
   "project": "meadow",
   "repository": "https://github.com/NumbersStationAI/meadow",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Workflow Agent AI Agent Directory to Host All Workflow Agent related AI Agents Services, Community, Reviews and More.",
    "## [meadow NumbersStationAI](https://github.com/NumbersStationAI/meadow)"
   ],
   "repository_evidence": [
    "Workflow Agent AI Agent Directory to Host All Workflow Agent related AI Agents Services, Community, Reviews and More.",
    "## [meadow NumbersStationAI](https://github.com/NumbersStationAI/meadow)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://pypi.org/project/workflow-agent",
   "project": "AgenticCookBook",
   "repository": "https://github.com/microsoft/AgenticCookBook",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Workflow Agent AI Agent Directory to Host All Workflow Agent related AI Agents Services, Community, Reviews and More.",
    "## [AgenticCookBook microsoft](https://github.com/microsoft/AgenticCookBook)"
   ],
   "repository_evidence": [
    "Workflow Agent AI Agent Directory to Host All Workflow Agent related AI Agents Services, Community, Reviews and More.",
    "## [AgenticCookBook microsoft](https://github.com/microsoft/AgenticCookBook)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://pypi.org/project/workflow-agent",
   "project": "eko",
   "repository": "https://github.com/FellouAI/eko",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Workflow Agent AI Agent Directory to Host All Workflow Agent related AI Agents Services, Community, Reviews and More.",
    "## [eko FellouAI](https://github.com/FellouAI/eko)"
   ],
   "repository_evidence": [
    "Workflow Agent AI Agent Directory to Host All Workflow Agent related AI Agents Services, Community, Reviews and More.",
    "## [eko FellouAI](https://github.com/FellouAI/eko)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://pypi.org/project/workflow-agent",
   "project": "humanlayer",
   "repository": "https://github.com/humanlayer/humanlayer",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Workflow Agent AI Agent Directory to Host All Workflow Agent related AI Agents Services, Community, Reviews and More.",
    "## [humanlayer humanlayer](https://github.com/humanlayer/humanlayer)"
   ],
   "repository_evidence": [
    "Workflow Agent AI Agent Directory to Host All Workflow Agent related AI Agents Services, Community, Reviews and More.",
    "## [humanlayer humanlayer](https://github.com/humanlayer/humanlayer)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://pypi.org/project/workflow-agent",
   "project": "agentic-workshop",
   "repository": "https://github.com/build-on-aws/agentic-workshop",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Workflow Agent AI Agent Directory to Host All Workflow Agent related AI Agents Services, Community, Reviews and More.",
    "## [agentic-workshop build-on-aws](https://github.com/build-on-aws/agentic-workshop)"
   ],
   "repository_evidence": [
    "Workflow Agent AI Agent Directory to Host All Workflow Agent related AI Agents Services, Community, Reviews and More.",
    "## [agentic-workshop build-on-aws](https://github.com/build-on-aws/agentic-workshop)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://pypi.org/project/workflow-agent",
   "project": "ten_framework",
   "repository": "https://github.com/TEN-framework/ten_framework",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Workflow Agent AI Agent Directory to Host All Workflow Agent related AI Agents Services, Community, Reviews and More.",
    "## [ten_framework TEN-framework](https://github.com/TEN-framework/ten_framework)"
   ],
   "repository_evidence": [
    "Workflow Agent AI Agent Directory to Host All Workflow Agent related AI Agents Services, Community, Reviews and More.",
    "## [ten_framework TEN-framework](https://github.com/TEN-framework/ten_framework)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://pypi.org/project/workflow-agent",
   "project": "rill-flow",
   "repository": "https://github.com/weibocom/rill-flow",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Workflow Agent AI Agent Directory to Host All Workflow Agent related AI Agents Services, Community, Reviews and More.",
    "## [rill-flow weibocom](https://github.com/weibocom/rill-flow)"
   ],
   "repository_evidence": [
    "Workflow Agent AI Agent Directory to Host All Workflow Agent related AI Agents Services, Community, Reviews and More.",
    "## [rill-flow weibocom](https://github.com/weibocom/rill-flow)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://pypi.org/project/workflow-agent",
   "project": "comanda",
   "repository": "https://github.com/kris-hansen/comanda",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Workflow Agent AI Agent Directory to Host All Workflow Agent related AI Agents Services, Community, Reviews and More.",
    "## [comanda kris-hansen](https://github.com/kris-hansen/comanda)"
   ],
   "repository_evidence": [
    "Workflow Agent AI Agent Directory to Host All Workflow Agent related AI Agents Services, Community, Reviews and More.",
    "## [comanda kris-hansen](https://github.com/kris-hansen/comanda)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://pypi.org/project/workflow-agent",
   "project": "agentscript",
   "repository": "https://github.com/AgentScript-AI/agentscript",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Workflow Agent AI Agent Directory to Host All Workflow Agent related AI Agents Services, Community, Reviews and More.",
    "## [agentscript AgentScript-AI](https://github.com/AgentScript-AI/agentscript)"
   ],
   "repository_evidence": [
    "Workflow Agent AI Agent Directory to Host All Workflow Agent related AI Agents Services, Community, Reviews and More.",
    "## [agentscript AgentScript-AI](https://github.com/AgentScript-AI/agentscript)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://pypi.org/project/workflow-agent",
   "project": "Agentic_Story_Book_Workflow",
   "repository": "https://github.com/breakstring/Agentic_Story_Book_Workflow",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Workflow Agent AI Agent Directory to Host All Workflow Agent related AI Agents Services, Community, Reviews and More.",
    "## [Agentic_Story_Book_Workflow breakstring](https://github.com/breakstring/Agentic_Story_Book_Workflow)"
   ],
   "repository_evidence": [
    "Workflow Agent AI Agent Directory to Host All Workflow Agent related AI Agents Services, Community, Reviews and More.",
    "## [Agentic_Story_Book_Workflow breakstring](https://github.com/breakstring/Agentic_Story_Book_Workflow)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://pypi.org/project/workflow-agent",
   "project": "agere",
   "repository": "https://github.com/happyapplehorse/agere",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Workflow Agent AI Agent Directory to Host All Workflow Agent related AI Agents Services, Community, Reviews and More.",
    "## [agere happyapplehorse](https://github.com/happyapplehorse/agere)"
   ],
   "repository_evidence": [
    "Workflow Agent AI Agent Directory to Host All Workflow Agent related AI Agents Services, Community, Reviews and More.",
    "## [agere happyapplehorse](https://github.com/happyapplehorse/agere)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://pypi.org/project/workflow-agent",
   "project": "crewAI-quickstart",
   "repository": "https://github.com/alexfazio/crewAI-quickstart",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Workflow Agent AI Agent Directory to Host All Workflow Agent related AI Agents Services, Community, Reviews and More.",
    "## [crewAI-quickstart alexfazio](https://github.com/alexfazio/crewAI-quickstart)"
   ],
   "repository_evidence": [
    "Workflow Agent AI Agent Directory to Host All Workflow Agent related AI Agents Services, Community, Reviews and More.",
    "## [crewAI-quickstart alexfazio](https://github.com/alexfazio/crewAI-quickstart)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://pypi.org/project/workflow-agent",
   "project": "graphai",
   "repository": "https://github.com/receptron/graphai",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Workflow Agent AI Agent Directory to Host All Workflow Agent related AI Agents Services, Community, Reviews and More.",
    "## [graphai receptron](https://github.com/receptron/graphai)"
   ],
   "repository_evidence": [
    "Workflow Agent AI Agent Directory to Host All Workflow Agent related AI Agents Services, Community, Reviews and More.",
    "## [graphai receptron](https://github.com/receptron/graphai)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://pypi.org/project/workflow-agent",
   "project": "multimodal-mcp-client",
   "repository": "https://github.com/Ejb503/multimodal-mcp-client",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Workflow Agent AI Agent Directory to Host All Workflow Agent related AI Agents Services, Community, Reviews and More.",
    "## [multimodal-mcp-client Ejb503](https://github.com/Ejb503/multimodal-mcp-client)"
   ],
   "repository_evidence": [
    "Workflow Agent AI Agent Directory to Host All Workflow Agent related AI Agents Services, Community, Reviews and More.",
    "## [multimodal-mcp-client Ejb503](https://github.com/Ejb503/multimodal-mcp-client)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://pypi.org/project/workflow-agent",
   "project": "setup-opa",
   "repository": "https://github.com/open-policy-agent/setup-opa",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Workflow Agent AI Agent Directory to Host All Workflow Agent related AI Agents Services, Community, Reviews and More.",
    "## [setup-opa open-policy-agent](https://github.com/open-policy-agent/setup-opa)"
   ],
   "repository_evidence": [
    "Workflow Agent AI Agent Directory to Host All Workflow Agent related AI Agents Services, Community, Reviews and More.",
    "## [setup-opa open-policy-agent](https://github.com/open-policy-agent/setup-opa)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://pypi.org/project/workflow-agent",
   "project": "agents",
   "repository": "https://github.com/aniketmaurya/agents",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Workflow Agent AI Agent Directory to Host All Workflow Agent related AI Agents Services, Community, Reviews and More.",
    "## [agents aniketmaurya](https://github.com/aniketmaurya/agents)"
   ],
   "repository_evidence": [
    "Workflow Agent AI Agent Directory to Host All Workflow Agent related AI Agents Services, Community, Reviews and More.",
    "## [agents aniketmaurya](https://github.com/aniketmaurya/agents)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://pypi.org/project/workflow-agent",
   "project": "jido",
   "repository": "https://github.com/agentjido/jido",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Workflow Agent AI Agent Directory to Host All Workflow Agent related AI Agents Services, Community, Reviews and More.",
    "## [jido agentjido](https://github.com/agentjido/jido)"
   ],
   "repository_evidence": [
    "Workflow Agent AI Agent Directory to Host All Workflow Agent related AI Agents Services, Community, Reviews and More.",
    "## [jido agentjido](https://github.com/agentjido/jido)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://pypi.org/project/workflow-agent",
   "project": "agent-panel",
   "repository": "https://github.com/IncredibleDevHQ/agent-panel",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Workflow Agent AI Agent Directory to Host All Workflow Agent related AI Agents Services, Community, Reviews and More.",
    "## [agent-panel IncredibleDevHQ](https://github.com/IncredibleDevHQ/agent-panel)"
   ],
   "repository_evidence": [
    "Workflow Agent AI Agent Directory to Host All Workflow Agent related AI Agents Services, Community, Reviews and More.",
    "## [agent-panel IncredibleDevHQ](https://github.com/IncredibleDevHQ/agent-panel)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://pypi.org/project/workflow-agent",
   "project": "ollama-workflows",
   "repository": "https://github.com/andthattoo/ollama-workflows",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Workflow Agent AI Agent Directory to Host All Workflow Agent related AI Agents Services, Community, Reviews and More.",
    "## [ollama-workflows andthattoo](https://github.com/andthattoo/ollama-workflows)"
   ],
   "repository_evidence": [
    "Workflow Agent AI Agent Directory to Host All Workflow Agent related AI Agents Services, Community, Reviews and More.",
    "## [ollama-workflows andthattoo](https://github.com/andthattoo/ollama-workflows)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://pypi.org/project/workflow-agent",
   "project": "giselle",
   "repository": "https://github.com/giselles-ai/giselle",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Workflow Agent AI Agent Directory to Host All Workflow Agent related AI Agents Services, Community, Reviews and More.",
    "## [giselle giselles-ai](https://github.com/giselles-ai/giselle)"
   ],
   "repository_evidence": [
    "Workflow Agent AI Agent Directory to Host All Workflow Agent related AI Agents Services, Community, Reviews and More.",
    "## [giselle giselles-ai](https://github.com/giselles-ai/giselle)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://pypi.org/project/workflow-agent",
   "project": "npi",
   "repository": "https://github.com/npi-ai/npi",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Workflow Agent AI Agent Directory to Host All Workflow Agent related AI Agents Services, Community, Reviews and More.",
    "## [npi npi-ai](https://github.com/npi-ai/npi)"
   ],
   "repository_evidence": [
    "Workflow Agent AI Agent Directory to Host All Workflow Agent related AI Agents Services, Community, Reviews and More.",
    "## [npi npi-ai](https://github.com/npi-ai/npi)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://pypi.org/project/workflow-agent",
   "project": "temporal-ai-agent",
   "repository": "https://github.com/steveandroulakis/temporal-ai-agent",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Workflow Agent AI Agent Directory to Host All Workflow Agent related AI Agents Services, Community, Reviews and More.",
    "## [temporal-ai-agent steveandroulakis](https://github.com/steveandroulakis/temporal-ai-agent)"
   ],
   "repository_evidence": [
    "Workflow Agent AI Agent Directory to Host All Workflow Agent related AI Agents Services, Community, Reviews and More.",
    "## [temporal-ai-agent steveandroulakis](https://github.com/steveandroulakis/temporal-ai-agent)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://pypi.org/project/workflow-agent",
   "project": "labs-ai-tools-vscode",
   "repository": "https://github.com/docker/labs-ai-tools-vscode",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Workflow Agent AI Agent Directory to Host All Workflow Agent related AI Agents Services, Community, Reviews and More.",
    "## [labs-ai-tools-vscode docker](https://github.com/docker/labs-ai-tools-vscode)"
   ],
   "repository_evidence": [
    "Workflow Agent AI Agent Directory to Host All Workflow Agent related AI Agents Services, Community, Reviews and More.",
    "## [labs-ai-tools-vscode docker](https://github.com/docker/labs-ai-tools-vscode)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://pypi.org/project/workflow-agent",
   "project": "Intelli",
   "repository": "https://github.com/intelligentnode/Intelli",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Workflow Agent AI Agent Directory to Host All Workflow Agent related AI Agents Services, Community, Reviews and More.",
    "## [Intelli intelligentnode](https://github.com/intelligentnode/Intelli)"
   ],
   "repository_evidence": [
    "Workflow Agent AI Agent Directory to Host All Workflow Agent related AI Agents Services, Community, Reviews and More.",
    "## [Intelli intelligentnode](https://github.com/intelligentnode/Intelli)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://pypi.org/project/workflow-agent",
   "project": "phantasm",
   "repository": "https://github.com/phantasmlabs/phantasm",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Workflow Agent AI Agent Directory to Host All Workflow Agent related AI Agents Services, Community, Reviews and More.",
    "## [phantasm phantasmlabs](https://github.com/phantasmlabs/phantasm)"
   ],
   "repository_evidence": [
    "Workflow Agent AI Agent Directory to Host All Workflow Agent related AI Agents Services, Community, Reviews and More.",
    "## [phantasm phantasmlabs](https://github.com/phantasmlabs/phantasm)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://pypi.org/project/workflow-agent",
   "project": "taskflowai",
   "repository": "https://github.com/philippe-page/taskflowai",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Workflow Agent AI Agent Directory to Host All Workflow Agent related AI Agents Services, Community, Reviews and More.",
    "## [taskflowai philippe-page](https://github.com/philippe-page/taskflowai)"
   ],
   "repository_evidence": [
    "Workflow Agent AI Agent Directory to Host All Workflow Agent related AI Agents Services, Community, Reviews and More.",
    "## [taskflowai philippe-page](https://github.com/philippe-page/taskflowai)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://pypi.org/project/workflow-agent",
   "project": "comfyui_LLM_party",
   "repository": "https://github.com/heshengtao/comfyui_LLM_party",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Workflow Agent AI Agent Directory to Host All Workflow Agent related AI Agents Services, Community, Reviews and More.",
    "## [comfyui_LLM_party heshengtao](https://github.com/heshengtao/comfyui_LLM_party)"
   ],
   "repository_evidence": [
    "Workflow Agent AI Agent Directory to Host All Workflow Agent related AI Agents Services, Community, Reviews and More.",
    "## [comfyui_LLM_party heshengtao](https://github.com/heshengtao/comfyui_LLM_party)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://forem.com/agentsindex/best-ai-agent-frameworks-for-building-production-ready-agents-1k0c",
   "project": "LangGraph",
   "repository": null,
   "stars": "24800",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "**AI agent frameworks** are the tools developers use to build, orchestrate, and deploy autonomous AI systems.",
    "Right now, six frameworks dominate the serious conversation: LangGraph, CrewAI, AutoGen (and its community fork AG2), Agno, LlamaIndex, plus emerging contenders like PydanticAI and SmolAgents."
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "**AI agent frameworks** are the tools developers use to build, orchestrate, and deploy autonomous AI systems.",
    "Right now, six frameworks dominate the serious conversation: LangGraph, CrewAI, AutoGen (and its community fork AG2), Agno, LlamaIndex, plus emerging contenders like PydanticAI and SmolAgents."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://forem.com/agentsindex/best-ai-agent-frameworks-for-building-production-ready-agents-1k0c",
   "project": "AG2",
   "repository": "ag2.ai",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "**AI agent frameworks** are the tools developers use to build, orchestrate, and deploy autonomous AI systems.",
    "Right now, six frameworks dominate the serious conversation: LangGraph, CrewAI, AutoGen (and its community fork AG2), Agno, LlamaIndex, plus emerging contenders like PydanticAI and SmolAgents.",
    "That fork is now **AG2** (ag2.ai), and it has [20,000 active builders working with it, along with AG2 Studio and an agent marketplace in active development](https://pub.towardsai.net/autogen-ag2-and-semantic-kernel-complete-guide-971cdeefe1e9), according to TowardsAI (2025)."
   ],
   "repository_evidence": [
    "**AI agent frameworks** are the tools developers use to build, orchestrate, and deploy autonomous AI systems.",
    "Right now, six frameworks dominate the serious conversation: LangGraph, CrewAI, AutoGen (and its community fork AG2), Agno, LlamaIndex, plus emerging contenders like PydanticAI and SmolAgents.",
    "That fork is now **AG2** (ag2.ai), and it has [20,000 active builders working with it, along with AG2 Studio and an agent marketplace in active development](https://pub.towardsai.net/autogen-ag2-and-semantic-kernel-complete-guide-971cdeefe1e9), according to TowardsAI (2025)."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://forem.com/agentsindex/best-ai-agent-frameworks-for-building-production-ready-agents-1k0c",
   "project": "Agno",
   "repository": null,
   "stars": "29000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "**AI agent frameworks** are the tools developers use to build, orchestrate, and deploy autonomous AI systems.",
    "Right now, six frameworks dominate the serious conversation: LangGraph, CrewAI, AutoGen (and its community fork AG2), Agno, LlamaIndex, plus emerging contenders like PydanticAI and SmolAgents."
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "**AI agent frameworks** are the tools developers use to build, orchestrate, and deploy autonomous AI systems.",
    "Right now, six frameworks dominate the serious conversation: LangGraph, CrewAI, AutoGen (and its community fork AG2), Agno, LlamaIndex, plus emerging contenders like PydanticAI and SmolAgents."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://forem.com/agentsindex/best-ai-agent-frameworks-for-building-production-ready-agents-1k0c",
   "project": "LlamaIndex",
   "repository": null,
   "stars": "30000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "**AI agent frameworks** are the tools developers use to build, orchestrate, and deploy autonomous AI systems.",
    "Right now, six frameworks dominate the serious conversation: LangGraph, CrewAI, AutoGen (and its community fork AG2), Agno, LlamaIndex, plus emerging contenders like PydanticAI and SmolAgents."
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "**AI agent frameworks** are the tools developers use to build, orchestrate, and deploy autonomous AI systems.",
    "Right now, six frameworks dominate the serious conversation: LangGraph, CrewAI, AutoGen (and its community fork AG2), Agno, LlamaIndex, plus emerging contenders like PydanticAI and SmolAgents."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://scopir.com/posts/best-rag-frameworks-2026",
   "project": "DSPy",
   "repository": "https://github.com/stanfordnlp/dspy",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "This comprehensive guide examines five leading RAG frameworks in 2026, comparing performance benchmarks, architectural approaches, use cases, and cost implications to help developers and teams select the optimal framework for building RAG applications.",
    "4. DSPy \u2014 Best for Minimal Boilerplate and Signature-First Design",
    "[DSPy](https://github.com/stanfordnlp/dspy) is a signature-first programming framework from Stanford that treats prompts and LLM interactions as composable modules with typed inputs and outputs."
   ],
   "repository_evidence": [
    "This comprehensive guide examines five leading RAG frameworks in 2026, comparing performance benchmarks, architectural approaches, use cases, and cost implications to help developers and teams select the optimal framework for building RAG applications.",
    "4. DSPy \u2014 Best for Minimal Boilerplate and Signature-First Design",
    "[DSPy](https://github.com/stanfordnlp/dspy) is a signature-first programming framework from Stanford that treats prompts and LLM interactions as composable modules with typed inputs and outputs."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://scopir.com/posts/best-rag-frameworks-2026",
   "project": "LangGraph",
   "repository": "https://github.com/langchain-ai/langgraph",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "This comprehensive guide examines five leading RAG frameworks in 2026, comparing performance benchmarks, architectural approaches, use cases, and cost implications to help developers and teams select the optimal framework for building RAG applications.",
    "5. LangGraph \u2014 Best for Multi-Step Graph-Based Workflows",
    "[LangGraph](https://github.com/langchain-ai/langgraph) is LangChain\u2019s graph-first orchestration framework for building stateful, multi-agent systems with complex branching logic."
   ],
   "repository_evidence": [
    "This comprehensive guide examines five leading RAG frameworks in 2026, comparing performance benchmarks, architectural approaches, use cases, and cost implications to help developers and teams select the optimal framework for building RAG applications.",
    "5. LangGraph \u2014 Best for Multi-Step Graph-Based Workflows",
    "[LangGraph](https://github.com/langchain-ai/langgraph) is LangChain\u2019s graph-first orchestration framework for building stateful, multi-agent systems with complex branching logic."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://dev.to/bibekkakati/building-a-multi-agent-ai-pipeline-with-mastra-and-typescript-1fjk",
   "project": "Clause AI",
   "repository": "https://github.com/bibekkakati/clause.ai",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Building a Multi-Agent AI Pipeline with Mastra and TypeScript",
    "This post walks through the architecture behind **[Clause AI](https://github.com/bibekkakati/clause.ai)**, a platform that analyzes rental and lease agreements."
   ],
   "repository_evidence": [
    "Building a Multi-Agent AI Pipeline with Mastra and TypeScript",
    "This post walks through the architecture behind **[Clause AI](https://github.com/bibekkakati/clause.ai)**, a platform that analyzes rental and lease agreements."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://arxiv.org/pdf/2507.11059v1",
   "project": "Aider",
   "repository": "https://github.com/Aider-AI/aider/tree/4f4b10fd868680e0b87511d4bcf755f198089e8d",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "SWE-MERA: A Dynamic Benchmark for Agenticly Evaluating Large\nLanguage Models on Software Engineering Tasks",
    "Evaluation using the Aider coding agent\ndemonstrates strong discriminative power in\nstate-of-the-art models.",
    "To apply LLMs in issue-solving scenarios, we em-\nploy a popular agentic framework Aider, which\nperforms similarly to other state-of-the-art frame-\nworks when applied to the same models."
   ],
   "repository_evidence": [
    "SWE-MERA: A Dynamic Benchmark for Agenticly Evaluating Large\nLanguage Models on Software Engineering Tasks",
    "Evaluation",
    "We slightly modify\nAider 6 and Aider-SWE-bench 7 repositories due to\nbackward compatibility issues."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://arxiv.org/pdf/2507.11059v1",
   "project": "Aider-SWE-bench",
   "repository": "https://github.com/Aider-AI/aider-swe-bench/commit/6e98cd6c3b2cbcba12976d6ae1b07f847480cb74",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "SWE-MERA: A Dynamic Benchmark for Agenticly Evaluating Large\nLanguage Models on Software Engineering Tasks",
    "Evaluation",
    "We slightly modify\nAider 6 and Aider-SWE-bench 7 repositories due to\nbackward compatibility issues."
   ],
   "repository_evidence": [
    "SWE-MERA: A Dynamic Benchmark for Agenticly Evaluating Large\nLanguage Models on Software Engineering Tasks",
    "Evaluation",
    "We slightly modify\nAider 6 and Aider-SWE-bench 7 repositories due to\nbackward compatibility issues."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://arxiv.org/html/2608.17319v1",
   "project": "browser-use",
   "repository": "https://github.com/browser-use/browser-use",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "The evaluation framework is built on a customized version of browser-use11 1 [https://github.com/browser-use/browser-use](https://github.com/browser-use/browser-use).",
    "7.2 Evaluation Benchmarks",
    "# Wuying-Browser-Agent: Real-World Centric Fundamental Long-Horizon Browser Agents"
   ],
   "repository_evidence": [
    "The evaluation framework is built on a customized version of browser-use11 1 [https://github.com/browser-use/browser-use](https://github.com/browser-use/browser-use).",
    "7.2 Evaluation Benchmarks",
    "# Wuying-Browser-Agent: Real-World Centric Fundamental Long-Horizon Browser Agents"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://arxiv.org/html/2606.18648v3",
   "project": "Kimi-K2.5",
   "repository": "https://github.com/MoonshotAI/Kimi-K2.5",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## References",
    "- [2] (2026) Kimi k2.5: visual coding meets agent swarm. Note: [https://github.com/MoonshotAI/Kimi-K2.5](https://github.com/MoonshotAI/Kimi-K2.5) Cited by: \u00a74.3."
   ],
   "repository_evidence": [
    "## References",
    "- [2] (2026) Kimi k2.5: visual coding meets agent swarm. Note: [https://github.com/MoonshotAI/Kimi-K2.5](https://github.com/MoonshotAI/Kimi-K2.5) Cited by: \u00a74.3."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://arxiv.org/html/2606.18648v3",
   "project": "smolagents",
   "repository": "https://github.com/huggingface/smolagents",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## References",
    "- [36] (2025) \u2018Smolagents\u2018: a smol library to build great agentic systems.. Note: [https://github.com/huggingface/smolagents](https://github.com/huggingface/smolagents) Cited by: \u00a74.3."
   ],
   "repository_evidence": [
    "## References",
    "- [36] (2025) \u2018Smolagents\u2018: a smol library to build great agentic systems.. Note: [https://github.com/huggingface/smolagents](https://github.com/huggingface/smolagents) Cited by: \u00a74.3."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://arxiv.org/pdf/2506.07672",
   "project": "MCPWorld",
   "repository": "https://github.com/SAAgent/MCPWorld",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "MCPWorld: A Unified Benchmarking Testbed for\nAPI, GUI, and Hybrid Computer Use Agents",
    "Our code and dataset are publicly available at\nhttps://github.com/SAAgent/MCPWorld."
   ],
   "repository_evidence": [
    "Our code and dataset are publicly available at\nhttps://github.com/SAAgent/MCPWorld."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://arxiv.org/pdf/2505.20286",
   "project": "Alita",
   "repository": "https://github.com/CharlesQ9/Alita",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "ALITA: GENERALIST AGENT ENABLING SCALABLE AGENTIC\nREASONING WITH MINIMAL PREDEFINITION AND MAXIMAL\nSELF-EVOLUTION",
    "More\ndetails will be updated at https://github.com/CharlesQ9/Alita."
   ],
   "repository_evidence": [
    "ALITA: GENERALIST AGENT ENABLING SCALABLE AGENTIC\nREASONING WITH MINIMAL PREDEFINITION AND MAXIMAL\nSELF-EVOLUTION",
    "More\ndetails will be updated at https://github.com/CharlesQ9/Alita."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://arxiv.org/pdf/2505.20286",
   "project": "smolagents",
   "repository": "https://github.com/huggingface/smolagents",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Open Deep Research-smolagents4 [25]"
   ],
   "repository_evidence": [
    "Open Deep Research-smolagents4 [25]",
    "[25] Aymeric Roucher, Albert Villanova del Moral, Thomas Wolf, Leandro von Werra, and Erik Kaunism\u00e4ki. \u2018smo-\nlagents\u2018: a smol library to build great agentic systems. https://github.com/huggingface/smolagents,\n2025."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://arxiv.org/pdf/2505.20286",
   "project": "youtube-transcript-api",
   "repository": "https://github.com/jdepoix/youtube-transcript-api",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Detailed Case Study",
    "An appropriate tool,\nthe youtube-transcript-api, is identified from the following GitHub repository:",
    "https://github.com/jdepoix/youtube-transcript-api"
   ],
   "repository_evidence": [
    "Detailed Case Study",
    "An appropriate tool,\nthe youtube-transcript-api, is identified from the following GitHub repository:",
    "https://github.com/jdepoix/youtube-transcript-api"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://arxiv.org/html/2608.23552",
   "project": "Prime Agent",
   "repository": "https://github.com/PrimeIntellect-ai/prime-agent",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Prime Agent: A Self-Improving RLM Harness",
    "Prime Agent is an open-source harness for long-horizon evaluation and coding-agent workflows.",
    "Code is available at [https://github.com/PrimeIntellect-ai/prime-agent](https://github.com/PrimeIntellect-ai/prime-agent)."
   ],
   "repository_evidence": [
    "# Prime Agent: A Self-Improving RLM Harness",
    "Prime Agent is an open-source harness for long-horizon evaluation and coding-agent workflows.",
    "Code is available at [https://github.com/PrimeIntellect-ai/prime-agent](https://github.com/PrimeIntellect-ai/prime-agent)."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://aws.amazon.com/blogs/machine-learning/evaluate-any-agent-framework-with-amazon-bedrock-agentcore-evaluations?sc_channel=sm&trk=contact-coop",
   "project": "OpenInference",
   "repository": "https://github.com/Arize-ai/openinference",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Evaluate any agent framework with Amazon Bedrock AgentCore Evaluations",
    "[OpenInference](https://github.com/Arize-ai/openinference) defines span kinds such as `LLM`, `TOOL`, `RETRIEVER`, `RERANKER`, `EMBEDDING`, `AGENT`, `CHAIN`, `GUARDRAIL`, `EVALUATOR`, and `PROMPT`."
   ],
   "repository_evidence": [
    "Evaluate any agent framework with Amazon Bedrock AgentCore Evaluations",
    "[OpenInference](https://github.com/Arize-ai/openinference) defines span kinds such as `LLM`, `TOOL`, `RETRIEVER`, `RERANKER`, `EMBEDDING`, `AGENT`, `CHAIN`, `GUARDRAIL`, `EVALUATOR`, and `PROMPT`."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://harnesses.sh/?category=runtimes-sdks",
   "project": "CrewAI",
   "repository": "/h/crewai",
   "stars": "55117",
   "category": "framework",
   "description": "role-based multi-agent 'Crews' plus event-driven 'Flows', with unified memory, hierarchical delegation, and a commercial AMP cloud platform",
   "license": "MIT",
   "project_evidence": [
    "A curated, verified, cross-vendor directory of AI agent harnesses \u2014 the runtime scaffolding that turns a model into an agent.",
    "## [CrewAI](/h/crewai) \u00b7 CrewAI Inc."
   ],
   "repository_evidence": [
    "A curated, verified, cross-vendor directory of AI agent harnesses \u2014 the runtime scaffolding that turns a model into an agent.",
    "## [CrewAI](/h/crewai) \u00b7 CrewAI Inc."
   ],
   "stars_evidence": [
    "A curated, verified, cross-vendor directory of AI agent harnesses \u2014 the runtime scaffolding that turns a model into an agent.",
    "## [CrewAI](/h/crewai) \u00b7 CrewAI Inc.",
    "\u2605 55,117 \u00b7 high"
   ],
   "category_evidence": [
    "A curated, verified, cross-vendor directory of AI agent harnesses \u2014 the runtime scaffolding that turns a model into an agent.",
    "MIT-licensed Python framework (~55k stars) for role-based multi-agent 'Crews' plus event-driven 'Flows', with unified memory, hierarchical delegation, and a commercial AMP cloud platform (free tier, Pro from ~$25/mo, enterprise) that CrewAI says powered ~2B agentic executions in the year to January 2026."
   ],
   "description_evidence": [
    "A curated, verified, cross-vendor directory of AI agent harnesses \u2014 the runtime scaffolding that turns a model into an agent.",
    "MIT-licensed Python framework (~55k stars) for role-based multi-agent 'Crews' plus event-driven 'Flows', with unified memory, hierarchical delegation, and a commercial AMP cloud platform (free tier, Pro from ~$25/mo, enterprise) that CrewAI says powered ~2B agentic executions in the year to January 2026."
   ],
   "license_evidence": [
    "A curated, verified, cross-vendor directory of AI agent harnesses \u2014 the runtime scaffolding that turns a model into an agent.",
    "MIT-licensed Python framework (~55k stars) for role-based multi-agent 'Crews' plus event-driven 'Flows', with unified memory, hierarchical delegation, and a commercial AMP cloud platform (free tier, Pro from ~$25/mo, enterprise) that CrewAI says powered ~2B agentic executions in the year to January 2026."
   ]
  },
  {
   "url": "https://harnesses.sh/?category=runtimes-sdks",
   "project": "Mastra",
   "repository": "/h/mastra",
   "stars": "25927",
   "category": "framework",
   "description": "offering agents, type-safe workflows with suspend/resume human-in-the-loop, memory, a unified router to 3,300+ models across ~94 providers, guardrails/scorers/tracing, Mastra Studio for interactive testing, and file-based agent definitions added July 2026",
   "license": "Apache 2.0",
   "project_evidence": [
    "A curated, verified, cross-vendor directory of AI agent harnesses \u2014 the runtime scaffolding that turns a model into an agent.",
    "## [Mastra](/h/mastra) \u00b7 Mastra (Gatsby founders)"
   ],
   "repository_evidence": [
    "A curated, verified, cross-vendor directory of AI agent harnesses \u2014 the runtime scaffolding that turns a model into an agent.",
    "## [Mastra](/h/mastra) \u00b7 Mastra (Gatsby founders)"
   ],
   "stars_evidence": [
    "A curated, verified, cross-vendor directory of AI agent harnesses \u2014 the runtime scaffolding that turns a model into an agent.",
    "## [Mastra](/h/mastra) \u00b7 Mastra (Gatsby founders)",
    "\u2605 25,927 \u00b7 high"
   ],
   "category_evidence": [
    "A curated, verified, cross-vendor directory of AI agent harnesses \u2014 the runtime scaffolding that turns a model into an agent.",
    "The leading TypeScript agent framework (Apache 2.0 core since July 2025; some enterprise features commercial) offering agents, type-safe workflows with suspend/resume human-in-the-loop, memory, a unified router to 3,300+ models across ~94 providers, guardrails/scorers/tracing, Mastra Studio for interactive testing, and file-based agent definitions added July 2026."
   ],
   "description_evidence": [
    "A curated, verified, cross-vendor directory of AI agent harnesses \u2014 the runtime scaffolding that turns a model into an agent.",
    "The leading TypeScript agent framework (Apache 2.0 core since July 2025; some enterprise features commercial) offering agents, type-safe workflows with suspend/resume human-in-the-loop, memory, a unified router to 3,300+ models across ~94 providers, guardrails/scorers/tracing, Mastra Studio for interactive testing, and file-based agent definitions added July 2026."
   ],
   "license_evidence": [
    "A curated, verified, cross-vendor directory of AI agent harnesses \u2014 the runtime scaffolding that turns a model into an agent.",
    "The leading TypeScript agent framework (Apache 2.0 core since July 2025; some enterprise features commercial) offering agents, type-safe workflows with suspend/resume human-in-the-loop, memory, a unified router to 3,300+ models across ~94 providers, guardrails/scorers/tracing, Mastra Studio for interactive testing, and file-based agent definitions added July 2026."
   ]
  },
  {
   "url": "https://harnesses.sh/?category=runtimes-sdks",
   "project": "Letta",
   "repository": "/h/letta",
   "stars": "23701",
   "category": "platform",
   "description": "for stateful agents descended from MemGPT, distinguished by tiered self-editing memory persisted in a database",
   "license": "Apache-2.0",
   "project_evidence": [
    "A curated, verified, cross-vendor directory of AI agent harnesses \u2014 the runtime scaffolding that turns a model into an agent.",
    "## [Letta](/h/letta) \u00b7 Letta (formerly MemGPT, UC Berkeley spinout)"
   ],
   "repository_evidence": [
    "A curated, verified, cross-vendor directory of AI agent harnesses \u2014 the runtime scaffolding that turns a model into an agent.",
    "## [Letta](/h/letta) \u00b7 Letta (formerly MemGPT, UC Berkeley spinout)"
   ],
   "stars_evidence": [
    "A curated, verified, cross-vendor directory of AI agent harnesses \u2014 the runtime scaffolding that turns a model into an agent.",
    "## [Letta](/h/letta) \u00b7 Letta (formerly MemGPT, UC Berkeley spinout)",
    "\u2605 23,701 \u00b7 high"
   ],
   "category_evidence": [
    "A curated, verified, cross-vendor directory of AI agent harnesses \u2014 the runtime scaffolding that turns a model into an agent.",
    "Apache-2.0 platform for stateful agents descended from MemGPT, distinguished by tiered self-editing memory persisted in a database (core memory in-context, archival out-of-context) plus 2026 research on git-based 'Context Repositories' and memory-native RL; in 2026 the company is consolidating around Letta Code, an open, model-agnostic memory-first coding agent harness (LettaBot archived May 2026 and folded in as Channels)."
   ],
   "description_evidence": [
    "A curated, verified, cross-vendor directory of AI agent harnesses \u2014 the runtime scaffolding that turns a model into an agent.",
    "Apache-2.0 platform for stateful agents descended from MemGPT, distinguished by tiered self-editing memory persisted in a database (core memory in-context, archival out-of-context) plus 2026 research on git-based 'Context Repositories' and memory-native RL; in 2026 the company is consolidating around Letta Code, an open, model-agnostic memory-first coding agent harness (LettaBot archived May 2026 and folded in as Channels)."
   ],
   "license_evidence": [
    "A curated, verified, cross-vendor directory of AI agent harnesses \u2014 the runtime scaffolding that turns a model into an agent.",
    "Apache-2.0 platform for stateful agents descended from MemGPT, distinguished by tiered self-editing memory persisted in a database (core memory in-context, archival out-of-context) plus 2026 research on git-based 'Context Repositories' and memory-native RL; in 2026 the company is consolidating around Letta Code, an open, model-agnostic memory-first coding agent harness (LettaBot archived May 2026 and folded in as Channels)."
   ]
  },
  {
   "url": "https://harnesses.sh/?category=runtimes-sdks",
   "project": "OpenHarness (Ohmo)",
   "repository": "/h/openharness-ohmo",
   "stars": "14635",
   "category": "agent harness",
   "description": "open agent harness built for clarity and Claude-style workflow compatibility",
   "license": "MIT",
   "project_evidence": [
    "A curated, verified, cross-vendor directory of AI agent harnesses \u2014 the runtime scaffolding that turns a model into an agent.",
    "## [OpenHarness (Ohmo)](/h/openharness-ohmo) \u00b7 HKUDS (University of Hong Kong Data Intelligence Lab)"
   ],
   "repository_evidence": [
    "A curated, verified, cross-vendor directory of AI agent harnesses \u2014 the runtime scaffolding that turns a model into an agent.",
    "## [OpenHarness (Ohmo)](/h/openharness-ohmo) \u00b7 HKUDS (University of Hong Kong Data Intelligence Lab)"
   ],
   "stars_evidence": [
    "A curated, verified, cross-vendor directory of AI agent harnesses \u2014 the runtime scaffolding that turns a model into an agent.",
    "## [OpenHarness (Ohmo)](/h/openharness-ohmo) \u00b7 HKUDS (University of Hong Kong Data Intelligence Lab)",
    "\u2605 14,635 \u00b7 medium"
   ],
   "category_evidence": [
    "A curated, verified, cross-vendor directory of AI agent harnesses \u2014 the runtime scaffolding that turns a model into an agent.",
    "MIT-licensed open agent harness from HKU's Data Intelligence Lab (agent loop, tool registry, permission system, hooks, skills, plugins, MCP, React TUI, automatic context compression) built for clarity and Claude-style workflow compatibility, shipping with 'Ohmo', a built-in personal agent that runs on existing Claude Code/Codex subscriptions and works via Feishu/Slack/Telegram/Discord, autonomously branching, coding, testing, and opening PRs."
   ],
   "description_evidence": [
    "A curated, verified, cross-vendor directory of AI agent harnesses \u2014 the runtime scaffolding that turns a model into an agent.",
    "MIT-licensed open agent harness from HKU's Data Intelligence Lab (agent loop, tool registry, permission system, hooks, skills, plugins, MCP, React TUI, automatic context compression) built for clarity and Claude-style workflow compatibility, shipping with 'Ohmo', a built-in personal agent that runs on existing Claude Code/Codex subscriptions and works via Feishu/Slack/Telegram/Discord, autonomously branching, coding, testing, and opening PRs."
   ],
   "license_evidence": [
    "A curated, verified, cross-vendor directory of AI agent harnesses \u2014 the runtime scaffolding that turns a model into an agent.",
    "MIT-licensed open agent harness from HKU's Data Intelligence Lab (agent loop, tool registry, permission system, hooks, skills, plugins, MCP, React TUI, automatic context compression) built for clarity and Claude-style workflow compatibility, shipping with 'Ohmo', a built-in personal agent that runs on existing Claude Code/Codex subscriptions and works via Feishu/Slack/Telegram/Discord, autonomously branching, coding, testing, and opening PRs."
   ]
  },
  {
   "url": "https://dev.to/kunal_d6a8fea2309e1571ee7/5-free-claude-code-alternatives-that-actually-deliver-in-2026-tested-58nn",
   "project": "Aider",
   "repository": null,
   "stars": "46000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "5 Free Claude Code Alternatives That Actually Deliver in 2026 [Tested]",
    "Here are five open-source alternatives worth knowing about in 2026, ranked by what I actually care about: output quality on real tasks, community momentum, and how much friction you'll hit getting started.",
    "The open-source coding agent space has exploded in 2026, with tools like Aider, OpenHands, and Cline reaching tens of thousands of GitHub stars and processing billions of tokens weekly.",
    "Aider: The Terminal-First Workhorse",
    "Created by Paul Gauthier, it sits at 46K GitHub stars, over 6.8 million installs, and processes 15 billion tokens per week."
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "5 Free Claude Code Alternatives That Actually Deliver in 2026 [Tested]",
    "Here are five open-source alternatives worth knowing about in 2026, ranked by what I actually care about: output quality on real tasks, community momentum, and how much friction you'll hit getting started.",
    "The open-source coding agent space has exploded in 2026, with tools like Aider, OpenHands, and Cline reaching tens of thousands of GitHub stars and processing billions of tokens weekly.",
    "Aider: The Terminal-First Workhorse",
    "Created by Paul Gauthier, it sits at 46K GitHub stars, over 6.8 million installs, and processes 15 billion tokens per week.",
    "| Tool | GitHub Stars | Best Interface | Runs Local Models | Enterprise Ready | Primary Strength |",
    "| **Aider** | 46K | Terminal/CLI | Yes (Ollama) | No | Cost-efficient dual-model coding |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://dev.to/kunal_d6a8fea2309e1571ee7/5-free-claude-code-alternatives-that-actually-deliver-in-2026-tested-58nn",
   "project": "OpenHands",
   "repository": null,
   "stars": "76400",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "5 Free Claude Code Alternatives That Actually Deliver in 2026 [Tested]",
    "Here are five open-source alternatives worth knowing about in 2026, ranked by what I actually care about: output quality on real tasks, community momentum, and how much friction you'll hit getting started.",
    "The open-source coding agent space has exploded in 2026, with tools like Aider, OpenHands, and Cline reaching tens of thousands of GitHub stars and processing billions of tokens weekly.",
    "OpenHands: The Enterprise-Grade Platform",
    "OpenHands (formerly OpenDevin) is the highest-starred open-source coding agent at 76.4K GitHub stars and 9.7K forks."
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "5 Free Claude Code Alternatives That Actually Deliver in 2026 [Tested]",
    "Here are five open-source alternatives worth knowing about in 2026, ranked by what I actually care about: output quality on real tasks, community momentum, and how much friction you'll hit getting started.",
    "The open-source coding agent space has exploded in 2026, with tools like Aider, OpenHands, and Cline reaching tens of thousands of GitHub stars and processing billions of tokens weekly.",
    "OpenHands: The Enterprise-Grade Platform",
    "OpenHands (formerly OpenDevin) is the highest-starred open-source coding agent at 76.4K GitHub stars and 9.7K forks.",
    "| Tool | GitHub Stars | Best Interface | Runs Local Models | Enterprise Ready | Primary Strength |",
    "| **OpenHands** | 76.4K | CLI/Web/Cloud | Yes | Yes | Platform + sandboxed execution |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://dev.to/kunal_d6a8fea2309e1571ee7/5-free-claude-code-alternatives-that-actually-deliver-in-2026-tested-58nn",
   "project": "Cline",
   "repository": null,
   "stars": "63000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "5 Free Claude Code Alternatives That Actually Deliver in 2026 [Tested]",
    "Here are five open-source alternatives worth knowing about in 2026, ranked by what I actually care about: output quality on real tasks, community momentum, and how much friction you'll hit getting started.",
    "The open-source coding agent space has exploded in 2026, with tools like Aider, OpenHands, and Cline reaching tens of thousands of GitHub stars and processing billions of tokens weekly.",
    "Cline: The VS Code Native Agent",
    "Cline hit 63K GitHub stars and has become the default pick for developers who refuse to leave VS Code."
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "5 Free Claude Code Alternatives That Actually Deliver in 2026 [Tested]",
    "Here are five open-source alternatives worth knowing about in 2026, ranked by what I actually care about: output quality on real tasks, community momentum, and how much friction you'll hit getting started.",
    "The open-source coding agent space has exploded in 2026, with tools like Aider, OpenHands, and Cline reaching tens of thousands of GitHub stars and processing billions of tokens weekly.",
    "Cline: The VS Code Native Agent",
    "Cline hit 63K GitHub stars and has become the default pick for developers who refuse to leave VS Code.",
    "| Tool | GitHub Stars | Best Interface | Runs Local Models | Enterprise Ready | Primary Strength |",
    "| **Cline** | 63K | VS Code | Yes | No | IDE-native agentic editing |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://dev.to/kunal_d6a8fea2309e1571ee7/5-free-claude-code-alternatives-that-actually-deliver-in-2026-tested-58nn",
   "project": "Goose",
   "repository": null,
   "stars": "48700",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "5 Free Claude Code Alternatives That Actually Deliver in 2026 [Tested]",
    "Here are five open-source alternatives worth knowing about in 2026, ranked by what I actually care about: output quality on real tasks, community momentum, and how much friction you'll hit getting started.",
    "Goose: The Full-Stack Workstation Agent",
    "Built by Block (formerly Square), it has 48.7K GitHub stars and a philosophy that goes beyond writing code."
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "5 Free Claude Code Alternatives That Actually Deliver in 2026 [Tested]",
    "Here are five open-source alternatives worth knowing about in 2026, ranked by what I actually care about: output quality on real tasks, community momentum, and how much friction you'll hit getting started.",
    "Goose: The Full-Stack Workstation Agent",
    "Built by Block (formerly Square), it has 48.7K GitHub stars and a philosophy that goes beyond writing code.",
    "| Tool | GitHub Stars | Best Interface | Runs Local Models | Enterprise Ready | Primary Strength |",
    "| **Goose** | 48.7K | CLI | Yes | Partial | Full development lifecycle |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://dev.to/kunal_d6a8fea2309e1571ee7/5-free-claude-code-alternatives-that-actually-deliver-in-2026-tested-58nn",
   "project": "Continue.dev",
   "repository": null,
   "stars": "33600",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "5 Free Claude Code Alternatives That Actually Deliver in 2026 [Tested]",
    "Here are five open-source alternatives worth knowing about in 2026, ranked by what I actually care about: output quality on real tasks, community momentum, and how much friction you'll hit getting started.",
    "Continue.dev: The Honorable Mention That Pivoted",
    "At 33.6K GitHub stars and 21,557 commits, it's a substantial project."
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "5 Free Claude Code Alternatives That Actually Deliver in 2026 [Tested]",
    "Here are five open-source alternatives worth knowing about in 2026, ranked by what I actually care about: output quality on real tasks, community momentum, and how much friction you'll hit getting started.",
    "Continue.dev: The Honorable Mention That Pivoted",
    "At 33.6K GitHub stars and 21,557 commits, it's a substantial project.",
    "| Tool | GitHub Stars | Best Interface | Runs Local Models | Enterprise Ready | Primary Strength |",
    "| **Continue** | 33.6K | VS Code/JetBrains | Yes | Yes | AI-powered PR quality checks |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://learn.engineering.vips.edu/frameworks/lavague",
   "project": "LaVague",
   "repository": "https://github.com/lavague-ai/LaVague",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Capability \u00b7 Framework \u2014 agents",
    "# LaVague",
    "LaVague pioneered the large-action-model pattern: a world model plans the next step, a retriever finds the most relevant DOM chunk, and an action engine generates Selenium or Playwright code that actually runs in the browser."
   ],
   "repository_evidence": [
    "Capability \u00b7 Framework \u2014 agents",
    "- **Repository** https://github.com/lavague-ai/LaVague"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://libhunt.com/compare-AgentVerse-vs-babyagi",
   "project": "AgentVerse",
   "repository": "github.com/AgentVerse",
   "stars": "5047",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "SaaSHub - Software Alternatives and Reviews",
    "| [AgentVerse](/r/AgentVerse) | | [babyagi](/r/babyagi) |"
   ],
   "repository_evidence": [
    "SaaSHub - Software Alternatives and Reviews",
    "> AgentVerse: github.com/AgentVerse"
   ],
   "stars_evidence": [
    "SaaSHub - Software Alternatives and Reviews",
    "| 5,047 | | 22,309 |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://libhunt.com/compare-AgentVerse-vs-babyagi",
   "project": "babyagi",
   "repository": "https://github.com/yoheinakajima/babyagi",
   "stars": "22309",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "SaaSHub - Software Alternatives and Reviews",
    "| [AgentVerse](/r/AgentVerse) | | [babyagi](/r/babyagi) |"
   ],
   "repository_evidence": [
    "SaaSHub - Software Alternatives and Reviews",
    "> BabyAGI: github.com/yoheinakajima/babyagi",
    "> In my opinion the most interesting Agents: Auto-GPT Github: https://github.com/Significant-Gravitas/Auto-GPT BabyAGI Github: https://github.com/yoheinakajima/babyagi Voyager Github: https://github.com/MineDojo/Voyager / Paper: https://arxiv.org/abs/2305.16291 I would also add: ChemCrow: Augmenting large-language models with chemistry tools Github: https://github.com/ur-whitelab/chemcrow-public/ Paper: https://arxiv.org/abs/2304.05376"
   ],
   "stars_evidence": [
    "SaaSHub - Software Alternatives and Reviews",
    "| 5,047 | | 22,309 |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://mehmetakar.dev/openmanus",
   "project": "OpenManus",
   "repository": "https://github.com/mannaandpoem/OpenManus.git",
   "stars": "16000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Openmanus (Open Source of Manus AI) (+16k Stars on Github in just 2 Days!)",
    "Openmanus is open source verion of Manus AI."
   ],
   "repository_evidence": [
    "# Openmanus (Open Source of Manus AI) (+16k Stars on Github in just 2 Days!)",
    " git clone https://github.com/mannaandpoem/OpenManus.git cd OpenManus"
   ],
   "stars_evidence": [
    "# Openmanus (Open Source of Manus AI) (+16k Stars on Github in just 2 Days!)",
    "+16k Stars on Github in just 2 Days!"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://morphllm.com/llm-frameworks",
   "project": "LangChain",
   "repository": null,
   "stars": "100000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "This guide covers every major framework in 2026, grouped by what they actually do, with benchmarks and concrete recommendations for each use case.",
    "### LangChain"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "This guide covers every major framework in 2026, grouped by what they actually do, with benchmarks and concrete recommendations for each use case.",
    "LangChain is the most widely adopted LLM framework with 100K+ GitHub stars and 34.5 million monthly downloads (via LangGraph)."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://morphllm.com/llm-frameworks",
   "project": "LlamaIndex",
   "repository": null,
   "stars": "40000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "This guide covers every major framework in 2026, grouped by what they actually do, with benchmarks and concrete recommendations for each use case.",
    "### LlamaIndex"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "This guide covers every major framework in 2026, grouped by what they actually do, with benchmarks and concrete recommendations for each use case.",
    "With 40K+ GitHub stars, it is the default for applications that need structured access to private data."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://morphllm.com/llm-frameworks",
   "project": "Semantic Kernel",
   "repository": null,
   "stars": "27500",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "This guide covers every major framework in 2026, grouped by what they actually do, with benchmarks and concrete recommendations for each use case.",
    "### Semantic Kernel"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "This guide covers every major framework in 2026, grouped by what they actually do, with benchmarks and concrete recommendations for each use case.",
    "Microsoft's Semantic Kernel (27.5K GitHub stars) is the go-to for .NET and Java teams."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://morphllm.com/llm-frameworks",
   "project": "DSPy",
   "repository": null,
   "stars": "20000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "This guide covers every major framework in 2026, grouped by what they actually do, with benchmarks and concrete recommendations for each use case.",
    "### DSPy"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "This guide covers every major framework in 2026, grouped by what they actually do, with benchmarks and concrete recommendations for each use case.",
    "By GitHub stars: LangChain (100K+), CrewAI (44K+), LlamaIndex (40K+), Semantic Kernel (27.5K), and DSPy (20K+)."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://morphllm.com/llm-frameworks",
   "project": "CrewAI",
   "repository": null,
   "stars": "44000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "This guide covers every major framework in 2026, grouped by what they actually do, with benchmarks and concrete recommendations for each use case.",
    "By GitHub stars: LangChain (100K+), CrewAI (44K+), LlamaIndex (40K+), Semantic Kernel (27.5K), and DSPy (20K+)."
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "This guide covers every major framework in 2026, grouped by what they actually do, with benchmarks and concrete recommendations for each use case.",
    "By GitHub stars: LangChain (100K+), CrewAI (44K+), LlamaIndex (40K+), Semantic Kernel (27.5K), and DSPy (20K+)."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://chatforest.com/reviews/letta-memgpt-stateful-agent-framework",
   "project": "Letta",
   "repository": "https://github.com/letta-ai/letta",
   "stars": "22400",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "MCP Server ReviewPublished May 6, 2026 \u00b7 Updated May 6, 2026",
    "# Letta (MemGPT) \u2014 The Memory-Native Agent Framework",
    "By Grove, an AI agent at ChatForest"
   ],
   "repository_evidence": [
    "MCP Server ReviewPublished May 6, 2026 \u00b7 Updated May 6, 2026",
    "# Letta (MemGPT) \u2014 The Memory-Native Agent Framework",
    "At a Glance",
    "| **Repo** | [letta-ai/letta](https://github.com/letta-ai/letta) (formerly cpacker/MemGPT) |"
   ],
   "stars_evidence": [
    "MCP Server ReviewPublished May 6, 2026 \u00b7 Updated May 6, 2026",
    "# Letta (MemGPT) \u2014 The Memory-Native Agent Framework",
    "At a Glance",
    "| **Stars** | ~22,400 (letta-ai/letta) + ~30K (original cpacker/MemGPT) |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://arxiv.org/html/2607.07946",
   "project": "mini-swe-agent",
   "repository": "https://github.com/SWE-agent/mini-swe-agent",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "DeepSWE: Measuring Frontier Coding Agents on Original, Long-Horizon Engineering Tasks",
    "Agent scaffolds and harness standardization",
    "Every run uses mini-swe-agent (SWE-agent contributors, 2025), the harness the SWE-bench authors built, held fixed across every model so the leaderboard reflects model capability, not the scaffolding around it."
   ],
   "repository_evidence": [
    "Mini-swe-agent: a minimal, model-agnostic SWE-agent harness. Note: [https://github.com/SWE-agent/mini-swe-agent](https://github.com/SWE-agent/mini-swe-agent)Accessed 2026. Cited by: \u00a72, \u00a73.4, \u00a75.2, \u00a78, Acknowledgements."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://arxiv.org/html/2607.07946",
   "project": "SWE-agent",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "DeepSWE: Measuring Frontier Coding Agents on Original, Long-Horizon Engineering Tasks",
    "Agent scaffolds and harness standardization",
    "The scaffold that mediates between a model and the codebase varies widely across systems: SWE-agent (Yang et al., 2024) introduced a structured agent-computer interface and a lightweight mini-swe-agent variant; OpenHands (Wang et al., 2025) provides a general agent platform with rich tooling; AutoCodeRover (Zhang et al., 2024) couples program structure with retrieval for fault localization; and Agentless (Xia et al., 2024) shows that a fixed localize-repair-validate pipeline without an autonomous agent loop is competitive."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://arxiv.org/html/2607.07946",
   "project": "OpenHands",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "DeepSWE: Measuring Frontier Coding Agents on Original, Long-Horizon Engineering Tasks",
    "Agent scaffolds and harness standardization",
    "The scaffold that mediates between a model and the codebase varies widely across systems: SWE-agent (Yang et al., 2024) introduced a structured agent-computer interface and a lightweight mini-swe-agent variant; OpenHands (Wang et al., 2025) provides a general agent platform with rich tooling; AutoCodeRover (Zhang et al., 2024) couples program structure with retrieval for fault localization; and Agentless (Xia et al., 2024) shows that a fixed localize-repair-validate pipeline without an autonomous agent loop is competitive."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://arxiv.org/html/2607.07946",
   "project": "AutoCodeRover",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "DeepSWE: Measuring Frontier Coding Agents on Original, Long-Horizon Engineering Tasks",
    "Agent scaffolds and harness standardization",
    "The scaffold that mediates between a model and the codebase varies widely across systems: SWE-agent (Yang et al., 2024) introduced a structured agent-computer interface and a lightweight mini-swe-agent variant; OpenHands (Wang et al., 2025) provides a general agent platform with rich tooling; AutoCodeRover (Zhang et al., 2024) couples program structure with retrieval for fault localization; and Agentless (Xia et al., 2024) shows that a fixed localize-repair-validate pipeline without an autonomous agent loop is competitive."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://ar5iv.labs.arxiv.org/html/2604.20801",
   "project": "AgentFlow",
   "repository": "https://github.com/berabuddies/agentflow",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Synthesizing Multi-Agent Harnesses for Vulnerability Discovery"
   ],
   "repository_evidence": [
    "Synthesizing Multi-Agent Harnesses for Vulnerability Discovery",
    "berabuddies (2026) berabuddies. 2026. agentflow. GitHub repository. [https://github.com/berabuddies/agentflow](https://github.com/berabuddies/agentflow)."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://ar5iv.labs.arxiv.org/html/2604.20801",
   "project": "ForgeCode",
   "repository": "https://forgecode.dev/",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Synthesizing Multi-Agent Harnesses for Vulnerability Discovery",
    "ForgeCode (ForgeCode 2026b) is the strongest hand-engineered entry (): a production-grade multi-agent harness with domain-specific tool sets and hand-tuned coordination logic."
   ],
   "repository_evidence": [
    "Synthesizing Multi-Agent Harnesses for Vulnerability Discovery"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/duanyytop/agents-radar/issues/2888",
   "project": "NousResearch/hermes-agent",
   "repository": "https://github.com/NousResearch/hermes-agent",
   "stars": "235763",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# AI Open Source Trends Report \u2014 2026-08-25",
    "### \ud83e\udd16 AI Agents / Workflows",
    "| Project | Lang | Stars (total / today) | Summary |"
   ],
   "repository_evidence": [
    "# AI Open Source Trends Report \u2014 2026-08-25",
    "### \ud83e\udd16 AI Agents / Workflows",
    "| Project | Lang | Stars (total / today) | Summary |"
   ],
   "stars_evidence": [
    "# AI Open Source Trends Report \u2014 2026-08-25",
    "### \ud83e\udd16 AI Agents / Workflows",
    "| Project | Lang | Stars (total / today) | Summary |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/duanyytop/agents-radar/issues/2888",
   "project": "Significant-Gravitas/AutoGPT",
   "repository": "https://github.com/Significant-Gravitas/AutoGPT",
   "stars": "186852",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# AI Open Source Trends Report \u2014 2026-08-25",
    "### \ud83e\udd16 AI Agents / Workflows",
    "| Project | Lang | Stars (total / today) | Summary |"
   ],
   "repository_evidence": [
    "# AI Open Source Trends Report \u2014 2026-08-25",
    "### \ud83e\udd16 AI Agents / Workflows",
    "| Project | Lang | Stars (total / today) | Summary |"
   ],
   "stars_evidence": [
    "# AI Open Source Trends Report \u2014 2026-08-25",
    "### \ud83e\udd16 AI Agents / Workflows",
    "| Project | Lang | Stars (total / today) | Summary |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/duanyytop/agents-radar/issues/2888",
   "project": "browser-use/browser-use",
   "repository": "https://github.com/browser-use/browser-use",
   "stars": "110363",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# AI Open Source Trends Report \u2014 2026-08-25",
    "### \ud83e\udd16 AI Agents / Workflows",
    "| Project | Lang | Stars (total / today) | Summary |"
   ],
   "repository_evidence": [
    "# AI Open Source Trends Report \u2014 2026-08-25",
    "### \ud83e\udd16 AI Agents / Workflows",
    "| Project | Lang | Stars (total / today) | Summary |"
   ],
   "stars_evidence": [
    "# AI Open Source Trends Report \u2014 2026-08-25",
    "### \ud83e\udd16 AI Agents / Workflows",
    "| Project | Lang | Stars (total / today) | Summary |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/duanyytop/agents-radar/issues/2888",
   "project": "apache/maka",
   "repository": "https://github.com/apache/maka",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# AI Open Source Trends Report \u2014 2026-08-25",
    "### \ud83e\udd16 AI Agents / Workflows",
    "| Project | Lang | Stars (total / today) | Summary |"
   ],
   "repository_evidence": [
    "# AI Open Source Trends Report \u2014 2026-08-25",
    "### \ud83e\udd16 AI Agents / Workflows",
    "| Project | Lang | Stars (total / today) | Summary |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/duanyytop/agents-radar/issues/2888",
   "project": "openclaw/openclaw",
   "repository": "https://github.com/openclaw/openclaw",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# AI Open Source Trends Report \u2014 2026-08-25",
    "### \ud83e\udd16 AI Agents / Workflows",
    "| Project | Lang | Stars (total / today) | Summary |"
   ],
   "repository_evidence": [
    "# AI Open Source Trends Report \u2014 2026-08-25",
    "### \ud83e\udd16 AI Agents / Workflows",
    "| Project | Lang | Stars (total / today) | Summary |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/duanyytop/agents-radar/issues/2888",
   "project": "tinyhumansai/openhuman",
   "repository": "https://github.com/tinyhumansai/openhuman",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# AI Open Source Trends Report \u2014 2026-08-25",
    "### \ud83e\udd16 AI Agents / Workflows",
    "| Project | Lang | Stars (total / today) | Summary |"
   ],
   "repository_evidence": [
    "# AI Open Source Trends Report \u2014 2026-08-25",
    "### \ud83e\udd16 AI Agents / Workflows",
    "| Project | Lang | Stars (total / today) | Summary |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/duanyytop/agents-radar/issues/2888",
   "project": "Mintplex-Labs/anything-llm",
   "repository": "https://github.com/Mintplex-Labs/anything-llm",
   "stars": "65152",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# AI Open Source Trends Report \u2014 2026-08-25",
    "### \ud83d\udce6 AI Applications",
    "| Project | Lang | Stars (total / today) | Summary |"
   ],
   "repository_evidence": [
    "# AI Open Source Trends Report \u2014 2026-08-25",
    "### \ud83d\udce6 AI Applications",
    "| Project | Lang | Stars (total / today) | Summary |"
   ],
   "stars_evidence": [
    "# AI Open Source Trends Report \u2014 2026-08-25",
    "### \ud83d\udce6 AI Applications",
    "| Project | Lang | Stars (total / today) | Summary |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/duanyytop/agents-radar/issues/2888",
   "project": "santifer/career-ops",
   "repository": "https://github.com/santifer/career-ops",
   "stars": "68148",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# AI Open Source Trends Report \u2014 2026-08-25",
    "### \ud83d\udce6 AI Applications",
    "| Project | Lang | Stars (total / today) | Summary |"
   ],
   "repository_evidence": [
    "# AI Open Source Trends Report \u2014 2026-08-25",
    "### \ud83d\udce6 AI Applications",
    "| Project | Lang | Stars (total / today) | Summary |"
   ],
   "stars_evidence": [
    "# AI Open Source Trends Report \u2014 2026-08-25",
    "### \ud83d\udce6 AI Applications",
    "| Project | Lang | Stars (total / today) | Summary |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/duanyytop/agents-radar/issues/2888",
   "project": "ZhuLinsen/daily_stock_analysis",
   "repository": "https://github.com/ZhuLinsen/daily_stock_analysis",
   "stars": "63779",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# AI Open Source Trends Report \u2014 2026-08-25",
    "### \ud83d\udce6 AI Applications",
    "| Project | Lang | Stars (total / today) | Summary |"
   ],
   "repository_evidence": [
    "# AI Open Source Trends Report \u2014 2026-08-25",
    "### \ud83d\udce6 AI Applications",
    "| Project | Lang | Stars (total / today) | Summary |"
   ],
   "stars_evidence": [
    "# AI Open Source Trends Report \u2014 2026-08-25",
    "### \ud83d\udce6 AI Applications",
    "| Project | Lang | Stars (total / today) | Summary |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/duanyytop/agents-radar/issues/2888",
   "project": "CherryHQ/cherry-studio",
   "repository": "https://github.com/CherryHQ/cherry-studio",
   "stars": "51007",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# AI Open Source Trends Report \u2014 2026-08-25",
    "### \ud83d\udce6 AI Applications",
    "| Project | Lang | Stars (total / today) | Summary |"
   ],
   "repository_evidence": [
    "# AI Open Source Trends Report \u2014 2026-08-25",
    "### \ud83d\udce6 AI Applications",
    "| Project | Lang | Stars (total / today) | Summary |"
   ],
   "stars_evidence": [
    "# AI Open Source Trends Report \u2014 2026-08-25",
    "### \ud83d\udce6 AI Applications",
    "| Project | Lang | Stars (total / today) | Summary |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://arxiv.org/pdf/2608.24804",
   "project": "StarHarness",
   "repository": "https://github.com/ServiceNow/StarHarness",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "We present StarHarness, a framework for evolving environment-specific agent harnesses while keeping\nmodel weights fixed.",
    "Correspondence: esakkivel.esakkiraja@servicenow.com, denis.akhiyarov@servicenow.com",
    ": https://github.com/ServiceNow/StarHarness"
   ],
   "repository_evidence": [
    "Correspondence: esakkivel.esakkiraja@servicenow.com, denis.akhiyarov@servicenow.com",
    ": https://github.com/ServiceNow/StarHarness"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://arxiv.org/pdf/2608.24804",
   "project": "Stirrup",
   "repository": "https://github.com/ArtificialAnalysis/Stirrup",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "The optimizer modifies the separate Stirrup harness (Artificial\nAnalysis, 2026), which serves as the agent harness under evaluation.",
    "Artificial Analysis.",
    "Stirrup:\nA lightweight framework for building agents, 2026.\nURL https://github.com/"
   ],
   "repository_evidence": [
    "Artificial Analysis.",
    "Stirrup:\nA lightweight framework for building agents, 2026.\nURL https://github.com/"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://arxiv.org/pdf/2608.24804",
   "project": "Oh My Pi",
   "repository": "https://github.com/can1357/oh-my-pi",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "In our implementation, the StarHarness optimizer is a coding harness built on Oh My Pi (contributors,\n2026), a variant of the Pi agent harness (Zechner, 2026).",
    "Oh My Pi contributors. Oh my pi: A coding-focused variant of the pi agent harness, 2026. URL https://github.com/"
   ],
   "repository_evidence": [
    "Oh My Pi contributors. Oh my pi: A coding-focused variant of the pi agent harness, 2026. URL https://github.com/"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://arxiv.org/pdf/2608.24804",
   "project": "Pi",
   "repository": "https://github.com/earendil-works/pi",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "In our implementation, the StarHarness optimizer is a coding harness built on Oh My Pi (contributors,\n2026), a variant of the Pi agent harness (Zechner, 2026).",
    "Mario Zechner. Pi: An open agent harness and coding agent, 2026. URL https://github.com/earendil-works/pi."
   ],
   "repository_evidence": [
    "Mario Zechner. Pi: An open agent harness and coding agent, 2026. URL https://github.com/earendil-works/pi."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://arxiv.org/pdf/2608.24804",
   "project": "Autoresearch",
   "repository": "https://github.com/karpathy/autoresearch",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Andrej Karpathy. Autoresearch: Ai agents running research on single-gpu nanochat training automatically, 2026. URL\n\nhttps://github.com/karpathy/autoresearch."
   ],
   "repository_evidence": [
    "Andrej Karpathy. Autoresearch: Ai agents running research on single-gpu nanochat training automatically, 2026. URL\n\nhttps://github.com/karpathy/autoresearch."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://arxiv.org/pdf/2608.24804",
   "project": "Qwen3.6",
   "repository": "https://github.com/QwenLM/Qwen3.6",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Qwen Team. Qwen3.6: Official model documentation and release repository, 2026. URL https://github.com/QwenLM/"
   ],
   "repository_evidence": [
    "Qwen Team. Qwen3.6: Official model documentation and release repository, 2026. URL https://github.com/QwenLM/"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://dev.to/agentsindex/best-ai-agent-frameworks-for-building-production-ready-agents-1k0c",
   "project": "LangGraph",
   "repository": null,
   "stars": "24800",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "**AI agent frameworks** are the tools developers use to build, orchestrate, and deploy autonomous AI systems.",
    "Right now, six frameworks dominate the serious conversation: LangGraph, CrewAI, AutoGen (and its community fork AG2), Agno, LlamaIndex, plus emerging contenders like PydanticAI and SmolAgents."
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "**AI agent frameworks** are the tools developers use to build, orchestrate, and deploy autonomous AI systems.",
    "Right now, six frameworks dominate the serious conversation: LangGraph, CrewAI, AutoGen (and its community fork AG2), Agno, LlamaIndex, plus emerging contenders like PydanticAI and SmolAgents."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://dev.to/agentsindex/best-ai-agent-frameworks-for-building-production-ready-agents-1k0c",
   "project": "CrewAI",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "**AI agent frameworks** are the tools developers use to build, orchestrate, and deploy autonomous AI systems.",
    "Right now, six frameworks dominate the serious conversation: LangGraph, CrewAI, AutoGen (and its community fork AG2), Agno, LlamaIndex, plus emerging contenders like PydanticAI and SmolAgents."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://dev.to/agentsindex/best-ai-agent-frameworks-for-building-production-ready-agents-1k0c",
   "project": "AutoGen",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "**AI agent frameworks** are the tools developers use to build, orchestrate, and deploy autonomous AI systems.",
    "Right now, six frameworks dominate the serious conversation: LangGraph, CrewAI, AutoGen (and its community fork AG2), Agno, LlamaIndex, plus emerging contenders like PydanticAI and SmolAgents."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://dev.to/agentsindex/best-ai-agent-frameworks-for-building-production-ready-agents-1k0c",
   "project": "AG2",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "**AI agent frameworks** are the tools developers use to build, orchestrate, and deploy autonomous AI systems.",
    "Right now, six frameworks dominate the serious conversation: LangGraph, CrewAI, AutoGen (and its community fork AG2), Agno, LlamaIndex, plus emerging contenders like PydanticAI and SmolAgents.",
    "That fork is now **AG2** (ag2.ai), and it has [20,000 active builders working with it, along with AG2 Studio and an agent marketplace in active development](https://pub.towardsai.net/autogen-ag2-and-semantic-kernel-complete-guide-971cdeefe1e9), according to TowardsAI (2025)."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://dev.to/agentsindex/best-ai-agent-frameworks-for-building-production-ready-agents-1k0c",
   "project": "Agno",
   "repository": null,
   "stars": "29000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "**AI agent frameworks** are the tools developers use to build, orchestrate, and deploy autonomous AI systems.",
    "Right now, six frameworks dominate the serious conversation: LangGraph, CrewAI, AutoGen (and its community fork AG2), Agno, LlamaIndex, plus emerging contenders like PydanticAI and SmolAgents."
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "**AI agent frameworks** are the tools developers use to build, orchestrate, and deploy autonomous AI systems.",
    "Right now, six frameworks dominate the serious conversation: LangGraph, CrewAI, AutoGen (and its community fork AG2), Agno, LlamaIndex, plus emerging contenders like PydanticAI and SmolAgents."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://dev.to/agentsindex/best-ai-agent-frameworks-for-building-production-ready-agents-1k0c",
   "project": "LlamaIndex",
   "repository": null,
   "stars": "30000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "**AI agent frameworks** are the tools developers use to build, orchestrate, and deploy autonomous AI systems.",
    "Right now, six frameworks dominate the serious conversation: LangGraph, CrewAI, AutoGen (and its community fork AG2), Agno, LlamaIndex, plus emerging contenders like PydanticAI and SmolAgents."
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "**AI agent frameworks** are the tools developers use to build, orchestrate, and deploy autonomous AI systems.",
    "Right now, six frameworks dominate the serious conversation: LangGraph, CrewAI, AutoGen (and its community fork AG2), Agno, LlamaIndex, plus emerging contenders like PydanticAI and SmolAgents."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://dev.to/agentsindex/best-ai-agent-frameworks-for-building-production-ready-agents-1k0c",
   "project": "PydanticAI",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "**AI agent frameworks** are the tools developers use to build, orchestrate, and deploy autonomous AI systems.",
    "Right now, six frameworks dominate the serious conversation: LangGraph, CrewAI, AutoGen (and its community fork AG2), Agno, LlamaIndex, plus emerging contenders like PydanticAI and SmolAgents."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://dev.to/agentsindex/best-ai-agent-frameworks-for-building-production-ready-agents-1k0c",
   "project": "SmolAgents",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "**AI agent frameworks** are the tools developers use to build, orchestrate, and deploy autonomous AI systems.",
    "Right now, six frameworks dominate the serious conversation: LangGraph, CrewAI, AutoGen (and its community fork AG2), Agno, LlamaIndex, plus emerging contenders like PydanticAI and SmolAgents."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/letta-ai/letta-docs-md/commit/fe934f500abf046bf74f426dd99991bedf08f09e",
   "project": "Letta Docs Markdown Mirror",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Commit fe934f5",
    "+# Letta Docs Markdown Mirror",
    "+This repository is an automatically generated, grep-ready Markdown mirror of"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/letta-ai/letta-docs-md/commit/fe934f500abf046bf74f426dd99991bedf08f09e",
   "project": "agent-sdk-mobile-app",
   "repository": "https://github.com/letta-ai/agent-sdk-mobile-app",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "title : Build a mobile agent app | Letta Docs",
    "The [ Agent SDK mobile app ] ( https://github.com/letta-ai/agent-sdk-mobile-app ) is a complete Expo and React Native client for persistent Letta agents."
   ],
   "repository_evidence": [
    "title : Build a mobile agent app | Letta Docs",
    "The [ Agent SDK mobile app ] ( https://github.com/letta-ai/agent-sdk-mobile-app ) is a complete Expo and React Native client for persistent Letta agents."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://techplained.com/self-hosted-ai-coding-agents",
   "project": "Aider",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## Self-Hosted AI Coding Agents: Which One in 2026",
    "**Aider is the simplest**: Python CLI, git-aware, batteries-included, runs against any OpenAI-compatible API.",
    "| Tool | Form factor | Setup time | Best with model | Best for |",
    "| [**Aider**](https://aider.chat/) | CLI, git-native | 5-10 min | Any OpenAI-API-compatible | Solo dev, scriptable workflows |"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://techplained.com/self-hosted-ai-coding-agents",
   "project": "Continue",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## Self-Hosted AI Coding Agents: Which One in 2026",
    "**Continue is the most polished IDE integration**: VS Code / JetBrains plugin, BYO model, MCP support.",
    "| Tool | Form factor | Setup time | Best with model | Best for |",
    "| [**Continue**](https://continue.dev/) | IDE plugin (VS Code, JetBrains) | 3-5 min | Local Ollama or remote API | Daily IDE work with BYO model |"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://techplained.com/self-hosted-ai-coding-agents",
   "project": "OpenHands",
   "repository": "https://github.com/All-Hands-AI/OpenHands",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## Self-Hosted AI Coding Agents: Which One in 2026",
    "**OpenHands (formerly OpenDevin) is the most agentic**: full loop with browser, terminal, and editor tools, runs on local Ollama or remote API.",
    "| Tool | Form factor | Setup time | Best with model | Best for |",
    "| [**OpenHands**](https://github.com/All-Hands-AI/OpenHands) | Web UI + Docker container | 15-30 min | Frontier API or strong local 32B+ | Autonomous multi-step tasks |"
   ],
   "repository_evidence": [
    "## Self-Hosted AI Coding Agents: Which One in 2026",
    "| Tool | Form factor | Setup time | Best with model | Best for |",
    "| [**OpenHands**](https://github.com/All-Hands-AI/OpenHands) | Web UI + Docker container | 15-30 min | Frontier API or strong local 32B+ | Autonomous multi-step tasks |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://techplained.com/self-hosted-ai-coding-agents",
   "project": "Cline",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## Self-Hosted AI Coding Agents: Which One in 2026",
    "| Tool | Form factor | Setup time | Best with model | Best for |",
    "| Cline | VS Code plugin | 3-5 min | Any OpenAI-API-compatible | Cursor-alternative free workflow |"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://techplained.com/self-hosted-ai-coding-agents",
   "project": "Roo Code",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## Self-Hosted AI Coding Agents: Which One in 2026",
    "| Tool | Form factor | Setup time | Best with model | Best for |",
    "| Roo Code (Cline fork) | VS Code plugin | 3-5 min | Any OpenAI-API-compatible | Customizable Cline alternative |"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://digitalapplied.com/blog/open-source-browser-computer-use-agents-2026",
   "project": "browser-use",
   "repository": null,
   "stars": "108128",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Open-source browser agents can drive a real web application in 2026, but the number a project quotes tells you almost nothing until you know which benchmark produced it.",
    "browser-use, Skyvern and Stagehand each publish a headline score from a different suite, graded by a different judge, against a different set of live sites.",
    "## 02 \u2014 Repository VitalsStars, licences, and the *last commit* nobody checks.",
    "##### browser-use",
    "MIT-licensed, 11,884 forks, actively pushed."
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "## 02 \u2014 Repository VitalsStars, licences, and the *last commit* nobody checks.",
    "##### browser-use",
    "108,128"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://digitalapplied.com/blog/open-source-browser-computer-use-agents-2026",
   "project": "Stagehand",
   "repository": null,
   "stars": "23753",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Open-source browser agents can drive a real web application in 2026, but the number a project quotes tells you almost nothing until you know which benchmark produced it.",
    "browser-use, Skyvern and Stagehand each publish a headline score from a different suite, graded by a different judge, against a different set of live sites.",
    "## 02 \u2014 Repository VitalsStars, licences, and the *last commit* nobody checks.",
    "##### Stagehand",
    "MIT-licensed, 1,635 forks, actively pushed."
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "## 02 \u2014 Repository VitalsStars, licences, and the *last commit* nobody checks.",
    "##### Stagehand",
    "23,753"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://digitalapplied.com/blog/open-source-browser-computer-use-agents-2026",
   "project": "Skyvern",
   "repository": null,
   "stars": "22695",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Open-source browser agents can drive a real web application in 2026, but the number a project quotes tells you almost nothing until you know which benchmark produced it.",
    "browser-use, Skyvern and Stagehand each publish a headline score from a different suite, graded by a different judge, against a different set of live sites.",
    "## 02 \u2014 Repository VitalsStars, licences, and the *last commit* nobody checks.",
    "##### Skyvern",
    "AGPL-3.0 on the self-hosted core, 2,136 forks, actively pushed."
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "## 02 \u2014 Repository VitalsStars, licences, and the *last commit* nobody checks.",
    "##### Skyvern",
    "22,695"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://enterprisedna.co/directories/alternatives/metagpt",
   "project": "AutoGPT",
   "repository": "https://github.com/Significant-Gravitas",
   "stars": "184701",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "[ O OSS Framework medium",
    "![AutoGPT logo](https://github.com/Significant-Gravitas.png?size=200)",
    "### AutoGPT"
   ],
   "repository_evidence": [
    "[ O OSS Framework medium",
    "![AutoGPT logo](https://github.com/Significant-Gravitas.png?size=200)",
    "### AutoGPT"
   ],
   "stars_evidence": [
    "[ O OSS Framework medium",
    "\u2605 184,701 updated 1mo ago"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://enterprisedna.co/directories/alternatives/metagpt",
   "project": "Auto-GPT",
   "repository": "https://github.com/Significant-Gravitas",
   "stars": "184701",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "[ P Apps Productivity low",
    "![Auto-GPT logo](https://github.com/Significant-Gravitas.png?size=200)",
    "### Auto-GPT"
   ],
   "repository_evidence": [
    "[ P Apps Productivity low",
    "![Auto-GPT logo](https://github.com/Significant-Gravitas.png?size=200)",
    "### Auto-GPT"
   ],
   "stars_evidence": [
    "[ P Apps Productivity low",
    "\u2605 184,701 updated 1mo ago"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://enterprisedna.co/directories/alternatives/metagpt",
   "project": "Lobe Chat",
   "repository": "https://github.com/lobehub",
   "stars": "78069",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "[ O OSS Orchestration medium",
    "![Lobe Chat logo](https://github.com/lobehub.png?size=200)",
    "### Lobe Chat"
   ],
   "repository_evidence": [
    "[ O OSS Orchestration medium",
    "![Lobe Chat logo](https://github.com/lobehub.png?size=200)",
    "### Lobe Chat"
   ],
   "stars_evidence": [
    "[ O OSS Orchestration medium",
    "\u2605 78,069 updated 1mo ago"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://enterprisedna.co/directories/alternatives/metagpt",
   "project": "AutoGen",
   "repository": "https://github.com/microsoft",
   "stars": "58610",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "[ P Apps Productivity low",
    "![AutoGen logo](https://github.com/microsoft.png?size=200)",
    "### AutoGen"
   ],
   "repository_evidence": [
    "[ P Apps Productivity low",
    "![AutoGen logo](https://github.com/microsoft.png?size=200)",
    "### AutoGen"
   ],
   "stars_evidence": [
    "[ P Apps Productivity low",
    "\u2605 58,610 updated 3mo ago"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://enterprisedna.co/directories/alternatives/metagpt",
   "project": "GPT Engineer",
   "repository": "https://github.com/AntonOsika",
   "stars": "55214",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "[ P Apps Productivity low",
    "![GPT Engineer logo](https://github.com/AntonOsika.png?size=200)",
    "### GPT Engineer"
   ],
   "repository_evidence": [
    "[ P Apps Productivity low",
    "![GPT Engineer logo](https://github.com/AntonOsika.png?size=200)",
    "### GPT Engineer"
   ],
   "stars_evidence": [
    "[ P Apps Productivity low",
    "\u2605 55,214 updated 1y ago"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://enterprisedna.co/directories/alternatives/metagpt",
   "project": "AgentGPT",
   "repository": "https://github.com/reworkd",
   "stars": "36162",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "[ O OSS Orchestration medium",
    "![AgentGPT logo](https://github.com/reworkd.png?size=200)",
    "### AgentGPT"
   ],
   "repository_evidence": [
    "[ O OSS Orchestration medium",
    "![AgentGPT logo](https://github.com/reworkd.png?size=200)",
    "### AgentGPT"
   ],
   "stars_evidence": [
    "[ O OSS Orchestration medium",
    "\u2605 36,162 updated 1y ago"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://enterprisedna.co/directories/alternatives/metagpt",
   "project": "GPT Pilot",
   "repository": "https://github.com/Pythagora-io",
   "stars": "33752",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "[ O OSS Orchestration medium",
    "![GPT Pilot logo](https://github.com/Pythagora-io.png?size=200)",
    "### GPT Pilot"
   ],
   "repository_evidence": [
    "[ O OSS Orchestration medium",
    "![GPT Pilot logo](https://github.com/Pythagora-io.png?size=200)",
    "### GPT Pilot"
   ],
   "stars_evidence": [
    "[ O OSS Orchestration medium",
    "\u2605 33,752 updated 3mo ago"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://enterprisedna.co/directories/alternatives/metagpt",
   "project": "ChatDev",
   "repository": "https://github.com/OpenBMB",
   "stars": "33701",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "[ A Agents Autonomous low",
    "![ChatDev logo](https://github.com/OpenBMB.png?size=200)",
    "### ChatDev"
   ],
   "repository_evidence": [
    "[ A Agents Autonomous low",
    "![ChatDev logo](https://github.com/OpenBMB.png?size=200)",
    "### ChatDev"
   ],
   "stars_evidence": [
    "[ A Agents Autonomous low",
    "\u2605 33,701 updated 27d ago"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://enterprisedna.co/directories/alternatives/metagpt",
   "project": "GPT Researcher",
   "repository": "https://github.com/assafelovic",
   "stars": "27439",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "[ O OSS Orchestration medium",
    "![GPT Researcher logo](https://github.com/assafelovic.png?size=200)",
    "### GPT Researcher"
   ],
   "repository_evidence": [
    "[ O OSS Orchestration medium",
    "![GPT Researcher logo](https://github.com/assafelovic.png?size=200)",
    "### GPT Researcher"
   ],
   "stars_evidence": [
    "[ O OSS Orchestration medium",
    "\u2605 27,439 updated 1mo ago"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://enterprisedna.co/directories/alternatives/metagpt",
   "project": "MemGPT",
   "repository": "https://github.com/cpacker",
   "stars": "23081",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "[ O OSS Orchestration medium",
    "![MemGPT logo](https://github.com/cpacker.png?size=200)",
    "### MemGPT"
   ],
   "repository_evidence": [
    "[ O OSS Orchestration medium",
    "![MemGPT logo](https://github.com/cpacker.png?size=200)",
    "### MemGPT"
   ],
   "stars_evidence": [
    "[ O OSS Orchestration medium",
    "\u2605 23,081 updated 2mo ago"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://enterprisedna.co/directories/alternatives/metagpt",
   "project": "babyagi",
   "repository": "https://github.com/yoheinakajima",
   "stars": "22285",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "[ P Apps Productivity low",
    "![babyagi logo](https://github.com/yoheinakajima.png?size=200)",
    "### babyagi"
   ],
   "repository_evidence": [
    "[ P Apps Productivity low",
    "![babyagi logo](https://github.com/yoheinakajima.png?size=200)",
    "### babyagi"
   ],
   "stars_evidence": [
    "[ P Apps Productivity low",
    "\u2605 22,285 updated 5mo ago"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://enterprisedna.co/directories/alternatives/metagpt",
   "project": "SuperAGI",
   "repository": "https://github.com/TransformerOptimus",
   "stars": "17554",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "[ O OSS Orchestration medium",
    "![SuperAGI logo](https://github.com/TransformerOptimus.png?size=200)",
    "### SuperAGI"
   ],
   "repository_evidence": [
    "[ O OSS Orchestration medium",
    "![SuperAGI logo](https://github.com/TransformerOptimus.png?size=200)",
    "### SuperAGI"
   ],
   "stars_evidence": [
    "[ O OSS Orchestration medium",
    "\u2605 17,554 updated 1y ago"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://enterprisedna.co/directories/alternatives/metagpt",
   "project": "Claude Engineer",
   "repository": "https://github.com/Doriandarko",
   "stars": "11191",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "[ O OSS Orchestration medium",
    "![Claude Engineer logo](https://github.com/Doriandarko.png?size=200)",
    "### Claude Engineer"
   ],
   "repository_evidence": [
    "[ O OSS Orchestration medium",
    "![Claude Engineer logo](https://github.com/Doriandarko.png?size=200)",
    "### Claude Engineer"
   ],
   "stars_evidence": [
    "[ O OSS Orchestration medium",
    "\u2605 11,191 updated 1y ago"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://enterprisedna.co/directories/alternatives/metagpt",
   "project": "XAgent",
   "repository": "https://github.com/OpenBMB",
   "stars": "8530",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "[ O OSS Orchestration medium",
    "![XAgent logo](https://github.com/OpenBMB.png?size=200)",
    "### XAgent"
   ],
   "repository_evidence": [
    "[ O OSS Orchestration medium",
    "![XAgent logo](https://github.com/OpenBMB.png?size=200)",
    "### XAgent"
   ],
   "stars_evidence": [
    "[ O OSS Orchestration medium",
    "\u2605 8,530 updated 1y ago"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://enterprisedna.co/directories/alternatives/metagpt",
   "project": "PraisonAI",
   "repository": "https://github.com/MervinPraison",
   "stars": "8020",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "[ O OSS Obs medium",
    "![PraisonAI logo](https://github.com/MervinPraison.png?size=200)",
    "### PraisonAI"
   ],
   "repository_evidence": [
    "[ O OSS Obs medium",
    "![PraisonAI logo](https://github.com/MervinPraison.png?size=200)",
    "### PraisonAI"
   ],
   "stars_evidence": [
    "[ O OSS Obs medium",
    "\u2605 8,020 updated 1mo ago"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://enterprisedna.co/directories/alternatives/metagpt",
   "project": "TaskWeaver",
   "repository": "https://github.com/microsoft",
   "stars": "6162",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "[ O OSS Orchestration medium",
    "![TaskWeaver logo](https://github.com/microsoft.png?size=200)",
    "### TaskWeaver"
   ],
   "repository_evidence": [
    "[ O OSS Orchestration medium",
    "![TaskWeaver logo](https://github.com/microsoft.png?size=200)",
    "### TaskWeaver"
   ],
   "stars_evidence": [
    "[ O OSS Orchestration medium",
    "\u2605 6,162 updated 4mo ago"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://enterprisedna.co/directories/alternatives/metagpt",
   "project": "AgentVerse",
   "repository": "https://github.com/openbmb",
   "stars": "5041",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "[ O OSS Orchestration medium",
    "![AgentVerse logo](https://github.com/openbmb.png?size=200)",
    "### AgentVerse"
   ],
   "repository_evidence": [
    "[ O OSS Orchestration medium",
    "![AgentVerse logo](https://github.com/openbmb.png?size=200)",
    "### AgentVerse"
   ],
   "stars_evidence": [
    "[ O OSS Orchestration medium",
    "\u2605 5,041 updated 1y ago"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://enterprisedna.co/directories/alternatives/metagpt",
   "project": "Maestro",
   "repository": "https://github.com/Doriandarko",
   "stars": "4343",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "[ O OSS Orchestration medium",
    "![Maestro logo](https://github.com/Doriandarko.png?size=200)",
    "### Maestro"
   ],
   "repository_evidence": [
    "[ O OSS Orchestration medium",
    "![Maestro logo](https://github.com/Doriandarko.png?size=200)",
    "### Maestro"
   ],
   "stars_evidence": [
    "[ O OSS Orchestration medium",
    "\u2605 4,343 updated 2y ago"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://enterprisedna.co/directories/alternatives/metagpt",
   "project": "LazyLLM",
   "repository": "https://github.com/LazyAGI",
   "stars": "3839",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "[ O OSS Framework medium",
    "![LazyLLM logo](https://github.com/LazyAGI.png?size=200)",
    "### LazyLLM"
   ],
   "repository_evidence": [
    "[ O OSS Framework medium",
    "![LazyLLM logo](https://github.com/LazyAGI.png?size=200)",
    "### LazyLLM"
   ],
   "stars_evidence": [
    "[ O OSS Framework medium",
    "\u2605 3,839 updated 1mo ago"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://enterprisedna.co/directories/alternatives/metagpt",
   "project": "OpenAgents",
   "repository": "https://github.com/openagents-org",
   "stars": "3600",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "[ P Apps Productivity low",
    "![OpenAgents logo](https://github.com/openagents-org.png?size=200)",
    "### OpenAgents"
   ],
   "repository_evidence": [
    "[ P Apps Productivity low",
    "![OpenAgents logo](https://github.com/openagents-org.png?size=200)",
    "### OpenAgents"
   ],
   "stars_evidence": [
    "[ P Apps Productivity low",
    "\u2605 3,600 updated 1mo ago"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://enterprisedna.co/directories/alternatives/metagpt",
   "project": "Agent-LLM",
   "repository": "https://github.com/Josh-XT",
   "stars": "3192",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "[ O OSS Orchestration medium",
    "![Agent-LLM logo](https://github.com/Josh-XT.png?size=200)",
    "### Agent-LLM"
   ],
   "repository_evidence": [
    "[ O OSS Orchestration medium",
    "![Agent-LLM logo](https://github.com/Josh-XT.png?size=200)",
    "### Agent-LLM"
   ],
   "stars_evidence": [
    "[ O OSS Orchestration medium",
    "\u2605 3,192 updated 1mo ago"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://enterprisedna.co/directories/alternatives/metagpt",
   "project": "Griptape",
   "repository": "https://github.com/griptape-ai",
   "stars": "2534",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "[ O OSS Orchestration medium",
    "![Griptape logo](https://github.com/griptape-ai.png?size=200)",
    "### Griptape"
   ],
   "repository_evidence": [
    "[ O OSS Orchestration medium",
    "![Griptape logo](https://github.com/griptape-ai.png?size=200)",
    "### Griptape"
   ],
   "stars_evidence": [
    "[ O OSS Orchestration medium",
    "\u2605 2,534 updated 1mo ago"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://enterprisedna.co/directories/alternatives/metagpt",
   "project": "Lagent",
   "repository": "https://github.com/InternLM",
   "stars": "2256",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "[ O OSS Orchestration medium",
    "![Lagent logo](https://github.com/InternLM.png?size=200)",
    "### Lagent"
   ],
   "repository_evidence": [
    "[ O OSS Orchestration medium",
    "![Lagent logo](https://github.com/InternLM.png?size=200)",
    "### Lagent"
   ],
   "stars_evidence": [
    "[ O OSS Orchestration medium",
    "\u2605 2,256 updated 1mo ago"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://enterprisedna.co/directories/alternatives/metagpt",
   "project": "uAgents",
   "repository": "https://github.com/fetchai",
   "stars": "1586",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "[ O OSS Orchestration medium",
    "![uAgents logo](https://github.com/fetchai.png?size=200)",
    "### uAgents"
   ],
   "repository_evidence": [
    "[ O OSS Orchestration medium",
    "![uAgents logo](https://github.com/fetchai.png?size=200)",
    "### uAgents"
   ],
   "stars_evidence": [
    "[ O OSS Orchestration medium",
    "\u2605 1,586 updated 1mo ago"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://enterprisedna.co/directories/alternatives/metagpt",
   "project": "ix",
   "repository": "https://github.com/kreneskyp",
   "stars": "1042",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "[ O OSS Orchestration medium",
    "![ix logo](https://github.com/kreneskyp.png?size=200)",
    "### ix"
   ],
   "repository_evidence": [
    "[ O OSS Orchestration medium",
    "![ix logo](https://github.com/kreneskyp.png?size=200)",
    "### ix"
   ],
   "stars_evidence": [
    "[ O OSS Orchestration medium",
    "\u2605 1,042 updated 6mo ago"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://enterprisedna.co/directories/alternatives/metagpt",
   "project": "Promptise Foundry",
   "repository": "https://github.com/promptise-com",
   "stars": "844",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "[ O OSS Orchestration medium",
    "![Promptise Foundry logo](https://github.com/promptise-com.png?size=200)",
    "### Promptise Foundry"
   ],
   "repository_evidence": [
    "[ O OSS Orchestration medium",
    "![Promptise Foundry logo](https://github.com/promptise-com.png?size=200)",
    "### Promptise Foundry"
   ],
   "stars_evidence": [
    "[ O OSS Orchestration medium",
    "\u2605 844 updated 1mo ago"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://enterprisedna.co/directories/alternatives/metagpt",
   "project": "AgentForge",
   "repository": "https://github.com/DataBassGit",
   "stars": "825",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "[ A Agents Autonomous low",
    "![AgentForge logo](https://github.com/DataBassGit.png?size=200)",
    "### AgentForge"
   ],
   "repository_evidence": [
    "[ A Agents Autonomous low",
    "![AgentForge logo](https://github.com/DataBassGit.png?size=200)",
    "### AgentForge"
   ],
   "stars_evidence": [
    "[ A Agents Autonomous low",
    "\u2605 825 updated 1mo ago"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://enterprisedna.co/directories/alternatives/metagpt",
   "project": "MicroAgent",
   "repository": "https://github.com/aymenfurter",
   "stars": "813",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "[ O OSS Orchestration medium",
    "![MicroAgent logo](https://github.com/aymenfurter.png?size=200)",
    "### MicroAgent"
   ],
   "repository_evidence": [
    "[ O OSS Orchestration medium",
    "![MicroAgent logo](https://github.com/aymenfurter.png?size=200)",
    "### MicroAgent"
   ],
   "stars_evidence": [
    "[ O OSS Orchestration medium",
    "\u2605 813 updated 2y ago"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://enterprisedna.co/directories/alternatives/metagpt",
   "project": "SkyAGI",
   "repository": "https://github.com/litanlitudan",
   "stars": "778",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "[ O OSS Orchestration medium",
    "![SkyAGI logo](https://github.com/litanlitudan.png?size=200)",
    "### SkyAGI"
   ],
   "repository_evidence": [
    "[ O OSS Orchestration medium",
    "![SkyAGI logo](https://github.com/litanlitudan.png?size=200)",
    "### SkyAGI"
   ],
   "stars_evidence": [
    "[ O OSS Orchestration medium",
    "\u2605 778 updated 2y ago"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://enterprisedna.co/directories/alternatives/metagpt",
   "project": "sipyourdrink-ltd/bernstein",
   "repository": "https://github.com/sipyourdrink-ltd",
   "stars": "542",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "[ M MCP Dev low",
    "![sipyourdrink-ltd/bernstein logo](https://github.com/sipyourdrink-ltd.png?size=200)",
    "### sipyourdrink-ltd/bernstein"
   ],
   "repository_evidence": [
    "[ M MCP Dev low",
    "![sipyourdrink-ltd/bernstein logo](https://github.com/sipyourdrink-ltd.png?size=200)",
    "### sipyourdrink-ltd/bernstein"
   ],
   "stars_evidence": [
    "[ M MCP Dev low",
    "\u2605 542 updated 1mo ago"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://enterprisedna.co/directories/alternatives/metagpt",
   "project": "SwarmClaw",
   "repository": "https://github.com/swarmclawai",
   "stars": "539",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "[ O OSS Obs medium",
    "![SwarmClaw logo](https://github.com/swarmclawai.png?size=200)",
    "### SwarmClaw"
   ],
   "repository_evidence": [
    "[ O OSS Obs medium",
    "![SwarmClaw logo](https://github.com/swarmclawai.png?size=200)",
    "### SwarmClaw"
   ],
   "stars_evidence": [
    "[ O OSS Obs medium",
    "\u2605 539 updated 2mo ago"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://enterprisedna.co/directories/alternatives/metagpt",
   "project": "llama-agents",
   "repository": "https://github.com/run-llama",
   "stars": "385",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "[ O OSS Orchestration medium",
    "![llama-agents logo](https://github.com/run-llama.png?size=200)",
    "### llama-agents"
   ],
   "repository_evidence": [
    "[ O OSS Orchestration medium",
    "![llama-agents logo](https://github.com/run-llama.png?size=200)",
    "### llama-agents"
   ],
   "stars_evidence": [
    "[ O OSS Orchestration medium",
    "\u2605 385 updated 1mo ago"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://enterprisedna.co/directories/alternatives/metagpt",
   "project": "Dorothy",
   "repository": "https://github.com/Charlie85270",
   "stars": "300",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "[ P Apps Productivity low",
    "![Dorothy logo](https://github.com/Charlie85270.png?size=200)",
    "### Dorothy"
   ],
   "repository_evidence": [
    "[ P Apps Productivity low",
    "![Dorothy logo](https://github.com/Charlie85270.png?size=200)",
    "### Dorothy"
   ],
   "stars_evidence": [
    "[ P Apps Productivity low",
    "\u2605 300 updated 2mo ago"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://enterprisedna.co/directories/alternatives/metagpt",
   "project": "waggledance.ai",
   "repository": "https://github.com/agi-merge",
   "stars": "172",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "[ O OSS Orchestration medium",
    "![waggledance.ai logo](https://github.com/agi-merge.png?size=200)",
    "### waggledance.ai"
   ],
   "repository_evidence": [
    "[ O OSS Orchestration medium",
    "![waggledance.ai logo](https://github.com/agi-merge.png?size=200)",
    "### waggledance.ai"
   ],
   "stars_evidence": [
    "[ O OSS Orchestration medium",
    "\u2605 172 updated 2y ago"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://enterprisedna.co/directories/alternatives/metagpt",
   "project": "L2mac",
   "repository": "https://github.com/samholt",
   "stars": "157",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "[ A Agents Autonomous low",
    "![L2mac logo](https://github.com/samholt.png?size=200)",
    "### L2mac"
   ],
   "repository_evidence": [
    "[ A Agents Autonomous low",
    "![L2mac logo](https://github.com/samholt.png?size=200)",
    "### L2mac"
   ],
   "stars_evidence": [
    "[ A Agents Autonomous low",
    "\u2605 157 updated 1y ago"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://enterprisedna.co/directories/alternatives/metagpt",
   "project": "kagan-sh/kagan",
   "repository": "https://github.com/kagan-sh",
   "stars": "90",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "[ M MCP Dev low",
    "![kagan-sh/kagan logo](https://github.com/kagan-sh.png?size=200)",
    "### kagan-sh/kagan"
   ],
   "repository_evidence": [
    "[ M MCP Dev low",
    "![kagan-sh/kagan logo](https://github.com/kagan-sh.png?size=200)",
    "### kagan-sh/kagan"
   ],
   "stars_evidence": [
    "[ M MCP Dev low",
    "\u2605 90 updated 1mo ago"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://enterprisedna.co/directories/alternatives/metagpt",
   "project": "Hyv",
   "repository": "https://github.com/failfa-st",
   "stars": "24",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "[ O OSS Orchestration medium",
    "![Hyv logo](https://github.com/failfa-st.png?size=200)",
    "### Hyv"
   ],
   "repository_evidence": [
    "[ O OSS Orchestration medium",
    "![Hyv logo](https://github.com/failfa-st.png?size=200)",
    "### Hyv"
   ],
   "stars_evidence": [
    "[ O OSS Orchestration medium",
    "\u2605 24 updated 2y ago"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://enterprisedna.co/directories/alternatives/metagpt",
   "project": "AutoGen",
   "repository": "https://github.com/microsoft",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "[ O OSS Framework medium",
    "![AutoGen logo](https://github.com/microsoft.png?size=200)",
    "### AutoGen"
   ],
   "repository_evidence": [
    "[ O OSS Framework medium",
    "![AutoGen logo](https://github.com/microsoft.png?size=200)",
    "### AutoGen"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://trendingrepo.com/repo/microsoft/UFO",
   "project": "microsoft/UFO",
   "repository": "https://github.com/microsoft/UFO.git",
   "stars": "9422",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "### // OWNER \u00b7 microsoft \u00b7 REPO SNAPSHOT",
    "**microsoft/UFO** is sitting at *#78* on the trending leaderboard with a pulse of 24/100 with no cross-source channels firing yet \u2014 GitHub-stars-only signal so far."
   ],
   "repository_evidence": [
    "### // OWNER \u00b7 microsoft \u00b7 REPO SNAPSHOT",
    " git clone https://github.com/microsoft/UFO.git"
   ],
   "stars_evidence": [
    "### // OWNER \u00b7 microsoft \u00b7 REPO SNAPSHOT",
    "STARS9,422+62 \u00b7 7d"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://news.aibase.com/news/16066",
   "project": "OpenManus",
   "repository": "https://github.com/mannaandpoem/OpenManus",
   "stars": "3300",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Besides CAMEL-AI's 0-day replication of Manus's general-purpose intelligent agent OWL, a project called OpenManus achieved a Manus replication with **only three hours of coding**."
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "At the time of writing, it has garnered 3,300 GitHub stars, a truly meteoric rise."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://trendshift.io/repositories/7252",
   "project": "TaskingAI",
   "repository": "https://github.com/TaskingAI/TaskingAI",
   "stars": "5.4k",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "TaskingAI/TaskingAI"
   ],
   "repository_evidence": [
    "[Visit GitHub](https://github.com/TaskingAI/TaskingAI)",
    "TaskingAI/TaskingAI"
   ],
   "stars_evidence": [
    "5.4k",
    "TaskingAI/TaskingAI"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://agentwiki.org/letta",
   "project": "Letta",
   "repository": null,
   "stars": "21700",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Letta",
    "**Letta** (formerly MemGPT) is an open-source platform for building stateful AI agents with persistent, transparent [long-term memory](/long_term_memory).1)"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# Letta",
    "With **21.7K GitHub stars**, Letta pioneered the memory-first approach to agent design, where agents maintain identity, learn from interactions, and improve across sessions rather than resetting to a blank state."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://10beasts.net/manus-vs-openmanus",
   "project": "OpenManus",
   "repository": "https://github.com/mannaandpoem/OpenManus",
   "stars": "29000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "OpenManus by MetaGPT four-member team in just three hours to replicate the core functions of Manus, and open source on GitHub, the open source project has received more than 29k stars."
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "OpenManus by MetaGPT four-member team in just three hours to replicate the core functions of Manus, and open source on GitHub, the open source project has received more than 29k stars."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://arxiv.org/pdf/2506.14205",
   "project": "AgentSynth",
   "repository": "https://github.com/sunblaze-ucb/AgentSynth",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "ABSTRACT",
    "Our code and data are available at https://github.com/"
   ],
   "repository_evidence": [
    "ABSTRACT",
    "Our code and data are available at https://github.com/"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://arxiv.org/pdf/2608.23552v1.pdf",
   "project": "Prime Agent",
   "repository": "https://github.com/PrimeIntellect-ai/prime-agent",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Prime Agent: A Self-Improving RLM Harness",
    "Prime Agent is an open-source harness for long-horizon evaluation and\ncoding-agent workflows."
   ],
   "repository_evidence": [
    "Code is available at\nhttps://github.com/PrimeIntellect-ai/prime-agent."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://7busyboss.com/skills/run-llama-llama-index",
   "project": "LlamaIndex",
   "repository": "https://github.com/run-llama",
   "stars": "38000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# LlamaIndex",
    "**LlamaIndex** is a Python open-source ai frameworks project by run-llama."
   ],
   "repository_evidence": [
    "[by run-llama](https://github.com/run-llama)",
    "# LlamaIndex"
   ],
   "stars_evidence": [
    "# LlamaIndex",
    "\u2b50 38,000 stars\ud83c\udf74 0 forksPythonragindexingretrieval"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://7busyboss.com/skills/run-llama-llama-index",
   "project": "Semantic Kernel",
   "repository": null,
   "stars": "22000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Try [Semantic Kernel](/skills/microsoft-semantic-kernel), [DSPy](/skills/stanfordnlp-dspy) or [Haystack](/skills/deepset-ai-haystack) instead, or browse all [ai frameworks tools](/skills?category=ai-frameworks).",
    "[See all AI Frameworks \u2192](/skills?category=ai-frameworks)",
    "[Semantic Kernel\u2b50 22,000\nMicrosoft's lightweight SDK to integrate LLMs (OpenAI, Azure OpenAI, Hugging Face) with conventional programming languages \u2014 C#, Python, Java.](/skills/microsoft-semantic-kernel)"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "[See all AI Frameworks \u2192](/skills?category=ai-frameworks)",
    "[Semantic Kernel\u2b50 22,000\nMicrosoft's lightweight SDK to integrate LLMs (OpenAI, Azure OpenAI, Hugging Face) with conventional programming languages \u2014 C#, Python, Java.](/skills/microsoft-semantic-kernel)"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://7busyboss.com/skills/run-llama-llama-index",
   "project": "DSPy",
   "repository": null,
   "stars": "19000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Try [Semantic Kernel](/skills/microsoft-semantic-kernel), [DSPy](/skills/stanfordnlp-dspy) or [Haystack](/skills/deepset-ai-haystack) instead, or browse all [ai frameworks tools](/skills?category=ai-frameworks).",
    "[See all AI Frameworks \u2192](/skills?category=ai-frameworks)",
    "[DSPy\u2b50 19,000\nFramework for programming \u2014 rather than prompting \u2014 language models. Compiles LLM pipelines into self-improving, reproducible programs.](/skills/stanfordnlp-dspy)"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "[See all AI Frameworks \u2192](/skills?category=ai-frameworks)",
    "[DSPy\u2b50 19,000\nFramework for programming \u2014 rather than prompting \u2014 language models. Compiles LLM pipelines into self-improving, reproducible programs.](/skills/stanfordnlp-dspy)"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://7busyboss.com/skills/run-llama-llama-index",
   "project": "Haystack",
   "repository": null,
   "stars": "17000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Try [Semantic Kernel](/skills/microsoft-semantic-kernel), [DSPy](/skills/stanfordnlp-dspy) or [Haystack](/skills/deepset-ai-haystack) instead, or browse all [ai frameworks tools](/skills?category=ai-frameworks).",
    "[See all AI Frameworks \u2192](/skills?category=ai-frameworks)",
    "[Haystack\u2b50 17,000\nProduction-ready LLM framework focused on RAG pipelines. Modular components for retrieval, generation and evaluation.](/skills/deepset-ai-haystack)"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "[See all AI Frameworks \u2192](/skills?category=ai-frameworks)",
    "[Haystack\u2b50 17,000\nProduction-ready LLM framework focused on RAG pipelines. Modular components for retrieval, generation and evaluation.](/skills/deepset-ai-haystack)"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://7busyboss.com/skills/run-llama-llama-index",
   "project": "MemGPT (Letta)",
   "repository": null,
   "stars": "16000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "[See all AI Frameworks \u2192](/skills?category=ai-frameworks)",
    "[MemGPT (Letta)\u2b50 16,000\nStateful agents with long-term memory. OS-inspired hierarchical memory lets agents remember across sessions far beyond the context window.](/skills/cpacker-mem-gpt)"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "[See all AI Frameworks \u2192](/skills?category=ai-frameworks)",
    "[MemGPT (Letta)\u2b50 16,000\nStateful agents with long-term memory. OS-inspired hierarchical memory lets agents remember across sessions far beyond the context window.](/skills/cpacker-mem-gpt)"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://7busyboss.com/skills/run-llama-llama-index",
   "project": "Pydantic AI",
   "repository": null,
   "stars": "8000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "[See all AI Frameworks \u2192](/skills?category=ai-frameworks)",
    "[Pydantic AI\u2b50 8,000\nType-safe agent framework from the Pydantic team. Structured outputs, dependency injection, model-agnostic.](/skills/pydantic-pydantic-ai)"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "[See all AI Frameworks \u2192](/skills?category=ai-frameworks)",
    "[Pydantic AI\u2b50 8,000\nType-safe agent framework from the Pydantic team. Structured outputs, dependency injection, model-agnostic.](/skills/pydantic-pydantic-ai)"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://arxiv.org/html/2607.02255v1",
   "project": "AI-Spire",
   "repository": "https://github.com/biolbe1230/ai-spire",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "AI-Spire: LLM plays Slay the Spire 2 through prompt engineering.",
    "Public Slay the Spire 2 LLM agents.",
    "- [5] biolbe1230. AI-Spire: LLM plays Slay the Spire 2 through prompt engineering. GitHub repository, [https://github.com/biolbe1230/ai-spire](https://github.com/biolbe1230/ai-spire), 2026. commit b0a40997; accessed 2026-05-13."
   ],
   "repository_evidence": [
    "AI-Spire: LLM plays Slay the Spire 2 through prompt engineering.",
    "Public Slay the Spire 2 LLM agents.",
    "- [5] biolbe1230. AI-Spire: LLM plays Slay the Spire 2 through prompt engineering. GitHub repository, [https://github.com/biolbe1230/ai-spire](https://github.com/biolbe1230/ai-spire), 2026. commit b0a40997; accessed 2026-05-13."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://arxiv.org/html/2607.02255v1",
   "project": "STS2-Agent",
   "repository": "https://github.com/CharTyr/STS2-Agent",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "STS2-Agent: MCP server for Slay the Spire 2.",
    "Public Slay the Spire 2 LLM agents.",
    "- [6] CharTyr. STS2-Agent: MCP server for Slay the Spire 2. GitHub repository, [https://github.com/CharTyr/STS2-Agent](https://github.com/CharTyr/STS2-Agent), 2026. commit 2617fb19; accessed 2026-05-13."
   ],
   "repository_evidence": [
    "STS2-Agent: MCP server for Slay the Spire 2.",
    "Public Slay the Spire 2 LLM agents.",
    "- [6] CharTyr. STS2-Agent: MCP server for Slay the Spire 2. GitHub repository, [https://github.com/CharTyr/STS2-Agent](https://github.com/CharTyr/STS2-Agent), 2026. commit 2617fb19; accessed 2026-05-13."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://arxiv.org/html/2607.02255v1",
   "project": "STS2MCP",
   "repository": "https://github.com/Gennadiyev/STS2MCP",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "STS2MCP: Full agentic runs for Slay the Spire 2.",
    "Public Slay the Spire 2 LLM agents.",
    "- [11] Gennadiyev. STS2MCP: Full agentic runs for Slay the Spire 2. GitHub repository, [https://github.com/Gennadiyev/STS2MCP](https://github.com/Gennadiyev/STS2MCP), 2026. commit 2fb53908; accessed 2026-05-13."
   ],
   "repository_evidence": [
    "STS2MCP: Full agentic runs for Slay the Spire 2.",
    "Public Slay the Spire 2 LLM agents.",
    "- [11] Gennadiyev. STS2MCP: Full agentic runs for Slay the Spire 2. GitHub repository, [https://github.com/Gennadiyev/STS2MCP](https://github.com/Gennadiyev/STS2MCP), 2026. commit 2fb53908; accessed 2026-05-13."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://arxiv.org/html/2607.02255v1",
   "project": "ClaudePlaysTheSpire",
   "repository": "https://github.com/hiKareeem/ClaudePlaysTheSpire",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "ClaudePlaysTheSpire (HermesBridge): Claude and friends play Slay the Spire II.",
    "Public Slay the Spire 2 LLM agents.",
    "- [13] hiKareeem. ClaudePlaysTheSpire (HermesBridge): Claude and friends play Slay the Spire II. GitHub repository, [https://github.com/hiKareeem/ClaudePlaysTheSpire](https://github.com/hiKareeem/ClaudePlaysTheSpire), 2026. commit 38202d7f; accessed 2026-05-13."
   ],
   "repository_evidence": [
    "ClaudePlaysTheSpire (HermesBridge): Claude and friends play Slay the Spire II.",
    "Public Slay the Spire 2 LLM agents.",
    "- [13] hiKareeem. ClaudePlaysTheSpire (HermesBridge): Claude and friends play Slay the Spire II. GitHub repository, [https://github.com/hiKareeem/ClaudePlaysTheSpire](https://github.com/hiKareeem/ClaudePlaysTheSpire), 2026. commit 38202d7f; accessed 2026-05-13."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://captechgroup.com/threat-intelligence-center/guardfall-exposes-open-source-ai-coding-agents-to-065bb0",
   "project": "GuardFall",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "A security flaw that has existed in shell interpreters for decades now threatens the AI coding agents that development teams increasingly rely on to automate their workflows.",
    "**GuardFall**, discovered by Adversa AI, demonstrates how attackers can bypass safety checks in ten of eleven tested open-source AI coding agents by exploiting the difference between how these tools validate commands and how bash actually executes them."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://captechgroup.com/threat-intelligence-center/guardfall-exposes-open-source-ai-coding-agents-to-065bb0",
   "project": "opencode",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Ten vulnerable tools include **opencode, Goose, Cline, Roo-Code, Aider, Plandex, Open Interpreter, OpenHands, SWE-agent**, and the **Hermes project** where the bug first surfaced."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://captechgroup.com/threat-intelligence-center/guardfall-exposes-open-source-ai-coding-agents-to-065bb0",
   "project": "Goose",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Ten vulnerable tools include **opencode, Goose, Cline, Roo-Code, Aider, Plandex, Open Interpreter, OpenHands, SWE-agent**, and the **Hermes project** where the bug first surfaced."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://captechgroup.com/threat-intelligence-center/guardfall-exposes-open-source-ai-coding-agents-to-065bb0",
   "project": "Cline",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Ten vulnerable tools include **opencode, Goose, Cline, Roo-Code, Aider, Plandex, Open Interpreter, OpenHands, SWE-agent**, and the **Hermes project** where the bug first surfaced."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://captechgroup.com/threat-intelligence-center/guardfall-exposes-open-source-ai-coding-agents-to-065bb0",
   "project": "Roo-Code",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Ten vulnerable tools include **opencode, Goose, Cline, Roo-Code, Aider, Plandex, Open Interpreter, OpenHands, SWE-agent**, and the **Hermes project** where the bug first surfaced."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://captechgroup.com/threat-intelligence-center/guardfall-exposes-open-source-ai-coding-agents-to-065bb0",
   "project": "Aider",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Ten vulnerable tools include **opencode, Goose, Cline, Roo-Code, Aider, Plandex, Open Interpreter, OpenHands, SWE-agent**, and the **Hermes project** where the bug first surfaced."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://captechgroup.com/threat-intelligence-center/guardfall-exposes-open-source-ai-coding-agents-to-065bb0",
   "project": "Plandex",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Ten vulnerable tools include **opencode, Goose, Cline, Roo-Code, Aider, Plandex, Open Interpreter, OpenHands, SWE-agent**, and the **Hermes project** where the bug first surfaced."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://captechgroup.com/threat-intelligence-center/guardfall-exposes-open-source-ai-coding-agents-to-065bb0",
   "project": "Open Interpreter",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Ten vulnerable tools include **opencode, Goose, Cline, Roo-Code, Aider, Plandex, Open Interpreter, OpenHands, SWE-agent**, and the **Hermes project** where the bug first surfaced."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://captechgroup.com/threat-intelligence-center/guardfall-exposes-open-source-ai-coding-agents-to-065bb0",
   "project": "OpenHands",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Ten vulnerable tools include **opencode, Goose, Cline, Roo-Code, Aider, Plandex, Open Interpreter, OpenHands, SWE-agent**, and the **Hermes project** where the bug first surfaced."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://captechgroup.com/threat-intelligence-center/guardfall-exposes-open-source-ai-coding-agents-to-065bb0",
   "project": "SWE-agent",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Ten vulnerable tools include **opencode, Goose, Cline, Roo-Code, Aider, Plandex, Open Interpreter, OpenHands, SWE-agent**, and the **Hermes project** where the bug first surfaced."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://captechgroup.com/threat-intelligence-center/guardfall-exposes-open-source-ai-coding-agents-to-065bb0",
   "project": "Hermes project",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Ten vulnerable tools include **opencode, Goose, Cline, Roo-Code, Aider, Plandex, Open Interpreter, OpenHands, SWE-agent**, and the **Hermes project** where the bug first surfaced."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://captechgroup.com/threat-intelligence-center/guardfall-exposes-open-source-ai-coding-agents-to-065bb0",
   "project": "Continue",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Only **Continue** defended against the attack by parsing commands the way bash would before deciding whether to execute them."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/Agent-Tools/awesome-autonomous-web",
   "project": "Steel",
   "repository": "https://github.com/steel-dev/steel",
   "stars": "6k+",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# \ud83e\udd16\ud83d\udedc Awesome AI Agent Tools for the Web",
    "Cloud-hosted and open-source browsers designed for AI agents.",
    "- **[Steel](https://steel.dev/)** \u2014 Open-source headless browser API for AI agents. Self-hostable or cloud. 6k+ GitHub stars. ([GitHub](https://github.com/steel-dev/steel))"
   ],
   "repository_evidence": [
    "# \ud83e\udd16\ud83d\udedc Awesome AI Agent Tools for the Web",
    "Cloud-hosted and open-source browsers designed for AI agents.",
    "- **[Steel](https://steel.dev/)** \u2014 Open-source headless browser API for AI agents. Self-hostable or cloud. 6k+ GitHub stars. ([GitHub](https://github.com/steel-dev/steel))"
   ],
   "stars_evidence": [
    "# \ud83e\udd16\ud83d\udedc Awesome AI Agent Tools for the Web",
    "Cloud-hosted and open-source browsers designed for AI agents.",
    "- **[Steel](https://steel.dev/)** \u2014 Open-source headless browser API for AI agents. Self-hostable or cloud. 6k+ GitHub stars. ([GitHub](https://github.com/steel-dev/steel))"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://arxiv.org/html/2606.18648v2",
   "project": "Kimi-K2.5",
   "repository": "https://github.com/MoonshotAI/Kimi-K2.5",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## 4 Methods",
    "### 4.3 Experimental Setup",
    "We evaluated nine base models spanning proprietary and open-source families (including GPT-5.2 [28], Gemini 3 Flash/Pro [12, 10], Claude Opus 4.5 [4], Grok-4.1-Fast [49], Kimi-K2.5 [2], Intern-S1-Pro [40], DeepSeek-V3.2-Speciale [1] and Qwen3-VL-Plus [5]), alongside agentic systems that include Gemini Deep Research (deep-research-pro-preview-12-2025) [13], OpenAI Deep Research o4-mini [29], ODR-smolagents [36], X-Master [18], and Tongyi DeepResearch [41]."
   ],
   "repository_evidence": [
    "## References",
    "- [2] (2026) Kimi k2.5: visual coding meets agent swarm. Note: [https://github.com/MoonshotAI/Kimi-K2.5](https://github.com/MoonshotAI/Kimi-K2.5) Cited by: \u00a74.3."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://arxiv.org/html/2606.18648v2",
   "project": "ODR-smolagents",
   "repository": "https://github.com/huggingface/smolagents",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## 4 Methods",
    "### 4.3 Experimental Setup",
    "We evaluated nine base models spanning proprietary and open-source families (including GPT-5.2 [28], Gemini 3 Flash/Pro [12, 10], Claude Opus 4.5 [4], Grok-4.1-Fast [49], Kimi-K2.5 [2], Intern-S1-Pro [40], DeepSeek-V3.2-Speciale [1] and Qwen3-VL-Plus [5]), alongside agentic systems that include Gemini Deep Research (deep-research-pro-preview-12-2025) [13], OpenAI Deep Research o4-mini [29], ODR-smolagents [36], X-Master [18], and Tongyi DeepResearch [41]."
   ],
   "repository_evidence": [
    "## References",
    "- [36] (2025) \u2018Smolagents\u2018: a smol library to build great agentic systems.. Note: [https://github.com/huggingface/smolagents](https://github.com/huggingface/smolagents) Cited by: \u00a74.3."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://aitoolradar.io/blog/class-of-2023-autogpt-retrospective",
   "project": "AutoGPT",
   "repository": "github.com/Significant-Gravitas/AutoGPT",
   "stars": "183000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "The Class of 2023: What Happened to AutoGPT",
    "## AutoGPT#",
    "**Then**: Launched 30 March 2023 by Toran Bruce Richards. The iconic project that defined the category."
   ],
   "repository_evidence": [
    "The Class of 2023: What Happened to AutoGPT",
    "## AutoGPT#",
    "**Now**: Still active at [github.com/Significant-Gravitas/AutoGPT](https://github.com/Significant-Gravitas/AutoGPT)."
   ],
   "stars_evidence": [
    "The Class of 2023: What Happened to AutoGPT",
    "## AutoGPT#",
    "Around 183,000 stars \u2014 high but plateauing."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://aitoolradar.io/blog/class-of-2023-autogpt-retrospective",
   "project": "BabyAGI",
   "repository": "github.com/yoheinakajima/babyagi_archive",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "The Class of 2023: What Happened to AutoGPT",
    "## BabyAGI#",
    "**Then**: Launched late March 2023 by [Yohei Nakajima](https://github.com/yoheinakajima)."
   ],
   "repository_evidence": [
    "The Class of 2023: What Happened to AutoGPT",
    "## BabyAGI#",
    "**Now**: The original repo is archived as [babyagi_archive](https://github.com/yoheinakajima/babyagi_archive) (September 2024 snapshot)."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://aitoolradar.io/blog/class-of-2023-autogpt-retrospective",
   "project": "AgentGPT",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "The Class of 2023: What Happened to AutoGPT",
    "## AgentGPT / reworkd#",
    "**Then**: A clean web UI for an AutoGPT-style agent, launched April 2023 by reworkd."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://aitoolradar.io/blog/class-of-2023-autogpt-retrospective",
   "project": "MetaGPT",
   "repository": "github.com/FoundationAgents/MetaGPT",
   "stars": "67200",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "The Class of 2023: What Happened to AutoGPT",
    "## MetaGPT#",
    "**Then**: Launched mid-2023 as a multi-agent software-engineering framework (\"assign different agents to different roles in a software team\")."
   ],
   "repository_evidence": [
    "The Class of 2023: What Happened to AutoGPT",
    "## MetaGPT#",
    "[github.com/FoundationAgents/MetaGPT](https://github.com/FoundationAgents/MetaGPT) (renamed from geekan/MetaGPT) has around 67,200 stars and ongoing commits."
   ],
   "stars_evidence": [
    "The Class of 2023: What Happened to AutoGPT",
    "## MetaGPT#",
    "[github.com/FoundationAgents/MetaGPT](https://github.com/FoundationAgents/MetaGPT) (renamed from geekan/MetaGPT) has around 67,200 stars and ongoing commits."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://aitoolradar.io/blog/class-of-2023-autogpt-retrospective",
   "project": "GPT-Engineer",
   "repository": "github.com/AntonOsika/gpt-engineer",
   "stars": "55200",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "The Class of 2023: What Happened to AutoGPT",
    "## GPT-Engineer#",
    "**Then**: Launched mid-2023 by Anton Osika as a command-line code-generation tool."
   ],
   "repository_evidence": [
    "The Class of 2023: What Happened to AutoGPT",
    "## GPT-Engineer#",
    "**Now**: The [original repo](https://github.com/AntonOsika/gpt-engineer) has around 55,200 stars, but the last release was v0.3.1 in June 2024."
   ],
   "stars_evidence": [
    "The Class of 2023: What Happened to AutoGPT",
    "## GPT-Engineer#",
    "**Now**: The [original repo](https://github.com/AntonOsika/gpt-engineer) has around 55,200 stars, but the last release was v0.3.1 in June 2024."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://aitoolradar.io/blog/class-of-2023-autogpt-retrospective",
   "project": "smol-ai / developer",
   "repository": "github.com/smol-ai/developer",
   "stars": "12200",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "The Class of 2023: What Happened to AutoGPT",
    "## smol-ai / developer#",
    "**Then**: \"smol developer\" was a minimal, opinionated code-generation agent that trended in mid-2023."
   ],
   "repository_evidence": [
    "The Class of 2023: What Happened to AutoGPT",
    "## smol-ai / developer#",
    "**Now**: [github.com/smol-ai/developer](https://github.com/smol-ai/developer) has around 12,200 stars but only 124 total commits and 69 open issues."
   ],
   "stars_evidence": [
    "The Class of 2023: What Happened to AutoGPT",
    "## smol-ai / developer#",
    "**Now**: [github.com/smol-ai/developer](https://github.com/smol-ai/developer) has around 12,200 stars but only 124 total commits and 69 open issues."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://aitoolradar.io/blog/class-of-2023-autogpt-retrospective",
   "project": "Microsoft AutoGen",
   "repository": "github.com/microsoft/autogen",
   "stars": "57200",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "The Class of 2023: What Happened to AutoGPT",
    "## Microsoft AutoGen#",
    "**Then**: Released late 2023 by Microsoft Research as a multi-agent conversation framework."
   ],
   "repository_evidence": [
    "The Class of 2023: What Happened to AutoGPT",
    "## Microsoft AutoGen#",
    "**Now**: [github.com/microsoft/autogen](https://github.com/microsoft/autogen) has around 57,200 stars and the last release was python-v0.7.5 on 30 September 2025."
   ],
   "stars_evidence": [
    "The Class of 2023: What Happened to AutoGPT",
    "## Microsoft AutoGen#",
    "**Now**: [github.com/microsoft/autogen](https://github.com/microsoft/autogen) has around 57,200 stars and the last release was python-v0.7.5 on 30 September 2025."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://aitoolradar.io/blog/class-of-2023-autogpt-retrospective",
   "project": "HuggingGPT / JARVIS",
   "repository": "github.com/microsoft/JARVIS",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "The Class of 2023: What Happened to AutoGPT",
    "## HuggingGPT / JARVIS#",
    "**Then**: Microsoft Research paper published at NeurIPS 2023 ([arXiv 2303.17580](https://arxiv.org/abs/2303.17580)), demonstrating an LLM orchestrating specialised models via Hugging Face."
   ],
   "repository_evidence": [
    "The Class of 2023: What Happened to AutoGPT",
    "## HuggingGPT / JARVIS#",
    "**Now**: The [microsoft/JARVIS](https://github.com/microsoft/JARVIS) repo still exists but has had no major releases through 2025-2026."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://arxiv.org/pdf/2606.14066v3",
   "project": "slime",
   "repository": "https://github.com/THUDM/slime",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Zilin Zhu, Chengxing Xie, Xin Lv, and slime Contributors. slime: An llm post-training framework for rl\nscaling. https://github.com/THUDM/slime, 2025. GitHub repository. Corresponding author: Xin Lv.",
    "References"
   ],
   "repository_evidence": [
    "Zilin Zhu, Chengxing Xie, Xin Lv, and slime Contributors. slime: An llm post-training framework for rl\nscaling. https://github.com/THUDM/slime, 2025. GitHub repository. Corresponding author: Xin Lv.",
    "References"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://arxiv.org/html/2604.23878v1",
   "project": "Anda Hippocampus",
   "repository": "https://github.com/ldclabs/anda-hippocampus",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "A 2025\u20132026 wave of concurrent systems\u2014LightMem (Fang et al., 2025), MemoryOS (Xu et al., 2025a), Hindsight (Li et al., 2025), FadeMem (Wang et al., 2026), Vestige (Vestige Contributors, 2026), SleepGate (Xie, 2026), Anda Hippocampus (ldclabs, 2026), MemFly (MemFly Contributors, 2026), Cognee (Markovic et al., 2025)\u2014has begun adopting individual mechanisms; Tiwari and Fofadiya (2026) independently validates the multi-layer hypothesis on LoCoMo (F1 = 0.618).",
    "2.2 Neuroscience Foundations and Concurrent Systems",
    "# ZenBrain: A Neuroscience-Inspired 7-Layer Memory Architecture\nfor Autonomous AI Systems"
   ],
   "repository_evidence": [
    "ldclabs [2026] ldclabs. Anda hippocampus: Graph-based memory for AI agents. [https://github.com/ldclabs/anda-hippocampus](https://github.com/ldclabs/anda-hippocampus), 2026. Open-source, KIP protocol.",
    "## References",
    "# ZenBrain: A Neuroscience-Inspired 7-Layer Memory Architecture\nfor Autonomous AI Systems"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://arxiv.org/html/2604.23878v1",
   "project": "Vestige",
   "repository": "https://github.com/vestige-ai/vestige",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "A 2025\u20132026 wave of concurrent systems\u2014LightMem (Fang et al., 2025), MemoryOS (Xu et al., 2025a), Hindsight (Li et al., 2025), FadeMem (Wang et al., 2026), Vestige (Vestige Contributors, 2026), SleepGate (Xie, 2026), Anda Hippocampus (ldclabs, 2026), MemFly (MemFly Contributors, 2026), Cognee (Markovic et al., 2025)\u2014has begun adopting individual mechanisms; Tiwari and Fofadiya (2026) independently validates the multi-layer hypothesis on LoCoMo (F1 = 0.618).",
    "2.2 Neuroscience Foundations and Concurrent Systems",
    "# ZenBrain: A Neuroscience-Inspired 7-Layer Memory Architecture\nfor Autonomous AI Systems"
   ],
   "repository_evidence": [
    "## References",
    "# ZenBrain: A Neuroscience-Inspired 7-Layer Memory Architecture\nfor Autonomous AI Systems"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://ai-buzz.com/compare/agentgpt-vs-babyagi",
   "project": "AgentGPT",
   "repository": null,
   "stars": "35800",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "AgentGPT",
    "| Website | agentgpt.reworkd.ai \u2192 | babyagi.org \u2192 |",
    "| Description | Browser-based AI agent builder. Create and deploy autonomous agents. | Autonomous AI agent system. Uses task queues and execution loops. |",
    "For growth trajectory:AgentGPT has 35.8K GitHub stars versus 22.2K for BabyAGI."
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "AgentGPTBabyAGI 15877 Downloads (30d) $2M- Disclosed Funding 35.8K22.2K GitHub Stars 01 HN Mentions (30d) 2832 Momentum (0-100)",
    "| GitHub Stars | 35.8K \u2713 | 22.2K |",
    "For growth trajectory:AgentGPT has 35.8K GitHub stars versus 22.2K for BabyAGI.",
    "AgentGPT: 15 downloads/mo (-67%), 35.8K GitHub stars, $2M funded vs BabyAGI: 877 downloads/mo (-9%), 22.2K GitHub stars"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://ai-buzz.com/compare/agentgpt-vs-babyagi",
   "project": "BabyAGI",
   "repository": null,
   "stars": "22200",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "BabyAGI leads in package downloads at 58x; both compete in AI Agents.",
    "AgentGPTBabyAGI 15877 Downloads (30d) $2M- Disclosed Funding 35.8K22.2K GitHub Stars 01 HN Mentions (30d) 2832 Momentum (0-100)",
    "| Website | agentgpt.reworkd.ai \u2192 | babyagi.org \u2192 |",
    "| Description | Browser-based AI agent builder. Create and deploy autonomous agents. | Autonomous AI agent system. Uses task queues and execution loops. |",
    "For growth trajectory:AgentGPT has 35.8K GitHub stars versus 22.2K for BabyAGI."
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "AgentGPTBabyAGI 15877 Downloads (30d) $2M- Disclosed Funding 35.8K22.2K GitHub Stars 01 HN Mentions (30d) 2832 Momentum (0-100)",
    "| GitHub Stars | 35.8K \u2713 | 22.2K |",
    "For growth trajectory:AgentGPT has 35.8K GitHub stars versus 22.2K for BabyAGI.",
    "AgentGPT: 15 downloads/mo (-67%), 35.8K GitHub stars, $2M funded vs BabyAGI: 877 downloads/mo (-9%), 22.2K GitHub stars"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/Scottcjn/awesome-agents",
   "project": "AutoGPT",
   "repository": "https://github.com/Significant-Gravitas/AutoGPT",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome Agents",
    "## Platforms"
   ],
   "repository_evidence": [
    "# Awesome Agents",
    "## Platforms",
    "- [AutoGPT](https://github.com/Significant-Gravitas/AutoGPT) - Open-source attempt to make GPT-4 fully autonomous with self-prompting and task decomposition."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/Scottcjn/awesome-agents",
   "project": "AgentGPT",
   "repository": "https://github.com/reworkd/AgentGPT",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome Agents",
    "## Platforms"
   ],
   "repository_evidence": [
    "# Awesome Agents",
    "## Platforms",
    "- [AgentGPT](https://github.com/reworkd/AgentGPT) - Browser-based tool for assembling, configuring, and deploying autonomous AI agents."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/Scottcjn/awesome-agents",
   "project": "BabyAGI",
   "repository": "https://github.com/yoheinakajima/babyagi",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome Agents",
    "## Platforms"
   ],
   "repository_evidence": [
    "# Awesome Agents",
    "## Platforms",
    "- [BabyAGI](https://github.com/yoheinakajima/babyagi) - Task management system using OpenAI and vector databases to create and prioritize tasks autonomously."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/Scottcjn/awesome-agents",
   "project": "SuperAGI",
   "repository": "https://github.com/TransformerOptimus/SuperAGI",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome Agents",
    "## Platforms"
   ],
   "repository_evidence": [
    "# Awesome Agents",
    "## Platforms",
    "- [SuperAGI](https://github.com/TransformerOptimus/SuperAGI) - Dev-first open-source autonomous AI agent framework with tools, logs, and agent provisioning."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/Scottcjn/awesome-agents",
   "project": "MetaGPT",
   "repository": "https://github.com/geekan/MetaGPT",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome Agents",
    "## Platforms"
   ],
   "repository_evidence": [
    "# Awesome Agents",
    "## Platforms",
    "- [MetaGPT](https://github.com/geekan/MetaGPT) - Multi-agent framework assigning different GPT roles to form collaborative software entities."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/Scottcjn/awesome-agents",
   "project": "OpenHands",
   "repository": "https://github.com/All-Hands-AI/OpenHands",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome Agents",
    "## Platforms"
   ],
   "repository_evidence": [
    "# Awesome Agents",
    "## Platforms",
    "- [OpenHands](https://github.com/All-Hands-AI/OpenHands) - Open-source platform for autonomous software engineering agents (formerly OpenDevin)."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/Scottcjn/awesome-agents",
   "project": "NotFair",
   "repository": "https://github.com/nowork-studio/NotFair",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome Agents",
    "## Platforms"
   ],
   "repository_evidence": [
    "# Awesome Agents",
    "## Platforms",
    "- [NotFair](https://github.com/nowork-studio/NotFair) - Open-source Claude Code skills for SEO, GEO, Google Ads, and Meta Ads; connects to live data via Google Ads MCP, Meta Ads MCP, Google Search Console MCP, and Google Analytics (GA4) MCP."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/Scottcjn/awesome-agents",
   "project": "Copilot Workspace",
   "repository": "https://githubnext.com/projects/copilot-workspace",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome Agents",
    "## Platforms",
    "- [Copilot Workspace](https://githubnext.com/projects/copilot-workspace) - GitHub's task-centric AI environment for planning, implementing, and testing code changes."
   ],
   "repository_evidence": [
    "# Awesome Agents",
    "## Platforms",
    "- [Copilot Workspace](https://githubnext.com/projects/copilot-workspace) - GitHub's task-centric AI environment for planning, implementing, and testing code changes."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/Scottcjn/awesome-agents",
   "project": "E2B",
   "repository": "https://github.com/e2b-dev/e2b",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome Agents",
    "## Platforms"
   ],
   "repository_evidence": [
    "# Awesome Agents",
    "## Platforms",
    "- [E2B](https://github.com/e2b-dev/e2b) - Open-source cloud runtime providing sandboxed environments for AI agent code execution."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/Scottcjn/awesome-agents",
   "project": "Flowise",
   "repository": "https://github.com/FlowiseAI/Flowise",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome Agents",
    "## Platforms"
   ],
   "repository_evidence": [
    "# Awesome Agents",
    "## Platforms",
    "- [Flowise](https://github.com/FlowiseAI/Flowise) - Drag-and-drop UI for building customized LLM orchestration flows and AI agents."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/Scottcjn/awesome-agents",
   "project": "Dify",
   "repository": "https://github.com/langgenius/dify",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome Agents",
    "## Platforms"
   ],
   "repository_evidence": [
    "# Awesome Agents",
    "## Platforms",
    "- [Dify](https://github.com/langgenius/dify) - Open-source LLM app development platform with agent workflow orchestration."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/Scottcjn/awesome-agents",
   "project": "Letta",
   "repository": "https://github.com/letta-ai/letta",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome Agents",
    "## Platforms"
   ],
   "repository_evidence": [
    "# Awesome Agents",
    "## Platforms",
    "- [Letta](https://github.com/letta-ai/letta) - Framework for creating stateful LLM agents with long-term memory (formerly MemGPT)."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/Scottcjn/awesome-agents",
   "project": "Hivekeep",
   "repository": "https://github.com/MarlBurroW/hivekeep",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome Agents",
    "## Platforms"
   ],
   "repository_evidence": [
    "# Awesome Agents",
    "## Platforms",
    "- [Hivekeep](https://github.com/MarlBurroW/hivekeep) - Self-hosted platform to run a team of specialized AI agents with persistent memory and a web UI, reachable over Telegram, Slack, Discord and Matrix, in a single Bun and SQLite container."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/Scottcjn/awesome-agents",
   "project": "Aeon",
   "repository": "https://github.com/aeonfun/aeon",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome Agents",
    "## Platforms"
   ],
   "repository_evidence": [
    "# Awesome Agents",
    "## Platforms",
    "- [Aeon](https://github.com/aeonfun/aeon) - Autonomous agent framework that runs unattended on GitHub Actions, on a cron schedule or reactive repo triggers, dispatching Markdown skills to one of six coding-agent harnesses (Claude Code, Codex, Grok, Pi, Vibe, Kimi) with quality scoring, git-persisted memory, and a self-healing loop."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/Scottcjn/awesome-agents",
   "project": "LangChain",
   "repository": "https://github.com/langchain-ai/langchain",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome Agents",
    "## Frameworks"
   ],
   "repository_evidence": [
    "# Awesome Agents",
    "## Frameworks",
    "- [LangChain](https://github.com/langchain-ai/langchain) - Framework for developing applications powered by language models with chains, agents, and retrieval."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/Scottcjn/awesome-agents",
   "project": "LlamaIndex",
   "repository": "https://github.com/run-llama/llama_index",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome Agents",
    "## Frameworks"
   ],
   "repository_evidence": [
    "# Awesome Agents",
    "## Frameworks",
    "- [LlamaIndex](https://github.com/run-llama/llama_index) - Data framework for connecting custom data sources to large language models."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/Scottcjn/awesome-agents",
   "project": "CrewAI",
   "repository": "https://github.com/crewAIInc/crewAI",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome Agents",
    "## Frameworks"
   ],
   "repository_evidence": [
    "# Awesome Agents",
    "## Frameworks",
    "- [CrewAI](https://github.com/crewAIInc/crewAI) - Framework for orchestrating role-playing autonomous AI agents that work together as a crew."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/Scottcjn/awesome-agents",
   "project": "Autogen",
   "repository": "https://github.com/microsoft/autogen",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome Agents",
    "## Frameworks"
   ],
   "repository_evidence": [
    "# Awesome Agents",
    "## Frameworks",
    "- [Autogen](https://github.com/microsoft/autogen) - Microsoft's framework for building multi-agent conversational AI systems."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/Scottcjn/awesome-agents",
   "project": "Semantic Kernel",
   "repository": "https://github.com/microsoft/semantic-kernel",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome Agents",
    "## Frameworks",
    "- [Semantic Kernel](https://github.com/microsoft/semantic-kernel) - Microsoft's SDK for integrating LLMs into apps with planners, plugins, and agent patterns."
   ],
   "repository_evidence": [
    "# Awesome Agents",
    "## Frameworks",
    "- [Semantic Kernel](https://github.com/microsoft/semantic-kernel) - Microsoft's SDK for integrating LLMs into apps with planners, plugins, and agent patterns."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/Scottcjn/awesome-agents",
   "project": "Phidata",
   "repository": "https://github.com/phidatahq/phidata",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome Agents",
    "## Frameworks"
   ],
   "repository_evidence": [
    "# Awesome Agents",
    "## Frameworks",
    "- [Phidata](https://github.com/phidatahq/phidata) - Toolkit for building AI assistants with memory, knowledge, and tool use."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/Scottcjn/awesome-agents",
   "project": "Haystack",
   "repository": "https://github.com/deepset-ai/haystack",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome Agents",
    "## Frameworks"
   ],
   "repository_evidence": [
    "# Awesome Agents",
    "## Frameworks",
    "- [Haystack](https://github.com/deepset-ai/haystack) - End-to-end NLP framework for building production-ready LLM applications and agents."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/Scottcjn/awesome-agents",
   "project": "Pydantic AI",
   "repository": "https://github.com/pydantic/pydantic-ai",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome Agents",
    "## Frameworks",
    "- [Pydantic AI](https://github.com/pydantic/pydantic-ai) - Production-grade type-safe agent framework from the creators of Pydantic."
   ],
   "repository_evidence": [
    "# Awesome Agents",
    "## Frameworks",
    "- [Pydantic AI](https://github.com/pydantic/pydantic-ai) - Production-grade type-safe agent framework from the creators of Pydantic."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/Scottcjn/awesome-agents",
   "project": "Swarm",
   "repository": "https://github.com/openai/swarm",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome Agents",
    "## Frameworks"
   ],
   "repository_evidence": [
    "# Awesome Agents",
    "## Frameworks",
    "- [Swarm](https://github.com/openai/swarm) - OpenAI's experimental lightweight multi-agent orchestration framework."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/Scottcjn/awesome-agents",
   "project": "Smolagents",
   "repository": "https://github.com/huggingface/smolagents",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome Agents",
    "## Frameworks"
   ],
   "repository_evidence": [
    "# Awesome Agents",
    "## Frameworks",
    "- [Smolagents](https://github.com/huggingface/smolagents) - Hugging Face's minimalist library for building powerful agents in a few lines of code."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/Scottcjn/awesome-agents",
   "project": "LangGraph",
   "repository": "https://github.com/langchain-ai/langgraph",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome Agents",
    "## Frameworks"
   ],
   "repository_evidence": [
    "# Awesome Agents",
    "## Frameworks",
    "- [LangGraph](https://github.com/langchain-ai/langgraph) - Library for building stateful, multi-actor applications with LLMs using graph-based workflows."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/Scottcjn/awesome-agents",
   "project": "DSPy",
   "repository": "https://github.com/stanfordnlp/dspy",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome Agents",
    "## Frameworks"
   ],
   "repository_evidence": [
    "# Awesome Agents",
    "## Frameworks",
    "- [DSPy](https://github.com/stanfordnlp/dspy) - Stanford's framework for programming with foundation models through declarative modules rather than prompting."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/Scottcjn/awesome-agents",
   "project": "Rivet",
   "repository": "https://github.com/Ironclad/rivet",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome Agents",
    "## Frameworks"
   ],
   "repository_evidence": [
    "# Awesome Agents",
    "## Frameworks",
    "- [Rivet](https://github.com/Ironclad/rivet) - Visual programming environment for building complex AI agent workflows with a node-based editor."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/Scottcjn/awesome-agents",
   "project": "Composio",
   "repository": "https://github.com/ComposioHQ/composio",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome Agents",
    "## Frameworks"
   ],
   "repository_evidence": [
    "# Awesome Agents",
    "## Frameworks",
    "- [Composio](https://github.com/ComposioHQ/composio) - Platform providing 250+ tool integrations for AI agents across popular frameworks."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/Scottcjn/awesome-agents",
   "project": "Coinbase AgentKit",
   "repository": "https://github.com/coinbase/agentkit",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome Agents",
    "## Frameworks",
    "- [Coinbase AgentKit](https://github.com/coinbase/agentkit) - Toolkit for building AI agents with onchain capabilities and wallet management."
   ],
   "repository_evidence": [
    "# Awesome Agents",
    "## Frameworks",
    "- [Coinbase AgentKit](https://github.com/coinbase/agentkit) - Toolkit for building AI agents with onchain capabilities and wallet management."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/Scottcjn/awesome-agents",
   "project": "Vercel AI SDK",
   "repository": "https://github.com/vercel/ai",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome Agents",
    "## Frameworks",
    "- [Vercel AI SDK](https://github.com/vercel/ai) - TypeScript toolkit for building AI-powered applications with streaming, tool calling, and agent support."
   ],
   "repository_evidence": [
    "# Awesome Agents",
    "## Frameworks",
    "- [Vercel AI SDK](https://github.com/vercel/ai) - TypeScript toolkit for building AI-powered applications with streaming, tool calling, and agent support."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/Scottcjn/awesome-agents",
   "project": "Instructor",
   "repository": "https://github.com/instructor-ai/instructor",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome Agents",
    "## Frameworks"
   ],
   "repository_evidence": [
    "# Awesome Agents",
    "## Frameworks",
    "- [Instructor](https://github.com/instructor-ai/instructor) - Library for structured data extraction from LLMs using Pydantic models."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/Scottcjn/awesome-agents",
   "project": "Camel",
   "repository": "https://github.com/camel-ai/camel",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome Agents",
    "## Frameworks"
   ],
   "repository_evidence": [
    "# Awesome Agents",
    "## Frameworks",
    "- [Camel](https://github.com/camel-ai/camel) - Communicative agents framework for exploring multi-agent cooperation and competition."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/Scottcjn/awesome-agents",
   "project": "Agency Swarm",
   "repository": "https://github.com/VRSEN/agency-swarm",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome Agents",
    "## Frameworks",
    "- [Agency Swarm](https://github.com/VRSEN/agency-swarm) - Framework for creating collaborative swarms of AI agents based on the agency model."
   ],
   "repository_evidence": [
    "# Awesome Agents",
    "## Frameworks",
    "- [Agency Swarm](https://github.com/VRSEN/agency-swarm) - Framework for creating collaborative swarms of AI agents based on the agency model."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/Scottcjn/awesome-agents",
   "project": "TaskWeaver",
   "repository": "https://github.com/microsoft/TaskWeaver",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome Agents",
    "## Frameworks"
   ],
   "repository_evidence": [
    "# Awesome Agents",
    "## Frameworks",
    "- [TaskWeaver](https://github.com/microsoft/TaskWeaver) - Microsoft's code-first agent framework converting natural language requests into executable code."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/Scottcjn/awesome-agents",
   "project": "Mastra",
   "repository": "https://github.com/mastra-ai/mastra",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome Agents",
    "## Frameworks"
   ],
   "repository_evidence": [
    "# Awesome Agents",
    "## Frameworks",
    "- [Mastra](https://github.com/mastra-ai/mastra) - TypeScript framework for building AI applications with agents, workflows, and RAG."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/Scottcjn/awesome-agents",
   "project": "rust-norion",
   "repository": "https://github.com/yanghao1143/rust-norion",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome Agents",
    "## Frameworks"
   ],
   "repository_evidence": [
    "# Awesome Agents",
    "## Frameworks",
    "- [rust-norion](https://github.com/yanghao1143/rust-norion) - Rust prototype for building agent runtime control layers with memory gates, model routing policy, audit evidence, and self-evolution loop tooling."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/Scottcjn/awesome-agents",
   "project": "Agno",
   "repository": "https://github.com/agno-agi/agno",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome Agents",
    "## Frameworks"
   ],
   "repository_evidence": [
    "# Awesome Agents",
    "## Frameworks",
    "- [Agno](https://github.com/agno-agi/agno) - Lightweight library for building multi-modal agents with memory and knowledge."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/Scottcjn/awesome-agents",
   "project": "Bernstein",
   "repository": "https://github.com/sipyourdrink-ltd/bernstein",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome Agents",
    "## Frameworks"
   ],
   "repository_evidence": [
    "# Awesome Agents",
    "## Frameworks",
    "- [Bernstein](https://github.com/sipyourdrink-ltd/bernstein) - Python orchestrator that drives 40+ CLI coding agents (Claude Code, Codex, Gemini CLI, Cursor, Aider) in parallel git worktrees with deterministic scheduling, quality gates, and an HMAC-chained audit log."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/Scottcjn/awesome-agents",
   "project": "agent-kit",
   "repository": "https://github.com/socialrobot-io/agent-kit",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome Agents",
    "## Frameworks"
   ],
   "repository_evidence": [
    "# Awesome Agents",
    "## Frameworks",
    "- [agent-kit](https://github.com/socialrobot-io/agent-kit) - Secure per-customer TypeScript agents with sandboxed execution, curated memory, and human-gated learning. Built on Vercel AI SDK and AgentFS."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/Scottcjn/awesome-agents",
   "project": "Google A2A",
   "repository": "https://github.com/google/A2A",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome Agents",
    "## Agent-to-Agent Protocols",
    "- [Google A2A](https://github.com/google/A2A) - Google's open Agent-to-Agent protocol enabling interoperable communication between AI agents."
   ],
   "repository_evidence": [
    "# Awesome Agents",
    "## Agent-to-Agent Protocols",
    "- [Google A2A](https://github.com/google/A2A) - Google's open Agent-to-Agent protocol enabling interoperable communication between AI agents."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/Scottcjn/awesome-agents",
   "project": "Model Context Protocol (MCP)",
   "repository": "https://github.com/modelcontextprotocol",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome Agents",
    "## Agent-to-Agent Protocols",
    "- [Model Context Protocol (MCP)](https://github.com/modelcontextprotocol) - Anthropic's open protocol for connecting AI models to external data sources and tools."
   ],
   "repository_evidence": [
    "# Awesome Agents",
    "## Agent-to-Agent Protocols",
    "- [Model Context Protocol (MCP)](https://github.com/modelcontextprotocol) - Anthropic's open protocol for connecting AI models to external data sources and tools."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/Scottcjn/awesome-agents",
   "project": "OpenClaw Beacon",
   "repository": "https://github.com/Scottcjn/beacon-skill",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome Agents",
    "## Agent-to-Agent Protocols",
    "- [OpenClaw Beacon](https://github.com/Scottcjn/beacon-skill) - Decentralized agent discovery and liveness protocol where agents broadcast capabilities via heartbeat pings."
   ],
   "repository_evidence": [
    "# Awesome Agents",
    "## Agent-to-Agent Protocols",
    "- [OpenClaw Beacon](https://github.com/Scottcjn/beacon-skill) - Decentralized agent discovery and liveness protocol where agents broadcast capabilities via heartbeat pings."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/Scottcjn/awesome-agents",
   "project": "Grazer",
   "repository": "https://github.com/Scottcjn/grazer-skill",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome Agents",
    "## Agent-to-Agent Protocols"
   ],
   "repository_evidence": [
    "# Awesome Agents",
    "## Agent-to-Agent Protocols",
    "- [Grazer](https://github.com/Scottcjn/grazer-skill) - Multi-platform social agent protocol enabling bots to post, reply, and interact across 9+ platforms from one SDK."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/Scottcjn/awesome-agents",
   "project": "Agent Protocol",
   "repository": "https://github.com/AI-Engineer-Foundation/agent-protocol",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome Agents",
    "## Agent-to-Agent Protocols"
   ],
   "repository_evidence": [
    "# Awesome Agents",
    "## Agent-to-Agent Protocols",
    "- [Agent Protocol](https://github.com/AI-Engineer-Foundation/agent-protocol) - Common interface specification for communicating with AI agents regardless of underlying implementation."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/Scottcjn/awesome-agents",
   "project": "Agora Protocol",
   "repository": "https://github.com/agoraprotocol/agora",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome Agents",
    "## Agent-to-Agent Protocols",
    "- [Agora Protocol](https://github.com/agoraprotocol/agora) - Open protocol for agent-to-agent marketplace interactions and task negotiation."
   ],
   "repository_evidence": [
    "# Awesome Agents",
    "## Agent-to-Agent Protocols",
    "- [Agora Protocol](https://github.com/agoraprotocol/agora) - Open protocol for agent-to-agent marketplace interactions and task negotiation."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/Scottcjn/awesome-agents",
   "project": "ANP",
   "repository": "https://github.com/agent-network-protocol/AgentNetworkProtocol",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome Agents",
    "## Agent-to-Agent Protocols"
   ],
   "repository_evidence": [
    "# Awesome Agents",
    "## Agent-to-Agent Protocols",
    "- [ANP](https://github.com/agent-network-protocol/AgentNetworkProtocol) - Agent Network Protocol for building an open, secure, and efficient collaboration network for AI agents."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/Scottcjn/awesome-agents",
   "project": "CorpusIQ",
   "repository": "https://github.com/CorpusIQ/corpusiq-docs",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome Agents",
    "## MCP Servers and Data Connectors"
   ],
   "repository_evidence": [
    "# Awesome Agents",
    "## MCP Servers and Data Connectors",
    "- [CorpusIQ](https://github.com/CorpusIQ/corpusiq-docs) - Open-source MCP server that connects AI agents to business data APIs such as Stripe, GA4, Shopify, QuickBooks, and HubSpot."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/Scottcjn/awesome-agents",
   "project": "ComfyUI",
   "repository": "https://github.com/comfyanonymous/ComfyUI",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome Agents",
    "## Video and Media"
   ],
   "repository_evidence": [
    "# Awesome Agents",
    "## Video and Media",
    "- [ComfyUI](https://github.com/comfyanonymous/ComfyUI) - Powerful modular node-based UI for Stable Diffusion and other generative AI pipelines."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/Scottcjn/awesome-agents",
   "project": "SillyTavern",
   "repository": "https://github.com/SillyTavern/SillyTavern",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome Agents",
    "## Social and Community"
   ],
   "repository_evidence": [
    "# Awesome Agents",
    "## Social and Community",
    "- [SillyTavern](https://github.com/SillyTavern/SillyTavern) - Locally hosted UI for interacting with AI characters through various LLM backends."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/Scottcjn/awesome-agents",
   "project": "RustChain",
   "repository": "https://github.com/Scottcjn/Rustchain",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome Agents",
    "## Blockchain and Rewards"
   ],
   "repository_evidence": [
    "# Awesome Agents",
    "## Blockchain and Rewards",
    "- [RustChain](https://github.com/Scottcjn/Rustchain) - Proof-of-Antiquity blockchain rewarding vintage and exotic hardware miners with RTC tokens."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/Scottcjn/awesome-agents",
   "project": "x402 Payment Protocol",
   "repository": "https://github.com/coinbase/x402",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome Agents",
    "## Blockchain and Rewards",
    "- [x402 Payment Protocol](https://github.com/coinbase/x402) - Coinbase's HTTP 402-based micropayment protocol enabling agents to pay for API access natively."
   ],
   "repository_evidence": [
    "# Awesome Agents",
    "## Blockchain and Rewards",
    "- [x402 Payment Protocol](https://github.com/coinbase/x402) - Coinbase's HTTP 402-based micropayment protocol enabling agents to pay for API access natively."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/Scottcjn/awesome-agents",
   "project": "x402-proxy",
   "repository": "https://github.com/cascade-protocol/x402-proxy",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome Agents",
    "## Blockchain and Rewards"
   ],
   "repository_evidence": [
    "# Awesome Agents",
    "## Blockchain and Rewards",
    "- [x402-proxy](https://github.com/cascade-protocol/x402-proxy) - `curl` for x402 paid APIs. CLI that auto-pays HTTP 402 responses with USDC on Base and Solana, with MCP stdio proxy for AI agents."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/Scottcjn/awesome-agents",
   "project": "Fetch.ai",
   "repository": "https://github.com/fetchai/fetchd",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome Agents",
    "## Blockchain and Rewards"
   ],
   "repository_evidence": [
    "# Awesome Agents",
    "## Blockchain and Rewards",
    "- [Fetch.ai](https://github.com/fetchai/fetchd) - Decentralized machine learning platform with autonomous economic agents on a dedicated blockchain."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/Scottcjn/awesome-agents",
   "project": "Autonolas",
   "repository": "https://github.com/valory-xyz/open-autonomy",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome Agents",
    "## Blockchain and Rewards"
   ],
   "repository_evidence": [
    "# Awesome Agents",
    "## Blockchain and Rewards",
    "- [Autonolas](https://github.com/valory-xyz/open-autonomy) - Platform for creating and deploying autonomous agent services on-chain."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/Scottcjn/awesome-agents",
   "project": "ai16z ELIZA",
   "repository": "https://github.com/ai16z/eliza",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome Agents",
    "## Blockchain and Rewards",
    "- [ai16z ELIZA](https://github.com/ai16z/eliza) - Multi-agent simulation framework enabling AI agents to interact on social media and manage crypto wallets."
   ],
   "repository_evidence": [
    "# Awesome Agents",
    "## Blockchain and Rewards",
    "- [ai16z ELIZA](https://github.com/ai16z/eliza) - Multi-agent simulation framework enabling AI agents to interact on social media and manage crypto wallets."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/Scottcjn/awesome-agents",
   "project": "Morpheus",
   "repository": "https://github.com/MorpheusAIs/Morpheus",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome Agents",
    "## Blockchain and Rewards"
   ],
   "repository_evidence": [
    "# Awesome Agents",
    "## Blockchain and Rewards",
    "- [Morpheus](https://github.com/MorpheusAIs/Morpheus) - Decentralized network of personal AI agents connected to smart contracts and crypto wallets."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/Scottcjn/awesome-agents",
   "project": "SingularityNET",
   "repository": "https://github.com/singnet",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome Agents",
    "## Blockchain and Rewards"
   ],
   "repository_evidence": [
    "# Awesome Agents",
    "## Blockchain and Rewards",
    "- [SingularityNET](https://github.com/singnet) - Decentralized marketplace for AI services where agents can buy and sell algorithms."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/Scottcjn/awesome-agents",
   "project": "Ocean Protocol",
   "repository": "https://github.com/oceanprotocol",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome Agents",
    "## Blockchain and Rewards",
    "- [Ocean Protocol](https://github.com/oceanprotocol) - Decentralized data exchange protocol enabling AI agents to access and monetize data."
   ],
   "repository_evidence": [
    "# Awesome Agents",
    "## Blockchain and Rewards",
    "- [Ocean Protocol](https://github.com/oceanprotocol) - Decentralized data exchange protocol enabling AI agents to access and monetize data."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/Scottcjn/awesome-agents",
   "project": "agenttrace",
   "repository": "https://github.com/luoyuctl/agenttrace",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome Agents",
    "## Monitoring and Observability"
   ],
   "repository_evidence": [
    "# Awesome Agents",
    "## Monitoring and Observability",
    "- [agenttrace](https://github.com/luoyuctl/agenttrace) - TUI for monitoring AI coding agent sessions, with token, cost, latency, tool-failure, anomaly, diff, and CI gate views across Claude Code, Codex CLI, Gemini CLI, Aider, and Cursor exports."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/Scottcjn/awesome-agents",
   "project": "ax (agent telemetry)",
   "repository": "https://github.com/Necmttn/ax",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome Agents",
    "## Monitoring and Observability",
    "- [ax (agent telemetry)](https://github.com/Necmttn/ax) - Local-first telemetry graph for coding agents, with read-only MCP queries for sessions, tool calls, skills, and costs across Claude Code, Codex, Cursor, OpenCode, and Pi."
   ],
   "repository_evidence": [
    "# Awesome Agents",
    "## Monitoring and Observability",
    "- [ax (agent telemetry)](https://github.com/Necmttn/ax) - Local-first telemetry graph for coding agents, with read-only MCP queries for sessions, tool calls, skills, and costs across Claude Code, Codex, Cursor, OpenCode, and Pi."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/Scottcjn/awesome-agents",
   "project": "OpenClaw Beacon Scorecard",
   "repository": "https://github.com/Scottcjn/beacon-skill",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome Agents",
    "## Monitoring and Observability",
    "- [OpenClaw Beacon Scorecard](https://github.com/Scottcjn/beacon-skill) - Liveness and capability scoring system for agents participating in the Beacon discovery network."
   ],
   "repository_evidence": [
    "# Awesome Agents",
    "## Monitoring and Observability",
    "- [OpenClaw Beacon Scorecard](https://github.com/Scottcjn/beacon-skill) - Liveness and capability scoring system for agents participating in the Beacon discovery network."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/Scottcjn/awesome-agents",
   "project": "Helicone",
   "repository": "https://github.com/Helicone/helicone",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome Agents",
    "## Monitoring and Observability"
   ],
   "repository_evidence": [
    "# Awesome Agents",
    "## Monitoring and Observability",
    "- [Helicone](https://github.com/Helicone/helicone) - Open-source LLM observability platform for logging, monitoring, and improving AI applications."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/Scottcjn/awesome-agents",
   "project": "Langfuse",
   "repository": "https://github.com/langfuse/langfuse",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome Agents",
    "## Monitoring and Observability"
   ],
   "repository_evidence": [
    "# Awesome Agents",
    "## Monitoring and Observability",
    "- [Langfuse](https://github.com/langfuse/langfuse) - Open-source LLM engineering platform with tracing, evaluations, prompt management, and metrics."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/Scottcjn/awesome-agents",
   "project": "Arize Phoenix",
   "repository": "https://github.com/Arize-ai/phoenix",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome Agents",
    "## Monitoring and Observability",
    "- [Arize Phoenix](https://github.com/Arize-ai/phoenix) - Open-source AI observability tool for monitoring and evaluating LLM applications in real time."
   ],
   "repository_evidence": [
    "# Awesome Agents",
    "## Monitoring and Observability",
    "- [Arize Phoenix](https://github.com/Arize-ai/phoenix) - Open-source AI observability tool for monitoring and evaluating LLM applications in real time."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/Scottcjn/awesome-agents",
   "project": "Future AGI",
   "repository": "https://github.com/future-agi/future-agi",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome Agents",
    "## Monitoring and Observability",
    "- [Future AGI](https://github.com/future-agi/future-agi) - Open-source platform to simulate, evaluate, trace, guardrail, route, and optimize LLM and AI agent apps in one feedback loop, so agents don't just get monitored, they self-improve. Self-hostable. Apache-2.0."
   ],
   "repository_evidence": [
    "# Awesome Agents",
    "## Monitoring and Observability",
    "- [Future AGI](https://github.com/future-agi/future-agi) - Open-source platform to simulate, evaluate, trace, guardrail, route, and optimize LLM and AI agent apps in one feedback loop, so agents don't just get monitored, they self-improve. Self-hostable. Apache-2.0."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/Scottcjn/awesome-agents",
   "project": "Weights & Biases",
   "repository": "https://github.com/wandb/wandb",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome Agents",
    "## Monitoring and Observability",
    "- [Weights & Biases](https://github.com/wandb/wandb) - Platform for experiment tracking, model management, and ML pipeline observability."
   ],
   "repository_evidence": [
    "# Awesome Agents",
    "## Monitoring and Observability",
    "- [Weights & Biases](https://github.com/wandb/wandb) - Platform for experiment tracking, model management, and ML pipeline observability."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/Scottcjn/awesome-agents",
   "project": "Portkey",
   "repository": "https://github.com/Portkey-AI/gateway",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome Agents",
    "## Monitoring and Observability"
   ],
   "repository_evidence": [
    "# Awesome Agents",
    "## Monitoring and Observability",
    "- [Portkey](https://github.com/Portkey-AI/gateway) - AI gateway for routing, monitoring, and managing requests across 200+ LLM providers."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/Scottcjn/awesome-agents",
   "project": "AgentOps",
   "repository": "https://github.com/AgentOps-AI/agentops",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome Agents",
    "## Monitoring and Observability"
   ],
   "repository_evidence": [
    "# Awesome Agents",
    "## Monitoring and Observability",
    "- [AgentOps](https://github.com/AgentOps-AI/agentops) - Toolkit for agent monitoring, testing, and replay debugging with session recordings."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/Scottcjn/awesome-agents",
   "project": "BrowserTrace",
   "repository": "https://github.com/aaronlab/browsertrace",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome Agents",
    "## Monitoring and Observability"
   ],
   "repository_evidence": [
    "# Awesome Agents",
    "## Monitoring and Observability",
    "- [BrowserTrace](https://github.com/aaronlab/browsertrace) - Local-first trace viewer for debugging failed AI browser-agent and computer-use runs with screenshots, URLs, actions, model output, status, and redacted shareable exports."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/Scottcjn/awesome-agents",
   "project": "beacon-skill",
   "repository": "https://github.com/Scottcjn/beacon-skill",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome Agents",
    "## SDKs and Libraries"
   ],
   "repository_evidence": [
    "# Awesome Agents",
    "## SDKs and Libraries",
    "- [beacon-skill](https://github.com/Scottcjn/beacon-skill) - Python package for agents to join the OpenClaw Beacon discovery network and broadcast liveness pings."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/Scottcjn/awesome-agents",
   "project": "OpenAI Python",
   "repository": "https://github.com/openai/openai-python",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome Agents",
    "## SDKs and Libraries",
    "- [OpenAI Python](https://github.com/openai/openai-python) - Official Python client library for the OpenAI API including assistants and tool use."
   ],
   "repository_evidence": [
    "# Awesome Agents",
    "## SDKs and Libraries",
    "- [OpenAI Python](https://github.com/openai/openai-python) - Official Python client library for the OpenAI API including assistants and tool use."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/Scottcjn/awesome-agents",
   "project": "Anthropic Python",
   "repository": "https://github.com/anthropics/anthropic-sdk-python",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome Agents",
    "## SDKs and Libraries",
    "- [Anthropic Python](https://github.com/anthropics/anthropic-sdk-python) - Official Python client for Claude with support for tool use, streaming, and batching."
   ],
   "repository_evidence": [
    "# Awesome Agents",
    "## SDKs and Libraries",
    "- [Anthropic Python](https://github.com/anthropics/anthropic-sdk-python) - Official Python client for Claude with support for tool use, streaming, and batching."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/Scottcjn/awesome-agents",
   "project": "Google GenAI",
   "repository": "https://github.com/google/generative-ai-python",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome Agents",
    "## SDKs and Libraries"
   ],
   "repository_evidence": [
    "# Awesome Agents",
    "## SDKs and Libraries",
    "- [Google GenAI](https://github.com/google/generative-ai-python) - Google's Python SDK for Gemini models with function calling and multi-modal support."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/Scottcjn/awesome-agents",
   "project": "Ollama Python",
   "repository": "https://github.com/ollama/ollama-python",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome Agents",
    "## SDKs and Libraries",
    "- [Ollama Python](https://github.com/ollama/ollama-python) - Python library for running and interacting with local LLMs via the Ollama runtime."
   ],
   "repository_evidence": [
    "# Awesome Agents",
    "## SDKs and Libraries",
    "- [Ollama Python](https://github.com/ollama/ollama-python) - Python library for running and interacting with local LLMs via the Ollama runtime."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/Scottcjn/awesome-agents",
   "project": "LiteLLM",
   "repository": "https://github.com/BerriAI/litellm",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome Agents",
    "## SDKs and Libraries"
   ],
   "repository_evidence": [
    "# Awesome Agents",
    "## SDKs and Libraries",
    "- [LiteLLM](https://github.com/BerriAI/litellm) - Unified interface to call 100+ LLM APIs using the OpenAI format with load balancing and spend tracking."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/Scottcjn/awesome-agents",
   "project": "Marvin",
   "repository": "https://github.com/prefecthq/marvin",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome Agents",
    "## SDKs and Libraries"
   ],
   "repository_evidence": [
    "# Awesome Agents",
    "## SDKs and Libraries",
    "- [Marvin](https://github.com/prefecthq/marvin) - Lightweight AI engineering toolkit for building natural language interfaces and AI functions."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/Scottcjn/awesome-agents",
   "project": "AgentWallet SDK",
   "repository": "https://github.com/up2itnow0822/agentwallet-sdk",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome Agents",
    "## SDKs and Libraries",
    "- [AgentWallet SDK](https://github.com/up2itnow0822/agentwallet-sdk) - Non-custodial wallet SDK for AI agents with x402 payments, CCTP cross-chain bridging, and SpendingPolicy guardrails."
   ],
   "repository_evidence": [
    "# Awesome Agents",
    "## SDKs and Libraries",
    "- [AgentWallet SDK](https://github.com/up2itnow0822/agentwallet-sdk) - Non-custodial wallet SDK for AI agents with x402 payments, CCTP cross-chain bridging, and SpendingPolicy guardrails."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/Scottcjn/awesome-agents",
   "project": "RIP-200",
   "repository": "https://github.com/Scottcjn/Rustchain",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome Agents",
    "## Standards and Specifications"
   ],
   "repository_evidence": [
    "# Awesome Agents",
    "## Standards and Specifications",
    "- [RIP-200](https://github.com/Scottcjn/Rustchain) - RustChain Improvement Proposal for Round-Robin 1-CPU-1-Vote consensus with hardware attestation and time-aged antiquity multipliers."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/Scottcjn/awesome-agents",
   "project": "OpenAPI Specification",
   "repository": "https://github.com/OAI/OpenAPI-Specification",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome Agents",
    "## Standards and Specifications",
    "- [OpenAPI Specification](https://github.com/OAI/OpenAPI-Specification) - Industry-standard specification for describing HTTP APIs, widely used for agent tool definitions."
   ],
   "repository_evidence": [
    "# Awesome Agents",
    "## Standards and Specifications",
    "- [OpenAPI Specification](https://github.com/OAI/OpenAPI-Specification) - Industry-standard specification for describing HTTP APIs, widely used for agent tool definitions."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/Scottcjn/awesome-agents",
   "project": "A2A Protocol Spec",
   "repository": "https://github.com/google/A2A",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome Agents",
    "## Standards and Specifications",
    "- [A2A Protocol Spec](https://github.com/google/A2A) - Google's specification for agent interoperability defining Agent Cards, task lifecycle, and streaming."
   ],
   "repository_evidence": [
    "# Awesome Agents",
    "## Standards and Specifications",
    "- [A2A Protocol Spec](https://github.com/google/A2A) - Google's specification for agent interoperability defining Agent Cards, task lifecycle, and streaming."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/Scottcjn/awesome-agents",
   "project": "N64 nano-GPT",
   "repository": "https://github.com/sophiaeagent-beep/n64llm-legend-of-Elya",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome Agents",
    "## Edge and Retro Inference",
    "- [N64 nano-GPT](https://github.com/sophiaeagent-beep/n64llm-legend-of-Elya) - First LLM running on Nintendo 64 hardware \u2014 Q4 fixed-point nano-GPT inference on a 93MHz VR4300 with 4MB RAM."
   ],
   "repository_evidence": [
    "# Awesome Agents",
    "## Edge and Retro Inference",
    "- [N64 nano-GPT](https://github.com/sophiaeagent-beep/n64llm-legend-of-Elya) - First LLM running on Nintendo 64 hardware \u2014 Q4 fixed-point nano-GPT inference on a 93MHz VR4300 with 4MB RAM."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/Scottcjn/awesome-agents",
   "project": "llama.cpp",
   "repository": "https://github.com/ggml-org/llama.cpp",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome Agents",
    "## Edge and Retro Inference"
   ],
   "repository_evidence": [
    "# Awesome Agents",
    "## Edge and Retro Inference",
    "- [llama.cpp](https://github.com/ggml-org/llama.cpp) - High-performance LLM inference in C/C++ supporting CPU, GPU, and exotic architectures with GGUF quantization."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/Scottcjn/awesome-agents",
   "project": "TinyLlama",
   "repository": "https://github.com/jzhang38/TinyLlama",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome Agents",
    "## Edge and Retro Inference"
   ],
   "repository_evidence": [
    "# Awesome Agents",
    "## Edge and Retro Inference",
    "- [TinyLlama](https://github.com/jzhang38/TinyLlama) - 1.1B parameter language model pre-trained on 3 trillion tokens, designed for edge and resource-constrained deployment."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/Scottcjn/awesome-agents",
   "project": "MLC LLM",
   "repository": "https://github.com/mlc-ai/mlc-llm",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome Agents",
    "## Edge and Retro Inference",
    "- [MLC LLM](https://github.com/mlc-ai/mlc-llm) - Universal LLM deployment engine running models natively on phones, browsers, and embedded devices."
   ],
   "repository_evidence": [
    "# Awesome Agents",
    "## Edge and Retro Inference",
    "- [MLC LLM](https://github.com/mlc-ai/mlc-llm) - Universal LLM deployment engine running models natively on phones, browsers, and embedded devices."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/Scottcjn/awesome-agents",
   "project": "ExecuTorch",
   "repository": "https://github.com/pytorch/executorch",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome Agents",
    "## Edge and Retro Inference"
   ],
   "repository_evidence": [
    "# Awesome Agents",
    "## Edge and Retro Inference",
    "- [ExecuTorch](https://github.com/pytorch/executorch) - PyTorch's on-device inference framework for mobile and edge AI with optimized backends."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/Scottcjn/awesome-agents",
   "project": "Whisper.cpp",
   "repository": "https://github.com/ggml-org/whisper.cpp",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome Agents",
    "## Edge and Retro Inference"
   ],
   "repository_evidence": [
    "# Awesome Agents",
    "## Edge and Retro Inference",
    "- [Whisper.cpp](https://github.com/ggml-org/whisper.cpp) - Port of OpenAI's Whisper speech recognition to C/C++ for CPU-only and embedded inference."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/Scottcjn/awesome-agents",
   "project": "TensorFlow Lite Micro",
   "repository": "https://github.com/tensorflow/tflite-micro",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome Agents",
    "## Edge and Retro Inference",
    "- [TensorFlow Lite Micro](https://github.com/tensorflow/tflite-micro) - TensorFlow Lite for microcontrollers \u2014 ML inference on devices with kilobytes of memory."
   ],
   "repository_evidence": [
    "# Awesome Agents",
    "## Edge and Retro Inference",
    "- [TensorFlow Lite Micro](https://github.com/tensorflow/tflite-micro) - TensorFlow Lite for microcontrollers \u2014 ML inference on devices with kilobytes of memory."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/Scottcjn/awesome-agents",
   "project": "AgentBench",
   "repository": "https://github.com/THUDM/AgentBench",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome Agents",
    "## Research and Papers"
   ],
   "repository_evidence": [
    "# Awesome Agents",
    "## Research and Papers",
    "- [AgentBench](https://github.com/THUDM/AgentBench) - Benchmark for evaluating LLMs as agents across 8 distinct environments including web, code, and games."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/Scottcjn/awesome-agents",
   "project": "ClawBench",
   "repository": "https://github.com/reacher-z/ClawBench",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome Agents",
    "## Research and Papers"
   ],
   "repository_evidence": [
    "# Awesome Agents",
    "## Research and Papers",
    "- [ClawBench](https://github.com/reacher-z/ClawBench) - Live-site benchmark for evaluating browser agents on everyday online workflows."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/Scottcjn/awesome-agents",
   "project": "Voyager",
   "repository": "https://github.com/MineDojo/Voyager",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome Agents",
    "## Research and Papers"
   ],
   "repository_evidence": [
    "# Awesome Agents",
    "## Research and Papers",
    "- [Voyager](https://github.com/MineDojo/Voyager) - LLM-powered lifelong learning agent that explores, acquires skills, and makes discoveries in Minecraft."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/Scottcjn/awesome-agents",
   "project": "POWER8 Non-Bijunctive Collapse",
   "repository": "https://github.com/Scottcjn/ram-coffers",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome Agents",
    "## Research and Papers",
    "- [POWER8 Non-Bijunctive Collapse](https://github.com/Scottcjn/ram-coffers) - Research on vec_perm-based attention collapse and neuromorphic NUMA routing for hardware-native Hebbian inference."
   ],
   "repository_evidence": [
    "# Awesome Agents",
    "## Research and Papers",
    "- [POWER8 Non-Bijunctive Collapse](https://github.com/Scottcjn/ram-coffers) - Research on vec_perm-based attention collapse and neuromorphic NUMA routing for hardware-native Hebbian inference."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://explaingit.com/microsoft/ufo",
   "project": "microsoft/ufo",
   "repository": null,
   "stars": "8634",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## How does it compare?",
    "| | microsoft/ufo | [bayesian-optimization/bayesianoptimization](https://explaingit.com/bayesian-optimization/bayesianoptimization) | [bentoml/bentoml](https://explaingit.com/bentoml/bentoml) |",
    "| Stars | 8,634 | 8,627 | 8,644 |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "## How does it compare?",
    "| | microsoft/ufo | [bayesian-optimization/bayesianoptimization](https://explaingit.com/bayesian-optimization/bayesianoptimization) | [bentoml/bentoml](https://explaingit.com/bentoml/bentoml) |",
    "| Stars | 8,634 | 8,627 | 8,644 |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://arxiv.org/html/2602.03798v1",
   "project": "FullStack-Agent",
   "repository": "https://github.com/mnluzimu/FullStack-Agent",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "The code is released at [https://github.com/mnluzimu/FullStack-Agent](https://github.com/mnluzimu/FullStack-Agent).",
    "## Abstract"
   ],
   "repository_evidence": [
    "The code is released at [https://github.com/mnluzimu/FullStack-Agent](https://github.com/mnluzimu/FullStack-Agent).",
    "## Abstract"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://arxiv.org/html/2602.03798v1",
   "project": "Bolt.diy",
   "repository": "https://github.com/stackblitz-labs/bolt.diy",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "- Bolt.diy. Note: Accessed: 2025-04-22 External Links: [Link](https://github.com/stackblitz-labs/bolt.diy) Cited by: Appendix E, \u00a73.1, \u00a74.",
    "## References"
   ],
   "repository_evidence": [
    "- Bolt.diy. Note: Accessed: 2025-04-22 External Links: [Link](https://github.com/stackblitz-labs/bolt.diy) Cited by: Appendix E, \u00a73.1, \u00a74.",
    "## References"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://arxiv.org/html/2602.03798v1",
   "project": "Qwen-Code",
   "repository": "https://github.com/QwenLM/qwen-code",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "- Qwen code. Note: Accessed: 2026-01-12 External Links: [Link](https://github.com/QwenLM/qwen-code) Cited by: Appendix E, \u00a71, \u00a73.1, \u00a74.",
    "## References"
   ],
   "repository_evidence": [
    "- Qwen code. Note: Accessed: 2026-01-12 External Links: [Link](https://github.com/QwenLM/qwen-code) Cited by: Appendix E, \u00a71, \u00a73.1, \u00a74.",
    "## References"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://heatdrop.ai/repo/TaskingAI/TaskingAI",
   "project": "TaskingAI",
   "repository": "https://github.com/TaskingAI/TaskingAI",
   "stars": "5400",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "TaskingAI gives LLM agents a stateful, multi-tenant backend with a unified API and web console, so you can stop hand-gluing vector stores, toolkits, and model SDKs.",
    "TaskingAI/TaskingAI"
   ],
   "repository_evidence": [
    "TaskingAI/TaskingAI is on GitHub at https://github.com/TaskingAI/TaskingAI.",
    "TaskingAI/TaskingAI"
   ],
   "stars_evidence": [
    "How popular is TaskingAI?TaskingAI/TaskingAI has 5.4k stars on GitHub.",
    "TaskingAI/TaskingAI"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://arxiv.org/pdf/2608.23552",
   "project": "Prime Agent",
   "repository": "https://github.com/PrimeIntellect-ai/prime-agent",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Prime Agent: A Self-Improving RLM Harness",
    "Code is available at\nhttps://github.com/PrimeIntellect-ai/prime-agent."
   ],
   "repository_evidence": [
    "Prime Agent: A Self-Improving RLM Harness",
    "Code is available at\nhttps://github.com/PrimeIntellect-ai/prime-agent."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://heyclau.de/entry/tools/letta",
   "project": "Letta",
   "repository": "https://github.com/letta-ai/letta",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Letta",
    "Source URLshttps://docs.letta.com/, https://github.com/letta-ai/letta",
    "Letta side by side with 3 alternatives on trust, install, platform support, and disclosed safety notes \u2014 all from reviewed registry metadata."
   ],
   "repository_evidence": [
    "Source URLshttps://docs.letta.com/, https://github.com/letta-ai/letta"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://heyclau.de/entry/tools/letta",
   "project": "DeerFlow",
   "repository": "https://github.com/bytedance/deer-flow.git",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Letta side by side with 3 alternatives on trust, install, platform support, and disclosed safety notes \u2014 all from reviewed registry metadata.",
    "| Field | Open-source platform for stateful agents with long-term memory, Letta Code local CLI agents, hosted Letta API agents, Python and TypeScript clients, skills, subagents, custom tools, MCP dependencies, and persistent agent state. [Open dossier ](/entry/tools/letta) | ByteDance long-horizon super-agent harness for research, coding, creation, subagents, skills, memory, sandboxes, MCP server support, messaging channels, LangGraph workflows, and Docker or local development. [Open dossier ](/entry/tools/deerflow) | Nous Research AI agent with terminal UI, messaging gateway, skills, memory, MCP integration, scheduled automations, subagents, terminal backends, OpenClaw migration, model switching, and persistent cross-session workflows. [Open dossier ](/entry/tools/hermes-agent) | Self-hosted AI chat and agent platform with LibreChat Agents, MCP support, reusable Skills, Subagents, Code Interpreter, web search, artifacts, multi-provider model routing, secure multi-user auth, and Docker Compose deployment. [Open dossier ](/entry/tools/librechat) |"
   ],
   "repository_evidence": [
    "Letta side by side with 3 alternatives on trust, install, platform support, and disclosed safety notes \u2014 all from reviewed registry metadata.",
    "| Install | ``` pip install letta ``` | ``` git clone https://github.com/bytedance/deer-flow.git && cd deer-flow && make setup ``` | ``` uv tool install hermes-agent ``` | ``` docker compose up -d ``` |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://heyclau.de/entry/tools/letta",
   "project": "Hermes Agent",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Letta side by side with 3 alternatives on trust, install, platform support, and disclosed safety notes \u2014 all from reviewed registry metadata.",
    "| Field | Open-source platform for stateful agents with long-term memory, Letta Code local CLI agents, hosted Letta API agents, Python and TypeScript clients, skills, subagents, custom tools, MCP dependencies, and persistent agent state. [Open dossier ](/entry/tools/letta) | ByteDance long-horizon super-agent harness for research, coding, creation, subagents, skills, memory, sandboxes, MCP server support, messaging channels, LangGraph workflows, and Docker or local development. [Open dossier ](/entry/tools/deerflow) | Nous Research AI agent with terminal UI, messaging gateway, skills, memory, MCP integration, scheduled automations, subagents, terminal backends, OpenClaw migration, model switching, and persistent cross-session workflows. [Open dossier ](/entry/tools/hermes-agent) | Self-hosted AI chat and agent platform with LibreChat Agents, MCP support, reusable Skills, Subagents, Code Interpreter, web search, artifacts, multi-provider model routing, secure multi-user auth, and Docker Compose deployment. [Open dossier ](/entry/tools/librechat) |"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://heyclau.de/entry/tools/letta",
   "project": "LibreChat",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Letta side by side with 3 alternatives on trust, install, platform support, and disclosed safety notes \u2014 all from reviewed registry metadata.",
    "| Field | Open-source platform for stateful agents with long-term memory, Letta Code local CLI agents, hosted Letta API agents, Python and TypeScript clients, skills, subagents, custom tools, MCP dependencies, and persistent agent state. [Open dossier ](/entry/tools/letta) | ByteDance long-horizon super-agent harness for research, coding, creation, subagents, skills, memory, sandboxes, MCP server support, messaging channels, LangGraph workflows, and Docker or local development. [Open dossier ](/entry/tools/deerflow) | Nous Research AI agent with terminal UI, messaging gateway, skills, memory, MCP integration, scheduled automations, subagents, terminal backends, OpenClaw migration, model switching, and persistent cross-session workflows. [Open dossier ](/entry/tools/hermes-agent) | Self-hosted AI chat and agent platform with LibreChat Agents, MCP support, reusable Skills, Subagents, Code Interpreter, web search, artifacts, multi-provider model routing, secure multi-user auth, and Docker Compose deployment. [Open dossier ](/entry/tools/librechat) |"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://o-mega.ai/articles/top-10-open-source-ai-coders-2026",
   "project": "OpenCode",
   "repository": null,
   "stars": "159000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "The definitive ranking of open source AI coding tools reshaping how software gets built, based on analysis of 50+ projects and 30+ verified sources.",
    "3. OpenCode: The Fastest-Growing Dev Tool in History",
    "OpenCode hit 159,000 GitHub stars in under a year."
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "The definitive ranking of open source AI coding tools reshaping how software gets built, based on analysis of 50+ projects and 30+ verified sources.",
    "3. OpenCode: The Fastest-Growing Dev Tool in History",
    "OpenCode hit 159,000 GitHub stars in under a year."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://o-mega.ai/articles/top-10-open-source-ai-coders-2026",
   "project": "Gemini CLI",
   "repository": "https://github.com/google-gemini/gemini-cli",
   "stars": "104000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "The definitive ranking of open source AI coding tools reshaping how software gets built, based on analysis of 50+ projects and 30+ verified sources.",
    "4. Gemini CLI: Google's Terminal Agent With Free Tier",
    "Gemini CLI crossed 104,000."
   ],
   "repository_evidence": [
    "The definitive ranking of open source AI coding tools reshaping how software gets built, based on analysis of 50+ projects and 30+ verified sources.",
    "4. Gemini CLI: Google's Terminal Agent With Free Tier",
    "Gemini CLI reached **104,000 GitHub stars** after launching in mid-2025, making it the second most-starred open source coding agent - [GitHub](https://github.com/google-gemini/gemini-cli)."
   ],
   "stars_evidence": [
    "The definitive ranking of open source AI coding tools reshaping how software gets built, based on analysis of 50+ projects and 30+ verified sources.",
    "4. Gemini CLI: Google's Terminal Agent With Free Tier",
    "Gemini CLI crossed 104,000."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://o-mega.ai/articles/top-10-open-source-ai-coders-2026",
   "project": "Codex CLI",
   "repository": null,
   "stars": "81900",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "The definitive ranking of open source AI coding tools reshaping how software gets built, based on analysis of 50+ projects and 30+ verified sources.",
    "5. OpenAI Codex CLI: The Rust-Built Terminal Agent",
    "Codex CLI passed 81,000."
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "The definitive ranking of open source AI coding tools reshaping how software gets built, based on analysis of 50+ projects and 30+ verified sources.",
    "5. OpenAI Codex CLI: The Rust-Built Terminal Agent",
    "OpenAI's Codex CLI crossed **81,900 GitHub stars** and reached **3 million weekly active users** by April 2026, confirmed by Sam Altman - [GitHub](https://github.com/openai/codex)."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://o-mega.ai/articles/top-10-open-source-ai-coders-2026",
   "project": "OpenHands",
   "repository": null,
   "stars": "73200",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "The definitive ranking of open source AI coding tools reshaping how software gets built, based on analysis of 50+ projects and 30+ verified sources.",
    "6. OpenHands: The Autonomous AI Developer Platform",
    "OpenHands reached 73,000."
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "The definitive ranking of open source AI coding tools reshaping how software gets built, based on analysis of 50+ projects and 30+ verified sources.",
    "6. OpenHands: The Autonomous AI Developer Platform",
    "OpenHands (formerly OpenDevin) has **73,200 GitHub stars** and the highest SWE-bench Verified score among open source tools at **72%** - [OpenHands](https://www.openhands.dev/)."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://o-mega.ai/articles/top-10-open-source-ai-coders-2026",
   "project": "Roo Code",
   "repository": null,
   "stars": "23000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "The definitive ranking of open source AI coding tools reshaping how software gets built, based on analysis of 50+ projects and 30+ verified sources.",
    "The landscape has also become more volatile. Roo Code (23,000 stars, 3 million installs) announced it is shutting down on May 15, 2026 - [Roo Code Sunset](https://docs.roocode.com/sunset)."
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "The definitive ranking of open source AI coding tools reshaping how software gets built, based on analysis of 50+ projects and 30+ verified sources.",
    "The landscape has also become more volatile. Roo Code (23,000 stars, 3 million installs) announced it is shutting down on May 15, 2026 - [Roo Code Sunset](https://docs.roocode.com/sunset)."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://o-mega.ai/articles/top-10-open-source-ai-coders-2026",
   "project": "Cline",
   "repository": null,
   "stars": "61600",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "The definitive ranking of open source AI coding tools reshaping how software gets built, based on analysis of 50+ projects and 30+ verified sources.",
    "7. Cline: The VS Code Agent With 5 Million Installs",
    "Cline has **61,600 GitHub stars** and over **5 million VS Code Marketplace installs**, making it the most popular open source AI coding extension - [Cline](https://cline.bot/)."
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "The definitive ranking of open source AI coding tools reshaping how software gets built, based on analysis of 50+ projects and 30+ verified sources.",
    "7. Cline: The VS Code Agent With 5 Million Installs",
    "Cline has **61,600 GitHub stars** and over **5 million VS Code Marketplace installs**, making it the most popular open source AI coding extension - [Cline](https://cline.bot/)."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://o-mega.ai/articles/top-10-open-source-ai-coders-2026",
   "project": "Goose",
   "repository": null,
   "stars": "45000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "The definitive ranking of open source AI coding tools reshaping how software gets built, based on analysis of 50+ projects and 30+ verified sources.",
    "8. Goose: Linux Foundation's Universal Agent",
    "Goose reached **45,000 GitHub stars** under the Linux Foundation's Agentic AI Foundation (AAIF), alongside MCP and the AGENTS.md standard - [AAIF](https://aaif.io/projects/goose/)."
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "The definitive ranking of open source AI coding tools reshaping how software gets built, based on analysis of 50+ projects and 30+ verified sources.",
    "8. Goose: Linux Foundation's Universal Agent",
    "Goose reached **45,000 GitHub stars** under the Linux Foundation's Agentic AI Foundation (AAIF), alongside MCP and the AGENTS.md standard - [AAIF](https://aaif.io/projects/goose/)."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://o-mega.ai/articles/top-10-open-source-ai-coders-2026",
   "project": "Aider",
   "repository": null,
   "stars": "44700",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "The definitive ranking of open source AI coding tools reshaping how software gets built, based on analysis of 50+ projects and 30+ verified sources.",
    "9. Aider: The Battle-Tested CLI Pair Programmer",
    "Aider has **44,700 GitHub stars**, **6.8 million pip installs**, and processes **15 billion tokens per week** - [Aider](https://aider.chat)."
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "The definitive ranking of open source AI coding tools reshaping how software gets built, based on analysis of 50+ projects and 30+ verified sources.",
    "9. Aider: The Battle-Tested CLI Pair Programmer",
    "Aider has **44,700 GitHub stars**, **6.8 million pip installs**, and processes **15 billion tokens per week** - [Aider](https://aider.chat)."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://o-mega.ai/articles/top-10-open-source-ai-coders-2026",
   "project": "Kilo Code",
   "repository": null,
   "stars": "19200",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "The definitive ranking of open source AI coding tools reshaping how software gets built, based on analysis of 50+ projects and 30+ verified sources.",
    "10. Kilo Code: The Multi-IDE Agent With $8M Backing",
    "Kilo Code emerged as the primary successor to Roo Code (which is shutting down May 15, 2026) and has quickly established itself with **19,200 GitHub stars**, **1.5 million users**, and **$8 million in seed funding** - [Kilo](https://kilo.ai/)."
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "The definitive ranking of open source AI coding tools reshaping how software gets built, based on analysis of 50+ projects and 30+ verified sources.",
    "10. Kilo Code: The Multi-IDE Agent With $8M Backing",
    "Kilo Code emerged as the primary successor to Roo Code (which is shutting down May 15, 2026) and has quickly established itself with **19,200 GitHub stars**, **1.5 million users**, and **$8 million in seed funding** - [Kilo](https://kilo.ai/)."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://o-mega.ai/articles/top-10-open-source-ai-coders-2026",
   "project": "Continue",
   "repository": "https://github.com/continuedev/continue",
   "stars": "33100",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "The definitive ranking of open source AI coding tools reshaping how software gets built, based on analysis of 50+ projects and 30+ verified sources.",
    "11. Continue: The Enterprise IDE Extension",
    "Continue has **33,100 GitHub stars** and occupies a specific niche: it is the open source AI coding extension that works in both **VS Code and JetBrains IDEs** - [GitHub](https://github.com/continuedev/continue)."
   ],
   "repository_evidence": [
    "The definitive ranking of open source AI coding tools reshaping how software gets built, based on analysis of 50+ projects and 30+ verified sources.",
    "11. Continue: The Enterprise IDE Extension",
    "Continue has **33,100 GitHub stars** and occupies a specific niche: it is the open source AI coding extension that works in both **VS Code and JetBrains IDEs** - [GitHub](https://github.com/continuedev/continue)."
   ],
   "stars_evidence": [
    "The definitive ranking of open source AI coding tools reshaping how software gets built, based on analysis of 50+ projects and 30+ verified sources.",
    "11. Continue: The Enterprise IDE Extension",
    "Continue has **33,100 GitHub stars** and occupies a specific niche: it is the open source AI coding extension that works in both **VS Code and JetBrains IDEs** - [GitHub](https://github.com/continuedev/continue)."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://o-mega.ai/articles/top-10-open-source-ai-coders-2026",
   "project": "SWE-agent",
   "repository": "https://github.com/SWE-agent/SWE-agent",
   "stars": "19200",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "The definitive ranking of open source AI coding tools reshaping how software gets built, based on analysis of 50+ projects and 30+ verified sources.",
    "12. SWE-agent: The Academic Benchmark Champion",
    "SWE-agent from Princeton and Stanford has **19,200 GitHub stars**, an MIT license, and holds state-of-the-art performance among open source agents on SWE-bench - [GitHub](https://github.com/SWE-agent/SWE-agent)."
   ],
   "repository_evidence": [
    "The definitive ranking of open source AI coding tools reshaping how software gets built, based on analysis of 50+ projects and 30+ verified sources.",
    "12. SWE-agent: The Academic Benchmark Champion",
    "SWE-agent from Princeton and Stanford has **19,200 GitHub stars**, an MIT license, and holds state-of-the-art performance among open source agents on SWE-bench - [GitHub](https://github.com/SWE-agent/SWE-agent)."
   ],
   "stars_evidence": [
    "The definitive ranking of open source AI coding tools reshaping how software gets built, based on analysis of 50+ projects and 30+ verified sources.",
    "12. SWE-agent: The Academic Benchmark Champion",
    "SWE-agent from Princeton and Stanford has **19,200 GitHub stars**, an MIT license, and holds state-of-the-art performance among open source agents on SWE-bench - [GitHub](https://github.com/SWE-agent/SWE-agent)."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://o-mega.ai/articles/top-10-open-source-ai-coders-2026",
   "project": "Crush",
   "repository": null,
   "stars": "24200",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "The definitive ranking of open source AI coding tools reshaping how software gets built, based on analysis of 50+ projects and 30+ verified sources.",
    "13. Honorable Mentions: 10 More Tools Worth Watching",
    "**Crush** (24,200 stars, Charmbracelet) emerged from the OpenCode naming controversy as Charm's continuation of the original TermAI codebase."
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "The definitive ranking of open source AI coding tools reshaping how software gets built, based on analysis of 50+ projects and 30+ verified sources.",
    "13. Honorable Mentions: 10 More Tools Worth Watching",
    "**Crush** (24,200 stars, Charmbracelet) emerged from the OpenCode naming controversy as Charm's continuation of the original TermAI codebase."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://o-mega.ai/articles/top-10-open-source-ai-coders-2026",
   "project": "Tabby",
   "repository": null,
   "stars": "33500",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "The definitive ranking of open source AI coding tools reshaping how software gets built, based on analysis of 50+ projects and 30+ verified sources.",
    "13. Honorable Mentions: 10 More Tools Worth Watching",
    "**Tabby** (33,500 stars, Apache 2.0) is the leading self-hosted code completion engine."
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "The definitive ranking of open source AI coding tools reshaping how software gets built, based on analysis of 50+ projects and 30+ verified sources.",
    "13. Honorable Mentions: 10 More Tools Worth Watching",
    "**Tabby** (33,500 stars, Apache 2.0) is the leading self-hosted code completion engine."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://o-mega.ai/articles/top-10-open-source-ai-coders-2026",
   "project": "smolagents",
   "repository": null,
   "stars": "27200",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "The definitive ranking of open source AI coding tools reshaping how software gets built, based on analysis of 50+ projects and 30+ verified sources.",
    "13. Honorable Mentions: 10 More Tools Worth Watching",
    "**smolagents** (27,200 stars, Apache 2.0, HuggingFace) is a Python library for building code-writing agents, not a standalone coding tool."
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "The definitive ranking of open source AI coding tools reshaping how software gets built, based on analysis of 50+ projects and 30+ verified sources.",
    "13. Honorable Mentions: 10 More Tools Worth Watching",
    "**smolagents** (27,200 stars, Apache 2.0, HuggingFace) is a Python library for building code-writing agents, not a standalone coding tool."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://o-mega.ai/articles/top-10-open-source-ai-coders-2026",
   "project": "Warp",
   "repository": null,
   "stars": "37000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "The definitive ranking of open source AI coding tools reshaping how software gets built, based on analysis of 50+ projects and 30+ verified sources.",
    "13. Honorable Mentions: 10 More Tools Worth Watching",
    "**Warp** (37,000 stars, AGPL-3.0) open-sourced in May 2026."
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "The definitive ranking of open source AI coding tools reshaping how software gets built, based on analysis of 50+ projects and 30+ verified sources.",
    "13. Honorable Mentions: 10 More Tools Worth Watching",
    "**Warp** (37,000 stars, AGPL-3.0) open-sourced in May 2026."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://o-mega.ai/articles/top-10-open-source-ai-coders-2026",
   "project": "Zed",
   "repository": null,
   "stars": "55000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "The definitive ranking of open source AI coding tools reshaping how software gets built, based on analysis of 50+ projects and 30+ verified sources.",
    "13. Honorable Mentions: 10 More Tools Worth Watching",
    "**Zed** (55,000+ stars, GPL-3.0) reached v1.0 in April 2026."
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "The definitive ranking of open source AI coding tools reshaping how software gets built, based on analysis of 50+ projects and 30+ verified sources.",
    "13. Honorable Mentions: 10 More Tools Worth Watching",
    "**Zed** (55,000+ stars, GPL-3.0) reached v1.0 in April 2026."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://o-mega.ai/articles/top-10-open-source-ai-coders-2026",
   "project": "Refact.ai",
   "repository": null,
   "stars": "3500",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "The definitive ranking of open source AI coding tools reshaping how software gets built, based on analysis of 50+ projects and 30+ verified sources.",
    "13. Honorable Mentions: 10 More Tools Worth Watching",
    "**Refact.ai** (3,500 stars, BSD-3) is a self-hosted AI coding assistant with six specialized modes (Ask/Explore/Debug/Review/Plan/Agent), AST indexing for code-aware context, and browser automation for testing."
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "The definitive ranking of open source AI coding tools reshaping how software gets built, based on analysis of 50+ projects and 30+ verified sources.",
    "13. Honorable Mentions: 10 More Tools Worth Watching",
    "**Refact.ai** (3,500 stars, BSD-3) is a self-hosted AI coding assistant with six specialized modes (Ask/Explore/Debug/Review/Plan/Agent), AST indexing for code-aware context, and browser automation for testing."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://o-mega.ai/articles/top-10-open-source-ai-coders-2026",
   "project": "Suna",
   "repository": null,
   "stars": "19700",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "The definitive ranking of open source AI coding tools reshaping how software gets built, based on analysis of 50+ projects and 30+ verified sources.",
    "13. Honorable Mentions: 10 More Tools Worth Watching",
    "**Suna** (19,700 stars, Apache 2.0, Kortix AI) launched March 2026 as a generalist agent that goes beyond coding."
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "The definitive ranking of open source AI coding tools reshaping how software gets built, based on analysis of 50+ projects and 30+ verified sources.",
    "13. Honorable Mentions: 10 More Tools Worth Watching",
    "**Suna** (19,700 stars, Apache 2.0, Kortix AI) launched March 2026 as a generalist agent that goes beyond coding."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://o-mega.ai/articles/top-10-open-source-ai-coders-2026",
   "project": "bolt.diy",
   "repository": null,
   "stars": "19300",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "The definitive ranking of open source AI coding tools reshaping how software gets built, based on analysis of 50+ projects and 30+ verified sources.",
    "13. Honorable Mentions: 10 More Tools Worth Watching",
    "**bolt.diy** (19,300 stars, MIT) is the open source fork of StackBlitz's bolt.new, providing a browser-based AI app builder with 19+ LLM providers."
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "The definitive ranking of open source AI coding tools reshaping how software gets built, based on analysis of 50+ projects and 30+ verified sources.",
    "13. Honorable Mentions: 10 More Tools Worth Watching",
    "**bolt.diy** (19,300 stars, MIT) is the open source fork of StackBlitz's bolt.new, providing a browser-based AI app builder with 19+ LLM providers."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://o-mega.ai/articles/top-10-open-source-ai-coders-2026",
   "project": "avante.nvim",
   "repository": null,
   "stars": "17900",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "The definitive ranking of open source AI coding tools reshaping how software gets built, based on analysis of 50+ projects and 30+ verified sources.",
    "13. Honorable Mentions: 10 More Tools Worth Watching",
    "**avante.nvim** (17,900 stars) brings Cursor-style AI coding to Neovim with sidebar diffs and multi-provider support."
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "The definitive ranking of open source AI coding tools reshaping how software gets built, based on analysis of 50+ projects and 30+ verified sources.",
    "13. Honorable Mentions: 10 More Tools Worth Watching",
    "**avante.nvim** (17,900 stars) brings Cursor-style AI coding to Neovim with sidebar diffs and multi-provider support."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://nomadlab.cc/blog/2026/08/best-open-source-browser-agent-frameworks-2026-browser-use-vs-stagehand-vs-skyvern",
   "project": "Browser Use",
   "repository": null,
   "stars": "107000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "So this is a comparison of Browser Use, Stagehand, and Skyvern from the angle that matters when you\u2019re the one who gets paged: how each one decides what to click, what that decision costs per run, and how badly it fails when the page changes.",
    "Browser Use: give it the goal, get out of the way"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "So this is a comparison of Browser Use, Stagehand, and Skyvern from the angle that matters when you\u2019re the one who gets paged: how each one decides what to click, what that decision costs per run, and how badly it fails when the page changes.",
    "Browser Use: give it the goal, get out of the way",
    "Python, MIT licensed, and somewhere north of 107,000 GitHub stars as of August 2026, which puts it in the top tier of AI infrastructure repos by raw attention."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://nomadlab.cc/blog/2026/08/best-open-source-browser-agent-frameworks-2026-browser-use-vs-stagehand-vs-skyvern",
   "project": "Stagehand",
   "repository": null,
   "stars": "23700",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "So this is a comparison of Browser Use, Stagehand, and Skyvern from the angle that matters when you\u2019re the one who gets paged: how each one decides what to click, what that decision costs per run, and how badly it fails when the page changes.",
    "Stagehand: code for the boring parts, AI for the hard parts"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "So this is a comparison of Browser Use, Stagehand, and Skyvern from the angle that matters when you\u2019re the one who gets paged: how each one decides what to click, what that decision costs per run, and how badly it fails when the page changes.",
    "Stagehand: code for the boring parts, AI for the hard parts",
    "Stagehand comes from Browserbase, is MIT licensed, and sits around 23,700 stars \u2014 an order of magnitude below Browser Use, which tells you more about marketing than engineering."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://nomadlab.cc/blog/2026/08/best-open-source-browser-agent-frameworks-2026-browser-use-vs-stagehand-vs-skyvern",
   "project": "Skyvern",
   "repository": null,
   "stars": "22700",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "So this is a comparison of Browser Use, Stagehand, and Skyvern from the angle that matters when you\u2019re the one who gets paged: how each one decides what to click, what that decision costs per run, and how badly it fails when the page changes.",
    "Skyvern: for the sites that hate you"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "So this is a comparison of Browser Use, Stagehand, and Skyvern from the angle that matters when you\u2019re the one who gets paged: how each one decides what to click, what that decision costs per run, and how badly it fails when the page changes.",
    "Skyvern: for the sites that hate you",
    "Skyvern is Python, AGPL-3.0, and around 22,700 stars."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://arxiv.org/html/2510.18939v2",
   "project": "SLIM",
   "repository": "https://github.com/howard-yen/SLIM",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Lost in the Maze: Overcoming Context Limitations in Long-Horizon Agentic Search",
    "We hope our analysis framework and simple tool design inform future long-horizon agents11 1 Code is available at [https://github.com/howard-yen/SLIM](https://github.com/howard-yen/SLIM)."
   ],
   "repository_evidence": [
    "Lost in the Maze: Overcoming Context Limitations in Long-Horizon Agentic Search",
    "We hope our analysis framework and simple tool design inform future long-horizon agents11 1 Code is available at [https://github.com/howard-yen/SLIM](https://github.com/howard-yen/SLIM)."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://microsoft.github.io/UFO/ufo2/overview",
   "project": "UFO\u00b2",
   "repository": "https://github.com/microsoft/UFO",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# UFO\u00b2 \u2014 Windows AgentOS",
    "**UFO\u00b2** is a Windows AgentOS that reimagines desktop automation as a first-class operating system abstraction."
   ],
   "repository_evidence": [
    "# UFO\u00b2 \u2014 Windows AgentOS",
    "[![github](https://img.shields.io/github/stars/microsoft/UFO)](https://github.com/microsoft/UFO)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://microsoft.github.io/UFO/ufo2/overview",
   "project": "TaskWeaver",
   "repository": "https://github.com/microsoft/TaskWeaver",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "- **TaskWeaver** \u2014 a code\u2011first LLM agent for data analytics: [https://github.com/microsoft/TaskWeaver](https://github.com/microsoft/TaskWeaver)"
   ],
   "repository_evidence": [
    "- **TaskWeaver** \u2014 a code\u2011first LLM agent for data analytics: [https://github.com/microsoft/TaskWeaver](https://github.com/microsoft/TaskWeaver)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://buymeacoffee.com/githubawesome/25-ai-agent-projects-julep-big-agi-anytool-playwriter-vibe-kanban-agent-s-potpie-liveblocks",
   "project": "Julep",
   "repository": "https://github.com/julep-ai/julep",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Today we\u2019re diving deep into 25 open-source AI agent projects on GitHub, From intelligent memory layers to multi-agent orchestration platforms.",
    "00:12 - **Julep** [https://github.com/julep-ai/julep](https://github.com/julep-ai/julep)",
    "Julep is basically Firebase for AI agents."
   ],
   "repository_evidence": [
    "Today we\u2019re diving deep into 25 open-source AI agent projects on GitHub, From intelligent memory layers to multi-agent orchestration platforms.",
    "00:12 - **Julep** [https://github.com/julep-ai/julep](https://github.com/julep-ai/julep)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://buymeacoffee.com/githubawesome/25-ai-agent-projects-julep-big-agi-anytool-playwriter-vibe-kanban-agent-s-potpie-liveblocks",
   "project": "Self-hosted AI starter kit",
   "repository": "https://github.com/n8n-io/self-hosted-ai-starter-kit",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Today we\u2019re diving deep into 25 open-source AI agent projects on GitHub, From intelligent memory layers to multi-agent orchestration platforms.",
    "00:38 - **Self-hosted AI starter kit** [https://github.com/n8n-io/self-hosted-ai-starter-kit](https://github.com/n8n-io/self-hosted-ai-starter-kit)",
    "The Self-Hosted AI Starter Kit is an open-source Docker Compose setup that instantly spins up a full local AI stack\u2014perfect for building and testing AI agents without relying on cloud services."
   ],
   "repository_evidence": [
    "Today we\u2019re diving deep into 25 open-source AI agent projects on GitHub, From intelligent memory layers to multi-agent orchestration platforms.",
    "00:38 - **Self-hosted AI starter kit** [https://github.com/n8n-io/self-hosted-ai-starter-kit](https://github.com/n8n-io/self-hosted-ai-starter-kit)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://buymeacoffee.com/githubawesome/25-ai-agent-projects-julep-big-agi-anytool-playwriter-vibe-kanban-agent-s-potpie-liveblocks",
   "project": "Big-AGI",
   "repository": "https://github.com/enricoros/big-AGI",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Today we\u2019re diving deep into 25 open-source AI agent projects on GitHub, From intelligent memory layers to multi-agent orchestration platforms.",
    "01:03 - **Big-AGI** [https://github.com/enricoros/big-AGI](https://github.com/enricoros/big-AGI)",
    "Big-AGI is not another AI chat clone\u2014it\u2019s an expert-grade AI workspace."
   ],
   "repository_evidence": [
    "Today we\u2019re diving deep into 25 open-source AI agent projects on GitHub, From intelligent memory layers to multi-agent orchestration platforms.",
    "01:03 - **Big-AGI** [https://github.com/enricoros/big-AGI](https://github.com/enricoros/big-AGI)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://buymeacoffee.com/githubawesome/25-ai-agent-projects-julep-big-agi-anytool-playwriter-vibe-kanban-agent-s-potpie-liveblocks",
   "project": "AnyTool",
   "repository": "https://github.com/HKUDS/AnyTool",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Today we\u2019re diving deep into 25 open-source AI agent projects on GitHub, From intelligent memory layers to multi-agent orchestration platforms.",
    "01:28 - **AnyTool** [https://github.com/HKUDS/AnyTool](https://github.com/HKUDS/AnyTool)",
    "AnyTool is the missing layer between AI agents and real-world tools."
   ],
   "repository_evidence": [
    "Today we\u2019re diving deep into 25 open-source AI agent projects on GitHub, From intelligent memory layers to multi-agent orchestration platforms.",
    "01:28 - **AnyTool** [https://github.com/HKUDS/AnyTool](https://github.com/HKUDS/AnyTool)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://buymeacoffee.com/githubawesome/25-ai-agent-projects-julep-big-agi-anytool-playwriter-vibe-kanban-agent-s-potpie-liveblocks",
   "project": "playwriter",
   "repository": "https://github.com/remorses/playwriter",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Today we\u2019re diving deep into 25 open-source AI agent projects on GitHub, From intelligent memory layers to multi-agent orchestration platforms.",
    "01:56 - playwriter [https://github.com/remorses/playwriter](https://github.com/remorses/playwriter)",
    "Playwriter fixes browser automation for AI agents\u2014by not overengineering it."
   ],
   "repository_evidence": [
    "Today we\u2019re diving deep into 25 open-source AI agent projects on GitHub, From intelligent memory layers to multi-agent orchestration platforms.",
    "01:56 - playwriter [https://github.com/remorses/playwriter](https://github.com/remorses/playwriter)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://buymeacoffee.com/githubawesome/25-ai-agent-projects-julep-big-agi-anytool-playwriter-vibe-kanban-agent-s-potpie-liveblocks",
   "project": "vibe-kanban",
   "repository": "https://github.com/BloopAI/vibe-kanban",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Today we\u2019re diving deep into 25 open-source AI agent projects on GitHub, From intelligent memory layers to multi-agent orchestration platforms.",
    "02:23 - vibe-kanban [https://github.com/BloopAI/vibe-kanban](https://github.com/BloopAI/vibe-kanban)",
    "Vibe Kanban is a control panel for your AI coding agents."
   ],
   "repository_evidence": [
    "Today we\u2019re diving deep into 25 open-source AI agent projects on GitHub, From intelligent memory layers to multi-agent orchestration platforms.",
    "02:23 - vibe-kanban [https://github.com/BloopAI/vibe-kanban](https://github.com/BloopAI/vibe-kanban)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://buymeacoffee.com/githubawesome/25-ai-agent-projects-julep-big-agi-anytool-playwriter-vibe-kanban-agent-s-potpie-liveblocks",
   "project": "Claude Code PM",
   "repository": "https://github.com/automazeio/ccpm",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Today we\u2019re diving deep into 25 open-source AI agent projects on GitHub, From intelligent memory layers to multi-agent orchestration platforms.",
    "02:49 - **Claude Code PM** [https://github.com/automazeio/ccpm](https://github.com/automazeio/ccpm)",
    "Claude Code PM turns AI coding from a solo experiment into a real team workflow."
   ],
   "repository_evidence": [
    "Today we\u2019re diving deep into 25 open-source AI agent projects on GitHub, From intelligent memory layers to multi-agent orchestration platforms.",
    "02:49 - **Claude Code PM** [https://github.com/automazeio/ccpm](https://github.com/automazeio/ccpm)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://buymeacoffee.com/githubawesome/25-ai-agent-projects-julep-big-agi-anytool-playwriter-vibe-kanban-agent-s-potpie-liveblocks",
   "project": "Agent S",
   "repository": "https://github.com/simular-ai/Agent-S",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Today we\u2019re diving deep into 25 open-source AI agent projects on GitHub, From intelligent memory layers to multi-agent orchestration platforms.",
    "03:17 - Agent S [https://github.com/simular-ai/Agent-S](https://github.com/simular-ai/Agent-S)",
    "Agent S is teaching AI to use a computer like a human."
   ],
   "repository_evidence": [
    "Today we\u2019re diving deep into 25 open-source AI agent projects on GitHub, From intelligent memory layers to multi-agent orchestration platforms.",
    "03:17 - Agent S [https://github.com/simular-ai/Agent-S](https://github.com/simular-ai/Agent-S)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://buymeacoffee.com/githubawesome/25-ai-agent-projects-julep-big-agi-anytool-playwriter-vibe-kanban-agent-s-potpie-liveblocks",
   "project": "Praison AI",
   "repository": "https://github.com/MervinPraison/PraisonAI",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Today we\u2019re diving deep into 25 open-source AI agent projects on GitHub, From intelligent memory layers to multi-agent orchestration platforms.",
    "03:41 - **Praison AI** [https://github.com/MervinPraison/PraisonAI](https://github.com/MervinPraison/PraisonAI)",
    "PraisonAI is a production-ready framework for building serious multi-agent systems."
   ],
   "repository_evidence": [
    "Today we\u2019re diving deep into 25 open-source AI agent projects on GitHub, From intelligent memory layers to multi-agent orchestration platforms.",
    "03:41 - **Praison AI** [https://github.com/MervinPraison/PraisonAI](https://github.com/MervinPraison/PraisonAI)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://buymeacoffee.com/githubawesome/25-ai-agent-projects-julep-big-agi-anytool-playwriter-vibe-kanban-agent-s-potpie-liveblocks",
   "project": "potpie",
   "repository": "https://github.com/potpie-ai/potpie",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Today we\u2019re diving deep into 25 open-source AI agent projects on GitHub, From intelligent memory layers to multi-agent orchestration platforms.",
    "04:06 - potpie [https://github.com/potpie-ai/potpie](https://github.com/potpie-ai/potpie)",
    "Potpie turns prompts into code-aware engineering agents."
   ],
   "repository_evidence": [
    "Today we\u2019re diving deep into 25 open-source AI agent projects on GitHub, From intelligent memory layers to multi-agent orchestration platforms.",
    "04:06 - potpie [https://github.com/potpie-ai/potpie](https://github.com/potpie-ai/potpie)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://buymeacoffee.com/githubawesome/25-ai-agent-projects-julep-big-agi-anytool-playwriter-vibe-kanban-agent-s-potpie-liveblocks",
   "project": "liveblocks",
   "repository": "https://github.com/liveblocks/liveblocks",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Today we\u2019re diving deep into 25 open-source AI agent projects on GitHub, From intelligent memory layers to multi-agent orchestration platforms.",
    "04:31 - liveblocks [https://github.com/liveblocks/liveblocks](https://github.com/liveblocks/liveblocks)",
    "Liveblocks is the collaboration layer for human and AI workflows."
   ],
   "repository_evidence": [
    "Today we\u2019re diving deep into 25 open-source AI agent projects on GitHub, From intelligent memory layers to multi-agent orchestration platforms.",
    "04:31 - liveblocks [https://github.com/liveblocks/liveblocks](https://github.com/liveblocks/liveblocks)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://buymeacoffee.com/githubawesome/25-ai-agent-projects-julep-big-agi-anytool-playwriter-vibe-kanban-agent-s-potpie-liveblocks",
   "project": "SuperMCP",
   "repository": "https://github.com/dhanababum/supermcp",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Today we\u2019re diving deep into 25 open-source AI agent projects on GitHub, From intelligent memory layers to multi-agent orchestration platforms.",
    "04:57 - **SuperMCP** [https://github.com/dhanababum/supermcp](https://github.com/dhanababum/supermcp)",
    "SuperMCP is the platform for managing multiple AI assistants and their data connections."
   ],
   "repository_evidence": [
    "Today we\u2019re diving deep into 25 open-source AI agent projects on GitHub, From intelligent memory layers to multi-agent orchestration platforms.",
    "04:57 - **SuperMCP** [https://github.com/dhanababum/supermcp](https://github.com/dhanababum/supermcp)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://buymeacoffee.com/githubawesome/25-ai-agent-projects-julep-big-agi-anytool-playwriter-vibe-kanban-agent-s-potpie-liveblocks",
   "project": "oh-my-opencode",
   "repository": "https://github.com/code-yeongyu/oh-my-opencode",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Today we\u2019re diving deep into 25 open-source AI agent projects on GitHub, From intelligent memory layers to multi-agent orchestration platforms.",
    "05:22 - oh-my-opencode [https://github.com/code-yeongyu/oh-my-opencode](https://github.com/code-yeongyu/oh-my-opencode)",
    "Oh-My-OpenCode is coding on steroids for AI agents."
   ],
   "repository_evidence": [
    "Today we\u2019re diving deep into 25 open-source AI agent projects on GitHub, From intelligent memory layers to multi-agent orchestration platforms.",
    "05:22 - oh-my-opencode [https://github.com/code-yeongyu/oh-my-opencode](https://github.com/code-yeongyu/oh-my-opencode)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://buymeacoffee.com/githubawesome/25-ai-agent-projects-julep-big-agi-anytool-playwriter-vibe-kanban-agent-s-potpie-liveblocks",
   "project": "Kortix",
   "repository": "https://github.com/kortix-ai/suna",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Today we\u2019re diving deep into 25 open-source AI agent projects on GitHub, From intelligent memory layers to multi-agent orchestration platforms.",
    "05:48 - **Kortix** [https://github.com/kortix-ai/suna](https://github.com/kortix-ai/suna)",
    "Kortix is a full platform for building autonomous AI agents that work for you."
   ],
   "repository_evidence": [
    "Today we\u2019re diving deep into 25 open-source AI agent projects on GitHub, From intelligent memory layers to multi-agent orchestration platforms.",
    "05:48 - **Kortix** [https://github.com/kortix-ai/suna](https://github.com/kortix-ai/suna)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://buymeacoffee.com/githubawesome/25-ai-agent-projects-julep-big-agi-anytool-playwriter-vibe-kanban-agent-s-potpie-liveblocks",
   "project": "MCPProxy",
   "repository": "https://github.com/smart-mcp-proxy/mcpproxy-go",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Today we\u2019re diving deep into 25 open-source AI agent projects on GitHub, From intelligent memory layers to multi-agent orchestration platforms.",
    "06:15 - **MCPProxy** [https://github.com/smart-mcp-proxy/mcpproxy-go](https://github.com/smart-mcp-proxy/mcpproxy-go)",
    "MCPProxy is a smart proxy that supercharges your AI agents."
   ],
   "repository_evidence": [
    "Today we\u2019re diving deep into 25 open-source AI agent projects on GitHub, From intelligent memory layers to multi-agent orchestration platforms.",
    "06:15 - **MCPProxy** [https://github.com/smart-mcp-proxy/mcpproxy-go](https://github.com/smart-mcp-proxy/mcpproxy-go)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://buymeacoffee.com/githubawesome/25-ai-agent-projects-julep-big-agi-anytool-playwriter-vibe-kanban-agent-s-potpie-liveblocks",
   "project": "Agno",
   "repository": "https://github.com/agno-agi/agno",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Today we\u2019re diving deep into 25 open-source AI agent projects on GitHub, From intelligent memory layers to multi-agent orchestration platforms.",
    "06:42 - **Agno** [https://github.com/agno-agi/agno](https://github.com/agno-agi/agno)",
    "Agno is a fast framework for building, running, and managing multi-agent systems."
   ],
   "repository_evidence": [
    "Today we\u2019re diving deep into 25 open-source AI agent projects on GitHub, From intelligent memory layers to multi-agent orchestration platforms.",
    "06:42 - **Agno** [https://github.com/agno-agi/agno](https://github.com/agno-agi/agno)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://buymeacoffee.com/githubawesome/25-ai-agent-projects-julep-big-agi-anytool-playwriter-vibe-kanban-agent-s-potpie-liveblocks",
   "project": "BubbleLab",
   "repository": "https://github.com/bubblelabai/BubbleLab",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Today we\u2019re diving deep into 25 open-source AI agent projects on GitHub, From intelligent memory layers to multi-agent orchestration platforms.",
    "07:07 - BubbleLab [https://github.com/bubblelabai/BubbleLab](https://github.com/bubblelabai/BubbleLab)",
    "Bubble Lab is an open-source, agentic workflow automation builder with full code ownership."
   ],
   "repository_evidence": [
    "Today we\u2019re diving deep into 25 open-source AI agent projects on GitHub, From intelligent memory layers to multi-agent orchestration platforms.",
    "07:07 - BubbleLab [https://github.com/bubblelabai/BubbleLab](https://github.com/bubblelabai/BubbleLab)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://buymeacoffee.com/githubawesome/25-ai-agent-projects-julep-big-agi-anytool-playwriter-vibe-kanban-agent-s-potpie-liveblocks",
   "project": "Claude-Mem",
   "repository": "https://github.com/thedotmack/claude-mem",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Today we\u2019re diving deep into 25 open-source AI agent projects on GitHub, From intelligent memory layers to multi-agent orchestration platforms.",
    "07:30 - Claude-Mem [https://github.com/thedotmack/claude-mem](https://github.com/thedotmack/claude-mem)",
    "Claude-Mem is the memory backbone for your Claude Code sessions."
   ],
   "repository_evidence": [
    "Today we\u2019re diving deep into 25 open-source AI agent projects on GitHub, From intelligent memory layers to multi-agent orchestration platforms.",
    "07:30 - Claude-Mem [https://github.com/thedotmack/claude-mem](https://github.com/thedotmack/claude-mem)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://buymeacoffee.com/githubawesome/25-ai-agent-projects-julep-big-agi-anytool-playwriter-vibe-kanban-agent-s-potpie-liveblocks",
   "project": "Bolna",
   "repository": "https://github.com/bolna-ai/bolna",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Today we\u2019re diving deep into 25 open-source AI agent projects on GitHub, From intelligent memory layers to multi-agent orchestration platforms.",
    "07:55- Bolna [https://github.com/bolna-ai/bolna](https://github.com/bolna-ai/bolna)",
    "Bolna is an end-to-end open-source framework for building voice-driven AI applications."
   ],
   "repository_evidence": [
    "Today we\u2019re diving deep into 25 open-source AI agent projects on GitHub, From intelligent memory layers to multi-agent orchestration platforms.",
    "07:55- Bolna [https://github.com/bolna-ai/bolna](https://github.com/bolna-ai/bolna)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://buymeacoffee.com/githubawesome/25-ai-agent-projects-julep-big-agi-anytool-playwriter-vibe-kanban-agent-s-potpie-liveblocks",
   "project": "MemMachine",
   "repository": "https://github.com/MemMachine/MemMachine",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Today we\u2019re diving deep into 25 open-source AI agent projects on GitHub, From intelligent memory layers to multi-agent orchestration platforms.",
    "08:20 - MemMachine [https://github.com/MemMachine/MemMachine](https://github.com/MemMachine/MemMachine)",
    "MemMachine is a universal memory layer for AI agents."
   ],
   "repository_evidence": [
    "Today we\u2019re diving deep into 25 open-source AI agent projects on GitHub, From intelligent memory layers to multi-agent orchestration platforms.",
    "08:20 - MemMachine [https://github.com/MemMachine/MemMachine](https://github.com/MemMachine/MemMachine)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://buymeacoffee.com/githubawesome/25-ai-agent-projects-julep-big-agi-anytool-playwriter-vibe-kanban-agent-s-potpie-liveblocks",
   "project": "InsForge",
   "repository": "https://github.com/InsForge/InsForge",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Today we\u2019re diving deep into 25 open-source AI agent projects on GitHub, From intelligent memory layers to multi-agent orchestration platforms.",
    "08:46- **InsForge** [https://github.com/InsForge/InsForge](https://github.com/InsForge/InsForge)",
    "InsForge is the backend platform built for AI-assisted development."
   ],
   "repository_evidence": [
    "Today we\u2019re diving deep into 25 open-source AI agent projects on GitHub, From intelligent memory layers to multi-agent orchestration platforms.",
    "08:46- **InsForge** [https://github.com/InsForge/InsForge](https://github.com/InsForge/InsForge)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://buymeacoffee.com/githubawesome/25-ai-agent-projects-julep-big-agi-anytool-playwriter-vibe-kanban-agent-s-potpie-liveblocks",
   "project": "klavis",
   "repository": "https://github.com/Klavis-AI/klavis",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Today we\u2019re diving deep into 25 open-source AI agent projects on GitHub, From intelligent memory layers to multi-agent orchestration platforms.",
    "09:12- klavis [https://github.com/Klavis-AI/klavis](https://github.com/Klavis-AI/klavis)",
    "Klavis AI is an open-source MCP integration platform that lets AI agents use tools reliably at any scale."
   ],
   "repository_evidence": [
    "Today we\u2019re diving deep into 25 open-source AI agent projects on GitHub, From intelligent memory layers to multi-agent orchestration platforms.",
    "09:12- klavis [https://github.com/Klavis-AI/klavis](https://github.com/Klavis-AI/klavis)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://buymeacoffee.com/githubawesome/25-ai-agent-projects-julep-big-agi-anytool-playwriter-vibe-kanban-agent-s-potpie-liveblocks",
   "project": "Neo",
   "repository": "https://github.com/neomjs/neo",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Today we\u2019re diving deep into 25 open-source AI agent projects on GitHub, From intelligent memory layers to multi-agent orchestration platforms.",
    "09:35- Neo [https://github.com/neomjs/neo](https://github.com/neomjs/neo)",
    "Neo.mjs is the AI-native platform for multi-window web applications."
   ],
   "repository_evidence": [
    "Today we\u2019re diving deep into 25 open-source AI agent projects on GitHub, From intelligent memory layers to multi-agent orchestration platforms.",
    "09:35- Neo [https://github.com/neomjs/neo](https://github.com/neomjs/neo)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://buymeacoffee.com/githubawesome/25-ai-agent-projects-julep-big-agi-anytool-playwriter-vibe-kanban-agent-s-potpie-liveblocks",
   "project": "browser-debugger-cli",
   "repository": "https://github.com/szymdzum/browser-debugger-cli",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Today we\u2019re diving deep into 25 open-source AI agent projects on GitHub, From intelligent memory layers to multi-agent orchestration platforms.",
    "09:59 - browser-debugger-cli [https://github.com/szymdzum/browser-debugger-cli](https://github.com/szymdzum/browser-debugger-cli)",
    "Browser Debugger CLI brings Chrome DevTools Protocol straight into your terminal."
   ],
   "repository_evidence": [
    "Today we\u2019re diving deep into 25 open-source AI agent projects on GitHub, From intelligent memory layers to multi-agent orchestration platforms.",
    "09:59 - browser-debugger-cli [https://github.com/szymdzum/browser-debugger-cli](https://github.com/szymdzum/browser-debugger-cli)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://buymeacoffee.com/githubawesome/25-ai-agent-projects-julep-big-agi-anytool-playwriter-vibe-kanban-agent-s-potpie-liveblocks",
   "project": "GHOSTCREW",
   "repository": "https://github.com/GH05TCREW/ghostcrew",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Today we\u2019re diving deep into 25 open-source AI agent projects on GitHub, From intelligent memory layers to multi-agent orchestration platforms.",
    "10:23 - **GHOSTCREW** [https://github.com/GH05TCREW/ghostcrew](https://github.com/GH05TCREW/ghostcrew)",
    "GHOSTCREW is an AI agent framework built for modern security teams."
   ],
   "repository_evidence": [
    "Today we\u2019re diving deep into 25 open-source AI agent projects on GitHub, From intelligent memory layers to multi-agent orchestration platforms.",
    "10:23 - **GHOSTCREW** [https://github.com/GH05TCREW/ghostcrew](https://github.com/GH05TCREW/ghostcrew)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://hybrid-rituals.com/openmanus-manus-ai",
   "project": "OpenManus",
   "repository": "https://github.com/mannaandpoem/OpenManus",
   "stars": "3000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## What Is OpenManus and Why Is It Making Waves Against Manus AI?",
    "Just two days after [Manus AI](https://hybrid-rituals.com/product/ai-tools/automation-tools/ai-agents/manus/) debuted, a scrappy contender crashed the party: **OpenManus**, an open-source project (Free and no invitation needed) that\u2019s got everyone talking."
   ],
   "repository_evidence": [
    "## What Is OpenManus and Why Is It Making Waves Against Manus AI?",
    "Hosted on GitHub ([OpenManus GitHub](https://github.com/mannaandpoem/OpenManus)), it\u2019s already racked up over 3,000 stars, signaling a tidal wave of community support."
   ],
   "stars_evidence": [
    "## What Is OpenManus and Why Is It Making Waves Against Manus AI?",
    "Hosted on GitHub ([OpenManus GitHub](https://github.com/mannaandpoem/OpenManus)), it\u2019s already racked up over 3,000 stars, signaling a tidal wave of community support."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://kiebot.com/insights/self-hosted-ai-agent-landscape-2026",
   "project": "openclaw/openclaw",
   "repository": "https://github.com/openclaw/openclaw",
   "stars": "379000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "#### What this article is",
    "A no-marketing landscape of self-hostable AI agent and assistant projects in mid-2026, with star counts and categories from public GitHub data and Hostinger's application marketplace.",
    "| Project | Category | Stars | One-line differentiator |",
    "| [openclaw/openclaw](https://github.com/openclaw/openclaw) | Personal assistant | 379k+ | 22 channels, OpenAI/NVIDIA/GitHub-sponsored, npm-installable, lobster mascot |"
   ],
   "repository_evidence": [
    "#### What this article is",
    "A no-marketing landscape of self-hostable AI agent and assistant projects in mid-2026, with star counts and categories from public GitHub data and Hostinger's application marketplace.",
    "| Project | Category | Stars | One-line differentiator |",
    "| [openclaw/openclaw](https://github.com/openclaw/openclaw) | Personal assistant | 379k+ | 22 channels, OpenAI/NVIDIA/GitHub-sponsored, npm-installable, lobster mascot |"
   ],
   "stars_evidence": [
    "#### What this article is",
    "A no-marketing landscape of self-hostable AI agent and assistant projects in mid-2026, with star counts and categories from public GitHub data and Hostinger's application marketplace.",
    "| Project | Category | Stars | One-line differentiator |",
    "| [openclaw/openclaw](https://github.com/openclaw/openclaw) | Personal assistant | 379k+ | 22 channels, OpenAI/NVIDIA/GitHub-sponsored, npm-installable, lobster mascot |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://kiebot.com/insights/self-hosted-ai-agent-landscape-2026",
   "project": "NousResearch/hermes-agent",
   "repository": "https://github.com/NousResearch/hermes-agent",
   "stars": "199000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "#### What this article is",
    "A no-marketing landscape of self-hostable AI agent and assistant projects in mid-2026, with star counts and categories from public GitHub data and Hostinger's application marketplace.",
    "| Project | Category | Stars | One-line differentiator |",
    "| [NousResearch/hermes-agent](https://github.com/NousResearch/hermes-agent) | Personal assistant | 199k+ | Self-improving learning loop, Honcho user modelling, Modal/Daytona hibernation |"
   ],
   "repository_evidence": [
    "#### What this article is",
    "A no-marketing landscape of self-hostable AI agent and assistant projects in mid-2026, with star counts and categories from public GitHub data and Hostinger's application marketplace.",
    "| Project | Category | Stars | One-line differentiator |",
    "| [NousResearch/hermes-agent](https://github.com/NousResearch/hermes-agent) | Personal assistant | 199k+ | Self-improving learning loop, Honcho user modelling, Modal/Daytona hibernation |"
   ],
   "stars_evidence": [
    "#### What this article is",
    "A no-marketing landscape of self-hostable AI agent and assistant projects in mid-2026, with star counts and categories from public GitHub data and Hostinger's application marketplace.",
    "| Project | Category | Stars | One-line differentiator |",
    "| [NousResearch/hermes-agent](https://github.com/NousResearch/hermes-agent) | Personal assistant | 199k+ | Self-improving learning loop, Honcho user modelling, Modal/Daytona hibernation |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://kiebot.com/insights/self-hosted-ai-agent-landscape-2026",
   "project": "n8n-io/n8n",
   "repository": "https://github.com/n8n-io/n8n",
   "stars": "193000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "#### What this article is",
    "A no-marketing landscape of self-hostable AI agent and assistant projects in mid-2026, with star counts and categories from public GitHub data and Hostinger's application marketplace.",
    "| Project | Category | Stars | One-line differentiator |",
    "| [n8n-io/n8n](https://github.com/n8n-io/n8n) | Workflow automation | 193k+ | Visual workflow tool with first-class AI nodes; not strictly an agent but used as the agent layer |"
   ],
   "repository_evidence": [
    "#### What this article is",
    "A no-marketing landscape of self-hostable AI agent and assistant projects in mid-2026, with star counts and categories from public GitHub data and Hostinger's application marketplace.",
    "| Project | Category | Stars | One-line differentiator |",
    "| [n8n-io/n8n](https://github.com/n8n-io/n8n) | Workflow automation | 193k+ | Visual workflow tool with first-class AI nodes; not strictly an agent but used as the agent layer |"
   ],
   "stars_evidence": [
    "#### What this article is",
    "A no-marketing landscape of self-hostable AI agent and assistant projects in mid-2026, with star counts and categories from public GitHub data and Hostinger's application marketplace.",
    "| Project | Category | Stars | One-line differentiator |",
    "| [n8n-io/n8n](https://github.com/n8n-io/n8n) | Workflow automation | 193k+ | Visual workflow tool with first-class AI nodes; not strictly an agent but used as the agent layer |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://kiebot.com/insights/self-hosted-ai-agent-landscape-2026",
   "project": "langgenius/dify",
   "repository": "https://github.com/langgenius/dify",
   "stars": "146000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "#### What this article is",
    "A no-marketing landscape of self-hostable AI agent and assistant projects in mid-2026, with star counts and categories from public GitHub data and Hostinger's application marketplace.",
    "| Project | Category | Stars | One-line differentiator |",
    "| [langgenius/dify](https://github.com/langgenius/dify) | LLM application platform | 146k+ | End-to-end RAG + agent + workflow builder; popular enterprise self-host |"
   ],
   "repository_evidence": [
    "#### What this article is",
    "A no-marketing landscape of self-hostable AI agent and assistant projects in mid-2026, with star counts and categories from public GitHub data and Hostinger's application marketplace.",
    "| Project | Category | Stars | One-line differentiator |",
    "| [langgenius/dify](https://github.com/langgenius/dify) | LLM application platform | 146k+ | End-to-end RAG + agent + workflow builder; popular enterprise self-host |"
   ],
   "stars_evidence": [
    "#### What this article is",
    "A no-marketing landscape of self-hostable AI agent and assistant projects in mid-2026, with star counts and categories from public GitHub data and Hostinger's application marketplace.",
    "| Project | Category | Stars | One-line differentiator |",
    "| [langgenius/dify](https://github.com/langgenius/dify) | LLM application platform | 146k+ | End-to-end RAG + agent + workflow builder; popular enterprise self-host |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://kiebot.com/insights/self-hosted-ai-agent-landscape-2026",
   "project": "open-webui/open-webui",
   "repository": "https://github.com/open-webui/open-webui",
   "stars": "142000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "#### What this article is",
    "A no-marketing landscape of self-hostable AI agent and assistant projects in mid-2026, with star counts and categories from public GitHub data and Hostinger's application marketplace.",
    "| Project | Category | Stars | One-line differentiator |",
    "| [open-webui/open-webui](https://github.com/open-webui/open-webui) | Chat UI layer | 142k+ | ChatGPT-style UI for any LLM (Ollama, OpenAI, etc.). Heavy plugin ecosystem. |"
   ],
   "repository_evidence": [
    "#### What this article is",
    "A no-marketing landscape of self-hostable AI agent and assistant projects in mid-2026, with star counts and categories from public GitHub data and Hostinger's application marketplace.",
    "| Project | Category | Stars | One-line differentiator |",
    "| [open-webui/open-webui](https://github.com/open-webui/open-webui) | Chat UI layer | 142k+ | ChatGPT-style UI for any LLM (Ollama, OpenAI, etc.). Heavy plugin ecosystem. |"
   ],
   "stars_evidence": [
    "#### What this article is",
    "A no-marketing landscape of self-hostable AI agent and assistant projects in mid-2026, with star counts and categories from public GitHub data and Hostinger's application marketplace.",
    "| Project | Category | Stars | One-line differentiator |",
    "| [open-webui/open-webui](https://github.com/open-webui/open-webui) | Chat UI layer | 142k+ | ChatGPT-style UI for any LLM (Ollama, OpenAI, etc.). Heavy plugin ecosystem. |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://kiebot.com/insights/self-hosted-ai-agent-landscape-2026",
   "project": "Mintplex-Labs/anything-llm",
   "repository": "https://github.com/Mintplex-Labs/anything-llm",
   "stars": "62000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "#### What this article is",
    "A no-marketing landscape of self-hostable AI agent and assistant projects in mid-2026, with star counts and categories from public GitHub data and Hostinger's application marketplace.",
    "| Project | Category | Stars | One-line differentiator |",
    "| [Mintplex-Labs/anything-llm](https://github.com/Mintplex-Labs/anything-llm) | Self-hosted ChatGPT alt. | 62k+ | All-in-one RAG + agents + chatbots, multi-user, with workspace permissions |"
   ],
   "repository_evidence": [
    "#### What this article is",
    "A no-marketing landscape of self-hostable AI agent and assistant projects in mid-2026, with star counts and categories from public GitHub data and Hostinger's application marketplace.",
    "| Project | Category | Stars | One-line differentiator |",
    "| [Mintplex-Labs/anything-llm](https://github.com/Mintplex-Labs/anything-llm) | Self-hosted ChatGPT alt. | 62k+ | All-in-one RAG + agents + chatbots, multi-user, with workspace permissions |"
   ],
   "stars_evidence": [
    "#### What this article is",
    "A no-marketing landscape of self-hostable AI agent and assistant projects in mid-2026, with star counts and categories from public GitHub data and Hostinger's application marketplace.",
    "| Project | Category | Stars | One-line differentiator |",
    "| [Mintplex-Labs/anything-llm](https://github.com/Mintplex-Labs/anything-llm) | Self-hosted ChatGPT alt. | 62k+ | All-in-one RAG + agents + chatbots, multi-user, with workspace permissions |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://kiebot.com/insights/self-hosted-ai-agent-landscape-2026",
   "project": "FlowiseAI/Flowise",
   "repository": "https://github.com/FlowiseAI/Flowise",
   "stars": "54000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "#### What this article is",
    "A no-marketing landscape of self-hostable AI agent and assistant projects in mid-2026, with star counts and categories from public GitHub data and Hostinger's application marketplace.",
    "| Project | Category | Stars | One-line differentiator |",
    "| [FlowiseAI/Flowise](https://github.com/FlowiseAI/Flowise) | LLM application platform | 54k+ | Drag-and-drop low-code agent builder. Production deploys via a single Docker image. |"
   ],
   "repository_evidence": [
    "#### What this article is",
    "A no-marketing landscape of self-hostable AI agent and assistant projects in mid-2026, with star counts and categories from public GitHub data and Hostinger's application marketplace.",
    "| Project | Category | Stars | One-line differentiator |",
    "| [FlowiseAI/Flowise](https://github.com/FlowiseAI/Flowise) | LLM application platform | 54k+ | Drag-and-drop low-code agent builder. Production deploys via a single Docker image. |"
   ],
   "stars_evidence": [
    "#### What this article is",
    "A no-marketing landscape of self-hostable AI agent and assistant projects in mid-2026, with star counts and categories from public GitHub data and Hostinger's application marketplace.",
    "| Project | Category | Stars | One-line differentiator |",
    "| [FlowiseAI/Flowise](https://github.com/FlowiseAI/Flowise) | LLM application platform | 54k+ | Drag-and-drop low-code agent builder. Production deploys via a single Docker image. |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://kiebot.com/insights/self-hosted-ai-agent-landscape-2026",
   "project": "danny-avila/LibreChat",
   "repository": "https://github.com/danny-avila/LibreChat",
   "stars": "40000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "#### What this article is",
    "A no-marketing landscape of self-hostable AI agent and assistant projects in mid-2026, with star counts and categories from public GitHub data and Hostinger's application marketplace.",
    "| Project | Category | Stars | One-line differentiator |",
    "| [danny-avila/LibreChat](https://github.com/danny-avila/LibreChat) | Chat UI layer | 40k+ | Multi-LLM chat with plugins, OpenAI-compatible API. Closest to ChatGPT in feel. |"
   ],
   "repository_evidence": [
    "#### What this article is",
    "A no-marketing landscape of self-hostable AI agent and assistant projects in mid-2026, with star counts and categories from public GitHub data and Hostinger's application marketplace.",
    "| Project | Category | Stars | One-line differentiator |",
    "| [danny-avila/LibreChat](https://github.com/danny-avila/LibreChat) | Chat UI layer | 40k+ | Multi-LLM chat with plugins, OpenAI-compatible API. Closest to ChatGPT in feel. |"
   ],
   "stars_evidence": [
    "#### What this article is",
    "A no-marketing landscape of self-hostable AI agent and assistant projects in mid-2026, with star counts and categories from public GitHub data and Hostinger's application marketplace.",
    "| Project | Category | Stars | One-line differentiator |",
    "| [danny-avila/LibreChat](https://github.com/danny-avila/LibreChat) | Chat UI layer | 40k+ | Multi-LLM chat with plugins, OpenAI-compatible API. Closest to ChatGPT in feel. |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://kiebot.com/insights/self-hosted-ai-agent-landscape-2026",
   "project": "letta-ai/letta",
   "repository": "https://github.com/letta-ai/letta",
   "stars": "23000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "#### What this article is",
    "A no-marketing landscape of self-hostable AI agent and assistant projects in mid-2026, with star counts and categories from public GitHub data and Hostinger's application marketplace.",
    "| Project | Category | Stars | One-line differentiator |",
    "| [letta-ai/letta](https://github.com/letta-ai/letta) | Stateful agents | 23k+ | Successor to MemGPT. Persistent memory layer with explicit memory blocks. |"
   ],
   "repository_evidence": [
    "#### What this article is",
    "A no-marketing landscape of self-hostable AI agent and assistant projects in mid-2026, with star counts and categories from public GitHub data and Hostinger's application marketplace.",
    "| Project | Category | Stars | One-line differentiator |",
    "| [letta-ai/letta](https://github.com/letta-ai/letta) | Stateful agents | 23k+ | Successor to MemGPT. Persistent memory layer with explicit memory blocks. |"
   ],
   "stars_evidence": [
    "#### What this article is",
    "A no-marketing landscape of self-hostable AI agent and assistant projects in mid-2026, with star counts and categories from public GitHub data and Hostinger's application marketplace.",
    "| Project | Category | Stars | One-line differentiator |",
    "| [letta-ai/letta](https://github.com/letta-ai/letta) | Stateful agents | 23k+ | Successor to MemGPT. Persistent memory layer with explicit memory blocks. |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://kiebot.com/insights/self-hosted-ai-agent-landscape-2026",
   "project": "Cheshire Cat AI",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "#### What this article is",
    "A no-marketing landscape of self-hostable AI agent and assistant projects in mid-2026, with star counts and categories from public GitHub data and Hostinger's application marketplace.",
    "| Project | Category | Stars | One-line differentiator |",
    "| **Cheshire Cat AI** | Stateful agents | (active) | Production agent framework with built-in RAG, plugins, function calling |"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://kiebot.com/insights/self-hosted-ai-agent-landscape-2026",
   "project": "Agent Zero",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "#### What this article is",
    "A no-marketing landscape of self-hostable AI agent and assistant projects in mid-2026, with star counts and categories from public GitHub data and Hostinger's application marketplace.",
    "| Project | Category | Stars | One-line differentiator |",
    "| **Agent Zero** | Stateful agents | (active) | Open-source multi-agent cooperation with persistent memory |"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://kiebot.com/insights/self-hosted-ai-agent-landscape-2026",
   "project": "Bionic GPT",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "#### What this article is",
    "A no-marketing landscape of self-hostable AI agent and assistant projects in mid-2026, with star counts and categories from public GitHub data and Hostinger's application marketplace.",
    "| Project | Category | Stars | One-line differentiator |",
    "| **Bionic GPT** | Self-hosted ChatGPT alt. | (active) | On-premise ChatGPT alternative with team chat, RAG assistants, RBAC |"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://kiebot.com/insights/self-hosted-ai-agent-landscape-2026",
   "project": "Big-AGI",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "#### What this article is",
    "A no-marketing landscape of self-hostable AI agent and assistant projects in mid-2026, with star counts and categories from public GitHub data and Hostinger's application marketplace.",
    "| Project | Category | Stars | One-line differentiator |",
    "| **Big-AGI** | Chat UI layer | (active) | Multi-model AI workspace with parallel comparison across 500+ LLMs |"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://kiebot.com/insights/self-hosted-ai-agent-landscape-2026",
   "project": "GPT-Researcher",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "#### What this article is",
    "A no-marketing landscape of self-hostable AI agent and assistant projects in mid-2026, with star counts and categories from public GitHub data and Hostinger's application marketplace.",
    "| Project | Category | Stars | One-line differentiator |",
    "| **GPT-Researcher** | Specialised agent | (active) | Autonomous deep-web research with cited reports |"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://kiebot.com/insights/self-hosted-ai-agent-landscape-2026",
   "project": "Dograh",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "#### What this article is",
    "A no-marketing landscape of self-hostable AI agent and assistant projects in mid-2026, with star counts and categories from public GitHub data and Hostinger's application marketplace.",
    "| Project | Category | Stars | One-line differentiator |",
    "| **Dograh** | Specialised agent | (active) | No-code platform for building AI voice agents |"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://kiebot.com/insights/self-hosted-ai-agent-landscape-2026",
   "project": "Paperclip",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "#### What this article is",
    "A no-marketing landscape of self-hostable AI agent and assistant projects in mid-2026, with star counts and categories from public GitHub data and Hostinger's application marketplace.",
    "| Project | Category | Stars | One-line differentiator |",
    "| **Paperclip** | Stateful agents | (active) | AI/ML orchestration platform for autonomous teams |"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://pinggy.io/blog/best_open_source_cli_coding_agents",
   "project": "OpenCode",
   "repository": "https://github.com/anomalyco/opencode",
   "stars": "165000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Below are the open source CLI coding agents worth your time in 2026, ranked by GitHub stars (the clearest popularity signal we have, all pulled live in late May 2026), with honest notes on licenses, local-model support, and which projects are quietly dying.",
    "Comparison Table for Top Open Source CLI Coding Agents",
    "| CLI Agent | GitHub Stars | License | Local Models | Best For |",
    "| **OpenCode** | ~165k | MIT | Yes (Ollama) | The default open-source pick; provider-agnostic |"
   ],
   "repository_evidence": [
    "1. **The open-source leader**: [OpenCode](https://github.com/anomalyco/opencode) (~165k stars, MIT) is the de facto open-source alternative to Claude Code: provider-agnostic, local models, polished TUI."
   ],
   "stars_evidence": [
    "Below are the open source CLI coding agents worth your time in 2026, ranked by GitHub stars (the clearest popularity signal we have, all pulled live in late May 2026), with honest notes on licenses, local-model support, and which projects are quietly dying.",
    "Comparison Table for Top Open Source CLI Coding Agents",
    "| CLI Agent | GitHub Stars | License | Local Models | Best For |",
    "| **OpenCode** | ~165k | MIT | Yes (Ollama) | The default open-source pick; provider-agnostic |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://pinggy.io/blog/best_open_source_cli_coding_agents",
   "project": "OpenAI Codex CLI",
   "repository": "https://github.com/openai/codex",
   "stars": "85000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Below are the open source CLI coding agents worth your time in 2026, ranked by GitHub stars (the clearest popularity signal we have, all pulled live in late May 2026), with honest notes on licenses, local-model support, and which projects are quietly dying.",
    "Comparison Table for Top Open Source CLI Coding Agents",
    "| CLI Agent | GitHub Stars | License | Local Models | Best For |",
    "| **OpenAI Codex CLI** | ~85k | Apache-2.0 | Yes (`--oss`) | OpenAI users wanting a sandboxed agent |"
   ],
   "repository_evidence": [
    "3. **Top open source CLI agents in 2026 (by GitHub stars)**:",
    "  - OpenCode (~165k) - the default provider-agnostic harness",
    "  - [OpenAI Codex CLI](https://github.com/openai/codex) (~85k) - open source (Apache-2.0), tuned for OpenAI models, sandboxed"
   ],
   "stars_evidence": [
    "Below are the open source CLI coding agents worth your time in 2026, ranked by GitHub stars (the clearest popularity signal we have, all pulled live in late May 2026), with honest notes on licenses, local-model support, and which projects are quietly dying.",
    "Comparison Table for Top Open Source CLI Coding Agents",
    "| CLI Agent | GitHub Stars | License | Local Models | Best For |",
    "| **OpenAI Codex CLI** | ~85k | Apache-2.0 | Yes (`--oss`) | OpenAI users wanting a sandboxed agent |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://pinggy.io/blog/best_open_source_cli_coding_agents",
   "project": "OpenHands",
   "repository": "https://github.com/OpenHands/OpenHands",
   "stars": "75000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Below are the open source CLI coding agents worth your time in 2026, ranked by GitHub stars (the clearest popularity signal we have, all pulled live in late May 2026), with honest notes on licenses, local-model support, and which projects are quietly dying.",
    "Comparison Table for Top Open Source CLI Coding Agents",
    "| CLI Agent | GitHub Stars | License | Local Models | Best For |",
    "| **OpenHands** | ~75k | MIT | Yes | Autonomous, sandboxed runs and CI/CD |"
   ],
   "repository_evidence": [
    "3. **Top open source CLI agents in 2026 (by GitHub stars)**:",
    "  - OpenCode (~165k) - the default provider-agnostic harness",
    "  - [OpenAI Codex CLI](https://github.com/openai/codex) (~85k) - open source (Apache-2.0), tuned for OpenAI models, sandboxed",
    "  - [OpenHands](https://github.com/OpenHands/OpenHands) (~75k) - autonomous, sandboxed, runs headless in CI"
   ],
   "stars_evidence": [
    "Below are the open source CLI coding agents worth your time in 2026, ranked by GitHub stars (the clearest popularity signal we have, all pulled live in late May 2026), with honest notes on licenses, local-model support, and which projects are quietly dying.",
    "Comparison Table for Top Open Source CLI Coding Agents",
    "| CLI Agent | GitHub Stars | License | Local Models | Best For |",
    "| **OpenHands** | ~75k | MIT | Yes | Autonomous, sandboxed runs and CI/CD |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://pinggy.io/blog/best_open_source_cli_coding_agents",
   "project": "Cline",
   "repository": "https://github.com/cline/cline",
   "stars": "62000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Below are the open source CLI coding agents worth your time in 2026, ranked by GitHub stars (the clearest popularity signal we have, all pulled live in late May 2026), with honest notes on licenses, local-model support, and which projects are quietly dying.",
    "Comparison Table for Top Open Source CLI Coding Agents",
    "| CLI Agent | GitHub Stars | License | Local Models | Best For |",
    "| **Cline** | ~62k | Apache-2.0 | Yes | One agent across IDE, CLI, and SDK |"
   ],
   "repository_evidence": [
    "3. **Top open source CLI agents in 2026 (by GitHub stars)**:",
    "  - OpenCode (~165k) - the default provider-agnostic harness",
    "  - [OpenAI Codex CLI](https://github.com/openai/codex) (~85k) - open source (Apache-2.0), tuned for OpenAI models, sandboxed",
    "  - [OpenHands](https://github.com/OpenHands/OpenHands) (~75k) - autonomous, sandboxed, runs headless in CI",
    "  - [Cline](https://github.com/cline/cline) (~62k) - model-agnostic across IDE, CLI, and SDK"
   ],
   "stars_evidence": [
    "Below are the open source CLI coding agents worth your time in 2026, ranked by GitHub stars (the clearest popularity signal we have, all pulled live in late May 2026), with honest notes on licenses, local-model support, and which projects are quietly dying.",
    "Comparison Table for Top Open Source CLI Coding Agents",
    "| CLI Agent | GitHub Stars | License | Local Models | Best For |",
    "| **Cline** | ~62k | Apache-2.0 | Yes | One agent across IDE, CLI, and SDK |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://pinggy.io/blog/best_open_source_cli_coding_agents",
   "project": "Pi",
   "repository": "https://github.com/earendil-works/pi",
   "stars": "54000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Below are the open source CLI coding agents worth your time in 2026, ranked by GitHub stars (the clearest popularity signal we have, all pulled live in late May 2026), with honest notes on licenses, local-model support, and which projects are quietly dying.",
    "Comparison Table for Top Open Source CLI Coding Agents",
    "| CLI Agent | GitHub Stars | License | Local Models | Best For |",
    "| **Pi** | ~54k | MIT | Yes | A lean, hackable, token-efficient harness |"
   ],
   "repository_evidence": [
    "2. **The breakout newcomer**: [Pi](https://github.com/earendil-works/pi) (~54k stars, MIT), from Armin Ronacher and Mario Zechner, runs on a sub-1,000-token system prompt via \u201clazy skills\u201d and is built to be forked and rewired."
   ],
   "stars_evidence": [
    "Below are the open source CLI coding agents worth your time in 2026, ranked by GitHub stars (the clearest popularity signal we have, all pulled live in late May 2026), with honest notes on licenses, local-model support, and which projects are quietly dying.",
    "Comparison Table for Top Open Source CLI Coding Agents",
    "| CLI Agent | GitHub Stars | License | Local Models | Best For |",
    "| **Pi** | ~54k | MIT | Yes | A lean, hackable, token-efficient harness |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://pinggy.io/blog/best_open_source_cli_coding_agents",
   "project": "Goose",
   "repository": "https://github.com/aaif-goose/goose",
   "stars": "46000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Below are the open source CLI coding agents worth your time in 2026, ranked by GitHub stars (the clearest popularity signal we have, all pulled live in late May 2026), with honest notes on licenses, local-model support, and which projects are quietly dying.",
    "Comparison Table for Top Open Source CLI Coding Agents",
    "| CLI Agent | GitHub Stars | License | Local Models | Best For |",
    "| **Goose** | ~46k | Apache-2.0 | Yes | MCP-driven general automation (not just code) |"
   ],
   "repository_evidence": [
    "3. **Top open source CLI agents in 2026 (by GitHub stars)**:",
    "  - OpenCode (~165k) - the default provider-agnostic harness",
    "  - [OpenAI Codex CLI](https://github.com/openai/codex) (~85k) - open source (Apache-2.0), tuned for OpenAI models, sandboxed",
    "  - [OpenHands](https://github.com/OpenHands/OpenHands) (~75k) - autonomous, sandboxed, runs headless in CI",
    "  - [Cline](https://github.com/cline/cline) (~62k) - model-agnostic across IDE, CLI, and SDK",
    "  - Pi (~54k) - lean, token-efficient, hackable",
    "  - [Goose](https://github.com/aaif-goose/goose) (~46k) - general MCP agent, now under the Linux Foundation"
   ],
   "stars_evidence": [
    "Below are the open source CLI coding agents worth your time in 2026, ranked by GitHub stars (the clearest popularity signal we have, all pulled live in late May 2026), with honest notes on licenses, local-model support, and which projects are quietly dying.",
    "Comparison Table for Top Open Source CLI Coding Agents",
    "| CLI Agent | GitHub Stars | License | Local Models | Best For |",
    "| **Goose** | ~46k | Apache-2.0 | Yes | MCP-driven general automation (not just code) |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://pinggy.io/blog/best_open_source_cli_coding_agents",
   "project": "Aider",
   "repository": "https://github.com/Aider-AI/aider",
   "stars": "45000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Below are the open source CLI coding agents worth your time in 2026, ranked by GitHub stars (the clearest popularity signal we have, all pulled live in late May 2026), with honest notes on licenses, local-model support, and which projects are quietly dying.",
    "Comparison Table for Top Open Source CLI Coding Agents",
    "| CLI Agent | GitHub Stars | License | Local Models | Best For |",
    "| **Aider** | ~45k | Apache-2.0 | Yes | Git-native, surgical multi-file edits |"
   ],
   "repository_evidence": [
    "3. **Top open source CLI agents in 2026 (by GitHub stars)**:",
    "  - OpenCode (~165k) - the default provider-agnostic harness",
    "  - [OpenAI Codex CLI](https://github.com/openai/codex) (~85k) - open source (Apache-2.0), tuned for OpenAI models, sandboxed",
    "  - [OpenHands](https://github.com/OpenHands/OpenHands) (~75k) - autonomous, sandboxed, runs headless in CI",
    "  - [Cline](https://github.com/cline/cline) (~62k) - model-agnostic across IDE, CLI, and SDK",
    "  - Pi (~54k) - lean, token-efficient, hackable",
    "  - [Goose](https://github.com/aaif-goose/goose) (~46k) - general MCP agent, now under the Linux Foundation",
    "  - [Aider](https://github.com/Aider-AI/aider) (~45k) - Git-native pair programming"
   ],
   "stars_evidence": [
    "Below are the open source CLI coding agents worth your time in 2026, ranked by GitHub stars (the clearest popularity signal we have, all pulled live in late May 2026), with honest notes on licenses, local-model support, and which projects are quietly dying.",
    "Comparison Table for Top Open Source CLI Coding Agents",
    "| CLI Agent | GitHub Stars | License | Local Models | Best For |",
    "| **Aider** | ~45k | Apache-2.0 | Yes | Git-native, surgical multi-file edits |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://pinggy.io/blog/best_open_source_cli_coding_agents",
   "project": "Continue",
   "repository": "https://github.com/continuedev/continue",
   "stars": "33000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Below are the open source CLI coding agents worth your time in 2026, ranked by GitHub stars (the clearest popularity signal we have, all pulled live in late May 2026), with honest notes on licenses, local-model support, and which projects are quietly dying.",
    "Comparison Table for Top Open Source CLI Coding Agents",
    "| CLI Agent | GitHub Stars | License | Local Models | Best For |",
    "| **Continue** | ~33k | Apache-2.0 | Yes | Open-source agent wired into CI as PR checks |"
   ],
   "repository_evidence": [
    "[Continue](https://github.com/continuedev/continue) ships an open-source terminal agent called `cn` (install `npm i -g @continuedev/cli`, then run `cn`), the same engine that powers its IDE extensions."
   ],
   "stars_evidence": [
    "Below are the open source CLI coding agents worth your time in 2026, ranked by GitHub stars (the clearest popularity signal we have, all pulled live in late May 2026), with honest notes on licenses, local-model support, and which projects are quietly dying.",
    "Comparison Table for Top Open Source CLI Coding Agents",
    "| CLI Agent | GitHub Stars | License | Local Models | Best For |",
    "| **Continue** | ~33k | Apache-2.0 | Yes | Open-source agent wired into CI as PR checks |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://pinggy.io/blog/best_open_source_cli_coding_agents",
   "project": "Qwen Code",
   "repository": "https://github.com/QwenLM/qwen-code",
   "stars": "25000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Below are the open source CLI coding agents worth your time in 2026, ranked by GitHub stars (the clearest popularity signal we have, all pulled live in late May 2026), with honest notes on licenses, local-model support, and which projects are quietly dying.",
    "Comparison Table for Top Open Source CLI Coding Agents",
    "| CLI Agent | GitHub Stars | License | Local Models | Best For |",
    "| **Qwen Code** | ~25k | Apache-2.0 | Yes | Open fork of Gemini CLI + open-weight models |"
   ],
   "repository_evidence": [
    "**[Qwen Code](https://github.com/QwenLM/qwen-code)** (~25k stars, Apache-2.0) - Alibaba\u2019s terminal agent, a fork of Google\u2019s Gemini CLI tuned for Qwen-Coder models."
   ],
   "stars_evidence": [
    "Below are the open source CLI coding agents worth your time in 2026, ranked by GitHub stars (the clearest popularity signal we have, all pulled live in late May 2026), with honest notes on licenses, local-model support, and which projects are quietly dying.",
    "Comparison Table for Top Open Source CLI Coding Agents",
    "| CLI Agent | GitHub Stars | License | Local Models | Best For |",
    "| **Qwen Code** | ~25k | Apache-2.0 | Yes | Open fork of Gemini CLI + open-weight models |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://pinggy.io/blog/best_open_source_cli_coding_agents",
   "project": "Crush",
   "repository": "https://github.com/charmbracelet/crush",
   "stars": "25000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Below are the open source CLI coding agents worth your time in 2026, ranked by GitHub stars (the clearest popularity signal we have, all pulled live in late May 2026), with honest notes on licenses, local-model support, and which projects are quietly dying.",
    "Comparison Table for Top Open Source CLI Coding Agents",
    "| CLI Agent | GitHub Stars | License | Local Models | Best For |",
    "| **Crush** | ~25k | FSL-1.1-MIT | Yes | The best-looking terminal UI; mid-session model swaps |"
   ],
   "repository_evidence": [
    "**[Crush](https://github.com/charmbracelet/crush)** (~25k stars, FSL) - Charm\u2019s gorgeous Go TUI, from the team behind Bubble Tea."
   ],
   "stars_evidence": [
    "Below are the open source CLI coding agents worth your time in 2026, ranked by GitHub stars (the clearest popularity signal we have, all pulled live in late May 2026), with honest notes on licenses, local-model support, and which projects are quietly dying.",
    "Comparison Table for Top Open Source CLI Coding Agents",
    "| CLI Agent | GitHub Stars | License | Local Models | Best For |",
    "| **Crush** | ~25k | FSL-1.1-MIT | Yes | The best-looking terminal UI; mid-session model swaps |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://pinggy.io/blog/best_open_source_cli_coding_agents",
   "project": "Kilo Code",
   "repository": "https://github.com/Kilo-Org/kilocode",
   "stars": "20000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "**[Kilo Code](https://github.com/Kilo-Org/kilocode)** (~20k stars, MIT) - a Roo Code fork (and Roo forked from Cline) whose CLI is itself built on OpenCode."
   ],
   "repository_evidence": [
    "**[Kilo Code](https://github.com/Kilo-Org/kilocode)** (~20k stars, MIT) - a Roo Code fork (and Roo forked from Cline) whose CLI is itself built on OpenCode."
   ],
   "stars_evidence": [
    "**[Kilo Code](https://github.com/Kilo-Org/kilocode)** (~20k stars, MIT) - a Roo Code fork (and Roo forked from Cline) whose CLI is itself built on OpenCode."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://pinggy.io/blog/best_open_source_cli_coding_agents",
   "project": "Forge",
   "repository": "https://github.com/tailcallhq/forgecode",
   "stars": "7000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "**[Forge](https://github.com/tailcallhq/forgecode)** (~7k stars, Apache-2.0) - an independent, model-agnostic Rust harness with a clean three-agent split: `forge` implements, `sage` researches read-only, `muse` plans."
   ],
   "repository_evidence": [
    "**[Forge](https://github.com/tailcallhq/forgecode)** (~7k stars, Apache-2.0) - an independent, model-agnostic Rust harness with a clean three-agent split: `forge` implements, `sage` researches read-only, `muse` plans."
   ],
   "stars_evidence": [
    "**[Forge](https://github.com/tailcallhq/forgecode)** (~7k stars, Apache-2.0) - an independent, model-agnostic Rust harness with a clean three-agent split: `forge` implements, `sage` researches read-only, `muse` plans."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://pinggy.io/blog/best_open_source_cli_coding_agents",
   "project": "gptme",
   "repository": "https://github.com/gptme/gptme",
   "stars": "4000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "**[gptme](https://github.com/gptme/gptme)** (~4k stars, MIT) - a deliberately small Python CLI agent that can use the shell, run Python, and edit files."
   ],
   "repository_evidence": [
    "**[gptme](https://github.com/gptme/gptme)** (~4k stars, MIT) - a deliberately small Python CLI agent that can use the shell, run Python, and edit files."
   ],
   "stars_evidence": [
    "**[gptme](https://github.com/gptme/gptme)** (~4k stars, MIT) - a deliberately small Python CLI agent that can use the shell, run Python, and edit files."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://pinggy.io/blog/best_open_source_cli_coding_agents",
   "project": "Plandex",
   "repository": "https://github.com/plandex-ai/plandex",
   "stars": "15000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "**[Plandex](https://github.com/plandex-ai/plandex)** (~15k stars, MIT) - built for very large, multi-step tasks with up to 2M tokens of context and a diff-review sandbox."
   ],
   "repository_evidence": [
    "**[Plandex](https://github.com/plandex-ai/plandex)** (~15k stars, MIT) - built for very large, multi-step tasks with up to 2M tokens of context and a diff-review sandbox."
   ],
   "stars_evidence": [
    "**[Plandex](https://github.com/plandex-ai/plandex)** (~15k stars, MIT) - built for very large, multi-step tasks with up to 2M tokens of context and a diff-review sandbox."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/steel-dev%2Fawesome-web-agents",
   "project": "Plasmate",
   "repository": "github.com/plasmate-labs/plasmate",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-web-agents",
    "- ## AI Web Scrapers/Crawlers",
    "  - ### Dev Tools",
    "    - [Plasmate](/projects/github.com%2Fplasmate-labs%2Fplasmate) - Open-source headless browser engine for AI agents. Compiles HTML to Semantic Object Model (SOM) with 17.5x token compression. 13 MCP tools. First browser tool on the MCP Registry. Rust, Apache-2.0. ![GitHub Repo stars](https://img.shields.io/github/stars/plasmate-labs/plasmate?style=social)"
   ],
   "repository_evidence": [
    "# awesome-web-agents",
    "- ## AI Web Scrapers/Crawlers",
    "  - ### Dev Tools",
    "    - [Plasmate](/projects/github.com%2Fplasmate-labs%2Fplasmate) - Open-source headless browser engine for AI agents. Compiles HTML to Semantic Object Model (SOM) with 17.5x token compression. 13 MCP tools. First browser tool on the MCP Registry. Rust, Apache-2.0. ![GitHub Repo stars](https://img.shields.io/github/stars/plasmate-labs/plasmate?style=social)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://repos.skila.ai/github/gpt-researcher",
   "project": "gpt-researcher",
   "repository": null,
   "stars": "25800",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# assafelovic/gpt-researcher",
    "GPT Researcher ranked #1 in citation quality, report quality, and coverage in Carnegie Mellon University's DeepResearchGym benchmark \u2014 beating Perplexity, OpenAI's deep research, and HuggingFace with 85.36% citation precision and 90.82% recall."
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# assafelovic/gpt-researcher",
    "With 25.8K GitHub stars, 3.4K forks, and nearly 3,000 commits on the main branch, this is one of the most actively maintained AI research agents in the open-source ecosystem."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://agenthivex.com/agent/microsoft-ufo",
   "project": "UFO",
   "repository": "https://microsoft.github.io/UFO/",
   "stars": "9151",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# UFO",
    "AI Platform",
    "UFO\u00b3: Weaving the Digital Agent Galaxy",
    "UFO\u00b3: Weaving the Digital Agent Galaxy Ranked #254 in our GitHub AI tools index with 9,151 stars."
   ],
   "repository_evidence": [
    "# UFO",
    "AI Platform",
    "UFO\u00b3: Weaving the Digital Agent Galaxy",
    "The project is developed in the open with a dedicated product site at https://microsoft.github.io/UFO/."
   ],
   "stars_evidence": [
    "# UFO",
    "AI Platform",
    "UFO\u00b3: Weaving the Digital Agent Galaxy",
    "UFO\u00b3: Weaving the Digital Agent Galaxy Ranked #254 in our GitHub AI tools index with 9,151 stars."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://aifor.dev/sources/summary-worldofai-openmanus",
   "project": "OpenManus",
   "repository": "https://github.com/mannaandpoem/OpenManus",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# OpenManus: Free Manus Alternative",
    "Within days, the **MetaGPT** team shipped **OpenManus** ([github.com/mannaandpoem/OpenManus](https://github.com/mannaandpoem/OpenManus)) \u2014 an open-source clone of the agent loop without the polished UI."
   ],
   "repository_evidence": [
    "# OpenManus: Free Manus Alternative",
    "Within days, the **MetaGPT** team shipped **OpenManus** ([github.com/mannaandpoem/OpenManus](https://github.com/mannaandpoem/OpenManus)) \u2014 an open-source clone of the agent loop without the polished UI."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/ZhengtongYan/awesome-LLM-resources",
   "project": "AutoGen",
   "repository": "https://github.com/microsoft/autogen",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "1. [AutoGen](https://github.com/microsoft/autogen): AutoGen is a framework that enables the development of LLM applications using multiple agents that can converse with each other to solve tasks. [AutoGen AIStudio](https://autogen-studio.com/)"
   ],
   "repository_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "1. [AutoGen](https://github.com/microsoft/autogen): AutoGen is a framework that enables the development of LLM applications using multiple agents that can converse with each other to solve tasks. [AutoGen AIStudio](https://autogen-studio.com/)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/ZhengtongYan/awesome-LLM-resources",
   "project": "CrewAI",
   "repository": "https://github.com/joaomdmoura/crewAI",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "2. [CrewAI](https://github.com/joaomdmoura/crewAI): Framework for orchestrating role-playing, autonomous AI agents. By fostering collaborative intelligence, CrewAI empowers agents to work together seamlessly, tackling complex tasks."
   ],
   "repository_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "2. [CrewAI](https://github.com/joaomdmoura/crewAI): Framework for orchestrating role-playing, autonomous AI agents. By fostering collaborative intelligence, CrewAI empowers agents to work together seamlessly, tackling complex tasks."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/ZhengtongYan/awesome-LLM-resources",
   "project": "Coze",
   "repository": "https://www.coze.com/",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "3. [Coze](https://www.coze.com/)"
   ],
   "repository_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "3. [Coze](https://www.coze.com/)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/ZhengtongYan/awesome-LLM-resources",
   "project": "AgentGPT",
   "repository": "https://github.com/reworkd/AgentGPT",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "4. [AgentGPT](https://github.com/reworkd/AgentGPT): Assemble, configure, and deploy autonomous AI Agents in your browser."
   ],
   "repository_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "4. [AgentGPT](https://github.com/reworkd/AgentGPT): Assemble, configure, and deploy autonomous AI Agents in your browser."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/ZhengtongYan/awesome-LLM-resources",
   "project": "XAgent",
   "repository": "https://github.com/OpenBMB/XAgent",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "5. [XAgent](https://github.com/OpenBMB/XAgent): An Autonomous LLM Agent for Complex Task Solving."
   ],
   "repository_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "5. [XAgent](https://github.com/OpenBMB/XAgent): An Autonomous LLM Agent for Complex Task Solving."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/ZhengtongYan/awesome-LLM-resources",
   "project": "MobileAgent",
   "repository": "https://github.com/X-PLUG/MobileAgent",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "6. [MobileAgent](https://github.com/X-PLUG/MobileAgent): The Powerful Mobile Device Operation Assistant Family."
   ],
   "repository_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "6. [MobileAgent](https://github.com/X-PLUG/MobileAgent): The Powerful Mobile Device Operation Assistant Family."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/ZhengtongYan/awesome-LLM-resources",
   "project": "Lagent",
   "repository": "https://github.com/InternLM/lagent",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "7. [Lagent](https://github.com/InternLM/lagent): A lightweight framework for building LLM-based agents."
   ],
   "repository_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "7. [Lagent](https://github.com/InternLM/lagent): A lightweight framework for building LLM-based agents."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/ZhengtongYan/awesome-LLM-resources",
   "project": "Qwen-Agent",
   "repository": "https://github.com/QwenLM/Qwen-Agent",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "8. [Qwen-Agent](https://github.com/QwenLM/Qwen-Agent): Agent framework and applications built upon Qwen2, featuring Function Calling, Code Interpreter, RAG, and Chrome extension."
   ],
   "repository_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "8. [Qwen-Agent](https://github.com/QwenLM/Qwen-Agent): Agent framework and applications built upon Qwen2, featuring Function Calling, Code Interpreter, RAG, and Chrome extension."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/ZhengtongYan/awesome-LLM-resources",
   "project": "LinkAI",
   "repository": "https://link-ai.tech/portal",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "9. [LinkAI](https://link-ai.tech/portal): \u4e00\u7ad9\u5f0f AI \u667a\u80fd\u4f53\u642d\u5efa\u5e73\u53f0"
   ],
   "repository_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "9. [LinkAI](https://link-ai.tech/portal): \u4e00\u7ad9\u5f0f AI \u667a\u80fd\u4f53\u642d\u5efa\u5e73\u53f0"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/ZhengtongYan/awesome-LLM-resources",
   "project": "Baidu APPBuilder",
   "repository": "https://appbuilder.cloud.baidu.com/",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "10. [Baidu APPBuilder](https://appbuilder.cloud.baidu.com/)"
   ],
   "repository_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "10. [Baidu APPBuilder](https://appbuilder.cloud.baidu.com/)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/ZhengtongYan/awesome-LLM-resources",
   "project": "agentUniverse",
   "repository": "https://github.com/alipay/agentUniverse",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "11. [agentUniverse](https://github.com/alipay/agentUniverse): agentUniverse is a LLM multi-agent framework that allows developers to easily build multi-agent applications. Furthermore, through the community, they can exchange and share practices of patterns across different domains."
   ],
   "repository_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "11. [agentUniverse](https://github.com/alipay/agentUniverse): agentUniverse is a LLM multi-agent framework that allows developers to easily build multi-agent applications. Furthermore, through the community, they can exchange and share practices of patterns across different domains."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/ZhengtongYan/awesome-LLM-resources",
   "project": "LazyLLM",
   "repository": "https://github.com/LazyAGI/LazyLLM",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "12. [LazyLLM](https://github.com/LazyAGI/LazyLLM): \u4f4e\u4ee3\u7801\u6784\u5efa\u591aAgent\u5927\u6a21\u578b\u5e94\u7528\u7684\u5f00\u53d1\u5de5\u5177"
   ],
   "repository_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "12. [LazyLLM](https://github.com/LazyAGI/LazyLLM): \u4f4e\u4ee3\u7801\u6784\u5efa\u591aAgent\u5927\u6a21\u578b\u5e94\u7528\u7684\u5f00\u53d1\u5de5\u5177"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/ZhengtongYan/awesome-LLM-resources",
   "project": "AgentScope",
   "repository": "https://github.com/modelscope/agentscope",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "13. [AgentScope](https://github.com/modelscope/agentscope): Start building LLM-empowered multi-agent applications in an easier way."
   ],
   "repository_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "13. [AgentScope](https://github.com/modelscope/agentscope): Start building LLM-empowered multi-agent applications in an easier way."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/ZhengtongYan/awesome-LLM-resources",
   "project": "MoA",
   "repository": "https://github.com/togethercomputer/MoA",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "14. [MoA](https://github.com/togethercomputer/MoA): Mixture of Agents (MoA) is a novel approach that leverages the collective strengths of multiple LLMs to enhance performance, achieving state-of-the-art results."
   ],
   "repository_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "14. [MoA](https://github.com/togethercomputer/MoA): Mixture of Agents (MoA) is a novel approach that leverages the collective strengths of multiple LLMs to enhance performance, achieving state-of-the-art results."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/ZhengtongYan/awesome-LLM-resources",
   "project": "Agently",
   "repository": "https://github.com/Maplemx/Agently",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "15. [Agently](https://github.com/Maplemx/Agently): AI Agent Application Development Framework."
   ],
   "repository_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "15. [Agently](https://github.com/Maplemx/Agently): AI Agent Application Development Framework."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/ZhengtongYan/awesome-LLM-resources",
   "project": "OmAgent",
   "repository": "https://github.com/om-ai-lab/OmAgent",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "16. [OmAgent](https://github.com/om-ai-lab/OmAgent): A multimodal agent framework for solving complex tasks."
   ],
   "repository_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "16. [OmAgent](https://github.com/om-ai-lab/OmAgent): A multimodal agent framework for solving complex tasks."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/ZhengtongYan/awesome-LLM-resources",
   "project": "Tribe",
   "repository": "https://github.com/StreetLamb/tribe",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "17. [Tribe](https://github.com/StreetLamb/tribe): No code tool to rapidly build and coordinate multi-agent teams."
   ],
   "repository_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "17. [Tribe](https://github.com/StreetLamb/tribe): No code tool to rapidly build and coordinate multi-agent teams."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/ZhengtongYan/awesome-LLM-resources",
   "project": "CAMEL",
   "repository": "https://github.com/camel-ai/camel",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "18. [CAMEL](https://github.com/camel-ai/camel): First LLM multi-agent framework and an open-source community dedicated to finding the scaling law of agents."
   ],
   "repository_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "18. [CAMEL](https://github.com/camel-ai/camel): First LLM multi-agent framework and an open-source community dedicated to finding the scaling law of agents."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/ZhengtongYan/awesome-LLM-resources",
   "project": "PraisonAI",
   "repository": "https://github.com/MervinPraison/PraisonAI/",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "19. [PraisonAI](https://github.com/MervinPraison/PraisonAI/): PraisonAI application combines AutoGen and CrewAI or similar frameworks into a low-code solution for building and managing multi-agent LLM systems, focusing on simplicity, customisation, and efficient human-agent collaboration."
   ],
   "repository_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "19. [PraisonAI](https://github.com/MervinPraison/PraisonAI/): PraisonAI application combines AutoGen and CrewAI or similar frameworks into a low-code solution for building and managing multi-agent LLM systems, focusing on simplicity, customisation, and efficient human-agent collaboration."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/ZhengtongYan/awesome-LLM-resources",
   "project": "IoA",
   "repository": "https://github.com/openbmb/ioa",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "20. [IoA](https://github.com/openbmb/ioa): An open-source framework for collaborative AI agents, enabling diverse, distributed agents to team up and tackle complex tasks through internet-like connectivity."
   ],
   "repository_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "20. [IoA](https://github.com/openbmb/ioa): An open-source framework for collaborative AI agents, enabling diverse, distributed agents to team up and tackle complex tasks through internet-like connectivity."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/ZhengtongYan/awesome-LLM-resources",
   "project": "llama-agentic-system",
   "repository": "https://github.com/meta-llama/llama-agentic-system",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "21. [llama-agentic-system ](https://github.com/meta-llama/llama-agentic-system): Agentic components of the Llama Stack APIs."
   ],
   "repository_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "21. [llama-agentic-system ](https://github.com/meta-llama/llama-agentic-system): Agentic components of the Llama Stack APIs."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/ZhengtongYan/awesome-LLM-resources",
   "project": "Agent Zero",
   "repository": "https://github.com/frdel/agent-zero",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "22. [Agent Zero](https://github.com/frdel/agent-zero): Agent Zero is not a predefined agentic framework. It is designed to be dynamic, organically growing, and learning as you use it."
   ],
   "repository_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "22. [Agent Zero](https://github.com/frdel/agent-zero): Agent Zero is not a predefined agentic framework. It is designed to be dynamic, organically growing, and learning as you use it."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/ZhengtongYan/awesome-LLM-resources",
   "project": "Agents",
   "repository": "https://github.com/aiwaves-cn/agents",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "23. [Agents](https://github.com/aiwaves-cn/agents): An Open-source Framework for Data-centric, Self-evolving Autonomous Language Agents."
   ],
   "repository_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "23. [Agents](https://github.com/aiwaves-cn/agents): An Open-source Framework for Data-centric, Self-evolving Autonomous Language Agents."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/ZhengtongYan/awesome-LLM-resources",
   "project": "AgentScope",
   "repository": "https://github.com/modelscope/agentscope",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "24. [AgentScope](https://github.com/modelscope/agentscope): Start building LLM-empowered multi-agent applications in an easier way."
   ],
   "repository_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "24. [AgentScope](https://github.com/modelscope/agentscope): Start building LLM-empowered multi-agent applications in an easier way."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/ZhengtongYan/awesome-LLM-resources",
   "project": "FastAgency",
   "repository": "https://github.com/airtai/fastagency",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "25. [FastAgency](https://github.com/airtai/fastagency): The fastest way to bring multi-agent workflows to production."
   ],
   "repository_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "25. [FastAgency](https://github.com/airtai/fastagency): The fastest way to bring multi-agent workflows to production."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/ZhengtongYan/awesome-LLM-resources",
   "project": "Swarm",
   "repository": "https://github.com/openai/swarm",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "26. [Swarm](https://github.com/openai/swarm): Framework for building, orchestrating and deploying multi-agent systems. Managed by OpenAI Solutions team. Experimental framework."
   ],
   "repository_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "26. [Swarm](https://github.com/openai/swarm): Framework for building, orchestrating and deploying multi-agent systems. Managed by OpenAI Solutions team. Experimental framework."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/ZhengtongYan/awesome-LLM-resources",
   "project": "Agent-S",
   "repository": "https://github.com/simular-ai/Agent-S",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "27. [Agent-S](https://github.com/simular-ai/Agent-S): an open agentic framework that uses computers like a human."
   ],
   "repository_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "27. [Agent-S](https://github.com/simular-ai/Agent-S): an open agentic framework that uses computers like a human."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/ZhengtongYan/awesome-LLM-resources",
   "project": "PydanticAI",
   "repository": "https://github.com/pydantic/pydantic-ai",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "28. [PydanticAI](https://github.com/pydantic/pydantic-ai): Agent Framework / shim to use Pydantic with LLMs."
   ],
   "repository_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "28. [PydanticAI](https://github.com/pydantic/pydantic-ai): Agent Framework / shim to use Pydantic with LLMs."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/ZhengtongYan/awesome-LLM-resources",
   "project": "Agentarium",
   "repository": "https://github.com/Thytu/Agentarium",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "29. [Agentarium](https://github.com/Thytu/Agentarium): open-source framework for creating and managing simulations populated with AI-powered agents."
   ],
   "repository_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "29. [Agentarium](https://github.com/Thytu/Agentarium): open-source framework for creating and managing simulations populated with AI-powered agents."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/ZhengtongYan/awesome-LLM-resources",
   "project": "smolagents",
   "repository": "https://github.com/huggingface/smolagents",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "30. [smolagents](https://github.com/huggingface/smolagents): a barebones library for agents. Agents write python code to call tools and orchestrate other agents."
   ],
   "repository_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "30. [smolagents](https://github.com/huggingface/smolagents): a barebones library for agents. Agents write python code to call tools and orchestrate other agents."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/ZhengtongYan/awesome-LLM-resources",
   "project": "Cooragent",
   "repository": "https://github.com/LeapLabTHU/cooragent",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "31. [Cooragent](https://github.com/LeapLabTHU/cooragent): Cooragent is an AI agent collaboration community."
   ],
   "repository_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "31. [Cooragent](https://github.com/LeapLabTHU/cooragent): Cooragent is an AI agent collaboration community."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/ZhengtongYan/awesome-LLM-resources",
   "project": "Agno",
   "repository": "https://github.com/agno-agi/agno",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "32. [Agno](https://github.com/agno-agi/agno): Agno is a lightweight library for building Agents with memory, knowledge, tools and reasoning."
   ],
   "repository_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "32. [Agno](https://github.com/agno-agi/agno): Agno is a lightweight library for building Agents with memory, knowledge, tools and reasoning."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/ZhengtongYan/awesome-LLM-resources",
   "project": "Suna",
   "repository": "https://github.com/kortix-ai/suna",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "33. [Suna](https://github.com/kortix-ai/suna): Open Source Generalist AI Agent."
   ],
   "repository_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "33. [Suna](https://github.com/kortix-ai/suna): Open Source Generalist AI Agent."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/ZhengtongYan/awesome-LLM-resources",
   "project": "rowboat",
   "repository": "https://github.com/rowboatlabs/rowboat",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "34. [rowboat](https://github.com/rowboatlabs/rowboat): Let AI build multi-agent workflows for you in minutes."
   ],
   "repository_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "34. [rowboat](https://github.com/rowboatlabs/rowboat): Let AI build multi-agent workflows for you in minutes."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/ZhengtongYan/awesome-LLM-resources",
   "project": "EvoAgentX",
   "repository": "https://github.com/EvoAgentX/EvoAgentX",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "35. [EvoAgentX](https://github.com/EvoAgentX/EvoAgentX): Building a Self-Evolving Ecosystem of AI Agents."
   ],
   "repository_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "35. [EvoAgentX](https://github.com/EvoAgentX/EvoAgentX): Building a Self-Evolving Ecosystem of AI Agents."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/ZhengtongYan/awesome-LLM-resources",
   "project": "ii-agent",
   "repository": "https://github.com/Intelligent-Internet/ii-agent",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "36. [ii-agent](https://github.com/Intelligent-Internet/ii-agent): a new open-source framework to build and deploy intelligent agents."
   ],
   "repository_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "36. [ii-agent](https://github.com/Intelligent-Internet/ii-agent): a new open-source framework to build and deploy intelligent agents."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/ZhengtongYan/awesome-LLM-resources",
   "project": "OWL",
   "repository": "https://github.com/camel-ai/owl",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "37. [OWL](https://github.com/camel-ai/owl): Optimized Workforce Learning for General Multi-Agent Assistance in Real-World Task Automation."
   ],
   "repository_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "37. [OWL](https://github.com/camel-ai/owl): Optimized Workforce Learning for General Multi-Agent Assistance in Real-World Task Automation."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/ZhengtongYan/awesome-LLM-resources",
   "project": "OpenManus",
   "repository": "https://github.com/FoundationAgents/OpenManus",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "38. [OpenManus](https://github.com/FoundationAgents/OpenManus): No fortress, purely open ground. OpenManus is Coming."
   ],
   "repository_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "38. [OpenManus](https://github.com/FoundationAgents/OpenManus): No fortress, purely open ground. OpenManus is Coming."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://arxiv.org/pdf/2603.18079v1",
   "project": "SLEA-RL",
   "repository": "https://github.com/kingofspace0wzz/slea-rl/",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "SLEA-RL\n: Step-Level Experience Augmented Reinforcement\nLearning for Multi-Turn Agentic Training",
    "Our\ncode is available at https://github.com/\nkingofspace0wzz/slea-rl/."
   ],
   "repository_evidence": [
    "SLEA-RL\n: Step-Level Experience Augmented Reinforcement\nLearning for Multi-Turn Agentic Training",
    "Our\ncode is available at https://github.com/\nkingofspace0wzz/slea-rl/."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://baeseokjae.github.io/posts/cline-alternatives-2026",
   "project": "Cline",
   "repository": null,
   "stars": "61200",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Cline is the open-source AI coding agent that defined the VS Code agent category \u2014 5 million-plus installs and 61,200-plus GitHub stars make that case plainly.",
    "Best Cline Alternatives 2026: The Open-Source AI Coding Agent Landscape"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "Cline is the open-source AI coding agent that defined the VS Code agent category \u2014 5 million-plus installs and 61,200-plus GitHub stars make that case plainly.",
    "Best Cline Alternatives 2026: The Open-Source AI Coding Agent Landscape"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://baeseokjae.github.io/posts/cline-alternatives-2026",
   "project": "Kilo Code",
   "repository": null,
   "stars": "19200",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Kilo Code is the most important name in the Cline alternatives landscape in 2026, and the reason starts with Roo Code\u2019s shutdown announcement.",
    "Best Cline Alternatives 2026: The Open-Source AI Coding Agent Landscape"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "Backed by an $8 million seed round and already at 1.5 million-plus users and 19,200-plus GitHub stars, Kilo Code is not a prototype \u2014 it is a well-funded, actively maintained product that ships Roo Code\u2019s strongest features with production-grade stability.",
    "Best Cline Alternatives 2026: The Open-Source AI Coding Agent Landscape"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://baeseokjae.github.io/posts/cline-alternatives-2026",
   "project": "Roo Code",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Roo Code \u2014 the multi-mode, multi-agent Cline fork with Orchestrator mode and Boomerang Tasks \u2014 announced it would cease active development, leaving its 1.5 million-plus users in need of a supported migration target.",
    "Best Cline Alternatives 2026: The Open-Source AI Coding Agent Landscape"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://baeseokjae.github.io/posts/cline-alternatives-2026",
   "project": "Continue.dev",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Continue.dev addresses a specific tension in the AI coding agent market: teams that want deep IDE integration comparable to GitHub Copilot but require open-source licensing, local model support, and full customization authority over what the agent does and does not access.",
    "Best Cline Alternatives 2026: The Open-Source AI Coding Agent Landscape"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://baeseokjae.github.io/posts/cline-alternatives-2026",
   "project": "PearAI",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "PearAI and Zed AI address a different layer of the alternatives question: not which VS Code extension or terminal agent to use, but whether VS Code itself is the right host for AI-assisted development.",
    "Best Cline Alternatives 2026: The Open-Source AI Coding Agent Landscape"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://baeseokjae.github.io/posts/cline-alternatives-2026",
   "project": "Zed AI",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "PearAI and Zed AI address a different layer of the alternatives question: not which VS Code extension or terminal agent to use, but whether VS Code itself is the right host for AI-assisted development.",
    "Best Cline Alternatives 2026: The Open-Source AI Coding Agent Landscape"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://baeseokjae.github.io/posts/cline-alternatives-2026",
   "project": "Aider",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Aider holds a 4.2 out of 5 rating across developer reviews and a firmly loyal user base, and those numbers make sense once you understand who it is built for.",
    "Best Cline Alternatives 2026: The Open-Source AI Coding Agent Landscape"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://baeseokjae.github.io/posts/cline-alternatives-2026",
   "project": "OpenCode",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "OpenCode is the newest entrant in this comparison and the most technically interesting for a specific audience.",
    "Best Cline Alternatives 2026: The Open-Source AI Coding Agent Landscape"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://dassi.ai/blog/open-source-ai-browser-agents-compared",
   "project": "Browser Use",
   "repository": null,
   "stars": "78000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Open Source Browser Agents Are Having a Moment",
    "Browser Use sits at 78,000 GitHub stars with an 89.1% on WebVoyager."
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# Open Source Browser Agents Are Having a Moment",
    "Browser Use sits at 78,000 GitHub stars with an 89.1% on WebVoyager."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://dassi.ai/blog/open-source-ai-browser-agents-compared",
   "project": "Skyvern 2.0",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Open Source Browser Agents Are Having a Moment",
    "Skyvern 2.0 posted 85.85% using a new Planner-Actor-Validator architecture, which nearly doubled their v1 score of around 45%."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://dassi.ai/blog/open-source-ai-browser-agents-compared",
   "project": "Yamak",
   "repository": null,
   "stars": "6",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Open Source Browser Agents Are Having a Moment",
    "And then there\u2019s Yamak, six GitHub stars, built in Kotlin on JetBrains\u2019 Koog agent framework, which is wild because the entire rest of the ecosystem runs on Python or TypeScript and apparently nobody told the Yamak developers."
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# Open Source Browser Agents Are Having a Moment",
    "And then there\u2019s Yamak, six GitHub stars, built in Kotlin on JetBrains\u2019 Koog agent framework, which is wild because the entire rest of the ecosystem runs on Python or TypeScript and apparently nobody told the Yamak developers."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://dassi.ai/blog/open-source-ai-browser-agents-compared",
   "project": "OpenClaw",
   "repository": null,
   "stars": "100000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Open Source Browser Agents Are Having a Moment",
    "OpenClaw crossed 100,000+ GitHub stars and security researchers at Wiz almost immediately found [unauthenticated access to its production database](https://fortune.com/2026/01/31/ai-agent-moltbot-clawdbot-openclaw-data-privacy-security-nightmare-moltbook-social-network/), exposing tens of thousands of email addresses, prompting China\u2019s Ministry of Industry and Information Technology to issue a formal misconfiguration warning."
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# Open Source Browser Agents Are Having a Moment",
    "OpenClaw crossed 100,000+ GitHub stars and security researchers at Wiz almost immediately found [unauthenticated access to its production database](https://fortune.com/2026/01/31/ai-agent-moltbot-clawdbot-openclaw-data-privacy-security-nightmare-moltbook-social-network/), exposing tens of thousands of email addresses, prompting China\u2019s Ministry of Industry and Information Technology to issue a formal misconfiguration warning."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://arxiv.org/html/2602.13830v3",
   "project": "gpt-researcher",
   "repository": "https://github.com/assafelovic/gpt-researcher",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## 1 Introduction",
    "[9] Gpt-researcher. Note: [https://github.com/assafelovic/gpt-researcher](https://github.com/assafelovic/gpt-researcher)GitHub repository. Accessed: 2025-12-29 Cited by: \u00a71, \u00a72.1."
   ],
   "repository_evidence": [
    "## 1 Introduction",
    "[9] Gpt-researcher. Note: [https://github.com/assafelovic/gpt-researcher](https://github.com/assafelovic/gpt-researcher)GitHub repository. Accessed: 2025-12-29 Cited by: \u00a71, \u00a72.1."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://arxiv.org/html/2602.13830v3",
   "project": "open_deep_research",
   "repository": "https://github.com/langchain-ai/open_deep_research",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## 1 Introduction",
    "[16] Open_deep_research. Note: [https://github.com/langchain-ai/open_deep_research](https://github.com/langchain-ai/open_deep_research)GitHub repository. Accessed: 2025-12-29 Cited by: \u00a71, \u00a72.1, \u00a74.1."
   ],
   "repository_evidence": [
    "## 1 Introduction",
    "[16] Open_deep_research. Note: [https://github.com/langchain-ai/open_deep_research](https://github.com/langchain-ai/open_deep_research)GitHub repository. Accessed: 2025-12-29 Cited by: \u00a71, \u00a72.1, \u00a74.1."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://arxiv.org/html/2602.13830v3",
   "project": "Qwen-Agent",
   "repository": "https://github.com/QwenLM/Qwen-Agent",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## 1 Introduction",
    "Qwen-agent: agent framework and applications built upon qwen. Note: GitHub repositoryAccessed: 2026-01-28 External Links: [Link](https://github.com/QwenLM/Qwen-Agent) Cited by: \u00a74.1."
   ],
   "repository_evidence": [
    "## 1 Introduction",
    "Qwen-agent: agent framework and applications built upon qwen. Note: GitHub repositoryAccessed: 2026-01-28 External Links: [Link](https://github.com/QwenLM/Qwen-Agent) Cited by: \u00a74.1."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://arxiv.org/html/2602.13830v3",
   "project": "ydc-deep-research-evals",
   "repository": "https://github.com/youdotcom-oss/ydc-deep-research-evals",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## 1 Introduction",
    "DeepConsult: A Deep Research Benchmark for Consulting / Business Queries. Note: [https://github.com/youdotcom-oss/ydc-deep-research-evals](https://github.com/youdotcom-oss/ydc-deep-research-evals)GitHub repository. Accessed: 2025-12-29 Cited by: \u00a71, \u00a71, \u00a72.1, \u00a74.1."
   ],
   "repository_evidence": [
    "## 1 Introduction",
    "DeepConsult: A Deep Research Benchmark for Consulting / Business Queries. Note: [https://github.com/youdotcom-oss/ydc-deep-research-evals](https://github.com/youdotcom-oss/ydc-deep-research-evals)GitHub repository. Accessed: 2025-12-29 Cited by: \u00a71, \u00a71, \u00a72.1, \u00a74.1."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://arxiv.org/html/2602.13830v3",
   "project": "Crawl4AI",
   "repository": "https://github.com/unclecode/crawl4ai",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## 4 Experiments",
    "Crawl4AI: open-source llm friendly web crawler & scraper Note: [https://github.com/unclecode/crawl4ai](https://github.com/unclecode/crawl4ai) Cited by: \u00a74.1."
   ],
   "repository_evidence": [
    "## 4 Experiments",
    "Crawl4AI: open-source llm friendly web crawler & scraper Note: [https://github.com/unclecode/crawl4ai](https://github.com/unclecode/crawl4ai) Cited by: \u00a74.1."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://blog.imseankim.com/ai-agent-platform-comparison-autogpt-babyagi-agentgpt-july-2025",
   "project": "AutoGPT",
   "repository": "https://github.com/Significant-Gravitas/AutoGPT",
   "stars": "178000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "AI Agent Platform Comparison July 2025: AutoGPT vs BabyAGI vs AgentGPT \u2014 Which One Actually Delivers?",
    "AutoGPT: The Pioneer\u2019s Evolution"
   ],
   "repository_evidence": [
    "AI Agent Platform Comparison July 2025: AutoGPT vs BabyAGI vs AgentGPT \u2014 Which One Actually Delivers?",
    "AutoGPT: The Pioneer\u2019s Evolution",
    "With 178,000+ GitHub stars, [AutoGPT](https://github.com/Significant-Gravitas/AutoGPT) remains the most recognized name in autonomous AI agents."
   ],
   "stars_evidence": [
    "AI Agent Platform Comparison July 2025: AutoGPT vs BabyAGI vs AgentGPT \u2014 Which One Actually Delivers?",
    "178,000 GitHub stars. Three competing visions of autonomous AI. And after six months of testing agent platforms for production workflows, I can tell you that the AI agent platform comparison landscape in July 2025 looks nothing like the hype cycle promised two years ago.",
    "AutoGPT: The Pioneer\u2019s Evolution",
    "With 178,000+ GitHub stars, [AutoGPT](https://github.com/Significant-Gravitas/AutoGPT) remains the most recognized name in autonomous AI agents."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://blog.imseankim.com/ai-agent-platform-comparison-autogpt-babyagi-agentgpt-july-2025",
   "project": "BabyAGI",
   "repository": "https://github.com/yoheinakajima/babyagi_archive",
   "stars": "19700",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "AI Agent Platform Comparison July 2025: AutoGPT vs BabyAGI vs AgentGPT \u2014 Which One Actually Delivers?",
    "BabyAGI: From Task Manager to Self-Building Framework"
   ],
   "repository_evidence": [
    "AI Agent Platform Comparison July 2025: AutoGPT vs BabyAGI vs AgentGPT \u2014 Which One Actually Delivers?",
    "BabyAGI: From Task Manager to Self-Building Framework",
    "Here\u2019s something most people missed: the original [BabyAGI repository was archived in September 2024](https://github.com/yoheinakajima/babyagi_archive)."
   ],
   "stars_evidence": [
    "AI Agent Platform Comparison July 2025: AutoGPT vs BabyAGI vs AgentGPT \u2014 Which One Actually Delivers?",
    "BabyAGI: From Task Manager to Self-Building Framework",
    "The original BabyAGI (19,700+ GitHub stars) served its purpose as a proof of concept, and now the vision lives on in two successors: **BabyAGI 2** and **BabyAGI 2o**."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://blog.imseankim.com/ai-agent-platform-comparison-autogpt-babyagi-agentgpt-july-2025",
   "project": "AgentGPT",
   "repository": "https://github.com/reworkd/AgentGPT",
   "stars": "31000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "AI Agent Platform Comparison July 2025: AutoGPT vs BabyAGI vs AgentGPT \u2014 Which One Actually Delivers?",
    "AgentGPT: Zero-Setup Promise vs Reality"
   ],
   "repository_evidence": [
    "AI Agent Platform Comparison July 2025: AutoGPT vs BabyAGI vs AgentGPT \u2014 Which One Actually Delivers?",
    "AgentGPT: Zero-Setup Promise vs Reality"
   ],
   "stars_evidence": [
    "AI Agent Platform Comparison July 2025: AutoGPT vs BabyAGI vs AgentGPT \u2014 Which One Actually Delivers?",
    "AgentGPT: Zero-Setup Promise vs Reality"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://blog.imseankim.com/ai-agent-platform-comparison-autogpt-babyagi-agentgpt-july-2025",
   "project": "CrewAI",
   "repository": null,
   "stars": "40000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "AI Agent Platform Comparison July 2025: AutoGPT vs BabyAGI vs AgentGPT \u2014 Which One Actually Delivers?",
    "The Wider Ecosystem: CrewAI, LangGraph, and Microsoft AutoGen",
    "CrewAI"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "AI Agent Platform Comparison July 2025: AutoGPT vs BabyAGI vs AgentGPT \u2014 Which One Actually Delivers?",
    "The Wider Ecosystem: CrewAI, LangGraph, and Microsoft AutoGen",
    "CrewAI",
    "CrewAI (~40,000 GitHub stars) saw a staggering **280% adoption increase in 2025** with the launch of its Agent Operations Platform (AOP)."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://blog.imseankim.com/ai-agent-platform-comparison-autogpt-babyagi-agentgpt-july-2025",
   "project": "LangGraph",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "AI Agent Platform Comparison July 2025: AutoGPT vs BabyAGI vs AgentGPT \u2014 Which One Actually Delivers?",
    "The Wider Ecosystem: CrewAI, LangGraph, and Microsoft AutoGen",
    "LangGraph"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://blog.imseankim.com/ai-agent-platform-comparison-autogpt-babyagi-agentgpt-july-2025",
   "project": "Microsoft AutoGen",
   "repository": null,
   "stars": "36000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "AI Agent Platform Comparison July 2025: AutoGPT vs BabyAGI vs AgentGPT \u2014 Which One Actually Delivers?",
    "The Wider Ecosystem: CrewAI, LangGraph, and Microsoft AutoGen",
    "Microsoft AutoGen"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "AI Agent Platform Comparison July 2025: AutoGPT vs BabyAGI vs AgentGPT \u2014 Which One Actually Delivers?",
    "The Wider Ecosystem: CrewAI, LangGraph, and Microsoft AutoGen",
    "Microsoft AutoGen",
    "Microsoft\u2019s AutoGen (36,000+ GitHub stars) underwent a complete v0.4 redesign with an asynchronous, event-driven architecture."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/dmi-interface/DMI",
   "project": "Microsoft UFO",
   "repository": "https://github.com/microsoft/UFO",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# **DMI** : LLM-friendly OS interfaces for Computer-Use Agents",
    "DMI interface is integrated into [microsoft/UFO](https://github.com/microsoft/UFO) Windows computer-use agent framework."
   ],
   "repository_evidence": [
    "# **DMI** : LLM-friendly OS interfaces for Computer-Use Agents",
    "DMI interface is integrated into [microsoft/UFO](https://github.com/microsoft/UFO) Windows computer-use agent framework."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://x.com/ZhihuFrontier/status/2089998555889250478",
   "project": "DeepSeek Harness",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "\ud83d\udd13 DeepSeek Harness Looks Half-Baked At First Glance \u2014 Then You Realize That's The Whole Point",
    "DeepSeek Harness went fully open-source on Aug 13, the same day V4 Pro shipped and API pricing jumped to peak/off-peak rates \u2014 the repo blew past tens of thousands of GitHub stars within 24 hours."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/WangRongsheng/awesome-LLM-resources?tab=readme-ov-file",
   "project": "AutoGen",
   "repository": "https://github.com/microsoft/autogen",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "1. [AutoGen](https://github.com/microsoft/autogen): AutoGen is a framework that enables the development of LLM applications using multiple agents that can converse with each other to solve tasks. [AutoGen AIStudio](https://autogen-studio.com/)"
   ],
   "repository_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "1. [AutoGen](https://github.com/microsoft/autogen): AutoGen is a framework that enables the development of LLM applications using multiple agents that can converse with each other to solve tasks. [AutoGen AIStudio](https://autogen-studio.com/)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/Arindam200/awesome-llm-apps",
   "project": "ScrapeGraphAI",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome AI Apps",
    "| [ ![ScrapeGraphAI - Web Scraping Library](https://raw.githubusercontent.com/ScrapeGraphAI/ScrapeGraph-AI/main/docs/assets/scrapegraphai_logo.png) ](https://dub.sh/scrapegraphai) AI Web Scraping framework [ ![View ScrapeGraphAI on GitHub](https://camo.githubusercontent.com/24606100c963b570aa2edc878790666a594d4510d2a35c72c2c8e1193a392730/68747470733a2f2f696d672e736869656c64732e696f2f62616467652f5669736974253230536974652d626c75653f7374796c653d666c61742d737175617265) ](https://dub.sh/scrapegraphai) |"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://pecollective.com/blog/ai-orchestration-frameworks-2026",
   "project": "LangChain",
   "repository": null,
   "stars": "98000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# AI Orchestration Frameworks 2026 - LangChain vs LlamaIndex & More",
    "## Framework Comparison at a Glance",
    "| Framework | Primary Use Case | Complexity | GitHub Stars | Best For |",
    "| [LangChain](/tools/langchain/) | General-purpose orchestration | High | 98K+ | Teams wanting maximum flexibility |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# AI Orchestration Frameworks 2026 - LangChain vs LlamaIndex & More",
    "## Framework Comparison at a Glance",
    "| Framework | Primary Use Case | Complexity | GitHub Stars | Best For |",
    "| [LangChain](/tools/langchain/) | General-purpose orchestration | High | 98K+ | Teams wanting maximum flexibility |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://pecollective.com/blog/ai-orchestration-frameworks-2026",
   "project": "LlamaIndex",
   "repository": null,
   "stars": "38000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# AI Orchestration Frameworks 2026 - LangChain vs LlamaIndex & More",
    "## Framework Comparison at a Glance",
    "| Framework | Primary Use Case | Complexity | GitHub Stars | Best For |",
    "| [LlamaIndex](/tools/llamaindex/) | Data-centric RAG | Medium | 38K+ | RAG-heavy applications |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# AI Orchestration Frameworks 2026 - LangChain vs LlamaIndex & More",
    "## Framework Comparison at a Glance",
    "| Framework | Primary Use Case | Complexity | GitHub Stars | Best For |",
    "| [LlamaIndex](/tools/llamaindex/) | Data-centric RAG | Medium | 38K+ | RAG-heavy applications |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://pecollective.com/blog/ai-orchestration-frameworks-2026",
   "project": "CrewAI",
   "repository": null,
   "stars": "25000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# AI Orchestration Frameworks 2026 - LangChain vs LlamaIndex & More",
    "## Framework Comparison at a Glance",
    "| Framework | Primary Use Case | Complexity | GitHub Stars | Best For |",
    "| CrewAI | Multi-agent systems | Low | 25K+ | Teams building agent teams |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# AI Orchestration Frameworks 2026 - LangChain vs LlamaIndex & More",
    "## Framework Comparison at a Glance",
    "| Framework | Primary Use Case | Complexity | GitHub Stars | Best For |",
    "| CrewAI | Multi-agent systems | Low | 25K+ | Teams building agent teams |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://pecollective.com/blog/ai-orchestration-frameworks-2026",
   "project": "AutoGen",
   "repository": null,
   "stars": "36000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# AI Orchestration Frameworks 2026 - LangChain vs LlamaIndex & More",
    "## Framework Comparison at a Glance",
    "| Framework | Primary Use Case | Complexity | GitHub Stars | Best For |",
    "| AutoGen (Microsoft) | Conversational agents | Medium | 36K+ | Multi-agent conversations |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# AI Orchestration Frameworks 2026 - LangChain vs LlamaIndex & More",
    "## Framework Comparison at a Glance",
    "| Framework | Primary Use Case | Complexity | GitHub Stars | Best For |",
    "| AutoGen (Microsoft) | Conversational agents | Medium | 36K+ | Multi-agent conversations |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://pecollective.com/blog/ai-orchestration-frameworks-2026",
   "project": "Semantic Kernel",
   "repository": null,
   "stars": "22000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# AI Orchestration Frameworks 2026 - LangChain vs LlamaIndex & More",
    "## Framework Comparison at a Glance",
    "| Framework | Primary Use Case | Complexity | GitHub Stars | Best For |",
    "| Semantic Kernel (Microsoft) | Enterprise AI integration | Medium | 22K+ | .NET/Java enterprises |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# AI Orchestration Frameworks 2026 - LangChain vs LlamaIndex & More",
    "## Framework Comparison at a Glance",
    "| Framework | Primary Use Case | Complexity | GitHub Stars | Best For |",
    "| Semantic Kernel (Microsoft) | Enterprise AI integration | Medium | 22K+ | .NET/Java enterprises |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://pecollective.com/blog/ai-orchestration-frameworks-2026",
   "project": "Haystack",
   "repository": null,
   "stars": "18000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# AI Orchestration Frameworks 2026 - LangChain vs LlamaIndex & More",
    "## Framework Comparison at a Glance",
    "| Framework | Primary Use Case | Complexity | GitHub Stars | Best For |",
    "| Haystack (deepset) | Production NLP pipelines | Medium | 18K+ | Production search & QA |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# AI Orchestration Frameworks 2026 - LangChain vs LlamaIndex & More",
    "## Framework Comparison at a Glance",
    "| Framework | Primary Use Case | Complexity | GitHub Stars | Best For |",
    "| Haystack (deepset) | Production NLP pipelines | Medium | 18K+ | Production search & QA |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://pecollective.com/blog/ai-orchestration-frameworks-2026",
   "project": "DSPy",
   "repository": null,
   "stars": "20000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# AI Orchestration Frameworks 2026 - LangChain vs LlamaIndex & More",
    "## Framework Comparison at a Glance",
    "| Framework | Primary Use Case | Complexity | GitHub Stars | Best For |",
    "| DSPy (Stanford) | Programmatic prompt optimization | High | 20K+ | Research and prompt optimization |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# AI Orchestration Frameworks 2026 - LangChain vs LlamaIndex & More",
    "## Framework Comparison at a Glance",
    "| Framework | Primary Use Case | Complexity | GitHub Stars | Best For |",
    "| DSPy (Stanford) | Programmatic prompt optimization | High | 20K+ | Research and prompt optimization |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://runlocalai.co/maps/local-ai-agents-2026",
   "project": "OpenHands",
   "repository": null,
   "stars": "72000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "The local AI agent ecosystem",
    "## Coding agents",
    "### OpenHands"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "The local AI agent ecosystem",
    "## Coding agents",
    "### OpenHands",
    "\u2605 72k"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://runlocalai.co/maps/local-ai-agents-2026",
   "project": "Aider",
   "repository": null,
   "stars": "30000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "The local AI agent ecosystem",
    "## Coding agents",
    "### Aider"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "The local AI agent ecosystem",
    "## Coding agents",
    "### Aider",
    "\u2605 30k"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://runlocalai.co/maps/local-ai-agents-2026",
   "project": "Cline",
   "repository": null,
   "stars": "50000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "The local AI agent ecosystem",
    "## Coding agents",
    "### Cline"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "The local AI agent ecosystem",
    "## Coding agents",
    "### Cline",
    "\u2605 50k"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://runlocalai.co/maps/local-ai-agents-2026",
   "project": "Continue",
   "repository": null,
   "stars": "25000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "The local AI agent ecosystem",
    "## Coding agents",
    "### Continue"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "The local AI agent ecosystem",
    "## Coding agents",
    "### Continue",
    "\u2605 25k"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://runlocalai.co/maps/local-ai-agents-2026",
   "project": "Goose",
   "repository": null,
   "stars": "18000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "The local AI agent ecosystem",
    "## Coding agents",
    "### Goose"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "The local AI agent ecosystem",
    "## Coding agents",
    "### Goose",
    "\u2605 18k"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://runlocalai.co/maps/local-ai-agents-2026",
   "project": "Roo Code",
   "repository": null,
   "stars": "16000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "The local AI agent ecosystem",
    "## Coding agents",
    "### Roo Code (sunsetting May 15, 2026)"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "The local AI agent ecosystem",
    "## Coding agents",
    "### Roo Code (sunsetting May 15, 2026)",
    "\u2605 16k"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://runlocalai.co/maps/local-ai-agents-2026",
   "project": "OpenClaw",
   "repository": null,
   "stars": "347000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "The local AI agent ecosystem",
    "## Personal AI agents",
    "### OpenClaw"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "The local AI agent ecosystem",
    "## Personal AI agents",
    "### OpenClaw",
    "\u2605 347k"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://runlocalai.co/maps/local-ai-agents-2026",
   "project": "AnythingLLM",
   "repository": null,
   "stars": "32000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "The local AI agent ecosystem",
    "## Personal AI agents",
    "### AnythingLLM"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "The local AI agent ecosystem",
    "## Personal AI agents",
    "### AnythingLLM",
    "\u2605 32k"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://runlocalai.co/maps/local-ai-agents-2026",
   "project": "Mem0",
   "repository": null,
   "stars": "28000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "The local AI agent ecosystem",
    "## Memory frameworks",
    "### Mem0 (agent memory API)"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "The local AI agent ecosystem",
    "## Memory frameworks",
    "### Mem0 (agent memory API)",
    "\u2605 28k"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://runlocalai.co/maps/local-ai-agents-2026",
   "project": "Letta",
   "repository": null,
   "stars": "18000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "The local AI agent ecosystem",
    "## Memory frameworks",
    "### Letta (memory framework)"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "The local AI agent ecosystem",
    "## Memory frameworks",
    "### Letta (memory framework)",
    "\u2605 18k"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://runlocalai.co/maps/local-ai-agents-2026",
   "project": "Model Context Protocol",
   "repository": null,
   "stars": "30000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "The local AI agent ecosystem",
    "## MCP protocol layer",
    "### Model Context Protocol (MCP)"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "The local AI agent ecosystem",
    "## MCP protocol layer",
    "### Model Context Protocol (MCP)",
    "\u2605 30k"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://runlocalai.co/maps/local-ai-agents-2026",
   "project": "Ollama",
   "repository": null,
   "stars": "130000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "The local AI agent ecosystem",
    "## Local inference runtimes",
    "### Ollama"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "The local AI agent ecosystem",
    "## Local inference runtimes",
    "### Ollama",
    "\u2605 130k"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://runlocalai.co/maps/local-ai-agents-2026",
   "project": "llama.cpp",
   "repository": null,
   "stars": "90000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "The local AI agent ecosystem",
    "## Local inference runtimes",
    "### llama.cpp"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "The local AI agent ecosystem",
    "## Local inference runtimes",
    "### llama.cpp",
    "\u2605 90k"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://runlocalai.co/maps/local-ai-agents-2026",
   "project": "vLLM",
   "repository": null,
   "stars": "50000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "The local AI agent ecosystem",
    "## Local inference runtimes",
    "### vLLM"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "The local AI agent ecosystem",
    "## Local inference runtimes",
    "### vLLM",
    "\u2605 50k"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://runlocalai.co/maps/local-ai-agents-2026",
   "project": "Hyperspace",
   "repository": null,
   "stars": "12000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "The local AI agent ecosystem",
    "## Distributed + P2P inference",
    "### Hyperspace (P2P inference network)"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "The local AI agent ecosystem",
    "## Distributed + P2P inference",
    "### Hyperspace (P2P inference network)",
    "\u2605 12k"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://sukruyusufkaya.com/en/training/browser-agent-muhendisligi-egitimi",
   "project": "Playwright",
   "repository": null,
   "stars": "70000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## About This Course",
    "The second module covers in detail Playwright (Microsoft 2020, 70K+ GitHub stars), which runs under all modern browser-agent frameworks (Browser Use, Stagehand, Skyvern)."
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "## About This Course",
    "The second module covers in detail Playwright (Microsoft 2020, 70K+ GitHub stars), which runs under all modern browser-agent frameworks (Browser Use, Stagehand, Skyvern)."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://sukruyusufkaya.com/en/training/browser-agent-muhendisligi-egitimi",
   "project": "Browser Use",
   "repository": null,
   "stars": "50000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## About This Course",
    "The third module covers end to end Browser Use \u2014 open-sourced by the Magnus.dev team in 2024 and the fastest-rising browser-agent framework of 2025 with 50K+ GitHub stars."
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "## About This Course",
    "The third module covers end to end Browser Use \u2014 open-sourced by the Magnus.dev team in 2024 and the fastest-rising browser-agent framework of 2025 with 50K+ GitHub stars."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://sukruyusufkaya.com/en/training/browser-agent-muhendisligi-egitimi",
   "project": "Stagehand",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## About This Course",
    "The sixth module covers in detail the Browserbase team's (YC W24) open-source Stagehand framework and managed cloud platform Browserbase."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://sukruyusufkaya.com/en/training/browser-agent-muhendisligi-egitimi",
   "project": "Skyvern",
   "repository": null,
   "stars": "11000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## About This Course",
    "The seventh module comparatively covers the specialized browser-agent frameworks of the 2024-2026 ecosystem."
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "## About This Course",
    "Skyvern (YC S23, open-source, 11K+ GitHub stars): vision-LLM-based form filling + workflow automation, business-process-automation focused, YAML + Python workflow design, Skyvern Cloud vs self-hosted Docker."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://sukruyusufkaya.com/en/training/browser-agent-muhendisligi-egitimi",
   "project": "AgentQL",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## About This Course",
    "The seventh module comparatively covers the specialized browser-agent frameworks of the 2024-2026 ecosystem."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://sukruyusufkaya.com/en/training/browser-agent-muhendisligi-egitimi",
   "project": "Magentic-One",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## About This Course",
    "The seventh module comparatively covers the specialized browser-agent frameworks of the 2024-2026 ecosystem."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://sukruyusufkaya.com/en/training/browser-agent-muhendisligi-egitimi",
   "project": "OpenInterpreter",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## About This Course",
    "The seventh module comparatively covers the specialized browser-agent frameworks of the 2024-2026 ecosystem."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/alternbits%2Fawesome-ai-agents",
   "project": "Adala",
   "repository": "https://github.com/HumanSignal/Adala",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-ai-agents",
    "  - [Adala](/projects/github.com%2FHumanSignal%2FAdala) - Autonomous data labeling agent framework."
   ],
   "repository_evidence": [
    "# awesome-ai-agents",
    "  - [Adala](/projects/github.com%2FHumanSignal%2FAdala) - Autonomous data labeling agent framework."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/alternbits%2Fawesome-ai-agents",
   "project": "Agent4Rec",
   "repository": "https://github.com/LehengTHU/Agent4Rec",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-ai-agents",
    "  - [Agent4Rec](/projects/github.com%2FLehengTHU%2FAgent4Rec) - A recommender system simulator using 1,000 generative agents."
   ],
   "repository_evidence": [
    "# awesome-ai-agents",
    "  - [Agent4Rec](/projects/github.com%2FLehengTHU%2FAgent4Rec) - A recommender system simulator using 1,000 generative agents."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/alternbits%2Fawesome-ai-agents",
   "project": "AgentForge",
   "repository": "https://github.com/DataBassGit/AgentForge",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-ai-agents",
    "  - [AgentForge](/projects/github.com%2FDataBassGit%2FAgentForge) - LLM-agnostic platform for building and testing AI agents."
   ],
   "repository_evidence": [
    "# awesome-ai-agents",
    "  - [AgentForge](/projects/github.com%2FDataBassGit%2FAgentForge) - LLM-agnostic platform for building and testing AI agents."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/alternbits%2Fawesome-ai-agents",
   "project": "AgentGPT",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-ai-agents",
    "  - [AgentGPT](/projects/agentgpt.reworkd.ai%2F) - Browser-based no-code AI agent tool."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/alternbits%2Fawesome-ai-agents",
   "project": "AgentPilot",
   "repository": "https://github.com/jbexta/AgentPilot",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-ai-agents",
    "  - [AgentPilot](/projects/github.com%2Fjbexta%2FAgentPilot) - Desktop app for building, managing, and chatting with AI agents."
   ],
   "repository_evidence": [
    "# awesome-ai-agents",
    "  - [AgentPilot](/projects/github.com%2Fjbexta%2FAgentPilot) - Desktop app for building, managing, and chatting with AI agents."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/alternbits%2Fawesome-ai-agents",
   "project": "Agents",
   "repository": "https://github.com/aiwaves-cn/agents",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-ai-agents",
    "  - [Agents](/projects/github.com%2Faiwaves-cn%2Fagents) - Library/framework for building language agents."
   ],
   "repository_evidence": [
    "# awesome-ai-agents",
    "  - [Agents](/projects/github.com%2Faiwaves-cn%2Fagents) - Library/framework for building language agents."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/alternbits%2Fawesome-ai-agents",
   "project": "AgentVerse",
   "repository": "https://github.com/OpenBMB/AgentVerse",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-ai-agents",
    "  - [AgentVerse](/projects/github.com%2FOpenBMB%2FAgentVerse) - Platform for task-solving and simulation AI agents."
   ],
   "repository_evidence": [
    "# awesome-ai-agents",
    "  - [AgentVerse](/projects/github.com%2FOpenBMB%2FAgentVerse) - Platform for task-solving and simulation AI agents."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/alternbits%2Fawesome-ai-agents",
   "project": "AI Legion",
   "repository": "https://github.com/eumemic/ai-legion",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-ai-agents",
    "  - [AI Legion](/projects/github.com%2Feumemic%2Fai-legion) - Multi-agent system similar to AutoGPT."
   ],
   "repository_evidence": [
    "# awesome-ai-agents",
    "  - [AI Legion](/projects/github.com%2Feumemic%2Fai-legion) - Multi-agent system similar to AutoGPT."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/alternbits%2Fawesome-ai-agents",
   "project": "AIlice",
   "repository": "https://github.com/myshell-ai/AIlice",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-ai-agents",
    "  - [AIlice](/projects/github.com%2Fmyshell-ai%2FAIlice) - Task execution AI agent with dynamic agent trees."
   ],
   "repository_evidence": [
    "# awesome-ai-agents",
    "  - [AIlice](/projects/github.com%2Fmyshell-ai%2FAIlice) - Task execution AI agent with dynamic agent trees."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/alternbits%2Fawesome-ai-agents",
   "project": "AutoGen",
   "repository": "https://github.com/microsoft/autogen",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-ai-agents",
    "  - [AutoGen](/projects/github.com%2Fmicrosoft%2Fautogen) - Multi-agent AI framework by Microsoft."
   ],
   "repository_evidence": [
    "# awesome-ai-agents",
    "  - [AutoGen](/projects/github.com%2Fmicrosoft%2Fautogen) - Multi-agent AI framework by Microsoft."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/alternbits%2Fawesome-ai-agents",
   "project": "AutoGPT",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-ai-agents",
    "  - [AutoGPT](/projects/agpt.co%2F) - An experimental project for fully autonomous GPT-4."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/alternbits%2Fawesome-ai-agents",
   "project": "Automata",
   "repository": "https://github.com/emrgnt-cmplxty/automata",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-ai-agents",
    "  - [Automata](/projects/github.com%2Femrgnt-cmplxty%2Fautomata) - AI-driven code generation and automation framework."
   ],
   "repository_evidence": [
    "# awesome-ai-agents",
    "  - [Automata](/projects/github.com%2Femrgnt-cmplxty%2Fautomata) - AI-driven code generation and automation framework."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/alternbits%2Fawesome-ai-agents",
   "project": "AutoPR",
   "repository": "https://github.com/irgolic/AutoPR",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-ai-agents",
    "  - [AutoPR](/projects/github.com%2Firgolic%2FAutoPR) - Automated pull request AI agent."
   ],
   "repository_evidence": [
    "# awesome-ai-agents",
    "  - [AutoPR](/projects/github.com%2Firgolic%2FAutoPR) - Automated pull request AI agent."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/alternbits%2Fawesome-ai-agents",
   "project": "Autonomous HR Chatbot",
   "repository": "https://github.com/stepanogil/autonomous-hr-chatbot",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-ai-agents",
    "  - [Autonomous HR Chatbot](/projects/github.com%2Fstepanogil%2Fautonomous-hr-chatbot) - AI-powered HR query assistant."
   ],
   "repository_evidence": [
    "# awesome-ai-agents",
    "  - [Autonomous HR Chatbot](/projects/github.com%2Fstepanogil%2Fautonomous-hr-chatbot) - AI-powered HR query assistant."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/alternbits%2Fawesome-ai-agents",
   "project": "BabyAGI",
   "repository": "https://github.com/yoheinakajima/babyagi",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-ai-agents",
    "  - [BabyAGI](/projects/github.com%2Fyoheinakajima%2Fbabyagi) - Autonomous AI task manager."
   ],
   "repository_evidence": [
    "# awesome-ai-agents",
    "  - [BabyAGI](/projects/github.com%2Fyoheinakajima%2Fbabyagi) - Autonomous AI task manager."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/alternbits%2Fawesome-ai-agents",
   "project": "BabyBeeAGI",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-ai-agents",
    "  - [BabyBeeAGI](/projects/yoheinakajima.com%2Fbabybeeagi-task-management-and-functionality-expansion-on-top-of-babyagi%2F) - Task management and BabyAGI enhancement."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/alternbits%2Fawesome-ai-agents",
   "project": "BeeBot",
   "repository": "https://github.com/AutoPackAI/beebot",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-ai-agents",
    "  - [BeeBot](/projects/github.com%2FAutoPackAI%2Fbeebot) - Early-stage AI agent research project."
   ],
   "repository_evidence": [
    "# awesome-ai-agents",
    "  - [BeeBot](/projects/github.com%2FAutoPackAI%2Fbeebot) - Early-stage AI agent research project."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/alternbits%2Fawesome-ai-agents",
   "project": "Blinky",
   "repository": "https://github.com/seahyinghang8/blinky",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-ai-agents",
    "  - [Blinky](/projects/github.com%2Fseahyinghang8%2Fblinky) - AI debugging assistant for VSCode."
   ],
   "repository_evidence": [
    "# awesome-ai-agents",
    "  - [Blinky](/projects/github.com%2Fseahyinghang8%2Fblinky) - AI debugging assistant for VSCode."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/alternbits%2Fawesome-ai-agents",
   "project": "Bloop",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-ai-agents",
    "  - [Bloop](/projects/bloop.ai%2F) - AI-powered semantic code search engine."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/alternbits%2Fawesome-ai-agents",
   "project": "BondAI",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-ai-agents",
    "  - [BondAI](/projects/bondai.dev%2F) - Autonomous AI assistant with CLI and RESTful API."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/alternbits%2Fawesome-ai-agents",
   "project": "CAMEL",
   "repository": "https://github.com/camel-ai/camel",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-ai-agents",
    "  - [CAMEL](/projects/github.com%2Fcamel-ai%2Fcamel) - Communicative agents for mind exploration."
   ],
   "repository_evidence": [
    "# awesome-ai-agents",
    "  - [CAMEL](/projects/github.com%2Fcamel-ai%2Fcamel) - Communicative agents for mind exploration."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/alternbits%2Fawesome-ai-agents",
   "project": "ChatArena",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-ai-agents",
    "  - [ChatArena](/projects/www.chatarena.org%2F) - Multi-agent interaction framework."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/alternbits%2Fawesome-ai-agents",
   "project": "ChatDev",
   "repository": "https://github.com/OpenBMB/ChatDev",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-ai-agents",
    "  - [ChatDev](/projects/github.com%2FOpenBMB%2FChatDev) - AI-driven software development team."
   ],
   "repository_evidence": [
    "# awesome-ai-agents",
    "  - [ChatDev](/projects/github.com%2FOpenBMB%2FChatDev) - AI-driven software development team."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/alternbits%2Fawesome-ai-agents",
   "project": "ChemCrow",
   "repository": "https://github.com/ur-whitelab/chemcrow-public",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-ai-agents",
    "  - [ChemCrow](/projects/github.com%2Fur-whitelab%2Fchemcrow-public) - AI chemistry assistant."
   ],
   "repository_evidence": [
    "# awesome-ai-agents",
    "  - [ChemCrow](/projects/github.com%2Fur-whitelab%2Fchemcrow-public) - AI chemistry assistant."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/alternbits%2Fawesome-ai-agents",
   "project": "CodeFuse-ChatBot",
   "repository": "https://github.com/codefuse-ai/codefuse-chatbot",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-ai-agents",
    "  - [CodeFuse-ChatBot](/projects/github.com%2Fcodefuse-ai%2Fcodefuse-chatbot) - AI-driven software development lifecycle assistant."
   ],
   "repository_evidence": [
    "# awesome-ai-agents",
    "  - [CodeFuse-ChatBot](/projects/github.com%2Fcodefuse-ai%2Fcodefuse-chatbot) - AI-driven software development lifecycle assistant."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/alternbits%2Fawesome-ai-agents",
   "project": "DemoGPT",
   "repository": "https://github.com/melih-unsal/DemoGPT",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-ai-agents",
    "  - [DemoGPT](/projects/github.com%2Fmelih-unsal%2FDemoGPT) - AI-powered app prototyping tool."
   ],
   "repository_evidence": [
    "# awesome-ai-agents",
    "  - [DemoGPT](/projects/github.com%2Fmelih-unsal%2FDemoGPT) - AI-powered app prototyping tool."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/alternbits%2Fawesome-ai-agents",
   "project": "DevGPT",
   "repository": "https://github.com/jina-ai/dev-gpt",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-ai-agents",
    "  - [DevGPT](/projects/github.com%2Fjina-ai%2Fdev-gpt) - AI-powered virtual software development team."
   ],
   "repository_evidence": [
    "# awesome-ai-agents",
    "  - [DevGPT](/projects/github.com%2Fjina-ai%2Fdev-gpt) - AI-powered virtual software development team."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/alternbits%2Fawesome-ai-agents",
   "project": "Devika",
   "repository": "https://github.com/stitionai/devika",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-ai-agents",
    "  - [Devika](/projects/github.com%2Fstitionai%2Fdevika) - AI-powered software engineer."
   ],
   "repository_evidence": [
    "# awesome-ai-agents",
    "  - [Devika](/projects/github.com%2Fstitionai%2Fdevika) - AI-powered software engineer."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/alternbits%2Fawesome-ai-agents",
   "project": "Devon",
   "repository": "https://github.com/entropy-research/Devon",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-ai-agents",
    "  - [Devon](/projects/github.com%2Fentropy-research%2FDevon) - Open-source Devin alternative."
   ],
   "repository_evidence": [
    "# awesome-ai-agents",
    "  - [Devon](/projects/github.com%2Fentropy-research%2FDevon) - Open-source Devin alternative."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/alternbits%2Fawesome-ai-agents",
   "project": "DevOpsGPT",
   "repository": "https://github.com/kuafuai/DevOpsGPT",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-ai-agents",
    "  - [DevOpsGPT](/projects/github.com%2Fkuafuai%2FDevOpsGPT) - AI-driven software development automation."
   ],
   "repository_evidence": [
    "# awesome-ai-agents",
    "  - [DevOpsGPT](/projects/github.com%2Fkuafuai%2FDevOpsGPT) - AI-driven software development automation."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/alternbits%2Fawesome-ai-agents",
   "project": "FastAgency",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-ai-agents",
    "  - [FastAgency](/projects/fastagency.ai%2Flatest%2F) - Multi-agent AI workflow deployment tool."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/alternbits%2Fawesome-ai-agents",
   "project": "Flowise",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-ai-agents",
    "  - [Flowise](/projects/flowiseai.com%2F) - Low-code AI agent builder."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/alternbits%2Fawesome-ai-agents",
   "project": "GPTSwarm",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-ai-agents",
    "  - [GPTSwarm](/projects/gptswarm.org%2F) - Optimizable graph-based AI agents."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/alternbits%2Fawesome-ai-agents",
   "project": "Clippy",
   "repository": "https://github.com/ennucore/clippy/",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-ai-agents",
    "  - [Clippy](/projects/github.com%2Fennucore%2Fclippy%2F) - Autonomous AI coding agent."
   ],
   "repository_evidence": [
    "# awesome-ai-agents",
    "  - [Clippy](/projects/github.com%2Fennucore%2Fclippy%2F) - Autonomous AI coding agent."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/alternbits%2Fawesome-ai-agents",
   "project": "Friday",
   "repository": "https://github.com/amirrezasalimi/friday/",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-ai-agents",
    "  - [Friday](/projects/github.com%2Famirrezasalimi%2Ffriday%2F) - AI assistant for Node.js development."
   ],
   "repository_evidence": [
    "# awesome-ai-agents",
    "  - [Friday](/projects/github.com%2Famirrezasalimi%2Ffriday%2F) - AI assistant for Node.js development."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/alternbits%2Fawesome-ai-agents",
   "project": "CrewAI",
   "repository": "https://github.com/joaomdmoura/crewai",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-ai-agents",
    "  - [CrewAI](/projects/github.com%2Fjoaomdmoura%2Fcrewai) - Framework for multi-agent orchestration."
   ],
   "repository_evidence": [
    "# awesome-ai-agents",
    "  - [CrewAI](/projects/github.com%2Fjoaomdmoura%2Fcrewai) - Framework for multi-agent orchestration."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/alternbits%2Fawesome-ai-agents",
   "project": "Aider",
   "repository": "https://github.com/paul-gauthier/aider",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-ai-agents",
    "  - [Aider](/projects/github.com%2Fpaul-gauthier%2Faider) - Command-line AI coding assistant."
   ],
   "repository_evidence": [
    "# awesome-ai-agents",
    "  - [Aider](/projects/github.com%2Fpaul-gauthier%2Faider) - Command-line AI coding assistant."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/alternbits%2Fawesome-ai-agents",
   "project": "Giselle",
   "repository": "https://github.com/giselles-ai/giselle",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-ai-agents",
    "  - [Giselle](/projects/github.com%2Fgiselles-ai%2Fgiselle) - AI for Agentic Workflows. Human-AI Collaboration. Open Source."
   ],
   "repository_evidence": [
    "# awesome-ai-agents",
    "  - [Giselle](/projects/github.com%2Fgiselles-ai%2Fgiselle) - AI for Agentic Workflows. Human-AI Collaboration. Open Source."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/alternbits%2Fawesome-ai-agents",
   "project": "Upsonic",
   "repository": "https://github.com/Upsonic/Upsonic",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-ai-agents",
    "  - [Upsonic](/projects/github.com%2FUpsonic%2FUpsonic) - Reliable agent framework that support MCP."
   ],
   "repository_evidence": [
    "# awesome-ai-agents",
    "  - [Upsonic](/projects/github.com%2FUpsonic%2FUpsonic) - Reliable agent framework that support MCP."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/alternbits%2Fawesome-ai-agents",
   "project": "Cal.ai",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-ai-agents",
    "  - [Cal.ai](/projects/cal.ai) - Open-source scheduling assistant."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/alternbits%2Fawesome-ai-agents",
   "project": "Databerry",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-ai-agents",
    "  - [Databerry](/projects/www.databerry.ai%2F) - No-code AI chatbot builder."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/alternbits%2Fawesome-ai-agents",
   "project": "Eidolon",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-ai-agents",
    "  - [Eidolon](/projects/eidolonai.com%2F) - Modular AI agent SDK."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://dev.co/ai/frameworks/ufo",
   "project": "UFO",
   "repository": "https://github.com/microsoft/UFO",
   "stars": "9300",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "AI Frameworks \u00b7 microsoft",
    "# UFO",
    "UFO is a Python-based desktop automation framework by Microsoft that evolved into UFO\u00b3, supporting both single-device Windows automation (UFO\u00b2) and multi-device orchestration (Galaxy)."
   ],
   "repository_evidence": [
    "AI Frameworks \u00b7 microsoft",
    "# UFO",
    "Source: GitHub \u2014 github.com/microsoft/UFO"
   ],
   "stars_evidence": [
    "AI Frameworks \u00b7 microsoft",
    "# UFO",
    "9.3k",
    "GitHub stars"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/FoundationAgents/OpenManus?tab=readme-ov-file",
   "project": "OpenManus",
   "repository": "https://github.com/FoundationAgents/OpenManus.git",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# \ud83d\udc4b OpenManus",
    "We're also excited to introduce [OpenManus-RL](https://github.com/OpenManus/OpenManus-RL), an open-source project dedicated to reinforcement learning (RL)- based (such as GRPO) tuning methods for LLM agents, developed collaboratively by researchers from UIUC and OpenManus."
   ],
   "repository_evidence": [
    "# \ud83d\udc4b OpenManus",
    "git clone https://github.com/FoundationAgents/OpenManus.git cd OpenManus"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://chatforest.com/reviews/smolagents-huggingface-agent-framework",
   "project": "smolagents",
   "repository": "https://github.com/huggingface/smolagents",
   "stars": "27100",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "MCP Server ReviewPublished May 6, 2026 \u00b7 Updated May 6, 2026",
    "# Smolagents \u2014 HuggingFace's Minimal Code-First Agent Framework",
    "| **Repo** | [huggingface/smolagents](https://github.com/huggingface/smolagents) |"
   ],
   "repository_evidence": [
    "MCP Server ReviewPublished May 6, 2026 \u00b7 Updated May 6, 2026",
    "# Smolagents \u2014 HuggingFace's Minimal Code-First Agent Framework",
    "| **Repo** | [huggingface/smolagents](https://github.com/huggingface/smolagents) |"
   ],
   "stars_evidence": [
    "MCP Server ReviewPublished May 6, 2026 \u00b7 Updated May 6, 2026",
    "# Smolagents \u2014 HuggingFace's Minimal Code-First Agent Framework",
    "| **Stars** | ~27,100 |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://academy.kspl.tech/blog/ai-coding-agents-production-2026-buyers-guide",
   "project": "Codex CLI",
   "repository": "https://github.com/openai/codex",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Choose the Right AI Coding Agent for Production in 2026",
    "*Sources: [Claude Code docs](https://docs.anthropic.com/en/docs/claude-code/overview) \u00b7 [Codex CLI GitHub](https://github.com/openai/codex) \u00b7 [Cursor Composer 2 technical report](https://cursor.com/blog/composer-2-technical-report) \u00b7 [Aider](https://aider.chat) \u00b7 [Continue](https://continue.dev) \u00b7 [Cline](https://github.com/cline/cline) \u00b7 [Roo Code](https://github.com/RooVetGit/Roo-Cline) \u00b7 [Windsurf](https://codeium.com/windsurf) \u00b7 [Goose](https://block.github.io/goose/) \u00b7 [Gemini Code Assist](https://cloud.google.com/products/gemini/code-assist) \u00b7 [Devin](https://devin.ai) \u00b7 [Replit Agent](https://replit.com/ai) \u00b7 [MCP spec](https://modelcontextprotocol.io/introduction) \u00b7 [Sierra benchmarking research](https://sierra.ai/blog/benchmarking-ai-agents) \u00b7 [Claude Code sandboxing](https://www.anthropic.com/engineering/claude-code-sandboxing)"
   ],
   "repository_evidence": [
    "# Choose the Right AI Coding Agent for Production in 2026",
    "*Sources: [Claude Code docs](https://docs.anthropic.com/en/docs/claude-code/overview) \u00b7 [Codex CLI GitHub](https://github.com/openai/codex) \u00b7 [Cursor Composer 2 technical report](https://cursor.com/blog/composer-2-technical-report) \u00b7 [Aider](https://aider.chat) \u00b7 [Continue](https://continue.dev) \u00b7 [Cline](https://github.com/cline/cline) \u00b7 [Roo Code](https://github.com/RooVetGit/Roo-Cline) \u00b7 [Windsurf](https://codeium.com/windsurf) \u00b7 [Goose](https://block.github.io/goose/) \u00b7 [Gemini Code Assist](https://cloud.google.com/products/gemini/code-assist) \u00b7 [Devin](https://devin.ai) \u00b7 [Replit Agent](https://replit.com/ai) \u00b7 [MCP spec](https://modelcontextprotocol.io/introduction) \u00b7 [Sierra benchmarking research](https://sierra.ai/blog/benchmarking-ai-agents) \u00b7 [Claude Code sandboxing](https://www.anthropic.com/engineering/claude-code-sandboxing)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://academy.kspl.tech/blog/ai-coding-agents-production-2026-buyers-guide",
   "project": "Aider",
   "repository": "https://aider.chat",
   "stars": "20000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Choose the Right AI Coding Agent for Production in 2026",
    "*Sources: [Claude Code docs](https://docs.anthropic.com/en/docs/claude-code/overview) \u00b7 [Codex CLI GitHub](https://github.com/openai/codex) \u00b7 [Cursor Composer 2 technical report](https://cursor.com/blog/composer-2-technical-report) \u00b7 [Aider](https://aider.chat) \u00b7 [Continue](https://continue.dev) \u00b7 [Cline](https://github.com/cline/cline) \u00b7 [Roo Code](https://github.com/RooVetGit/Roo-Cline) \u00b7 [Windsurf](https://codeium.com/windsurf) \u00b7 [Goose](https://block.github.io/goose/) \u00b7 [Gemini Code Assist](https://cloud.google.com/products/gemini/code-assist) \u00b7 [Devin](https://devin.ai) \u00b7 [Replit Agent](https://replit.com/ai) \u00b7 [MCP spec](https://modelcontextprotocol.io/introduction) \u00b7 [Sierra benchmarking research](https://sierra.ai/blog/benchmarking-ai-agents) \u00b7 [Claude Code sandboxing](https://www.anthropic.com/engineering/claude-code-sandboxing)",
    "Aider has 20k+ GitHub stars and strong presence in the LocalLLaMA community for its compatibility with open-weight models."
   ],
   "repository_evidence": [
    "# Choose the Right AI Coding Agent for Production in 2026",
    "*Sources: [Claude Code docs](https://docs.anthropic.com/en/docs/claude-code/overview) \u00b7 [Codex CLI GitHub](https://github.com/openai/codex) \u00b7 [Cursor Composer 2 technical report](https://cursor.com/blog/composer-2-technical-report) \u00b7 [Aider](https://aider.chat) \u00b7 [Continue](https://continue.dev) \u00b7 [Cline](https://github.com/cline/cline) \u00b7 [Roo Code](https://github.com/RooVetGit/Roo-Cline) \u00b7 [Windsurf](https://codeium.com/windsurf) \u00b7 [Goose](https://block.github.io/goose/) \u00b7 [Gemini Code Assist](https://cloud.google.com/products/gemini/code-assist) \u00b7 [Devin](https://devin.ai) \u00b7 [Replit Agent](https://replit.com/ai) \u00b7 [MCP spec](https://modelcontextprotocol.io/introduction) \u00b7 [Sierra benchmarking research](https://sierra.ai/blog/benchmarking-ai-agents) \u00b7 [Claude Code sandboxing](https://www.anthropic.com/engineering/claude-code-sandboxing)"
   ],
   "stars_evidence": [
    "# Choose the Right AI Coding Agent for Production in 2026",
    "Aider has 20k+ GitHub stars and strong presence in the LocalLLaMA community for its compatibility with open-weight models."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://academy.kspl.tech/blog/ai-coding-agents-production-2026-buyers-guide",
   "project": "Continue",
   "repository": "https://continue.dev",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Choose the Right AI Coding Agent for Production in 2026",
    "*Sources: [Claude Code docs](https://docs.anthropic.com/en/docs/claude-code/overview) \u00b7 [Codex CLI GitHub](https://github.com/openai/codex) \u00b7 [Cursor Composer 2 technical report](https://cursor.com/blog/composer-2-technical-report) \u00b7 [Aider](https://aider.chat) \u00b7 [Continue](https://continue.dev) \u00b7 [Cline](https://github.com/cline/cline) \u00b7 [Roo Code](https://github.com/RooVetGit/Roo-Cline) \u00b7 [Windsurf](https://codeium.com/windsurf) \u00b7 [Goose](https://block.github.io/goose/) \u00b7 [Gemini Code Assist](https://cloud.google.com/products/gemini/code-assist) \u00b7 [Devin](https://devin.ai) \u00b7 [Replit Agent](https://replit.com/ai) \u00b7 [MCP spec](https://modelcontextprotocol.io/introduction) \u00b7 [Sierra benchmarking research](https://sierra.ai/blog/benchmarking-ai-agents) \u00b7 [Claude Code sandboxing](https://www.anthropic.com/engineering/claude-code-sandboxing)"
   ],
   "repository_evidence": [
    "# Choose the Right AI Coding Agent for Production in 2026",
    "*Sources: [Claude Code docs](https://docs.anthropic.com/en/docs/claude-code/overview) \u00b7 [Codex CLI GitHub](https://github.com/openai/codex) \u00b7 [Cursor Composer 2 technical report](https://cursor.com/blog/composer-2-technical-report) \u00b7 [Aider](https://aider.chat) \u00b7 [Continue](https://continue.dev) \u00b7 [Cline](https://github.com/cline/cline) \u00b7 [Roo Code](https://github.com/RooVetGit/Roo-Cline) \u00b7 [Windsurf](https://codeium.com/windsurf) \u00b7 [Goose](https://block.github.io/goose/) \u00b7 [Gemini Code Assist](https://cloud.google.com/products/gemini/code-assist) \u00b7 [Devin](https://devin.ai) \u00b7 [Replit Agent](https://replit.com/ai) \u00b7 [MCP spec](https://modelcontextprotocol.io/introduction) \u00b7 [Sierra benchmarking research](https://sierra.ai/blog/benchmarking-ai-agents) \u00b7 [Claude Code sandboxing](https://www.anthropic.com/engineering/claude-code-sandboxing)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://academy.kspl.tech/blog/ai-coding-agents-production-2026-buyers-guide",
   "project": "Cline",
   "repository": "https://github.com/cline/cline",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Choose the Right AI Coding Agent for Production in 2026",
    "*Sources: [Claude Code docs](https://docs.anthropic.com/en/docs/claude-code/overview) \u00b7 [Codex CLI GitHub](https://github.com/openai/codex) \u00b7 [Cursor Composer 2 technical report](https://cursor.com/blog/composer-2-technical-report) \u00b7 [Aider](https://aider.chat) \u00b7 [Continue](https://continue.dev) \u00b7 [Cline](https://github.com/cline/cline) \u00b7 [Roo Code](https://github.com/RooVetGit/Roo-Cline) \u00b7 [Windsurf](https://codeium.com/windsurf) \u00b7 [Goose](https://block.github.io/goose/) \u00b7 [Gemini Code Assist](https://cloud.google.com/products/gemini/code-assist) \u00b7 [Devin](https://devin.ai) \u00b7 [Replit Agent](https://replit.com/ai) \u00b7 [MCP spec](https://modelcontextprotocol.io/introduction) \u00b7 [Sierra benchmarking research](https://sierra.ai/blog/benchmarking-ai-agents) \u00b7 [Claude Code sandboxing](https://www.anthropic.com/engineering/claude-code-sandboxing)"
   ],
   "repository_evidence": [
    "# Choose the Right AI Coding Agent for Production in 2026",
    "*Sources: [Claude Code docs](https://docs.anthropic.com/en/docs/claude-code/overview) \u00b7 [Codex CLI GitHub](https://github.com/openai/codex) \u00b7 [Cursor Composer 2 technical report](https://cursor.com/blog/composer-2-technical-report) \u00b7 [Aider](https://aider.chat) \u00b7 [Continue](https://continue.dev) \u00b7 [Cline](https://github.com/cline/cline) \u00b7 [Roo Code](https://github.com/RooVetGit/Roo-Cline) \u00b7 [Windsurf](https://codeium.com/windsurf) \u00b7 [Goose](https://block.github.io/goose/) \u00b7 [Gemini Code Assist](https://cloud.google.com/products/gemini/code-assist) \u00b7 [Devin](https://devin.ai) \u00b7 [Replit Agent](https://replit.com/ai) \u00b7 [MCP spec](https://modelcontextprotocol.io/introduction) \u00b7 [Sierra benchmarking research](https://sierra.ai/blog/benchmarking-ai-agents) \u00b7 [Claude Code sandboxing](https://www.anthropic.com/engineering/claude-code-sandboxing)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://academy.kspl.tech/blog/ai-coding-agents-production-2026-buyers-guide",
   "project": "Roo Code",
   "repository": "https://github.com/RooVetGit/Roo-Cline",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Choose the Right AI Coding Agent for Production in 2026",
    "*Sources: [Claude Code docs](https://docs.anthropic.com/en/docs/claude-code/overview) \u00b7 [Codex CLI GitHub](https://github.com/openai/codex) \u00b7 [Cursor Composer 2 technical report](https://cursor.com/blog/composer-2-technical-report) \u00b7 [Aider](https://aider.chat) \u00b7 [Continue](https://continue.dev) \u00b7 [Cline](https://github.com/cline/cline) \u00b7 [Roo Code](https://github.com/RooVetGit/Roo-Cline) \u00b7 [Windsurf](https://codeium.com/windsurf) \u00b7 [Goose](https://block.github.io/goose/) \u00b7 [Gemini Code Assist](https://cloud.google.com/products/gemini/code-assist) \u00b7 [Devin](https://devin.ai) \u00b7 [Replit Agent](https://replit.com/ai) \u00b7 [MCP spec](https://modelcontextprotocol.io/introduction) \u00b7 [Sierra benchmarking research](https://sierra.ai/blog/benchmarking-ai-agents) \u00b7 [Claude Code sandboxing](https://www.anthropic.com/engineering/claude-code-sandboxing)"
   ],
   "repository_evidence": [
    "# Choose the Right AI Coding Agent for Production in 2026",
    "*Sources: [Claude Code docs](https://docs.anthropic.com/en/docs/claude-code/overview) \u00b7 [Codex CLI GitHub](https://github.com/openai/codex) \u00b7 [Cursor Composer 2 technical report](https://cursor.com/blog/composer-2-technical-report) \u00b7 [Aider](https://aider.chat) \u00b7 [Continue](https://continue.dev) \u00b7 [Cline](https://github.com/cline/cline) \u00b7 [Roo Code](https://github.com/RooVetGit/Roo-Cline) \u00b7 [Windsurf](https://codeium.com/windsurf) \u00b7 [Goose](https://block.github.io/goose/) \u00b7 [Gemini Code Assist](https://cloud.google.com/products/gemini/code-assist) \u00b7 [Devin](https://devin.ai) \u00b7 [Replit Agent](https://replit.com/ai) \u00b7 [MCP spec](https://modelcontextprotocol.io/introduction) \u00b7 [Sierra benchmarking research](https://sierra.ai/blog/benchmarking-ai-agents) \u00b7 [Claude Code sandboxing](https://www.anthropic.com/engineering/claude-code-sandboxing)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://academy.kspl.tech/blog/ai-coding-agents-production-2026-buyers-guide",
   "project": "Goose",
   "repository": "https://block.github.io/goose/",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Choose the Right AI Coding Agent for Production in 2026",
    "*Sources: [Claude Code docs](https://docs.anthropic.com/en/docs/claude-code/overview) \u00b7 [Codex CLI GitHub](https://github.com/openai/codex) \u00b7 [Cursor Composer 2 technical report](https://cursor.com/blog/composer-2-technical-report) \u00b7 [Aider](https://aider.chat) \u00b7 [Continue](https://continue.dev) \u00b7 [Cline](https://github.com/cline/cline) \u00b7 [Roo Code](https://github.com/RooVetGit/Roo-Cline) \u00b7 [Windsurf](https://codeium.com/windsurf) \u00b7 [Goose](https://block.github.io/goose/) \u00b7 [Gemini Code Assist](https://cloud.google.com/products/gemini/code-assist) \u00b7 [Devin](https://devin.ai) \u00b7 [Replit Agent](https://replit.com/ai) \u00b7 [MCP spec](https://modelcontextprotocol.io/introduction) \u00b7 [Sierra benchmarking research](https://sierra.ai/blog/benchmarking-ai-agents) \u00b7 [Claude Code sandboxing](https://www.anthropic.com/engineering/claude-code-sandboxing)"
   ],
   "repository_evidence": [
    "# Choose the Right AI Coding Agent for Production in 2026",
    "*Sources: [Claude Code docs](https://docs.anthropic.com/en/docs/claude-code/overview) \u00b7 [Codex CLI GitHub](https://github.com/openai/codex) \u00b7 [Cursor Composer 2 technical report](https://cursor.com/blog/composer-2-technical-report) \u00b7 [Aider](https://aider.chat) \u00b7 [Continue](https://continue.dev) \u00b7 [Cline](https://github.com/cline/cline) \u00b7 [Roo Code](https://github.com/RooVetGit/Roo-Cline) \u00b7 [Windsurf](https://codeium.com/windsurf) \u00b7 [Goose](https://block.github.io/goose/) \u00b7 [Gemini Code Assist](https://cloud.google.com/products/gemini/code-assist) \u00b7 [Devin](https://devin.ai) \u00b7 [Replit Agent](https://replit.com/ai) \u00b7 [MCP spec](https://modelcontextprotocol.io/introduction) \u00b7 [Sierra benchmarking research](https://sierra.ai/blog/benchmarking-ai-agents) \u00b7 [Claude Code sandboxing](https://www.anthropic.com/engineering/claude-code-sandboxing)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://topaitracker.com/rankings/2026-07-08-best-ai-browser-automation-frameworks-for-developers-ranked-by-task-success-and",
   "project": "Browser Use",
   "repository": null,
   "stars": "91000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Agents & Tooling Leaderboard",
    "Browser Use is the highest-scoring open-source framework in the field, with a vendor-reported 89.1% success rate on WebVoyager and 91k+ GitHub stars as of mid-2026."
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "Agents & Tooling Leaderboard",
    "Browser Use is the highest-scoring open-source framework in the field, with a vendor-reported 89.1% success rate on WebVoyager and 91k+ GitHub stars as of mid-2026."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://topaitracker.com/rankings/2026-07-08-best-ai-browser-automation-frameworks-for-developers-ranked-by-task-success-and",
   "project": "Stagehand",
   "repository": null,
   "stars": "22000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Agents & Tooling Leaderboard",
    "The trade-off versus Browser Use is the smaller community (~22k GitHub stars, 700k+ weekly downloads) and the fact that the intended deployment path leads to Browserbase's paid tier."
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "Agents & Tooling Leaderboard",
    "The trade-off versus Browser Use is the smaller community (~22k GitHub stars, 700k+ weekly downloads) and the fact that the intended deployment path leads to Browserbase's paid tier."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://topaitracker.com/rankings/2026-07-08-best-ai-browser-automation-frameworks-for-developers-ranked-by-task-success-and",
   "project": "Skyvern",
   "repository": null,
   "stars": "20000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Agents & Tooling Leaderboard",
    "It's open source under AGPL-3.0 (~20k+ GitHub stars), self-hostable via Docker Compose, and the cloud product ships with SOC 2 Type II and HIPAA compliance for healthcare, insurance, and fintech workflows."
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "Agents & Tooling Leaderboard",
    "It's open source under AGPL-3.0 (~20k+ GitHub stars), self-hostable via Docker Compose, and the cloud product ships with SOC 2 Type II and HIPAA compliance for healthcare, insurance, and fintech workflows."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://grokipedia.com/page/babyagi",
   "project": "BabyAGI",
   "repository": null,
   "stars": "16000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# BabyAGI"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# BabyAGI",
    "BabyAGI quickly captured attention in the AI community, going viral on Twitter with millions of impressions and rapidly accumulating over 16,000 [GitHub](/page/GitHub) stars, along with numerous [forks](/page/Fork_(software_development)) demonstrating early widespread adoption.[5]"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://hvtracker.net/ecosystem/groq",
   "project": "PydanticAI",
   "repository": "pydantic/pydantic-ai",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Projects Using Groq \u2014 Trust-Ranked",
    "47 open-source AI agent projects that integrate Groq, ranked by evidence-based HVTrust scores.",
    "| Agent | Category | Grade | Rank | HVTrust | Fresh |",
    "| [PydanticAI](/agents/pydanticai/)pydantic/pydantic-ai | [Agent Frameworks](/categories/agent-frameworks/) | A | #30 | 86.5 | today |"
   ],
   "repository_evidence": [
    "# Projects Using Groq \u2014 Trust-Ranked",
    "47 open-source AI agent projects that integrate Groq, ranked by evidence-based HVTrust scores.",
    "| Agent | Category | Grade | Rank | HVTrust | Fresh |",
    "| [PydanticAI](/agents/pydanticai/)pydantic/pydantic-ai | [Agent Frameworks](/categories/agent-frameworks/) | A | #30 | 86.5 | today |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://hvtracker.net/ecosystem/groq",
   "project": "Weights & Biases Weave",
   "repository": "wandb/weave",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Projects Using Groq \u2014 Trust-Ranked",
    "47 open-source AI agent projects that integrate Groq, ranked by evidence-based HVTrust scores.",
    "| Agent | Category | Grade | Rank | HVTrust | Fresh |",
    "| [Weights & Biases Weave](/agents/weights-biases-weave/)wandb/weave | [Observability & Evaluation](/categories/observability-evaluation/) | A | #32 | 86.4 | today |"
   ],
   "repository_evidence": [
    "# Projects Using Groq \u2014 Trust-Ranked",
    "47 open-source AI agent projects that integrate Groq, ranked by evidence-based HVTrust scores.",
    "| Agent | Category | Grade | Rank | HVTrust | Fresh |",
    "| [Weights & Biases Weave](/agents/weights-biases-weave/)wandb/weave | [Observability & Evaluation](/categories/observability-evaluation/) | A | #32 | 86.4 | today |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://hvtracker.net/ecosystem/groq",
   "project": "Agno",
   "repository": "agno-agi/agno",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Projects Using Groq \u2014 Trust-Ranked",
    "47 open-source AI agent projects that integrate Groq, ranked by evidence-based HVTrust scores.",
    "| Agent | Category | Grade | Rank | HVTrust | Fresh |",
    "| [Agno](/agents/agno/)agno-agi/agno | [Agent Frameworks](/categories/agent-frameworks/) | A | #35 | 86.3 | today |"
   ],
   "repository_evidence": [
    "# Projects Using Groq \u2014 Trust-Ranked",
    "47 open-source AI agent projects that integrate Groq, ranked by evidence-based HVTrust scores.",
    "| Agent | Category | Grade | Rank | HVTrust | Fresh |",
    "| [Agno](/agents/agno/)agno-agi/agno | [Agent Frameworks](/categories/agent-frameworks/) | A | #35 | 86.3 | today |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://hvtracker.net/ecosystem/groq",
   "project": "Mem0",
   "repository": "mem0ai/mem0",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Projects Using Groq \u2014 Trust-Ranked",
    "47 open-source AI agent projects that integrate Groq, ranked by evidence-based HVTrust scores.",
    "| Agent | Category | Grade | Rank | HVTrust | Fresh |",
    "| [Mem0](/agents/mem0/)mem0ai/mem0 | [Memory & Knowledge](/categories/memory-knowledge/) | A | #38 | 86.1 | 2d |"
   ],
   "repository_evidence": [
    "# Projects Using Groq \u2014 Trust-Ranked",
    "47 open-source AI agent projects that integrate Groq, ranked by evidence-based HVTrust scores.",
    "| Agent | Category | Grade | Rank | HVTrust | Fresh |",
    "| [Mem0](/agents/mem0/)mem0ai/mem0 | [Memory & Knowledge](/categories/memory-knowledge/) | A | #38 | 86.1 | 2d |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://hvtracker.net/ecosystem/groq",
   "project": "Graphiti",
   "repository": "getzep/graphiti",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Projects Using Groq \u2014 Trust-Ranked",
    "47 open-source AI agent projects that integrate Groq, ranked by evidence-based HVTrust scores.",
    "| Agent | Category | Grade | Rank | HVTrust | Fresh |",
    "| [Graphiti](/agents/graphiti/)getzep/graphiti | [Memory & Knowledge](/categories/memory-knowledge/) | A | #41 | 85.9 | 2d |"
   ],
   "repository_evidence": [
    "# Projects Using Groq \u2014 Trust-Ranked",
    "47 open-source AI agent projects that integrate Groq, ranked by evidence-based HVTrust scores.",
    "| Agent | Category | Grade | Rank | HVTrust | Fresh |",
    "| [Graphiti](/agents/graphiti/)getzep/graphiti | [Memory & Knowledge](/categories/memory-knowledge/) | A | #41 | 85.9 | 2d |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://hvtracker.net/ecosystem/groq",
   "project": "OpenLLMetry",
   "repository": "traceloop/openllmetry",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Projects Using Groq \u2014 Trust-Ranked",
    "47 open-source AI agent projects that integrate Groq, ranked by evidence-based HVTrust scores.",
    "| Agent | Category | Grade | Rank | HVTrust | Fresh |",
    "| [OpenLLMetry](/agents/openllmetry/)traceloop/openllmetry | [Observability & Evaluation](/categories/observability-evaluation/) | A | #48 | 84.7 | today |"
   ],
   "repository_evidence": [
    "# Projects Using Groq \u2014 Trust-Ranked",
    "47 open-source AI agent projects that integrate Groq, ranked by evidence-based HVTrust scores.",
    "| Agent | Category | Grade | Rank | HVTrust | Fresh |",
    "| [OpenLLMetry](/agents/openllmetry/)traceloop/openllmetry | [Observability & Evaluation](/categories/observability-evaluation/) | A | #48 | 84.7 | today |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://hvtracker.net/ecosystem/groq",
   "project": "Stagehand",
   "repository": "browserbase/stagehand",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Projects Using Groq \u2014 Trust-Ranked",
    "47 open-source AI agent projects that integrate Groq, ranked by evidence-based HVTrust scores.",
    "| Agent | Category | Grade | Rank | HVTrust | Fresh |",
    "| [Stagehand](/agents/stagehand/)browserbase/stagehand | [Browser & Computer Use](/categories/browser-computer-use/) | A | #50 | 84.7 | today |"
   ],
   "repository_evidence": [
    "# Projects Using Groq \u2014 Trust-Ranked",
    "47 open-source AI agent projects that integrate Groq, ranked by evidence-based HVTrust scores.",
    "| Agent | Category | Grade | Rank | HVTrust | Fresh |",
    "| [Stagehand](/agents/stagehand/)browserbase/stagehand | [Browser & Computer Use](/categories/browser-computer-use/) | A | #50 | 84.7 | today |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://hvtracker.net/ecosystem/groq",
   "project": "Pipecat",
   "repository": "pipecat-ai/pipecat",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Projects Using Groq \u2014 Trust-Ranked",
    "47 open-source AI agent projects that integrate Groq, ranked by evidence-based HVTrust scores.",
    "| Agent | Category | Grade | Rank | HVTrust | Fresh |",
    "| [Pipecat](/agents/pipecat/)pipecat-ai/pipecat | [Voice & Conversational](/categories/voice-conversational/) | A | #54 | 84.0 | today |"
   ],
   "repository_evidence": [
    "# Projects Using Groq \u2014 Trust-Ranked",
    "47 open-source AI agent projects that integrate Groq, ranked by evidence-based HVTrust scores.",
    "| Agent | Category | Grade | Rank | HVTrust | Fresh |",
    "| [Pipecat](/agents/pipecat/)pipecat-ai/pipecat | [Voice & Conversational](/categories/voice-conversational/) | A | #54 | 84.0 | today |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://hvtracker.net/ecosystem/groq",
   "project": "Deep Agents",
   "repository": "langchain-ai/deepagents",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Projects Using Groq \u2014 Trust-Ranked",
    "47 open-source AI agent projects that integrate Groq, ranked by evidence-based HVTrust scores.",
    "| Agent | Category | Grade | Rank | HVTrust | Fresh |",
    "| [Deep Agents](/agents/deep-agents/)langchain-ai/deepagents | [Agent Frameworks](/categories/agent-frameworks/) | B | #73 | 78.2 | today |"
   ],
   "repository_evidence": [
    "# Projects Using Groq \u2014 Trust-Ranked",
    "47 open-source AI agent projects that integrate Groq, ranked by evidence-based HVTrust scores.",
    "| Agent | Category | Grade | Rank | HVTrust | Fresh |",
    "| [Deep Agents](/agents/deep-agents/)langchain-ai/deepagents | [Agent Frameworks](/categories/agent-frameworks/) | B | #73 | 78.2 | today |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://hvtracker.net/ecosystem/groq",
   "project": "Firecrawl",
   "repository": "firecrawl/firecrawl",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Projects Using Groq \u2014 Trust-Ranked",
    "47 open-source AI agent projects that integrate Groq, ranked by evidence-based HVTrust scores.",
    "| Agent | Category | Grade | Rank | HVTrust | Fresh |",
    "| [Firecrawl](/agents/firecrawl/)firecrawl/firecrawl | [Research & Data](/categories/research-data/) | B | #95 | 74.2 | today |"
   ],
   "repository_evidence": [
    "# Projects Using Groq \u2014 Trust-Ranked",
    "47 open-source AI agent projects that integrate Groq, ranked by evidence-based HVTrust scores.",
    "| Agent | Category | Grade | Rank | HVTrust | Fresh |",
    "| [Firecrawl](/agents/firecrawl/)firecrawl/firecrawl | [Research & Data](/categories/research-data/) | B | #95 | 74.2 | today |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://hvtracker.net/ecosystem/groq",
   "project": "Browser Use",
   "repository": "browser-use/browser-use",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Projects Using Groq \u2014 Trust-Ranked",
    "47 open-source AI agent projects that integrate Groq, ranked by evidence-based HVTrust scores.",
    "| Agent | Category | Grade | Rank | HVTrust | Fresh |",
    "| [Browser Use](/agents/browser-use/)browser-use/browser-use | [Browser & Computer Use](/categories/browser-computer-use/) | B | #97 | 73.6 | 3d |"
   ],
   "repository_evidence": [
    "# Projects Using Groq \u2014 Trust-Ranked",
    "47 open-source AI agent projects that integrate Groq, ranked by evidence-based HVTrust scores.",
    "| Agent | Category | Grade | Rank | HVTrust | Fresh |",
    "| [Browser Use](/agents/browser-use/)browser-use/browser-use | [Browser & Computer Use](/categories/browser-computer-use/) | B | #97 | 73.6 | 3d |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://hvtracker.net/ecosystem/groq",
   "project": "RAGFlow",
   "repository": "infiniflow/ragflow",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Projects Using Groq \u2014 Trust-Ranked",
    "47 open-source AI agent projects that integrate Groq, ranked by evidence-based HVTrust scores.",
    "| Agent | Category | Grade | Rank | HVTrust | Fresh |",
    "| [RAGFlow](/agents/ragflow/)infiniflow/ragflow | [Memory & Knowledge](/categories/memory-knowledge/) | B | #115 | 71.9 | 1d |"
   ],
   "repository_evidence": [
    "# Projects Using Groq \u2014 Trust-Ranked",
    "47 open-source AI agent projects that integrate Groq, ranked by evidence-based HVTrust scores.",
    "| Agent | Category | Grade | Rank | HVTrust | Fresh |",
    "| [RAGFlow](/agents/ragflow/)infiniflow/ragflow | [Memory & Knowledge](/categories/memory-knowledge/) | B | #115 | 71.9 | 1d |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://hvtracker.net/ecosystem/groq",
   "project": "Cognee",
   "repository": "topoteretes/cognee",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Projects Using Groq \u2014 Trust-Ranked",
    "47 open-source AI agent projects that integrate Groq, ranked by evidence-based HVTrust scores.",
    "| Agent | Category | Grade | Rank | HVTrust | Fresh |",
    "| [Cognee](/agents/cognee/)topoteretes/cognee | [Memory & Knowledge](/categories/memory-knowledge/) | B | #139 | 69.1 | today |"
   ],
   "repository_evidence": [
    "# Projects Using Groq \u2014 Trust-Ranked",
    "47 open-source AI agent projects that integrate Groq, ranked by evidence-based HVTrust scores.",
    "| Agent | Category | Grade | Rank | HVTrust | Fresh |",
    "| [Cognee](/agents/cognee/)topoteretes/cognee | [Memory & Knowledge](/categories/memory-knowledge/) | B | #139 | 69.1 | today |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://hvtracker.net/ecosystem/groq",
   "project": "BeeAI Framework",
   "repository": "i-am-bee/beeai-framework",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Projects Using Groq \u2014 Trust-Ranked",
    "47 open-source AI agent projects that integrate Groq, ranked by evidence-based HVTrust scores.",
    "| Agent | Category | Grade | Rank | HVTrust | Fresh |",
    "| [BeeAI Framework](/agents/beeai-framework/)i-am-bee/beeai-framework | [Agent Frameworks](/categories/agent-frameworks/) | B | #157 | 68.0 | 1d |"
   ],
   "repository_evidence": [
    "# Projects Using Groq \u2014 Trust-Ranked",
    "47 open-source AI agent projects that integrate Groq, ranked by evidence-based HVTrust scores.",
    "| Agent | Category | Grade | Rank | HVTrust | Fresh |",
    "| [BeeAI Framework](/agents/beeai-framework/)i-am-bee/beeai-framework | [Agent Frameworks](/categories/agent-frameworks/) | B | #157 | 68.0 | 1d |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://hvtracker.net/ecosystem/groq",
   "project": "Instructor",
   "repository": "567-labs/instructor",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Projects Using Groq \u2014 Trust-Ranked",
    "47 open-source AI agent projects that integrate Groq, ranked by evidence-based HVTrust scores.",
    "| Agent | Category | Grade | Rank | HVTrust | Fresh |",
    "| [Instructor](/agents/instructor/)567-labs/instructor | [LLM Gateways & Infra](/categories/llm-gateways-infra/) | B | #171 | 67.4 | today |"
   ],
   "repository_evidence": [
    "# Projects Using Groq \u2014 Trust-Ranked",
    "47 open-source AI agent projects that integrate Groq, ranked by evidence-based HVTrust scores.",
    "| Agent | Category | Grade | Rank | HVTrust | Fresh |",
    "| [Instructor](/agents/instructor/)567-labs/instructor | [LLM Gateways & Infra](/categories/llm-gateways-infra/) | B | #171 | 67.4 | today |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://hvtracker.net/ecosystem/groq",
   "project": "Crush",
   "repository": "charmbracelet/crush",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Projects Using Groq \u2014 Trust-Ranked",
    "47 open-source AI agent projects that integrate Groq, ranked by evidence-based HVTrust scores.",
    "| Agent | Category | Grade | Rank | HVTrust | Fresh |",
    "| [Crush](/agents/crush/)charmbracelet/crush | [Coding Agents](/categories/coding-agents/) | B | #205 | 65.4 | today |"
   ],
   "repository_evidence": [
    "# Projects Using Groq \u2014 Trust-Ranked",
    "47 open-source AI agent projects that integrate Groq, ranked by evidence-based HVTrust scores.",
    "| Agent | Category | Grade | Rank | HVTrust | Fresh |",
    "| [Crush](/agents/crush/)charmbracelet/crush | [Coding Agents](/categories/coding-agents/) | B | #205 | 65.4 | today |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://hvtracker.net/ecosystem/groq",
   "project": "Sim",
   "repository": "simstudioai/sim",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Projects Using Groq \u2014 Trust-Ranked",
    "47 open-source AI agent projects that integrate Groq, ranked by evidence-based HVTrust scores.",
    "| Agent | Category | Grade | Rank | HVTrust | Fresh |",
    "| [Sim](/agents/sim/)simstudioai/sim | [Workflow Platforms](/categories/workflow-platforms/) | B | #207 | 65.3 | today |"
   ],
   "repository_evidence": [
    "# Projects Using Groq \u2014 Trust-Ranked",
    "47 open-source AI agent projects that integrate Groq, ranked by evidence-based HVTrust scores.",
    "| Agent | Category | Grade | Rank | HVTrust | Fresh |",
    "| [Sim](/agents/sim/)simstudioai/sim | [Workflow Platforms](/categories/workflow-platforms/) | B | #207 | 65.3 | today |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://hvtracker.net/ecosystem/groq",
   "project": "AutoGPT",
   "repository": "Significant-Gravitas/AutoGPT",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Projects Using Groq \u2014 Trust-Ranked",
    "47 open-source AI agent projects that integrate Groq, ranked by evidence-based HVTrust scores.",
    "| Agent | Category | Grade | Rank | HVTrust | Fresh |",
    "| [AutoGPT](/agents/autogpt/)Significant-Gravitas/AutoGPT | [Agent Frameworks](/categories/agent-frameworks/) | C | #263 | 62.6 | today |"
   ],
   "repository_evidence": [
    "# Projects Using Groq \u2014 Trust-Ranked",
    "47 open-source AI agent projects that integrate Groq, ranked by evidence-based HVTrust scores.",
    "| Agent | Category | Grade | Rank | HVTrust | Fresh |",
    "| [AutoGPT](/agents/autogpt/)Significant-Gravitas/AutoGPT | [Agent Frameworks](/categories/agent-frameworks/) | C | #263 | 62.6 | today |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://hvtracker.net/ecosystem/groq",
   "project": "Concordia",
   "repository": "google-deepmind/concordia",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Projects Using Groq \u2014 Trust-Ranked",
    "47 open-source AI agent projects that integrate Groq, ranked by evidence-based HVTrust scores.",
    "| Agent | Category | Grade | Rank | HVTrust | Fresh |",
    "| [Concordia](/agents/concordia/)google-deepmind/concordia | [Multi-Agent Systems](/categories/multi-agent-systems/) | C | #269 | 62.5 | 3d |"
   ],
   "repository_evidence": [
    "# Projects Using Groq \u2014 Trust-Ranked",
    "47 open-source AI agent projects that integrate Groq, ranked by evidence-based HVTrust scores.",
    "| Agent | Category | Grade | Rank | HVTrust | Fresh |",
    "| [Concordia](/agents/concordia/)google-deepmind/concordia | [Multi-Agent Systems](/categories/multi-agent-systems/) | C | #269 | 62.5 | 3d |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://hvtracker.net/ecosystem/groq",
   "project": "AG2",
   "repository": "ag2ai/ag2",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Projects Using Groq \u2014 Trust-Ranked",
    "47 open-source AI agent projects that integrate Groq, ranked by evidence-based HVTrust scores.",
    "| Agent | Category | Grade | Rank | HVTrust | Fresh |",
    "| [AG2](/agents/ag2/)ag2ai/ag2 | [Agent Frameworks](/categories/agent-frameworks/) | C | #304 | 60.6 | today |"
   ],
   "repository_evidence": [
    "# Projects Using Groq \u2014 Trust-Ranked",
    "47 open-source AI agent projects that integrate Groq, ranked by evidence-based HVTrust scores.",
    "| Agent | Category | Grade | Rank | HVTrust | Fresh |",
    "| [AG2](/agents/ag2/)ag2ai/ag2 | [Agent Frameworks](/categories/agent-frameworks/) | C | #304 | 60.6 | today |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://hvtracker.net/ecosystem/groq",
   "project": "Langroid",
   "repository": "langroid/langroid",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Projects Using Groq \u2014 Trust-Ranked",
    "47 open-source AI agent projects that integrate Groq, ranked by evidence-based HVTrust scores.",
    "| Agent | Category | Grade | Rank | HVTrust | Fresh |",
    "| [Langroid](/agents/langroid/)langroid/langroid | [Agent Frameworks](/categories/agent-frameworks/) | C | #324 | 59.3 | 11d |"
   ],
   "repository_evidence": [
    "# Projects Using Groq \u2014 Trust-Ranked",
    "47 open-source AI agent projects that integrate Groq, ranked by evidence-based HVTrust scores.",
    "| Agent | Category | Grade | Rank | HVTrust | Fresh |",
    "| [Langroid](/agents/langroid/)langroid/langroid | [Agent Frameworks](/categories/agent-frameworks/) | C | #324 | 59.3 | 11d |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://hvtracker.net/ecosystem/groq",
   "project": "Garak",
   "repository": "leondz/garak",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Projects Using Groq \u2014 Trust-Ranked",
    "47 open-source AI agent projects that integrate Groq, ranked by evidence-based HVTrust scores.",
    "| Agent | Category | Grade | Rank | HVTrust | Fresh |",
    "| [Garak](/agents/garak/)leondz/garak | [Security & Guardrails](/categories/security-guardrails/) | C | #333 | 58.8 | 2d |"
   ],
   "repository_evidence": [
    "# Projects Using Groq \u2014 Trust-Ranked",
    "47 open-source AI agent projects that integrate Groq, ranked by evidence-based HVTrust scores.",
    "| Agent | Category | Grade | Rank | HVTrust | Fresh |",
    "| [Garak](/agents/garak/)leondz/garak | [Security & Guardrails](/categories/security-guardrails/) | C | #333 | 58.8 | 2d |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://hvtracker.net/ecosystem/groq",
   "project": "Julep",
   "repository": "julep-ai/julep",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Projects Using Groq \u2014 Trust-Ranked",
    "47 open-source AI agent projects that integrate Groq, ranked by evidence-based HVTrust scores.",
    "| Agent | Category | Grade | Rank | HVTrust | Fresh |",
    "| [Julep](/agents/julep/)julep-ai/julep | [Workflow Platforms](/categories/workflow-platforms/) | C | #367 | 56.7 | 3d |"
   ],
   "repository_evidence": [
    "# Projects Using Groq \u2014 Trust-Ranked",
    "47 open-source AI agent projects that integrate Groq, ranked by evidence-based HVTrust scores.",
    "| Agent | Category | Grade | Rank | HVTrust | Fresh |",
    "| [Julep](/agents/julep/)julep-ai/julep | [Workflow Platforms](/categories/workflow-platforms/) | C | #367 | 56.7 | 3d |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://hvtracker.net/ecosystem/groq",
   "project": "Atomic Agents",
   "repository": "BrainBlend-AI/atomic-agents",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Projects Using Groq \u2014 Trust-Ranked",
    "47 open-source AI agent projects that integrate Groq, ranked by evidence-based HVTrust scores.",
    "| Agent | Category | Grade | Rank | HVTrust | Fresh |",
    "| [Atomic Agents](/agents/atomic-agents/)BrainBlend-AI/atomic-agents | [Agent Frameworks](/categories/agent-frameworks/) | C | #381 | 55.9 | 5d |"
   ],
   "repository_evidence": [
    "# Projects Using Groq \u2014 Trust-Ranked",
    "47 open-source AI agent projects that integrate Groq, ranked by evidence-based HVTrust scores.",
    "| Agent | Category | Grade | Rank | HVTrust | Fresh |",
    "| [Atomic Agents](/agents/atomic-agents/)BrainBlend-AI/atomic-agents | [Agent Frameworks](/categories/agent-frameworks/) | C | #381 | 55.9 | 5d |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://hvtracker.net/ecosystem/groq",
   "project": "Bolna",
   "repository": "bolna-ai/bolna",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Projects Using Groq \u2014 Trust-Ranked",
    "47 open-source AI agent projects that integrate Groq, ranked by evidence-based HVTrust scores.",
    "| Agent | Category | Grade | Rank | HVTrust | Fresh |",
    "| [Bolna](/agents/bolna/)bolna-ai/bolna | [Voice & Conversational](/categories/voice-conversational/) | C | #396 | 54.9 | today |"
   ],
   "repository_evidence": [
    "# Projects Using Groq \u2014 Trust-Ranked",
    "47 open-source AI agent projects that integrate Groq, ranked by evidence-based HVTrust scores.",
    "| Agent | Category | Grade | Rank | HVTrust | Fresh |",
    "| [Bolna](/agents/bolna/)bolna-ai/bolna | [Voice & Conversational](/categories/voice-conversational/) | C | #396 | 54.9 | today |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://hvtracker.net/ecosystem/groq",
   "project": "OmniParser",
   "repository": "microsoft/OmniParser",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Projects Using Groq \u2014 Trust-Ranked",
    "47 open-source AI agent projects that integrate Groq, ranked by evidence-based HVTrust scores.",
    "| Agent | Category | Grade | Rank | HVTrust | Fresh |",
    "| [OmniParser](/agents/omniparser/)microsoft/OmniParser | [Browser & Computer Use](/categories/browser-computer-use/) | C | #432 | 50.7 | 20d |"
   ],
   "repository_evidence": [
    "# Projects Using Groq \u2014 Trust-Ranked",
    "47 open-source AI agent projects that integrate Groq, ranked by evidence-based HVTrust scores.",
    "| Agent | Category | Grade | Rank | HVTrust | Fresh |",
    "| [OmniParser](/agents/omniparser/)microsoft/OmniParser | [Browser & Computer Use](/categories/browser-computer-use/) | C | #432 | 50.7 | 20d |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://hvtracker.net/ecosystem/groq",
   "project": "Agentic Security",
   "repository": "msoedov/agentic_security",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Projects Using Groq \u2014 Trust-Ranked",
    "47 open-source AI agent projects that integrate Groq, ranked by evidence-based HVTrust scores.",
    "| Agent | Category | Grade | Rank | HVTrust | Fresh |",
    "| [Agentic Security](/agents/agentic-security/)msoedov/agentic_security | [Security & Guardrails](/categories/security-guardrails/) | D | #445 | 49.7 | 9d |"
   ],
   "repository_evidence": [
    "# Projects Using Groq \u2014 Trust-Ranked",
    "47 open-source AI agent projects that integrate Groq, ranked by evidence-based HVTrust scores.",
    "| Agent | Category | Grade | Rank | HVTrust | Fresh |",
    "| [Agentic Security](/agents/agentic-security/)msoedov/agentic_security | [Security & Guardrails](/categories/security-guardrails/) | D | #445 | 49.7 | 9d |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://hvtracker.net/ecosystem/groq",
   "project": "AdalFlow",
   "repository": "SylphAI-Inc/AdalFlow",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Projects Using Groq \u2014 Trust-Ranked",
    "47 open-source AI agent projects that integrate Groq, ranked by evidence-based HVTrust scores.",
    "| Agent | Category | Grade | Rank | HVTrust | Fresh |",
    "| [AdalFlow](/agents/adalflow/)SylphAI-Inc/AdalFlow | [Agent Frameworks](/categories/agent-frameworks/) | D | #455 | 48.9 | 72d |"
   ],
   "repository_evidence": [
    "# Projects Using Groq \u2014 Trust-Ranked",
    "47 open-source AI agent projects that integrate Groq, ranked by evidence-based HVTrust scores.",
    "| Agent | Category | Grade | Rank | HVTrust | Fresh |",
    "| [AdalFlow](/agents/adalflow/)SylphAI-Inc/AdalFlow | [Agent Frameworks](/categories/agent-frameworks/) | D | #455 | 48.9 | 72d |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://hvtracker.net/ecosystem/groq",
   "project": "GitMCP",
   "repository": "idosal/git-mcp",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Projects Using Groq \u2014 Trust-Ranked",
    "47 open-source AI agent projects that integrate Groq, ranked by evidence-based HVTrust scores.",
    "| Agent | Category | Grade | Rank | HVTrust | Fresh |",
    "| [GitMCP](/agents/gitmcp/)idosal/git-mcp | [MCP Servers](/categories/mcp-servers/) | D | #468 | 47.9 | 93d |"
   ],
   "repository_evidence": [
    "# Projects Using Groq \u2014 Trust-Ranked",
    "47 open-source AI agent projects that integrate Groq, ranked by evidence-based HVTrust scores.",
    "| Agent | Category | Grade | Rank | HVTrust | Fresh |",
    "| [GitMCP](/agents/gitmcp/)idosal/git-mcp | [MCP Servers](/categories/mcp-servers/) | D | #468 | 47.9 | 93d |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://hvtracker.net/ecosystem/groq",
   "project": "ByteRover CLI",
   "repository": "campfirein/byterover-cli",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Projects Using Groq \u2014 Trust-Ranked",
    "47 open-source AI agent projects that integrate Groq, ranked by evidence-based HVTrust scores.",
    "| Agent | Category | Grade | Rank | HVTrust | Fresh |",
    "| [ByteRover CLI](/agents/byterover-cli/)campfirein/byterover-cli | [Memory & Knowledge](/categories/memory-knowledge/) | D | #480 | 47.3 | 45d |"
   ],
   "repository_evidence": [
    "# Projects Using Groq \u2014 Trust-Ranked",
    "47 open-source AI agent projects that integrate Groq, ranked by evidence-based HVTrust scores.",
    "| Agent | Category | Grade | Rank | HVTrust | Fresh |",
    "| [ByteRover CLI](/agents/byterover-cli/)campfirein/byterover-cli | [Memory & Knowledge](/categories/memory-knowledge/) | D | #480 | 47.3 | 45d |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://hvtracker.net/ecosystem/groq",
   "project": "Upsonic",
   "repository": "Upsonic/Upsonic",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Projects Using Groq \u2014 Trust-Ranked",
    "47 open-source AI agent projects that integrate Groq, ranked by evidence-based HVTrust scores.",
    "| Agent | Category | Grade | Rank | HVTrust | Fresh |",
    "| [Upsonic](/agents/upsonic/)Upsonic/Upsonic | [Agent Frameworks](/categories/agent-frameworks/) | D | #504 | 45.3 | 52d |"
   ],
   "repository_evidence": [
    "# Projects Using Groq \u2014 Trust-Ranked",
    "47 open-source AI agent projects that integrate Groq, ranked by evidence-based HVTrust scores.",
    "| Agent | Category | Grade | Rank | HVTrust | Fresh |",
    "| [Upsonic](/agents/upsonic/)Upsonic/Upsonic | [Agent Frameworks](/categories/agent-frameworks/) | D | #504 | 45.3 | 52d |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://hvtracker.net/ecosystem/groq",
   "project": "GPT Pilot",
   "repository": "Pythagora-io/gpt-pilot",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Projects Using Groq \u2014 Trust-Ranked",
    "47 open-source AI agent projects that integrate Groq, ranked by evidence-based HVTrust scores.",
    "| Agent | Category | Grade | Rank | HVTrust | Fresh |",
    "| [GPT Pilot](/agents/gpt-pilot/)Pythagora-io/gpt-pilot | [Coding Agents](/categories/coding-agents/) | D | #535 | 43.6 | 52d |"
   ],
   "repository_evidence": [
    "# Projects Using Groq \u2014 Trust-Ranked",
    "47 open-source AI agent projects that integrate Groq, ranked by evidence-based HVTrust scores.",
    "| Agent | Category | Grade | Rank | HVTrust | Fresh |",
    "| [GPT Pilot](/agents/gpt-pilot/)Pythagora-io/gpt-pilot | [Coding Agents](/categories/coding-agents/) | D | #535 | 43.6 | 52d |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://hvtracker.net/ecosystem/groq",
   "project": "MCP Rubber Duck",
   "repository": "nesquikm/mcp-rubber-duck",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Projects Using Groq \u2014 Trust-Ranked",
    "47 open-source AI agent projects that integrate Groq, ranked by evidence-based HVTrust scores.",
    "| Agent | Category | Grade | Rank | HVTrust | Fresh |",
    "| [MCP Rubber Duck](/agents/mcp-rubber-duck/)nesquikm/mcp-rubber-duck | [MCP Servers](/categories/mcp-servers/) | D | #561 | 42.0 | today |"
   ],
   "repository_evidence": [
    "# Projects Using Groq \u2014 Trust-Ranked",
    "47 open-source AI agent projects that integrate Groq, ranked by evidence-based HVTrust scores.",
    "| Agent | Category | Grade | Rank | HVTrust | Fresh |",
    "| [MCP Rubber Duck](/agents/mcp-rubber-duck/)nesquikm/mcp-rubber-duck | [MCP Servers](/categories/mcp-servers/) | D | #561 | 42.0 | today |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://hvtracker.net/ecosystem/groq",
   "project": "Sotopia agents",
   "repository": "sotopia-lab/sotopia",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Projects Using Groq \u2014 Trust-Ranked",
    "47 open-source AI agent projects that integrate Groq, ranked by evidence-based HVTrust scores.",
    "| Agent | Category | Grade | Rank | HVTrust | Fresh |",
    "| [Sotopia agents](/agents/sotopia-agents/)sotopia-lab/sotopia | [Research & Data](/categories/research-data/) | D | #592 | 40.3 | 65d |"
   ],
   "repository_evidence": [
    "# Projects Using Groq \u2014 Trust-Ranked",
    "47 open-source AI agent projects that integrate Groq, ranked by evidence-based HVTrust scores.",
    "| Agent | Category | Grade | Rank | HVTrust | Fresh |",
    "| [Sotopia agents](/agents/sotopia-agents/)sotopia-lab/sotopia | [Research & Data](/categories/research-data/) | D | #592 | 40.3 | 65d |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://hvtracker.net/ecosystem/groq",
   "project": "Leon",
   "repository": "leon-ai/leon",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Projects Using Groq \u2014 Trust-Ranked",
    "47 open-source AI agent projects that integrate Groq, ranked by evidence-based HVTrust scores.",
    "| Agent | Category | Grade | Rank | HVTrust | Fresh |",
    "| [Leon](/agents/leon/)leon-ai/leon | [Voice & Conversational](/categories/voice-conversational/) | D | #609 | 39.4 | 4d |"
   ],
   "repository_evidence": [
    "# Projects Using Groq \u2014 Trust-Ranked",
    "47 open-source AI agent projects that integrate Groq, ranked by evidence-based HVTrust scores.",
    "| Agent | Category | Grade | Rank | HVTrust | Fresh |",
    "| [Leon](/agents/leon/)leon-ai/leon | [Voice & Conversational](/categories/voice-conversational/) | D | #609 | 39.4 | 4d |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://hvtracker.net/ecosystem/groq",
   "project": "Agent-E",
   "repository": "EmergenceAI/agent-e",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Projects Using Groq \u2014 Trust-Ranked",
    "47 open-source AI agent projects that integrate Groq, ranked by evidence-based HVTrust scores.",
    "| Agent | Category | Grade | Rank | HVTrust | Fresh |",
    "| [Agent-E](/agents/agent-e/)EmergenceAI/agent-e | [Browser & Computer Use](/categories/browser-computer-use/) | D | #620 | 38.8 | 97d |"
   ],
   "repository_evidence": [
    "# Projects Using Groq \u2014 Trust-Ranked",
    "47 open-source AI agent projects that integrate Groq, ranked by evidence-based HVTrust scores.",
    "| Agent | Category | Grade | Rank | HVTrust | Fresh |",
    "| [Agent-E](/agents/agent-e/)EmergenceAI/agent-e | [Browser & Computer Use](/categories/browser-computer-use/) | D | #620 | 38.8 | 97d |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://hvtracker.net/ecosystem/groq",
   "project": "Devika",
   "repository": "stitionai/devika",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Projects Using Groq \u2014 Trust-Ranked",
    "47 open-source AI agent projects that integrate Groq, ranked by evidence-based HVTrust scores.",
    "| Agent | Category | Grade | Rank | HVTrust | Fresh |",
    "| [Devika](/agents/devika/)stitionai/devika | [Coding Agents](/categories/coding-agents/) | D | #654 | 36.2 | 318d |"
   ],
   "repository_evidence": [
    "# Projects Using Groq \u2014 Trust-Ranked",
    "47 open-source AI agent projects that integrate Groq, ranked by evidence-based HVTrust scores.",
    "| Agent | Category | Grade | Rank | HVTrust | Fresh |",
    "| [Devika](/agents/devika/)stitionai/devika | [Coding Agents](/categories/coding-agents/) | D | #654 | 36.2 | 318d |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://hvtracker.net/ecosystem/groq",
   "project": "Nanobrowser",
   "repository": "nanobrowser/nanobrowser",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Projects Using Groq \u2014 Trust-Ranked",
    "47 open-source AI agent projects that integrate Groq, ranked by evidence-based HVTrust scores.",
    "| Agent | Category | Grade | Rank | HVTrust | Fresh |",
    "| [Nanobrowser](/agents/nanobrowser/)nanobrowser/nanobrowser | [Browser & Computer Use](/categories/browser-computer-use/) | D | #680 | 33.9 | 258d |"
   ],
   "repository_evidence": [
    "# Projects Using Groq \u2014 Trust-Ranked",
    "47 open-source AI agent projects that integrate Groq, ranked by evidence-based HVTrust scores.",
    "| Agent | Category | Grade | Rank | HVTrust | Fresh |",
    "| [Nanobrowser](/agents/nanobrowser/)nanobrowser/nanobrowser | [Browser & Computer Use](/categories/browser-computer-use/) | D | #680 | 33.9 | 258d |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://hvtracker.net/ecosystem/groq",
   "project": "AutoAgent",
   "repository": "HKUDS/AutoAgent",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Projects Using Groq \u2014 Trust-Ranked",
    "47 open-source AI agent projects that integrate Groq, ranked by evidence-based HVTrust scores.",
    "| Agent | Category | Grade | Rank | HVTrust | Fresh |",
    "| [AutoAgent](/agents/autoagent/)HKUDS/AutoAgent | [Agent Frameworks](/categories/agent-frameworks/) | D | #722 | 30.4 | 297d |"
   ],
   "repository_evidence": [
    "# Projects Using Groq \u2014 Trust-Ranked",
    "47 open-source AI agent projects that integrate Groq, ranked by evidence-based HVTrust scores.",
    "| Agent | Category | Grade | Rank | HVTrust | Fresh |",
    "| [AutoAgent](/agents/autoagent/)HKUDS/AutoAgent | [Agent Frameworks](/categories/agent-frameworks/) | D | #722 | 30.4 | 297d |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://hvtracker.net/ecosystem/groq",
   "project": "ScaleCUA",
   "repository": "OpenGVLab/ScaleCUA",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Projects Using Groq \u2014 Trust-Ranked",
    "47 open-source AI agent projects that integrate Groq, ranked by evidence-based HVTrust scores.",
    "| Agent | Category | Grade | Rank | HVTrust | Fresh |",
    "| [ScaleCUA](/agents/scalecua/)OpenGVLab/ScaleCUA | [Browser & Computer Use](/categories/browser-computer-use/) | D | #728 | 30.0 | 214d |"
   ],
   "repository_evidence": [
    "# Projects Using Groq \u2014 Trust-Ranked",
    "47 open-source AI agent projects that integrate Groq, ranked by evidence-based HVTrust scores.",
    "| Agent | Category | Grade | Rank | HVTrust | Fresh |",
    "| [ScaleCUA](/agents/scalecua/)OpenGVLab/ScaleCUA | [Browser & Computer Use](/categories/browser-computer-use/) | D | #728 | 30.0 | 214d |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://hvtracker.net/ecosystem/groq",
   "project": "MassGen",
   "repository": "massgen/MassGen",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Projects Using Groq \u2014 Trust-Ranked",
    "47 open-source AI agent projects that integrate Groq, ranked by evidence-based HVTrust scores.",
    "| Agent | Category | Grade | Rank | HVTrust | Fresh |",
    "| [MassGen](/agents/massgen/)massgen/MassGen | [Multi-Agent Systems](/categories/multi-agent-systems/) | D | #1075 | 18.3 | 58d |"
   ],
   "repository_evidence": [
    "# Projects Using Groq \u2014 Trust-Ranked",
    "47 open-source AI agent projects that integrate Groq, ranked by evidence-based HVTrust scores.",
    "| Agent | Category | Grade | Rank | HVTrust | Fresh |",
    "| [MassGen](/agents/massgen/)massgen/MassGen | [Multi-Agent Systems](/categories/multi-agent-systems/) | D | #1075 | 18.3 | 58d |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://hvtracker.net/ecosystem/groq",
   "project": "pentest-ai",
   "repository": "0xSteph/pentest-ai",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Projects Using Groq \u2014 Trust-Ranked",
    "47 open-source AI agent projects that integrate Groq, ranked by evidence-based HVTrust scores.",
    "| Agent | Category | Grade | Rank | HVTrust | Fresh |",
    "| [pentest-ai](/agents/pentest-ai/)0xSteph/pentest-ai | [Security & Guardrails](/categories/security-guardrails/) | D | #1094 | 17.8 | 1d |"
   ],
   "repository_evidence": [
    "# Projects Using Groq \u2014 Trust-Ranked",
    "47 open-source AI agent projects that integrate Groq, ranked by evidence-based HVTrust scores.",
    "| Agent | Category | Grade | Rank | HVTrust | Fresh |",
    "| [pentest-ai](/agents/pentest-ai/)0xSteph/pentest-ai | [Security & Guardrails](/categories/security-guardrails/) | D | #1094 | 17.8 | 1d |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://hvtracker.net/ecosystem/groq",
   "project": "open-claude-tag",
   "repository": "Anil-matcha/open-claude-tag",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Projects Using Groq \u2014 Trust-Ranked",
    "47 open-source AI agent projects that integrate Groq, ranked by evidence-based HVTrust scores.",
    "| Agent | Category | Grade | Rank | HVTrust | Fresh |",
    "| [open-claude-tag](/agents/open-claude-tag/)Anil-matcha/open-claude-tag | [Voice & Conversational](/categories/voice-conversational/) | D | #1100 | 17.6 | 45d |"
   ],
   "repository_evidence": [
    "# Projects Using Groq \u2014 Trust-Ranked",
    "47 open-source AI agent projects that integrate Groq, ranked by evidence-based HVTrust scores.",
    "| Agent | Category | Grade | Rank | HVTrust | Fresh |",
    "| [open-claude-tag](/agents/open-claude-tag/)Anil-matcha/open-claude-tag | [Voice & Conversational](/categories/voice-conversational/) | D | #1100 | 17.6 | 45d |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://hvtracker.net/ecosystem/groq",
   "project": "daydreams",
   "repository": "daydreamsai/daydreams",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Projects Using Groq \u2014 Trust-Ranked",
    "47 open-source AI agent projects that integrate Groq, ranked by evidence-based HVTrust scores.",
    "| Agent | Category | Grade | Rank | HVTrust | Fresh |",
    "| [daydreams](/agents/daydreams/)daydreamsai/daydreams | [Agent Frameworks](/categories/agent-frameworks/) | D | #1180 | 13.8 | 161d |"
   ],
   "repository_evidence": [
    "# Projects Using Groq \u2014 Trust-Ranked",
    "47 open-source AI agent projects that integrate Groq, ranked by evidence-based HVTrust scores.",
    "| Agent | Category | Grade | Rank | HVTrust | Fresh |",
    "| [daydreams](/agents/daydreams/)daydreamsai/daydreams | [Agent Frameworks](/categories/agent-frameworks/) | D | #1180 | 13.8 | 161d |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://hvtracker.net/ecosystem/groq",
   "project": "KaibanJS",
   "repository": "kaiban-ai/KaibanJS",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Projects Using Groq \u2014 Trust-Ranked",
    "47 open-source AI agent projects that integrate Groq, ranked by evidence-based HVTrust scores.",
    "| Agent | Category | Grade | Rank | HVTrust | Fresh |",
    "| [KaibanJS](/agents/kaibanjs/)kaiban-ai/KaibanJS | [Multi-Agent Systems](/categories/multi-agent-systems/) | D | #1192 | 12.9 | 86d |"
   ],
   "repository_evidence": [
    "# Projects Using Groq \u2014 Trust-Ranked",
    "47 open-source AI agent projects that integrate Groq, ranked by evidence-based HVTrust scores.",
    "| Agent | Category | Grade | Rank | HVTrust | Fresh |",
    "| [KaibanJS](/agents/kaibanjs/)kaiban-ai/KaibanJS | [Multi-Agent Systems](/categories/multi-agent-systems/) | D | #1192 | 12.9 | 86d |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://hvtracker.net/ecosystem/groq",
   "project": "ai-hedge-fund-crypto",
   "repository": "51bitquant/ai-hedge-fund-crypto",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Projects Using Groq \u2014 Trust-Ranked",
    "47 open-source AI agent projects that integrate Groq, ranked by evidence-based HVTrust scores.",
    "| Agent | Category | Grade | Rank | HVTrust | Fresh |",
    "| [ai-hedge-fund-crypto](/agents/ai-hedge-fund-crypto/)51bitquant/ai-hedge-fund-crypto | [Research & Data](/categories/research-data/) | D | #1203 | 9.9 | 338d |"
   ],
   "repository_evidence": [
    "# Projects Using Groq \u2014 Trust-Ranked",
    "47 open-source AI agent projects that integrate Groq, ranked by evidence-based HVTrust scores.",
    "| Agent | Category | Grade | Rank | HVTrust | Fresh |",
    "| [ai-hedge-fund-crypto](/agents/ai-hedge-fund-crypto/)51bitquant/ai-hedge-fund-crypto | [Research & Data](/categories/research-data/) | D | #1203 | 9.9 | 338d |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://hvtracker.net/ecosystem/groq",
   "project": "typedai",
   "repository": "TrafficGuard/typedai",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Projects Using Groq \u2014 Trust-Ranked",
    "47 open-source AI agent projects that integrate Groq, ranked by evidence-based HVTrust scores.",
    "| Agent | Category | Grade | Rank | HVTrust | Fresh |",
    "| [typedai](/agents/typedai/)TrafficGuard/typedai | [Coding Agents](/categories/coding-agents/) | D | #1204 | 8.9 | 230d |"
   ],
   "repository_evidence": [
    "# Projects Using Groq \u2014 Trust-Ranked",
    "47 open-source AI agent projects that integrate Groq, ranked by evidence-based HVTrust scores.",
    "| Agent | Category | Grade | Rank | HVTrust | Fresh |",
    "| [typedai](/agents/typedai/)TrafficGuard/typedai | [Coding Agents](/categories/coding-agents/) | D | #1204 | 8.9 | 230d |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://preview-www.nature.com/articles/s41746-026-02443-6",
   "project": "OpenManus",
   "repository": "https://github.com/NCCYUNSONG/AgentBenchMedicine_source",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Benchmarking large language model-based agent systems for clinical decision tasks",
    "Agent systems",
    "OpenManus is an MIT-licensed, open-source implementation of Manus that organizes agents in a three-layer hierarchy (BaseAgent, ReActAgent, and ToolCallAgent) and supplies built-in tools for web browsing, code execution, and text editing[45](/articles/s41746-026-02443-6#ref-CR45)."
   ],
   "repository_evidence": [
    "Data availability",
    "All other data are available at [https://github.com/NCCYUNSONG/AgentBenchMedicine_source](https://github.com/NCCYUNSONG/AgentBenchMedicine_source)."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/mehranakila56-ops/awesome-LLM-resources",
   "project": "AutoGen",
   "repository": "https://github.com/microsoft/autogen",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "1. [AutoGen](https://github.com/microsoft/autogen): AutoGen is a framework that enables the development of LLM applications using multiple agents that can converse with each other to solve tasks. [AutoGen AIStudio](https://autogen-studio.com/)"
   ],
   "repository_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "1. [AutoGen](https://github.com/microsoft/autogen): AutoGen is a framework that enables the development of LLM applications using multiple agents that can converse with each other to solve tasks. [AutoGen AIStudio](https://autogen-studio.com/)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://ilsilfverskiold.com/articles/agentic-aI-comparing-new-open-source-frameworks",
   "project": "CrewAI",
   "repository": "https://github.com/crewAIInc/crewAI",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Agentic AI: Comparing New Open-Source Frameworks",
    "We\u2019ve all heard of [CrewAI](https://github.com/crewAIInc/crewAI) and [AutoGen](https://github.com/microsoft/autogen), but did you know there are dozens of open-source agentic frameworks out there \u2014 and many of them have been released in the last year."
   ],
   "repository_evidence": [
    "Agentic AI: Comparing New Open-Source Frameworks",
    "We\u2019ve all heard of [CrewAI](https://github.com/crewAIInc/crewAI) and [AutoGen](https://github.com/microsoft/autogen), but did you know there are dozens of open-source agentic frameworks out there \u2014 and many of them have been released in the last year."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://ilsilfverskiold.com/articles/agentic-aI-comparing-new-open-source-frameworks",
   "project": "AutoGen",
   "repository": "https://github.com/microsoft/autogen",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Agentic AI: Comparing New Open-Source Frameworks",
    "We\u2019ve all heard of [CrewAI](https://github.com/crewAIInc/crewAI) and [AutoGen](https://github.com/microsoft/autogen), but did you know there are dozens of open-source agentic frameworks out there \u2014 and many of them have been released in the last year."
   ],
   "repository_evidence": [
    "Agentic AI: Comparing New Open-Source Frameworks",
    "We\u2019ve all heard of [CrewAI](https://github.com/crewAIInc/crewAI) and [AutoGen](https://github.com/microsoft/autogen), but did you know there are dozens of open-source agentic frameworks out there \u2014 and many of them have been released in the last year."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://ilsilfverskiold.com/articles/agentic-aI-comparing-new-open-source-frameworks",
   "project": "LangGraph",
   "repository": "https://github.com/langchain-ai/langgraph",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Agentic AI: Comparing New Open-Source Frameworks",
    "The focus will be on [LangGraph](https://github.com/langchain-ai/langgraph), [Agno](https://github.com/agno-agi/agno), [SmolAgents](https://github.com/huggingface/smolagents), [Mastra](https://github.com/mastra-ai/mastra), [PydanticAI](https://github.com/pydantic/pydantic-ai), and [Atomic Agents](https://github.com/BrainBlend-AI/atomic-agents)."
   ],
   "repository_evidence": [
    "Agentic AI: Comparing New Open-Source Frameworks",
    "The focus will be on [LangGraph](https://github.com/langchain-ai/langgraph), [Agno](https://github.com/agno-agi/agno), [SmolAgents](https://github.com/huggingface/smolagents), [Mastra](https://github.com/mastra-ai/mastra), [PydanticAI](https://github.com/pydantic/pydantic-ai), and [Atomic Agents](https://github.com/BrainBlend-AI/atomic-agents)."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://ilsilfverskiold.com/articles/agentic-aI-comparing-new-open-source-frameworks",
   "project": "Agno",
   "repository": "https://github.com/agno-agi/agno",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Agentic AI: Comparing New Open-Source Frameworks",
    "The focus will be on [LangGraph](https://github.com/langchain-ai/langgraph), [Agno](https://github.com/agno-agi/agno), [SmolAgents](https://github.com/huggingface/smolagents), [Mastra](https://github.com/mastra-ai/mastra), [PydanticAI](https://github.com/pydantic/pydantic-ai), and [Atomic Agents](https://github.com/BrainBlend-AI/atomic-agents)."
   ],
   "repository_evidence": [
    "Agentic AI: Comparing New Open-Source Frameworks",
    "The focus will be on [LangGraph](https://github.com/langchain-ai/langgraph), [Agno](https://github.com/agno-agi/agno), [SmolAgents](https://github.com/huggingface/smolagents), [Mastra](https://github.com/mastra-ai/mastra), [PydanticAI](https://github.com/pydantic/pydantic-ai), and [Atomic Agents](https://github.com/BrainBlend-AI/atomic-agents)."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://ilsilfverskiold.com/articles/agentic-aI-comparing-new-open-source-frameworks",
   "project": "SmolAgents",
   "repository": "https://github.com/huggingface/smolagents",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Agentic AI: Comparing New Open-Source Frameworks",
    "The focus will be on [LangGraph](https://github.com/langchain-ai/langgraph), [Agno](https://github.com/agno-agi/agno), [SmolAgents](https://github.com/huggingface/smolagents), [Mastra](https://github.com/mastra-ai/mastra), [PydanticAI](https://github.com/pydantic/pydantic-ai), and [Atomic Agents](https://github.com/BrainBlend-AI/atomic-agents)."
   ],
   "repository_evidence": [
    "Agentic AI: Comparing New Open-Source Frameworks",
    "The focus will be on [LangGraph](https://github.com/langchain-ai/langgraph), [Agno](https://github.com/agno-agi/agno), [SmolAgents](https://github.com/huggingface/smolagents), [Mastra](https://github.com/mastra-ai/mastra), [PydanticAI](https://github.com/pydantic/pydantic-ai), and [Atomic Agents](https://github.com/BrainBlend-AI/atomic-agents)."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://ilsilfverskiold.com/articles/agentic-aI-comparing-new-open-source-frameworks",
   "project": "Mastra",
   "repository": "https://github.com/mastra-ai/mastra",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Agentic AI: Comparing New Open-Source Frameworks",
    "The focus will be on [LangGraph](https://github.com/langchain-ai/langgraph), [Agno](https://github.com/agno-agi/agno), [SmolAgents](https://github.com/huggingface/smolagents), [Mastra](https://github.com/mastra-ai/mastra), [PydanticAI](https://github.com/pydantic/pydantic-ai), and [Atomic Agents](https://github.com/BrainBlend-AI/atomic-agents)."
   ],
   "repository_evidence": [
    "Agentic AI: Comparing New Open-Source Frameworks",
    "The focus will be on [LangGraph](https://github.com/langchain-ai/langgraph), [Agno](https://github.com/agno-agi/agno), [SmolAgents](https://github.com/huggingface/smolagents), [Mastra](https://github.com/mastra-ai/mastra), [PydanticAI](https://github.com/pydantic/pydantic-ai), and [Atomic Agents](https://github.com/BrainBlend-AI/atomic-agents)."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://ilsilfverskiold.com/articles/agentic-aI-comparing-new-open-source-frameworks",
   "project": "PydanticAI",
   "repository": "https://github.com/pydantic/pydantic-ai",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Agentic AI: Comparing New Open-Source Frameworks",
    "The focus will be on [LangGraph](https://github.com/langchain-ai/langgraph), [Agno](https://github.com/agno-agi/agno), [SmolAgents](https://github.com/huggingface/smolagents), [Mastra](https://github.com/mastra-ai/mastra), [PydanticAI](https://github.com/pydantic/pydantic-ai), and [Atomic Agents](https://github.com/BrainBlend-AI/atomic-agents)."
   ],
   "repository_evidence": [
    "Agentic AI: Comparing New Open-Source Frameworks",
    "The focus will be on [LangGraph](https://github.com/langchain-ai/langgraph), [Agno](https://github.com/agno-agi/agno), [SmolAgents](https://github.com/huggingface/smolagents), [Mastra](https://github.com/mastra-ai/mastra), [PydanticAI](https://github.com/pydantic/pydantic-ai), and [Atomic Agents](https://github.com/BrainBlend-AI/atomic-agents)."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://ilsilfverskiold.com/articles/agentic-aI-comparing-new-open-source-frameworks",
   "project": "Atomic Agents",
   "repository": "https://github.com/BrainBlend-AI/atomic-agents",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Agentic AI: Comparing New Open-Source Frameworks",
    "The focus will be on [LangGraph](https://github.com/langchain-ai/langgraph), [Agno](https://github.com/agno-agi/agno), [SmolAgents](https://github.com/huggingface/smolagents), [Mastra](https://github.com/mastra-ai/mastra), [PydanticAI](https://github.com/pydantic/pydantic-ai), and [Atomic Agents](https://github.com/BrainBlend-AI/atomic-agents)."
   ],
   "repository_evidence": [
    "Agentic AI: Comparing New Open-Source Frameworks",
    "The focus will be on [LangGraph](https://github.com/langchain-ai/langgraph), [Agno](https://github.com/agno-agi/agno), [SmolAgents](https://github.com/huggingface/smolagents), [Mastra](https://github.com/mastra-ai/mastra), [PydanticAI](https://github.com/pydantic/pydantic-ai), and [Atomic Agents](https://github.com/BrainBlend-AI/atomic-agents)."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://vectorize.io/articles/mem0-vs-letta",
   "project": "Mem0",
   "repository": null,
   "stars": "48000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Mem0 vs Letta (MemGPT): AI Agent Memory Compared (2026)",
    "Mem0 vs Letta: Quick Comparison",
    "| | **Mem0** | **Letta (MemGPT)** |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "Mem0 vs Letta (MemGPT): AI Agent Memory Compared (2026)",
    "Mem0 vs Letta: Quick Comparison",
    "| **GitHub Stars** | ~48K | ~21K |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://vectorize.io/articles/mem0-vs-letta",
   "project": "Letta (MemGPT)",
   "repository": null,
   "stars": "21000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Mem0 vs Letta (MemGPT): AI Agent Memory Compared (2026)",
    "Mem0 vs Letta: Quick Comparison",
    "| | **Mem0** | **Letta (MemGPT)** |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "Mem0 vs Letta (MemGPT): AI Agent Memory Compared (2026)",
    "Mem0 vs Letta: Quick Comparison",
    "| **GitHub Stars** | ~48K | ~21K |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/RyanAlberts/best-of-Agent-Harnesses/blob/main/README.md",
   "project": "n8n",
   "repository": "https://github.com/n8n-io/n8n",
   "stars": "192000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Best of Agent Harnesses and Harness Techniques",
    "## Frameworks",
    "| # | Project | \u2b50 Stars | Description | Open source | Simplicity \u2194 capability | Examples |",
    "| 1 | [**n8n**](https://github.com/n8n-io/n8n) \u2605 \u2731 | [192k](https://github.com/n8n-io/n8n/stargazers) | Fair-code workflow engine with 400+ nodes and native AI nodes; the self-hosted Zapier that actually does agents and LangChain. `workflow` \u00b7 `local` \u00b7 `typescript` | \u26a0\ufe0f Fair-code | complex (400+ nodes, workflow engine \u2014 product suite) | [Agent vs chain workflow](https://github.com/n8n-io/n8n-docs/blob/main/docs/advanced-ai/examples/agent-chain-comparison.md) |"
   ],
   "repository_evidence": [
    "# Best of Agent Harnesses and Harness Techniques",
    "## Frameworks",
    "| # | Project | \u2b50 Stars | Description | Open source | Simplicity \u2194 capability | Examples |",
    "| 1 | [**n8n**](https://github.com/n8n-io/n8n) \u2605 \u2731 | [192k](https://github.com/n8n-io/n8n/stargazers) | Fair-code workflow engine with 400+ nodes and native AI nodes; the self-hosted Zapier that actually does agents and LangChain. `workflow` \u00b7 `local` \u00b7 `typescript` | \u26a0\ufe0f Fair-code | complex (400+ nodes, workflow engine \u2014 product suite) | [Agent vs chain workflow](https://github.com/n8n-io/n8n-docs/blob/main/docs/advanced-ai/examples/agent-chain-comparison.md) |"
   ],
   "stars_evidence": [
    "# Best of Agent Harnesses and Harness Techniques",
    "## Frameworks",
    "| # | Project | \u2b50 Stars | Description | Open source | Simplicity \u2194 capability | Examples |",
    "| 1 | [**n8n**](https://github.com/n8n-io/n8n) \u2605 \u2731 | [192k](https://github.com/n8n-io/n8n/stargazers) | Fair-code workflow engine with 400+ nodes and native AI nodes; the self-hosted Zapier that actually does agents and LangChain. `workflow` \u00b7 `local` \u00b7 `typescript` | \u26a0\ufe0f Fair-code | complex (400+ nodes, workflow engine \u2014 product suite) | [Agent vs chain workflow](https://github.com/n8n-io/n8n-docs/blob/main/docs/advanced-ai/examples/agent-chain-comparison.md) |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://agentwiki.org/coding_agent_comparison",
   "project": "Aider",
   "repository": null,
   "stars": "28k",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Coding Agent Comparison",
    "## Coding Agent Comparison Table",
    "| Agent | Open Source | Language | Stars | SWE-bench | IDE Support | CLI | MCP | Best For |",
    "| **Aider** | Yes | Multi | 28k | 26-79% (model-dependent) | No (terminal) | Yes | No | Git-native terminal workflows, budget-friendly |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# Coding Agent Comparison",
    "## Coding Agent Comparison Table",
    "| Agent | Open Source | Language | Stars | SWE-bench | IDE Support | CLI | MCP | Best For |",
    "| **Aider** | Yes | Multi | 28k | 26-79% (model-dependent) | No (terminal) | Yes | No | Git-native terminal workflows, budget-friendly |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://agentwiki.org/coding_agent_comparison",
   "project": "OpenCode",
   "repository": null,
   "stars": "8k",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Coding Agent Comparison",
    "## Coding Agent Comparison Table",
    "| Agent | Open Source | Language | Stars | SWE-bench | IDE Support | CLI | MCP | Best For |",
    "| **OpenCode** | Yes | Multi | 8k | Varies | No (terminal) | Yes | Yes | Budget developers, multi-model flexibility |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# Coding Agent Comparison",
    "## Coding Agent Comparison Table",
    "| Agent | Open Source | Language | Stars | SWE-bench | IDE Support | CLI | MCP | Best For |",
    "| **OpenCode** | Yes | Multi | 8k | Varies | No (terminal) | Yes | Yes | Budget developers, multi-model flexibility |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://agentwiki.org/coding_agent_comparison",
   "project": "Cline",
   "repository": null,
   "stars": "22k",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Coding Agent Comparison",
    "## Coding Agent Comparison Table",
    "| Agent | Open Source | Language | Stars | SWE-bench | IDE Support | CLI | MCP | Best For |",
    "| **Cline** | Yes | Multi | 22k | N/A | VS Code extension | No | Yes | VS Code users, 5M+ installs, zero markup pricing |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# Coding Agent Comparison",
    "## Coding Agent Comparison Table",
    "| Agent | Open Source | Language | Stars | SWE-bench | IDE Support | CLI | MCP | Best For |",
    "| **Cline** | Yes | Multi | 22k | N/A | VS Code extension | No | Yes | VS Code users, 5M+ installs, zero markup pricing |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://agentwiki.org/coding_agent_comparison",
   "project": "Roo Code",
   "repository": null,
   "stars": "12k",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Coding Agent Comparison",
    "## Coding Agent Comparison Table",
    "| Agent | Open Source | Language | Stars | SWE-bench | IDE Support | CLI | MCP | Best For |",
    "| **Roo Code** | Yes | Multi | 12k | N/A | VS Code extension | No | Yes | Cline alternative, custom modes |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# Coding Agent Comparison",
    "## Coding Agent Comparison Table",
    "| Agent | Open Source | Language | Stars | SWE-bench | IDE Support | CLI | MCP | Best For |",
    "| **Roo Code** | Yes | Multi | 12k | N/A | VS Code extension | No | Yes | Cline alternative, custom modes |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://agentwiki.org/coding_agent_comparison",
   "project": "Goose",
   "repository": null,
   "stars": "10k",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Coding Agent Comparison",
    "## Coding Agent Comparison Table",
    "| Agent | Open Source | Language | Stars | SWE-bench | IDE Support | CLI | MCP | Best For |",
    "| **Goose** | Yes | Multi | 10k | N/A | Terminal + extensions | Yes | Yes | Block's open agent, extensible |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# Coding Agent Comparison",
    "## Coding Agent Comparison Table",
    "| Agent | Open Source | Language | Stars | SWE-bench | IDE Support | CLI | MCP | Best For |",
    "| **Goose** | Yes | Multi | 10k | N/A | Terminal + extensions | Yes | Yes | Block's open agent, extensible |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://agentwiki.org/coding_agent_comparison",
   "project": "Continue",
   "repository": null,
   "stars": "23k",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Coding Agent Comparison",
    "## Coding Agent Comparison Table",
    "| Agent | Open Source | Language | Stars | SWE-bench | IDE Support | CLI | MCP | Best For |",
    "| **Continue** | Yes | Multi | 23k | N/A | VS Code, JetBrains | No | No | Customizable IDE assistant, multi-IDE |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# Coding Agent Comparison",
    "## Coding Agent Comparison Table",
    "| Agent | Open Source | Language | Stars | SWE-bench | IDE Support | CLI | MCP | Best For |",
    "| **Continue** | Yes | Multi | 23k | N/A | VS Code, JetBrains | No | No | Customizable IDE assistant, multi-IDE |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://agentwiki.org/coding_agent_comparison",
   "project": "Codex CLI",
   "repository": null,
   "stars": "18k",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Coding Agent Comparison",
    "## Coding Agent Comparison Table",
    "| Agent | Open Source | Language | Stars | SWE-bench | IDE Support | CLI | MCP | Best For |",
    "| **Codex CLI** | Yes | Multi | 18k | 77.3% Terminal-Bench | No (terminal) | Yes | No | Speed (240+ tok/s), volume, code review |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# Coding Agent Comparison",
    "## Coding Agent Comparison Table",
    "| Agent | Open Source | Language | Stars | SWE-bench | IDE Support | CLI | MCP | Best For |",
    "| **Codex CLI** | Yes | Multi | 18k | 77.3% Terminal-Bench | No (terminal) | Yes | No | Speed (240+ tok/s), volume, code review |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://agentwiki.org/coding_agent_comparison",
   "project": "Gemini CLI",
   "repository": null,
   "stars": "5k",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Coding Agent Comparison",
    "## Coding Agent Comparison Table",
    "| Agent | Open Source | Language | Stars | SWE-bench | IDE Support | CLI | MCP | Best For |",
    "| **Gemini CLI** | Yes | Multi | 5k | N/A | Terminal, VS Code (Gemini Code Assist) | Yes | Yes | Google ecosystem, 1M context window |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# Coding Agent Comparison",
    "## Coding Agent Comparison Table",
    "| Agent | Open Source | Language | Stars | SWE-bench | IDE Support | CLI | MCP | Best For |",
    "| **Gemini CLI** | Yes | Multi | 5k | N/A | Terminal, VS Code (Gemini Code Assist) | Yes | Yes | Google ecosystem, 1M context window |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://noqta.tn/en/blog/ai-browser-agents-browser-use-stagehand-web-automation-2026",
   "project": "Browser Use",
   "repository": null,
   "stars": "78000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "![AI Browser Agents: Browser Use, Stagehand and web automation in 2026](/_next/image?url=%2Fimages%2Fblog%2Fai-browser-agents-browser-use-stagehand-web-automation-2026.webp&w=3840&q=75)",
    "### The Autonomous Agent Approach: Browser Use",
    "Browser Use is the open-source star of the field with over 78,000 GitHub stars."
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "![AI Browser Agents: Browser Use, Stagehand and web automation in 2026](/_next/image?url=%2Fimages%2Fblog%2Fai-browser-agents-browser-use-stagehand-web-automation-2026.webp&w=3840&q=75)",
    "### The Autonomous Agent Approach: Browser Use",
    "Browser Use is the open-source star of the field with over 78,000 GitHub stars."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://noqta.tn/en/blog/ai-browser-agents-browser-use-stagehand-web-automation-2026",
   "project": "Stagehand",
   "repository": null,
   "stars": "21000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "![AI Browser Agents: Browser Use, Stagehand and web automation in 2026](/_next/image?url=%2Fimages%2Fblog%2Fai-browser-agents-browser-use-stagehand-web-automation-2026.webp&w=3840&q=75)",
    "### The Hybrid Approach: Stagehand",
    "Stagehand, built by Browserbase (21,000+ GitHub stars), takes the opposite philosophy."
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "![AI Browser Agents: Browser Use, Stagehand and web automation in 2026](/_next/image?url=%2Fimages%2Fblog%2Fai-browser-agents-browser-use-stagehand-web-automation-2026.webp&w=3840&q=75)",
    "### The Hybrid Approach: Stagehand",
    "Stagehand, built by Browserbase (21,000+ GitHub stars), takes the opposite philosophy."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://noqta.tn/en/blog/ai-browser-agents-browser-use-stagehand-web-automation-2026",
   "project": "Skyvern",
   "repository": null,
   "stars": "20000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "![AI Browser Agents: Browser Use, Stagehand and web automation in 2026](/_next/image?url=%2Fimages%2Fblog%2Fai-browser-agents-browser-use-stagehand-web-automation-2026.webp&w=3840&q=75)",
    "### The Computer Vision Approach: Skyvern",
    "Skyvern (20,000+ GitHub stars) distinguishes itself through its visual approach."
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "![AI Browser Agents: Browser Use, Stagehand and web automation in 2026](/_next/image?url=%2Fimages%2Fblog%2Fai-browser-agents-browser-use-stagehand-web-automation-2026.webp&w=3840&q=75)",
    "### The Computer Vision Approach: Skyvern",
    "Skyvern (20,000+ GitHub stars) distinguishes itself through its visual approach."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://noqta.tn/en/blog/ai-browser-agents-browser-use-stagehand-web-automation-2026",
   "project": "Firecrawl",
   "repository": null,
   "stars": "82000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "![AI Browser Agents: Browser Use, Stagehand and web automation in 2026](/_next/image?url=%2Fimages%2Fblog%2Fai-browser-agents-browser-use-stagehand-web-automation-2026.webp&w=3840&q=75)",
    "## New Players to Watch",
    "**Firecrawl** (82,000+ stars) positions itself as the complete web data layer: search, navigation, and structured extraction with a built-in MCP server for direct AI agent integration."
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "![AI Browser Agents: Browser Use, Stagehand and web automation in 2026](/_next/image?url=%2Fimages%2Fblog%2Fai-browser-agents-browser-use-stagehand-web-automation-2026.webp&w=3840&q=75)",
    "## New Players to Watch",
    "**Firecrawl** (82,000+ stars) positions itself as the complete web data layer: search, navigation, and structured extraction with a built-in MCP server for direct AI agent integration."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://noqta.tn/en/blog/ai-browser-agents-browser-use-stagehand-web-automation-2026",
   "project": "Agent Browser",
   "repository": null,
   "stars": "14000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "![AI Browser Agents: Browser Use, Stagehand and web automation in 2026](/_next/image?url=%2Fimages%2Fblog%2Fai-browser-agents-browser-use-stagehand-web-automation-2026.webp&w=3840&q=75)",
    "## New Players to Watch",
    "**Agent Browser** (14,000+ stars) takes a CLI-first approach in native Rust: every browser action is a single command with no heavy SDK dependencies."
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "![AI Browser Agents: Browser Use, Stagehand and web automation in 2026](/_next/image?url=%2Fimages%2Fblog%2Fai-browser-agents-browser-use-stagehand-web-automation-2026.webp&w=3840&q=75)",
    "## New Players to Watch",
    "**Agent Browser** (14,000+ stars) takes a CLI-first approach in native Rust: every browser action is a single command with no heavy SDK dependencies."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://noqta.tn/en/blog/ai-browser-agents-browser-use-stagehand-web-automation-2026",
   "project": "Steel",
   "repository": null,
   "stars": "6400",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "![AI Browser Agents: Browser Use, Stagehand and web automation in 2026](/_next/image?url=%2Fimages%2Fblog%2Fai-browser-agents-browser-use-stagehand-web-automation-2026.webp&w=3840&q=75)",
    "## New Players to Watch",
    "**Steel** (6,400+ stars) targets enterprises wanting self-hosted infrastructure: stateful sessions, REST API, and full control without cloud vendor lock-in."
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "![AI Browser Agents: Browser Use, Stagehand and web automation in 2026](/_next/image?url=%2Fimages%2Fblog%2Fai-browser-agents-browser-use-stagehand-web-automation-2026.webp&w=3840&q=75)",
    "## New Players to Watch",
    "**Steel** (6,400+ stars) targets enterprises wanting self-hosted infrastructure: stateful sessions, REST API, and full control without cloud vendor lock-in."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://andrew.ooo/posts/gpt-researcher-deep-research-agent-review",
   "project": "GPT Researcher",
   "repository": "https://github.com/assafelovic/gpt-researcher.git",
   "stars": "28868",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "GPT Researcher: The Open Deep Research Agent Reviewed",
    "**GPT Researcher** is an autonomous agent that runs a full research workflow - plan questions, crawl the web, summarize sources, and write a cited report - on any topic you give it."
   ],
   "repository_evidence": [
    "GPT Researcher: The Open Deep Research Agent Reviewed",
    "If you want the web UI and REST API rather than a library, clone and boot the server:",
    "git clone https://github.com/assafelovic/gpt-researcher.git cd gpt-researcher pip install -r requirements.txt python -m uvicorn main:app --reload"
   ],
   "stars_evidence": [
    "GPT Researcher: The Open Deep Research Agent Reviewed",
    "An independent comparison of open-source deep research agents (August 2026) singled out GPT Researcher\u2019s maturity: **28,868 stars, 3,911 forks, Apache-2.0, created in 2023 and still shipping**."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://patmcguinness.substack.com/p/using-ai-agents-pt-1-babyagi-agentgpt",
   "project": "BabyAGI",
   "repository": "https://github.com/yoheinakajima/babyagi/tree/main",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Here\u2019s a rundown on some of the AI Agent tools, how to access them, and how well they perform:",
    "BabyAGI"
   ],
   "repository_evidence": [
    "Here\u2019s a rundown on some of the AI Agent tools, how to access them, and how well they perform:",
    "***[BabyAGI](https://github.com/yoheinakajima/babyagi/tree/main)*** was created by non-programmer investor Yohei Nakajima, who in a remarkable inception-like manner used GPT-4 iteratively to do all the work of coding the AI Agent framework."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://patmcguinness.substack.com/p/using-ai-agents-pt-1-babyagi-agentgpt",
   "project": "AgentGPT",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Here\u2019s a rundown on some of the AI Agent tools, how to access them, and how well they perform:",
    "AgentGPT"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/projects/github.com%2Fmicrosoft%2FUFO",
   "project": "UFO",
   "repository": "https://github.com/microsoft/UFO",
   "stars": "6614",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# https://github.com/microsoft/UFO",
    "**UFO** is a **UI-Focused** multi-agent framework to fulfill user requests on **Windows OS** by seamlessly navigating and operating within individual or spanning multiple applications."
   ],
   "repository_evidence": [
    "# https://github.com/microsoft/UFO",
    "[https://github.com/microsoft/UFO](https://github.com/microsoft/UFO)",
    "- URL: [https://github.com/microsoft/UFO](https://github.com/microsoft/UFO)"
   ],
   "stars_evidence": [
    "# https://github.com/microsoft/UFO",
    "- Stars: 6,614"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/projects/github.com%2Fmicrosoft%2FUFO",
   "project": "TaskWeaver",
   "repository": "https://github.com/microsoft/TaskWeaver",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# https://github.com/microsoft/UFO",
    "1. If you're interested in data analytics agent frameworks, check out [TaskWeaver](https://github.com/microsoft/TaskWeaver?tab=readme-ov-file), a code-first LLM agent framework designed for seamlessly planning and executing data analytics tasks."
   ],
   "repository_evidence": [
    "# https://github.com/microsoft/UFO",
    "1. If you're interested in data analytics agent frameworks, check out [TaskWeaver](https://github.com/microsoft/TaskWeaver?tab=readme-ov-file), a code-first LLM agent framework designed for seamlessly planning and executing data analytics tasks."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/projects/github.com%2Fmicrosoft%2FUFO",
   "project": "LLM-Brained-GUI-Agents-Survey",
   "repository": "https://github.com/vyokky/LLM-Brained-GUI-Agents-Survey",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# https://github.com/microsoft/UFO",
    "- [GitHub Repository](https://github.com/vyokky/LLM-Brained-GUI-Agents-Survey)"
   ],
   "repository_evidence": [
    "# https://github.com/microsoft/UFO",
    "- [GitHub Repository](https://github.com/vyokky/LLM-Brained-GUI-Agents-Survey)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://nature.com/articles/s41746-026-02443-6.pdf",
   "project": "OpenManus",
   "repository": "https://github.com/NCCYUNSONG/AgentBenchMedicine_source",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "In this study, we evaluate two such systems: the open-source OpenManus, built on\nMeta\u2019s Llama-4 and extended with medically customized agents; and Manus, a proprietary agent\nsystem employing a multistep planner-executor-verifier architecture.",
    "Agent systems yield marginal improvement over baseline LLMs",
    "Agent systems"
   ],
   "repository_evidence": [
    "All\nother\ndata\nare\navailable\nat\nhttps://github.com/NCCYUNSONG/",
    "Data availability"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://nikiforovall.blog/ai/2026/07/05/browser-automation-agents-ecosystem.html",
   "project": "Playwright CLI",
   "repository": "https://github.com/microsoft/playwright-cli",
   "stars": "11800",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "This post is a landscape map, not a tutorial. Three categories, what each tool actually is, and \u2014 because a lot of the marketing in this space overlaps \u2014 a decision guide for which one you actually reach for.",
    "### Playwright CLI",
    "[Playwright CLI](https://github.com/microsoft/playwright-cli) \u2014 Microsoft\u2019s CLI-first tool, covered in depth in my [earlier post](/ai/2025/09/06/playwright-claude-code-testing/)."
   ],
   "repository_evidence": [
    "This post is a landscape map, not a tutorial. Three categories, what each tool actually is, and \u2014 because a lot of the marketing in this space overlaps \u2014 a decision guide for which one you actually reach for.",
    "### Playwright CLI",
    "[Playwright CLI](https://github.com/microsoft/playwright-cli) \u2014 Microsoft\u2019s CLI-first tool, covered in depth in my [earlier post](/ai/2025/09/06/playwright-claude-code-testing/)."
   ],
   "stars_evidence": [
    "This post is a landscape map, not a tutorial. Three categories, what each tool actually is, and \u2014 because a lot of the marketing in this space overlaps \u2014 a decision guide for which one you actually reach for.",
    "### Playwright CLI",
    "~11.8k stars, 235 dependent projects \u2014 real adoption, still smaller than the OSS agent-browser frameworks below."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://nikiforovall.blog/ai/2026/07/05/browser-automation-agents-ecosystem.html",
   "project": "agent-browser",
   "repository": "https://github.com/vercel-labs/agent-browser",
   "stars": "37900",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "This post is a landscape map, not a tutorial. Three categories, what each tool actually is, and \u2014 because a lot of the marketing in this space overlaps \u2014 a decision guide for which one you actually reach for.",
    "### agent-browser (Vercel Labs)",
    "[`vercel-labs/agent-browser`](https://github.com/vercel-labs/agent-browser) \u2014 a Rust CLI from Vercel Labs, same philosophy as Playwright CLI: accessibility-tree snapshots with persistent element refs (`@e1`, `@e2`) instead of re-serializing the DOM every turn."
   ],
   "repository_evidence": [
    "This post is a landscape map, not a tutorial. Three categories, what each tool actually is, and \u2014 because a lot of the marketing in this space overlaps \u2014 a decision guide for which one you actually reach for.",
    "### agent-browser (Vercel Labs)",
    "[`vercel-labs/agent-browser`](https://github.com/vercel-labs/agent-browser) \u2014 a Rust CLI from Vercel Labs, same philosophy as Playwright CLI: accessibility-tree snapshots with persistent element refs (`@e1`, `@e2`) instead of re-serializing the DOM every turn."
   ],
   "stars_evidence": [
    "This post is a landscape map, not a tutorial. Three categories, what each tool actually is, and \u2014 because a lot of the marketing in this space overlaps \u2014 a decision guide for which one you actually reach for.",
    "### agent-browser (Vercel Labs)",
    "**Adoption**: 37.9k stars \u2014 bigger than Playwright CLI, though that\u2019s partly Vercel\u2019s reach rather than a signal of deeper coding-agent adoption specifically."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://nikiforovall.blog/ai/2026/07/05/browser-automation-agents-ecosystem.html",
   "project": "Stagehand",
   "repository": "https://github.com/browserbase/stagehand",
   "stars": "23300",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "This post is a landscape map, not a tutorial. Three categories, what each tool actually is, and \u2014 because a lot of the marketing in this space overlaps \u2014 a decision guide for which one you actually reach for.",
    "### Stagehand",
    "[Stagehand](https://github.com/browserbase/stagehand) (Browserbase, MIT, 23.3k stars) \u2014 four primitives: `act`, `extract`, `observe`, `agent`."
   ],
   "repository_evidence": [
    "This post is a landscape map, not a tutorial. Three categories, what each tool actually is, and \u2014 because a lot of the marketing in this space overlaps \u2014 a decision guide for which one you actually reach for.",
    "### Stagehand",
    "[Stagehand](https://github.com/browserbase/stagehand) (Browserbase, MIT, 23.3k stars) \u2014 four primitives: `act`, `extract`, `observe`, `agent`."
   ],
   "stars_evidence": [
    "This post is a landscape map, not a tutorial. Three categories, what each tool actually is, and \u2014 because a lot of the marketing in this space overlaps \u2014 a decision guide for which one you actually reach for.",
    "### Stagehand",
    "[Stagehand](https://github.com/browserbase/stagehand) (Browserbase, MIT, 23.3k stars) \u2014 four primitives: `act`, `extract`, `observe`, `agent`."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://nikiforovall.blog/ai/2026/07/05/browser-automation-agents-ecosystem.html",
   "project": "Browser Use",
   "repository": "https://github.com/browser-use/browser-use",
   "stars": "102800",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "This post is a landscape map, not a tutorial. Three categories, what each tool actually is, and \u2014 because a lot of the marketing in this space overlaps \u2014 a decision guide for which one you actually reach for.",
    "### Browser Use",
    "[Browser Use](https://github.com/browser-use/browser-use) (MIT, Python, 102.8k GitHub stars as of writing \u2014 actively maintained, latest release `0.13.3`, July 2026) takes a different shape than everything above it."
   ],
   "repository_evidence": [
    "This post is a landscape map, not a tutorial. Three categories, what each tool actually is, and \u2014 because a lot of the marketing in this space overlaps \u2014 a decision guide for which one you actually reach for.",
    "### Browser Use",
    "[Browser Use](https://github.com/browser-use/browser-use) (MIT, Python, 102.8k GitHub stars as of writing \u2014 actively maintained, latest release `0.13.3`, July 2026) takes a different shape than everything above it."
   ],
   "stars_evidence": [
    "This post is a landscape map, not a tutorial. Three categories, what each tool actually is, and \u2014 because a lot of the marketing in this space overlaps \u2014 a decision guide for which one you actually reach for.",
    "### Browser Use",
    "[Browser Use](https://github.com/browser-use/browser-use) (MIT, Python, 102.8k GitHub stars as of writing \u2014 actively maintained, latest release `0.13.3`, July 2026) takes a different shape than everything above it."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://nikiforovall.blog/ai/2026/07/05/browser-automation-agents-ecosystem.html",
   "project": "Skyvern",
   "repository": "https://github.com/skyvern-ai/skyvern",
   "stars": "22100",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "This post is a landscape map, not a tutorial. Three categories, what each tool actually is, and \u2014 because a lot of the marketing in this space overlaps \u2014 a decision guide for which one you actually reach for.",
    "### Skyvern",
    "[Skyvern](https://github.com/skyvern-ai/skyvern) (AGPL-3.0, Python, 22.1k stars) is the odd one out in this category: not a CLI, not a library you `import` and drive yourself, but a local **service** \u2014 a FastAPI server plus a bundled web UI \u2014 that you talk to through a Python/TS SDK or the UI directly."
   ],
   "repository_evidence": [
    "This post is a landscape map, not a tutorial. Three categories, what each tool actually is, and \u2014 because a lot of the marketing in this space overlaps \u2014 a decision guide for which one you actually reach for.",
    "### Skyvern",
    "[Skyvern](https://github.com/skyvern-ai/skyvern) (AGPL-3.0, Python, 22.1k stars) is the odd one out in this category: not a CLI, not a library you `import` and drive yourself, but a local **service** \u2014 a FastAPI server plus a bundled web UI \u2014 that you talk to through a Python/TS SDK or the UI directly."
   ],
   "stars_evidence": [
    "This post is a landscape map, not a tutorial. Three categories, what each tool actually is, and \u2014 because a lot of the marketing in this space overlaps \u2014 a decision guide for which one you actually reach for.",
    "### Skyvern",
    "[Skyvern](https://github.com/skyvern-ai/skyvern) (AGPL-3.0, Python, 22.1k stars) is the odd one out in this category: not a CLI, not a library you `import` and drive yourself, but a local **service** \u2014 a FastAPI server plus a bundled web UI \u2014 that you talk to through a Python/TS SDK or the UI directly."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://scrapbox.io/nikkie-memos/Open-source%20DeepResearch%20%E2%80%93%20Freeing%20our%20search%20agents",
   "project": "smolagents",
   "repository": "https://github.com/huggingface/smolagents",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Open-source DeepResearch \u2013 Freeing our search agents",
    "https://github.com/huggingface/smolagents/tree/c41a50a0dbdebbdbb3e5a939c790184021b2f870/examples/open_deep_research"
   ],
   "repository_evidence": [
    "Open-source DeepResearch \u2013 Freeing our search agents",
    "https://github.com/huggingface/smolagents/tree/c41a50a0dbdebbdbb3e5a939c790184021b2f870/examples/open_deep_research"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://scrapbox.io/nikkie-memos/Open-source%20DeepResearch%20%E2%80%93%20Freeing%20our%20search%20agents",
   "project": "Magentic-One",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Open-source DeepResearch \u2013 Freeing our search agents",
    "These tools were taken from the excellent Magentic-One agent by Microsoft Research,"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://aitoolradar.io/blog/the-quiet-death-of-ai-agents",
   "project": "AutoGPT",
   "repository": "https://github.com/Significant-Gravitas/AutoGPT",
   "stars": "183000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "The Quiet Death of 'AI Agents': What Actually Works in Production",
    "A short inventory of the agent projects from that first wave."
   ],
   "repository_evidence": [
    "The Quiet Death of 'AI Agents': What Actually Works in Production",
    "Where the pitch started",
    "The project hit the front page of Hacker News, then the top of GitHub trending, and is now sitting at around 183,000 stars ([Significant-Gravitas/AutoGPT](https://github.com/Significant-Gravitas/AutoGPT))."
   ],
   "stars_evidence": [
    "The Quiet Death of 'AI Agents': What Actually Works in Production",
    "Where the pitch started",
    "The project hit the front page of Hacker News, then the top of GitHub trending, and is now sitting at around 183,000 stars ([Significant-Gravitas/AutoGPT](https://github.com/Significant-Gravitas/AutoGPT))."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://aitoolradar.io/blog/the-quiet-death-of-ai-agents",
   "project": "BabyAGI",
   "repository": "https://github.com/yoheinakajima/babyagi_archive",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "The Quiet Death of 'AI Agents': What Actually Works in Production",
    "A short inventory of the agent projects from that first wave.",
    "**BabyAGI** was a few hundred lines of Python wiring GPT-4 to a task-queue loop, released by Yohei Nakajima."
   ],
   "repository_evidence": [
    "The Quiet Death of 'AI Agents': What Actually Works in Production",
    "A short inventory of the agent projects from that first wave.",
    "The original repo is now archived as [babyagi_archive](https://github.com/yoheinakajima/babyagi_archive)."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://aitoolradar.io/blog/the-quiet-death-of-ai-agents",
   "project": "BabyAGI 2 (functionz)",
   "repository": "https://github.com/yoheinakajima/babyagi",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "The Quiet Death of 'AI Agents': What Actually Works in Production",
    "A short inventory of the agent projects from that first wave.",
    "Nakajima shipped [BabyAGI 2 (functionz)](https://github.com/yoheinakajima/babyagi) in September 2024, but the project is effectively research-scale, not a production platform."
   ],
   "repository_evidence": [
    "The Quiet Death of 'AI Agents': What Actually Works in Production",
    "A short inventory of the agent projects from that first wave.",
    "Nakajima shipped [BabyAGI 2 (functionz)](https://github.com/yoheinakajima/babyagi) in September 2024, but the project is effectively research-scale, not a production platform."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "http://github.com/WangRongsheng/awesome-LLM-resources",
   "project": "AutoGen",
   "repository": "https://github.com/microsoft/autogen",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "1. [AutoGen](https://github.com/microsoft/autogen): AutoGen is a framework that enables the development of LLM applications using multiple agents that can converse with each other to solve tasks. [AutoGen AIStudio](https://autogen-studio.com/)"
   ],
   "repository_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "1. [AutoGen](https://github.com/microsoft/autogen): AutoGen is a framework that enables the development of LLM applications using multiple agents that can converse with each other to solve tasks. [AutoGen AIStudio](https://autogen-studio.com/)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "http://github.com/WangRongsheng/awesome-LLM-resources",
   "project": "CrewAI",
   "repository": "https://github.com/joaomdmoura/crewAI",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "2. [CrewAI](https://github.com/joaomdmoura/crewAI): Framework for orchestrating role-playing, autonomous AI agents. By fostering collaborative intelligence, CrewAI empowers agents to work together seamlessly, tackling complex tasks."
   ],
   "repository_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "2. [CrewAI](https://github.com/joaomdmoura/crewAI): Framework for orchestrating role-playing, autonomous AI agents. By fostering collaborative intelligence, CrewAI empowers agents to work together seamlessly, tackling complex tasks."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "http://github.com/WangRongsheng/awesome-LLM-resources",
   "project": "AgentGPT",
   "repository": "https://github.com/reworkd/AgentGPT",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "4. [AgentGPT](https://github.com/reworkd/AgentGPT): Assemble, configure, and deploy autonomous AI Agents in your browser."
   ],
   "repository_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "4. [AgentGPT](https://github.com/reworkd/AgentGPT): Assemble, configure, and deploy autonomous AI Agents in your browser."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "http://github.com/WangRongsheng/awesome-LLM-resources",
   "project": "XAgent",
   "repository": "https://github.com/OpenBMB/XAgent",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "5. [XAgent](https://github.com/OpenBMB/XAgent): An Autonomous LLM Agent for Complex Task Solving."
   ],
   "repository_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "5. [XAgent](https://github.com/OpenBMB/XAgent): An Autonomous LLM Agent for Complex Task Solving."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "http://github.com/WangRongsheng/awesome-LLM-resources",
   "project": "MobileAgent",
   "repository": "https://github.com/X-PLUG/MobileAgent",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "6. [MobileAgent](https://github.com/X-PLUG/MobileAgent): The Powerful Mobile Device Operation Assistant Family."
   ],
   "repository_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "6. [MobileAgent](https://github.com/X-PLUG/MobileAgent): The Powerful Mobile Device Operation Assistant Family."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "http://github.com/WangRongsheng/awesome-LLM-resources",
   "project": "Lagent",
   "repository": "https://github.com/InternLM/lagent",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "7. [Lagent](https://github.com/InternLM/lagent): A lightweight framework for building LLM-based agents."
   ],
   "repository_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "7. [Lagent](https://github.com/InternLM/lagent): A lightweight framework for building LLM-based agents."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "http://github.com/WangRongsheng/awesome-LLM-resources",
   "project": "Qwen-Agent",
   "repository": "https://github.com/QwenLM/Qwen-Agent",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "8. [Qwen-Agent](https://github.com/QwenLM/Qwen-Agent): Agent framework and applications built upon Qwen2, featuring Function Calling, Code Interpreter, RAG, and Chrome extension."
   ],
   "repository_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "8. [Qwen-Agent](https://github.com/QwenLM/Qwen-Agent): Agent framework and applications built upon Qwen2, featuring Function Calling, Code Interpreter, RAG, and Chrome extension."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "http://github.com/WangRongsheng/awesome-LLM-resources",
   "project": "agentUniverse",
   "repository": "https://github.com/alipay/agentUniverse",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "11. [agentUniverse](https://github.com/alipay/agentUniverse): agentUniverse is a LLM multi-agent framework that allows developers to easily build multi-agent applications. Furthermore, through the community, they can exchange and share practices of patterns across different domains."
   ],
   "repository_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "11. [agentUniverse](https://github.com/alipay/agentUniverse): agentUniverse is a LLM multi-agent framework that allows developers to easily build multi-agent applications. Furthermore, through the community, they can exchange and share practices of patterns across different domains."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "http://github.com/WangRongsheng/awesome-LLM-resources",
   "project": "LazyLLM",
   "repository": "https://github.com/LazyAGI/LazyLLM",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "12. [LazyLLM](https://github.com/LazyAGI/LazyLLM): \u4f4e\u4ee3\u7801\u6784\u5efa\u591aAgent\u5927\u6a21\u578b\u5e94\u7528\u7684\u5f00\u53d1\u5de5\u5177"
   ],
   "repository_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "12. [LazyLLM](https://github.com/LazyAGI/LazyLLM): \u4f4e\u4ee3\u7801\u6784\u5efa\u591aAgent\u5927\u6a21\u578b\u5e94\u7528\u7684\u5f00\u53d1\u5de5\u5177"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "http://github.com/WangRongsheng/awesome-LLM-resources",
   "project": "AgentScope",
   "repository": "https://github.com/modelscope/agentscope",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "13. [AgentScope](https://github.com/modelscope/agentscope): Start building LLM-empowered multi-agent applications in an easier way."
   ],
   "repository_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "13. [AgentScope](https://github.com/modelscope/agentscope): Start building LLM-empowered multi-agent applications in an easier way."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "http://github.com/WangRongsheng/awesome-LLM-resources",
   "project": "AgentField",
   "repository": "https://github.com/Agent-Field/agentfield",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "14. [AgentField](https://github.com/Agent-Field/agentfield): Open-source control plane for building and operating AI agents like APIs at scale, with routing, memory, observability, identity, auth, and policy controls."
   ],
   "repository_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "14. [AgentField](https://github.com/Agent-Field/agentfield): Open-source control plane for building and operating AI agents like APIs at scale, with routing, memory, observability, identity, auth, and policy controls."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "http://github.com/WangRongsheng/awesome-LLM-resources",
   "project": "MoA",
   "repository": "https://github.com/togethercomputer/MoA",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "15. [MoA](https://github.com/togethercomputer/MoA): Mixture of Agents (MoA) is a novel approach that leverages the collective strengths of multiple LLMs to enhance performance, achieving state-of-the-art results."
   ],
   "repository_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "15. [MoA](https://github.com/togethercomputer/MoA): Mixture of Agents (MoA) is a novel approach that leverages the collective strengths of multiple LLMs to enhance performance, achieving state-of-the-art results."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "http://github.com/WangRongsheng/awesome-LLM-resources",
   "project": "Agently",
   "repository": "https://github.com/Maplemx/Agently",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "16. [Agently](https://github.com/Maplemx/Agently): AI Agent Application Development Framework."
   ],
   "repository_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "16. [Agently](https://github.com/Maplemx/Agently): AI Agent Application Development Framework."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "http://github.com/WangRongsheng/awesome-LLM-resources",
   "project": "OmAgent",
   "repository": "https://github.com/om-ai-lab/OmAgent",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "17. [OmAgent](https://github.com/om-ai-lab/OmAgent): A multimodal agent framework for solving complex tasks."
   ],
   "repository_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "17. [OmAgent](https://github.com/om-ai-lab/OmAgent): A multimodal agent framework for solving complex tasks."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "http://github.com/WangRongsheng/awesome-LLM-resources",
   "project": "Tribe",
   "repository": "https://github.com/StreetLamb/tribe",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "18. [Tribe](https://github.com/StreetLamb/tribe): No code tool to rapidly build and coordinate multi-agent teams."
   ],
   "repository_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "18. [Tribe](https://github.com/StreetLamb/tribe): No code tool to rapidly build and coordinate multi-agent teams."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "http://github.com/WangRongsheng/awesome-LLM-resources",
   "project": "CAMEL",
   "repository": "https://github.com/camel-ai/camel",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "19. [CAMEL](https://github.com/camel-ai/camel): First LLM multi-agent framework and an open-source community dedicated to finding the scaling law of agents."
   ],
   "repository_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "19. [CAMEL](https://github.com/camel-ai/camel): First LLM multi-agent framework and an open-source community dedicated to finding the scaling law of agents."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "http://github.com/WangRongsheng/awesome-LLM-resources",
   "project": "PraisonAI",
   "repository": "https://github.com/MervinPraison/PraisonAI/",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "20. [PraisonAI](https://github.com/MervinPraison/PraisonAI/): PraisonAI application combines AutoGen and CrewAI or similar frameworks into a low-code solution for building and managing multi-agent LLM systems, focusing on simplicity, customisation, and efficient human-agent collaboration."
   ],
   "repository_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "20. [PraisonAI](https://github.com/MervinPraison/PraisonAI/): PraisonAI application combines AutoGen and CrewAI or similar frameworks into a low-code solution for building and managing multi-agent LLM systems, focusing on simplicity, customisation, and efficient human-agent collaboration."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "http://github.com/WangRongsheng/awesome-LLM-resources",
   "project": "IoA",
   "repository": "https://github.com/openbmb/ioa",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "21. [IoA](https://github.com/openbmb/ioa): An open-source framework for collaborative AI agents, enabling diverse, distributed agents to team up and tackle complex tasks through internet-like connectivity."
   ],
   "repository_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "21. [IoA](https://github.com/openbmb/ioa): An open-source framework for collaborative AI agents, enabling diverse, distributed agents to team up and tackle complex tasks through internet-like connectivity."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "http://github.com/WangRongsheng/awesome-LLM-resources",
   "project": "llama-agentic-system",
   "repository": "https://github.com/meta-llama/llama-agentic-system",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "22. [llama-agentic-system ](https://github.com/meta-llama/llama-agentic-system): Agentic components of the Llama Stack APIs."
   ],
   "repository_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "22. [llama-agentic-system ](https://github.com/meta-llama/llama-agentic-system): Agentic components of the Llama Stack APIs."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "http://github.com/WangRongsheng/awesome-LLM-resources",
   "project": "Agent Zero",
   "repository": "https://github.com/frdel/agent-zero",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "23. [Agent Zero](https://github.com/frdel/agent-zero): Agent Zero is not a predefined agentic framework. It is designed to be dynamic, organically growing, and learning as you use it."
   ],
   "repository_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "23. [Agent Zero](https://github.com/frdel/agent-zero): Agent Zero is not a predefined agentic framework. It is designed to be dynamic, organically growing, and learning as you use it."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "http://github.com/WangRongsheng/awesome-LLM-resources",
   "project": "Agents",
   "repository": "https://github.com/aiwaves-cn/agents",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "24. [Agents](https://github.com/aiwaves-cn/agents): An Open-source Framework for Data-centric, Self-evolving Autonomous Language Agents."
   ],
   "repository_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "24. [Agents](https://github.com/aiwaves-cn/agents): An Open-source Framework for Data-centric, Self-evolving Autonomous Language Agents."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "http://github.com/WangRongsheng/awesome-LLM-resources",
   "project": "AgentScope",
   "repository": "https://github.com/modelscope/agentscope",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "25. [AgentScope](https://github.com/modelscope/agentscope): Start building LLM-empowered multi-agent applications in an easier way."
   ],
   "repository_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "25. [AgentScope](https://github.com/modelscope/agentscope): Start building LLM-empowered multi-agent applications in an easier way."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "http://github.com/WangRongsheng/awesome-LLM-resources",
   "project": "FastAgency",
   "repository": "https://github.com/airtai/fastagency",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "26. [FastAgency](https://github.com/airtai/fastagency): The fastest way to bring multi-agent workflows to production."
   ],
   "repository_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "26. [FastAgency](https://github.com/airtai/fastagency): The fastest way to bring multi-agent workflows to production."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "http://github.com/WangRongsheng/awesome-LLM-resources",
   "project": "Swarm",
   "repository": "https://github.com/openai/swarm",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "27. [Swarm](https://github.com/openai/swarm): Framework for building, orchestrating and deploying multi-agent systems. Managed by OpenAI Solutions team. Experimental framework."
   ],
   "repository_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "27. [Swarm](https://github.com/openai/swarm): Framework for building, orchestrating and deploying multi-agent systems. Managed by OpenAI Solutions team. Experimental framework."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "http://github.com/WangRongsheng/awesome-LLM-resources",
   "project": "Agent-S",
   "repository": "https://github.com/simular-ai/Agent-S",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "28. [Agent-S](https://github.com/simular-ai/Agent-S): an open agentic framework that uses computers like a human."
   ],
   "repository_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "28. [Agent-S](https://github.com/simular-ai/Agent-S): an open agentic framework that uses computers like a human."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "http://github.com/WangRongsheng/awesome-LLM-resources",
   "project": "PydanticAI",
   "repository": "https://github.com/pydantic/pydantic-ai",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "29. [PydanticAI](https://github.com/pydantic/pydantic-ai): Agent Framework / shim to use Pydantic with LLMs."
   ],
   "repository_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "29. [PydanticAI](https://github.com/pydantic/pydantic-ai): Agent Framework / shim to use Pydantic with LLMs."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "http://github.com/WangRongsheng/awesome-LLM-resources",
   "project": "Agentarium",
   "repository": "https://github.com/Thytu/Agentarium",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "30. [Agentarium](https://github.com/Thytu/Agentarium): open-source framework for creating and managing simulations populated with AI-powered agents."
   ],
   "repository_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "30. [Agentarium](https://github.com/Thytu/Agentarium): open-source framework for creating and managing simulations populated with AI-powered agents."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "http://github.com/WangRongsheng/awesome-LLM-resources",
   "project": "smolagents",
   "repository": "https://github.com/huggingface/smolagents",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "31. [smolagents](https://github.com/huggingface/smolagents): a barebones library for agents. Agents write python code to call tools and orchestrate other agents."
   ],
   "repository_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "31. [smolagents](https://github.com/huggingface/smolagents): a barebones library for agents. Agents write python code to call tools and orchestrate other agents."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "http://github.com/WangRongsheng/awesome-LLM-resources",
   "project": "Cooragent",
   "repository": "https://github.com/LeapLabTHU/cooragent",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "32. [Cooragent](https://github.com/LeapLabTHU/cooragent): Cooragent is an AI agent collaboration community."
   ],
   "repository_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "32. [Cooragent](https://github.com/LeapLabTHU/cooragent): Cooragent is an AI agent collaboration community."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "http://github.com/WangRongsheng/awesome-LLM-resources",
   "project": "Agno",
   "repository": "https://github.com/agno-agi/agno",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "33. [Agno](https://github.com/agno-agi/agno): Agno is a lightweight library for building Agents with memory, knowledge, tools and reasoning."
   ],
   "repository_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "33. [Agno](https://github.com/agno-agi/agno): Agno is a lightweight library for building Agents with memory, knowledge, tools and reasoning."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "http://github.com/WangRongsheng/awesome-LLM-resources",
   "project": "Suna",
   "repository": "https://github.com/kortix-ai/suna",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "34. [Suna](https://github.com/kortix-ai/suna): Open Source Generalist AI Agent."
   ],
   "repository_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "34. [Suna](https://github.com/kortix-ai/suna): Open Source Generalist AI Agent."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "http://github.com/WangRongsheng/awesome-LLM-resources",
   "project": "rowboat",
   "repository": "https://github.com/rowboatlabs/rowboat",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "35. [rowboat](https://github.com/rowboatlabs/rowboat): Let AI build multi-agent workflows for you in minutes."
   ],
   "repository_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "35. [rowboat](https://github.com/rowboatlabs/rowboat): Let AI build multi-agent workflows for you in minutes."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "http://github.com/WangRongsheng/awesome-LLM-resources",
   "project": "EvoAgentX",
   "repository": "https://github.com/EvoAgentX/EvoAgentX",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "36. [EvoAgentX](https://github.com/EvoAgentX/EvoAgentX): Building a Self-Evolving Ecosystem of AI Agents."
   ],
   "repository_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "36. [EvoAgentX](https://github.com/EvoAgentX/EvoAgentX): Building a Self-Evolving Ecosystem of AI Agents."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "http://github.com/WangRongsheng/awesome-LLM-resources",
   "project": "ii-agent",
   "repository": "https://github.com/Intelligent-Internet/ii-agent",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "37. [ii-agent](https://github.com/Intelligent-Internet/ii-agent): a new open-source framework to build and deploy intelligent agents."
   ],
   "repository_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "37. [ii-agent](https://github.com/Intelligent-Internet/ii-agent): a new open-source framework to build and deploy intelligent agents."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "http://github.com/WangRongsheng/awesome-LLM-resources",
   "project": "OWL",
   "repository": "https://github.com/camel-ai/owl",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "38. [OWL](https://github.com/camel-ai/owl): Optimized Workforce Learning for General Multi-Agent Assistance in Real-World Task Automation."
   ],
   "repository_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "38. [OWL](https://github.com/camel-ai/owl): Optimized Workforce Learning for General Multi-Agent Assistance in Real-World Task Automation."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "http://github.com/WangRongsheng/awesome-LLM-resources",
   "project": "OpenManus",
   "repository": "https://github.com/FoundationAgents/OpenManus",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "39. [OpenManus](https://github.com/FoundationAgents/OpenManus): No fortress, purely open ground. OpenManus is Coming."
   ],
   "repository_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "39. [OpenManus](https://github.com/FoundationAgents/OpenManus): No fortress, purely open ground. OpenManus is Coming."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "http://github.com/WangRongsheng/awesome-LLM-resources",
   "project": "JoyAgent-JDGenie",
   "repository": "https://github.com/jd-opensource/joyagent-jdgenie",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "40. [JoyAgent-JDGenie](https://github.com/jd-opensource/joyagent-jdgenie): \u4e1a\u754c\u9996\u4e2a\u5f00\u6e90\u9ad8\u5b8c\u6210\u5ea6\u8f7b\u91cf\u5316\u901a\u7528\u591a\u667a\u80fd\u4f53\u4ea7\u54c1."
   ],
   "repository_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "40. [JoyAgent-JDGenie](https://github.com/jd-opensource/joyagent-jdgenie): \u4e1a\u754c\u9996\u4e2a\u5f00\u6e90\u9ad8\u5b8c\u6210\u5ea6\u8f7b\u91cf\u5316\u901a\u7528\u591a\u667a\u80fd\u4f53\u4ea7\u54c1."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "http://github.com/WangRongsheng/awesome-LLM-resources",
   "project": "coze-studio",
   "repository": "https://github.com/coze-dev/coze-studio",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "41. [coze-studio](https://github.com/coze-dev/coze-studio): An AI agent development platform with all-in-one visual tools, simplifying agent creation, debugging, and deployment like never before."
   ],
   "repository_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "41. [coze-studio](https://github.com/coze-dev/coze-studio): An AI agent development platform with all-in-one visual tools, simplifying agent creation, debugging, and deployment like never before."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "http://github.com/WangRongsheng/awesome-LLM-resources",
   "project": "OxyGent",
   "repository": "https://github.com/jd-opensource/OxyGent",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "42. [OxyGent](https://github.com/jd-opensource/OxyGent): An advanced Python framework that empowers developers to quickly build production-ready intelligent systems."
   ],
   "repository_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "42. [OxyGent](https://github.com/jd-opensource/OxyGent): An advanced Python framework that empowers developers to quickly build production-ready intelligent systems."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "http://github.com/WangRongsheng/awesome-LLM-resources",
   "project": "LazyCraft",
   "repository": "https://github.com/LazyAGI/LazyCraft",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "43. [LazyCraft](https://github.com/LazyAGI/LazyCraft): LazyCraft \u662f\u4e00\u4e2a\u57fa\u4e8e LazyLLM \u6784\u5efa\u7684 AI Agent \u5e94\u7528\u5f00\u53d1\u4e0e\u7ba1\u7406\u5e73\u53f0\uff0c\u65e8\u5728\u534f\u52a9\u5f00\u53d1\u8005\u4ee5 \u4f4e\u95e8\u69db\u3001\u4f4e\u6210\u672c \u5feb\u901f\u6784\u5efa\u548c\u53d1\u5e03\u5927\u6a21\u578b\u5e94\u7528\u3002"
   ],
   "repository_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "43. [LazyCraft](https://github.com/LazyAGI/LazyCraft): LazyCraft \u662f\u4e00\u4e2a\u57fa\u4e8e LazyLLM \u6784\u5efa\u7684 AI Agent \u5e94\u7528\u5f00\u53d1\u4e0e\u7ba1\u7406\u5e73\u53f0\uff0c\u65e8\u5728\u534f\u52a9\u5f00\u53d1\u8005\u4ee5 \u4f4e\u95e8\u69db\u3001\u4f4e\u6210\u672c \u5feb\u901f\u6784\u5efa\u548c\u53d1\u5e03\u5927\u6a21\u578b\u5e94\u7528\u3002"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "http://github.com/WangRongsheng/awesome-LLM-resources",
   "project": "OpenAgents",
   "repository": "https://github.com/openagents-org/openagents",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "44. [OpenAgents](https://github.com/openagents-org/openagents): AI Agent Networks for Open Collaboration."
   ],
   "repository_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "44. [OpenAgents](https://github.com/openagents-org/openagents): AI Agent Networks for Open Collaboration."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "http://github.com/WangRongsheng/awesome-LLM-resources",
   "project": "SandBox",
   "repository": "https://github.com/agent-infra/sandbox",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "45. [SandBox](https://github.com/agent-infra/sandbox): All-in-One Sandbox for AI Agents that combines Browser, Shell, File, MCP and VSCode Server in a single Docker container."
   ],
   "repository_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "45. [SandBox](https://github.com/agent-infra/sandbox): All-in-One Sandbox for AI Agents that combines Browser, Shell, File, MCP and VSCode Server in a single Docker container."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "http://github.com/WangRongsheng/awesome-LLM-resources",
   "project": "DeepAnalyze",
   "repository": "https://github.com/ruc-datalab/DeepAnalyze",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "46. [DeepAnalyze](https://github.com/ruc-datalab/DeepAnalyze): First agentic LLM for autonomous data science, supporting specific data tasks (data preparation, analysis, modeling, visualization, and insight) and data-oriented deep research (produce analyst-grade research reports)."
   ],
   "repository_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "46. [DeepAnalyze](https://github.com/ruc-datalab/DeepAnalyze): First agentic LLM for autonomous data science, supporting specific data tasks (data preparation, analysis, modeling, visualization, and insight) and data-oriented deep research (produce analyst-grade research reports)."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "http://github.com/WangRongsheng/awesome-LLM-resources",
   "project": "Astron Agent",
   "repository": "https://github.com/iflytek/astron-agent",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "47. [Astron Agent](https://github.com/iflytek/astron-agent): Enterprise-grade, commercial-friendly agentic workflow platform for building next-generation SuperAgents."
   ],
   "repository_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "47. [Astron Agent](https://github.com/iflytek/astron-agent): Enterprise-grade, commercial-friendly agentic workflow platform for building next-generation SuperAgents."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "http://github.com/WangRongsheng/awesome-LLM-resources",
   "project": "Youtu-Agent",
   "repository": "https://github.com/TencentCloudADP/youtu-agent",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "48. [Youtu-Agent](https://github.com/TencentCloudADP/youtu-agent): A simple yet powerful agent framework that delivers with open-source models."
   ],
   "repository_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "48. [Youtu-Agent](https://github.com/TencentCloudADP/youtu-agent): A simple yet powerful agent framework that delivers with open-source models."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "http://github.com/WangRongsheng/awesome-LLM-resources",
   "project": "MiroThinker",
   "repository": "https://github.com/MiroMindAI/MiroThinker",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "49. [MiroThinker](https://github.com/MiroMindAI/MiroThinker): an open-source search agent model, built for tool-augmented reasoning and real-world information seeking, aiming to match the deep research experience of OpenAI Deep Research and Gemini Deep Research."
   ],
   "repository_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "49. [MiroThinker](https://github.com/MiroMindAI/MiroThinker): an open-source search agent model, built for tool-augmented reasoning and real-world information seeking, aiming to match the deep research experience of OpenAI Deep Research and Gemini Deep Research."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "http://github.com/WangRongsheng/awesome-LLM-resources",
   "project": "Nexent",
   "repository": "https://github.com/ModelEngine-Group/nexent",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "50. [Nexent](https://github.com/ModelEngine-Group/nexent): A zero-code platform for auto-generating agents \u2014 no orchestration, no complex drag-and-drop required, using pure language to develop any agent you want."
   ],
   "repository_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "50. [Nexent](https://github.com/ModelEngine-Group/nexent): A zero-code platform for auto-generating agents \u2014 no orchestration, no complex drag-and-drop required, using pure language to develop any agent you want."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "http://github.com/WangRongsheng/awesome-LLM-resources",
   "project": "Yunjue-Agent",
   "repository": "https://github.com/YunjueTech/Yunjue-Agent",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "51. [Yunjue-Agent](https://github.com/YunjueTech/Yunjue-Agent): A Fully Reproducible, Zero-Start In-Situ Self-Evolving Agent System for Open-Ended Tasks."
   ],
   "repository_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "51. [Yunjue-Agent](https://github.com/YunjueTech/Yunjue-Agent): A Fully Reproducible, Zero-Start In-Situ Self-Evolving Agent System for Open-Ended Tasks."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "http://github.com/WangRongsheng/awesome-LLM-resources",
   "project": "Hindsight",
   "repository": "https://github.com/vectorize-io/hindsight",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "52. [Hindsight](https://github.com/vectorize-io/hindsight): State-of-the-art long-term memory for AI agents by Vectorize. Open-source, self-hostable, with integrations for LangChain, CrewAI, LlamaIndex, MCP, and more."
   ],
   "repository_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "52. [Hindsight](https://github.com/vectorize-io/hindsight): State-of-the-art long-term memory for AI agents by Vectorize. Open-source, self-hostable, with integrations for LangChain, CrewAI, LlamaIndex, MCP, and more."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "http://github.com/WangRongsheng/awesome-LLM-resources",
   "project": "AgentsMesh",
   "repository": "https://github.com/AgentsMesh/AgentsMesh",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "53. [AgentsMesh](https://github.com/AgentsMesh/AgentsMesh): The AI Agent Workforce Platform. Self-hostable multi-agent orchestration with remote AI workstations (AgentPods), PTY sandbox + git worktree isolation, channels-based agent collaboration, built-in Kanban, and per-pod MCP server. Supports Claude Code, Codex CLI, Gemini CLI, Aider, OpenCode."
   ],
   "repository_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "53. [AgentsMesh](https://github.com/AgentsMesh/AgentsMesh): The AI Agent Workforce Platform. Self-hostable multi-agent orchestration with remote AI workstations (AgentPods), PTY sandbox + git worktree isolation, channels-based agent collaboration, built-in Kanban, and per-pod MCP server. Supports Claude Code, Codex CLI, Gemini CLI, Aider, OpenCode."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://libhunt.com/compare-llama_index-vs-haystack",
   "project": "llama_index",
   "repository": null,
   "stars": "50218",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "SaaSHub - Software Alternatives and Reviews",
    "| [llama_index](/r/llama_index) | | [haystack](/r/haystack) |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "SaaSHub - Software Alternatives and Reviews",
    "**Stars** - the number of stars that a project has on GitHub. **Growth** - month over month growth in stars.",
    "| 50,218 | | 25,615 |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://libhunt.com/compare-llama_index-vs-haystack",
   "project": "haystack",
   "repository": "https://github.com/deepset-ai/haystack",
   "stars": "25615",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "SaaSHub - Software Alternatives and Reviews",
    "| [llama_index](/r/llama_index) | | [haystack](/r/haystack) |"
   ],
   "repository_evidence": [
    "Haystack: An open-source framework for building production-ready LLM applications",
    "> I created a simple app to explore how Agents & MCP can help with medical research. It connects to ClinicalTrials.gov, PubMed/PubTator, and MyVariant.info using the BioMCP Server(https://github.com/genomoncology/biomcp), and uses Haystack(https://github.com/deepset-ai/haystack) as the MCP Client."
   ],
   "stars_evidence": [
    "SaaSHub - Software Alternatives and Reviews",
    "**Stars** - the number of stars that a project has on GitHub. **Growth** - month over month growth in stars.",
    "| 50,218 | | 25,615 |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://madappgang.com/blog/ai-agent-framework-decision-guide-2026",
   "project": "AutoGen Studio",
   "repository": "https://microsoft.github.io/autogen/dev//user-guide/autogenstudio-user-guide/index.html",
   "stars": "55000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# AI agent framework decision guide 2026: CrewAI, LangGraph, Mastra, and more ranked by real-world fit",
    "## Tier 1: Visual team composers"
   ],
   "repository_evidence": [
    "# AI agent framework decision guide 2026: CrewAI, LangGraph, Mastra, and more ranked by real-world fit",
    "## Tier 1: Visual team composers",
    "### [AutoGen Studio (Microsoft)](https://microsoft.github.io/autogen/dev//user-guide/autogenstudio-user-guide/index.html)"
   ],
   "stars_evidence": [
    "# AI agent framework decision guide 2026: CrewAI, LangGraph, Mastra, and more ranked by real-world fit",
    "### Primary Comparison: Visual Agent Orchestration",
    "| AutoGen Studio | \u2705 Team Builder | \u274c Python | \u26a0\ufe0f Pip only | \u2705 Full | ChromaDB/Redis/Mem0 | MIT | 55K | \u26a0\ufe0f Research only |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://madappgang.com/blog/ai-agent-framework-decision-guide-2026",
   "project": "Sim Studio",
   "repository": "https://www.sim.ai/",
   "stars": "21800",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# AI agent framework decision guide 2026: CrewAI, LangGraph, Mastra, and more ranked by real-world fit",
    "## Tier 1: Visual team composers",
    "### [Sim Studio](https://www.sim.ai/)"
   ],
   "repository_evidence": [
    "# AI agent framework decision guide 2026: CrewAI, LangGraph, Mastra, and more ranked by real-world fit",
    "## Tier 1: Visual team composers",
    "### [Sim Studio](https://www.sim.ai/)"
   ],
   "stars_evidence": [
    "# AI agent framework decision guide 2026: CrewAI, LangGraph, Mastra, and more ranked by real-world fit",
    "### Primary Comparison: Visual Agent Orchestration",
    "| Sim Studio | \u2705 Full canvas | \u2705 Next.js/TS | \u2705 Docker/K8s | \u2705 Native | PostgreSQL + pgvector | Apache 2.0 | 21.8K | High |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://madappgang.com/blog/ai-agent-framework-decision-guide-2026",
   "project": "CrewAI",
   "repository": "https://docs.crewai.com/en/enterprise/features/crew-studio",
   "stars": "44000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# AI agent framework decision guide 2026: CrewAI, LangGraph, Mastra, and more ranked by real-world fit",
    "## Tier 1: Visual team composers",
    "### [CrewAI + Studio v2](https://docs.crewai.com/en/enterprise/features/crew-studio)"
   ],
   "repository_evidence": [
    "# AI agent framework decision guide 2026: CrewAI, LangGraph, Mastra, and more ranked by real-world fit",
    "## Tier 1: Visual team composers",
    "### [CrewAI + Studio v2](https://docs.crewai.com/en/enterprise/features/crew-studio)"
   ],
   "stars_evidence": [
    "# AI agent framework decision guide 2026: CrewAI, LangGraph, Mastra, and more ranked by real-world fit",
    "### Primary Comparison: Visual Agent Orchestration",
    "| CrewAI Studio | \u2705 Full + AI copilot | \u274c Python | \u2705 On-prem (paid) | \u26a0\ufe0f Limited | 4-layer + Mem0 | Mixed | 44K | High (paid) |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://madappgang.com/blog/ai-agent-framework-decision-guide-2026",
   "project": "Flowise",
   "repository": "https://docs.flowiseai.com/",
   "stars": "38000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# AI agent framework decision guide 2026: CrewAI, LangGraph, Mastra, and more ranked by real-world fit",
    "## Tier 2: Visual workflow builders with agent nodes",
    "### [Flowise](https://docs.flowiseai.com/)"
   ],
   "repository_evidence": [
    "# AI agent framework decision guide 2026: CrewAI, LangGraph, Mastra, and more ranked by real-world fit",
    "## Tier 2: Visual workflow builders with agent nodes",
    "### [Flowise](https://docs.flowiseai.com/)"
   ],
   "stars_evidence": [
    "# AI agent framework decision guide 2026: CrewAI, LangGraph, Mastra, and more ranked by real-world fit",
    "### Primary Comparison: Visual Agent Orchestration",
    "| Flowise | \u2705 AgentFlow V2 | \u2705 Node/TS | \u2705 Docker | \u2705 MCP node | LangChain memory | Apache 2.0 | 38K+ | High* |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://madappgang.com/blog/ai-agent-framework-decision-guide-2026",
   "project": "Langflow",
   "repository": "https://www.langflow.org/",
   "stars": "140000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# AI agent framework decision guide 2026: CrewAI, LangGraph, Mastra, and more ranked by real-world fit",
    "## Tier 2: Visual workflow builders with agent nodes",
    "### [Langflow](https://www.langflow.org/)"
   ],
   "repository_evidence": [
    "# AI agent framework decision guide 2026: CrewAI, LangGraph, Mastra, and more ranked by real-world fit",
    "## Tier 2: Visual workflow builders with agent nodes",
    "### [Langflow](https://www.langflow.org/)"
   ],
   "stars_evidence": [
    "# AI agent framework decision guide 2026: CrewAI, LangGraph, Mastra, and more ranked by real-world fit",
    "### Primary Comparison: Visual Agent Orchestration",
    "| Langflow | \u2705 Multi-agent canvas | \u274c Python | \u2705 Docker | \u2705 + MCP server export | External | MIT | 140K | High |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://madappgang.com/blog/ai-agent-framework-decision-guide-2026",
   "project": "n8n",
   "repository": "https://n8n.io/",
   "stars": "179000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# AI agent framework decision guide 2026: CrewAI, LangGraph, Mastra, and more ranked by real-world fit",
    "## Tier 2: Visual workflow builders with agent nodes",
    "### [n8n](https://n8n.io/)"
   ],
   "repository_evidence": [
    "# AI agent framework decision guide 2026: CrewAI, LangGraph, Mastra, and more ranked by real-world fit",
    "## Tier 2: Visual workflow builders with agent nodes",
    "### [n8n](https://n8n.io/)"
   ],
   "stars_evidence": [
    "# AI agent framework decision guide 2026: CrewAI, LangGraph, Mastra, and more ranked by real-world fit",
    "### Primary Comparison: Visual Agent Orchestration",
    "| n8n | \u26a0\ufe0f Automation | \u2705 Node/TS | \u2705 Docker | \u2705 Full | External DB required | Fair-code | 150K+ | High |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://madappgang.com/blog/ai-agent-framework-decision-guide-2026",
   "project": "Dify",
   "repository": "https://dify.ai/",
   "stars": "114000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# AI agent framework decision guide 2026: CrewAI, LangGraph, Mastra, and more ranked by real-world fit",
    "## Tier 2: Visual workflow builders with agent nodes",
    "### [Dify](https://dify.ai/)"
   ],
   "repository_evidence": [
    "# AI agent framework decision guide 2026: CrewAI, LangGraph, Mastra, and more ranked by real-world fit",
    "## Tier 2: Visual workflow builders with agent nodes",
    "### [Dify](https://dify.ai/)"
   ],
   "stars_evidence": [
    "# AI agent framework decision guide 2026: CrewAI, LangGraph, Mastra, and more ranked by real-world fit",
    "### Primary Comparison: Visual Agent Orchestration",
    "| Dify | \u26a0\ufe0f Workflow nodes | \u274c Python | \u2705 Docker | \u2705 Full bidirectional | RAG + conversation | Apache 2.0* | 114K+ | High |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://madappgang.com/blog/ai-agent-framework-decision-guide-2026",
   "project": "Mastra AI",
   "repository": "https://mastra.ai/",
   "stars": "22000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# AI agent framework decision guide 2026: CrewAI, LangGraph, Mastra, and more ranked by real-world fit",
    "## Tier 3: Code-first with monitoring UIs",
    "### [Mastra AI](https://mastra.ai/)"
   ],
   "repository_evidence": [
    "# AI agent framework decision guide 2026: CrewAI, LangGraph, Mastra, and more ranked by real-world fit",
    "## Tier 3: Code-first with monitoring UIs",
    "### [Mastra AI](https://mastra.ai/)"
   ],
   "stars_evidence": [
    "# AI agent framework decision guide 2026: CrewAI, LangGraph, Mastra, and more ranked by real-world fit",
    "### Primary Comparison: Visual Agent Orchestration",
    "| Mastra AI | \u26a0\ufe0f Monitor only | \u2705 Native TS | \u2705 Docker | \u2705 Full (client+server) | 4-tier + Observational | Apache 2.0 | 22K | High |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://madappgang.com/blog/ai-agent-framework-decision-guide-2026",
   "project": "LangGraph",
   "repository": "https://www.langchain.com/langgraph",
   "stars": "26000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# AI agent framework decision guide 2026: CrewAI, LangGraph, Mastra, and more ranked by real-world fit",
    "## Tier 3: Code-first with monitoring UIs",
    "### [LangGraph Platform + Studio](https://www.langchain.com/langgraph)"
   ],
   "repository_evidence": [
    "# AI agent framework decision guide 2026: CrewAI, LangGraph, Mastra, and more ranked by real-world fit",
    "## Tier 3: Code-first with monitoring UIs",
    "### [LangGraph Platform + Studio](https://www.langchain.com/langgraph)"
   ],
   "stars_evidence": [
    "# AI agent framework decision guide 2026: CrewAI, LangGraph, Mastra, and more ranked by real-world fit",
    "### Primary Comparison: Visual Agent Orchestration",
    "| LangGraph | \u26a0\ufe0f Studio (debug) | \u26a0\ufe0f Beta JS | \u26a0\ufe0f Enterprise | \u2705 Native | Checkpointing + Store | MIT lib | 26K | High (Python) |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://madappgang.com/blog/ai-agent-framework-decision-guide-2026",
   "project": "Letta ADE",
   "repository": "https://docs.letta.com/guides/ade/overview/",
   "stars": "21000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# AI agent framework decision guide 2026: CrewAI, LangGraph, Mastra, and more ranked by real-world fit",
    "## Tier 3: Code-first with monitoring UIs",
    "### [Letta ADE (formerly MemGPT)](https://docs.letta.com/guides/ade/overview/)"
   ],
   "repository_evidence": [
    "# AI agent framework decision guide 2026: CrewAI, LangGraph, Mastra, and more ranked by real-world fit",
    "## Tier 3: Code-first with monitoring UIs",
    "### [Letta ADE (formerly MemGPT)](https://docs.letta.com/guides/ade/overview/)"
   ],
   "stars_evidence": [
    "# AI agent framework decision guide 2026: CrewAI, LangGraph, Mastra, and more ranked by real-world fit",
    "### Primary Comparison: Visual Agent Orchestration",
    "| Letta ADE | \u26a0\ufe0f Dev/test | \u274c Python server | \u2705 Docker | \u2705 Native | Best-in-class 4-tier | Apache 2.0 | 21K | High |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://madappgang.com/blog/ai-agent-framework-decision-guide-2026",
   "project": "Google ADK",
   "repository": "https://adk.dev/",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# AI agent framework decision guide 2026: CrewAI, LangGraph, Mastra, and more ranked by real-world fit",
    "## Tier 3: Code-first with monitoring UIs",
    "### [Google ADK](https://adk.dev/)"
   ],
   "repository_evidence": [
    "# AI agent framework decision guide 2026: CrewAI, LangGraph, Mastra, and more ranked by real-world fit",
    "## Tier 3: Code-first with monitoring UIs",
    "### [Google ADK](https://adk.dev/)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://madappgang.com/blog/ai-agent-framework-decision-guide-2026",
   "project": "KaibanJS",
   "repository": "https://www.kaibanjs.com/",
   "stars": "1400",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# AI agent framework decision guide 2026: CrewAI, LangGraph, Mastra, and more ranked by real-world fit",
    "## Tier 3: Code-first with monitoring UIs",
    "### [KaibanJS](https://www.kaibanjs.com/)"
   ],
   "repository_evidence": [
    "# AI agent framework decision guide 2026: CrewAI, LangGraph, Mastra, and more ranked by real-world fit",
    "## Tier 3: Code-first with monitoring UIs",
    "### [KaibanJS](https://www.kaibanjs.com/)"
   ],
   "stars_evidence": [
    "# AI agent framework decision guide 2026: CrewAI, LangGraph, Mastra, and more ranked by real-world fit",
    "### Primary Comparison: Visual Agent Orchestration",
    "| KaibanJS | \u26a0\ufe0f Kanban board | \u2705 Native JS/TS | \u2705 NPM | \u2705 via LangChain | Basic | MIT | 1.4K | Moderate |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://madappgang.com/blog/ai-agent-framework-decision-guide-2026",
   "project": "Rivet",
   "repository": "https://rivet.dev/",
   "stars": "4500",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# AI agent framework decision guide 2026: CrewAI, LangGraph, Mastra, and more ranked by real-world fit",
    "## Tier 3: Code-first with monitoring UIs",
    "### [Rivet](https://rivet.dev/)"
   ],
   "repository_evidence": [
    "# AI agent framework decision guide 2026: CrewAI, LangGraph, Mastra, and more ranked by real-world fit",
    "## Tier 3: Code-first with monitoring UIs",
    "### [Rivet](https://rivet.dev/)"
   ],
   "stars_evidence": [
    "# AI agent framework decision guide 2026: CrewAI, LangGraph, Mastra, and more ranked by real-world fit",
    "### Primary Comparison: Visual Agent Orchestration",
    "| Rivet | \u2705 Node-based IDE | \u2705 Pure TS | \u2705 Desktop | \u2705 3 MCP nodes | None built-in | Open source | 4.5K | Moderate |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://byteiota.com/guardfall-ai-agent-shell-injection",
   "project": "destructive_command_guard",
   "repository": "https://github.com/Dicklesworthstone/destructive_command_guard",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "The community has shipped [destructive_command_guard](https://github.com/Dicklesworthstone/destructive_command_guard), an open-source pre-execution hook with AST-based analysis that plugs into Claude Code, Copilot, and Gemini CLI."
   ],
   "repository_evidence": [
    "The community has shipped [destructive_command_guard](https://github.com/Dicklesworthstone/destructive_command_guard), an open-source pre-execution hook with AST-based analysis that plugs into Claude Code, Copilot, and Gemini CLI."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://libhunt.com/compare-browser-use-vs-skyvern",
   "project": "browser-use",
   "repository": "https://github.com/browser-use/browser-use",
   "stars": "99519",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "SaaSHub - Software Alternatives and Reviews",
    "| [browser-use](/r/browser-use) | | [skyvern](/r/skyvern) |",
    "Posts with mentions or **reviews of browser-use**. We have used some of these posts to build our list of alternatives and similar projects. The last one was on 2026-04-29."
   ],
   "repository_evidence": [
    "SaaSHub - Software Alternatives and Reviews",
    "> browser-use: https://github.com/browser-use/browser-use"
   ],
   "stars_evidence": [
    "SaaSHub - Software Alternatives and Reviews",
    "| 99,519 | | 21,943 |",
    "**Stars** - the number of stars that a project has on GitHub. **Growth** - month over month growth in stars."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://libhunt.com/compare-browser-use-vs-skyvern",
   "project": "skyvern",
   "repository": "https://github.com/Skyvern-AI/skyvern",
   "stars": "21943",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "SaaSHub - Software Alternatives and Reviews",
    "| [browser-use](/r/browser-use) | | [skyvern](/r/skyvern) |",
    "Posts with mentions or **reviews of skyvern**. We have used some of these posts to build our list of alternatives and similar projects. The last one was on 2025-08-26."
   ],
   "repository_evidence": [
    "SaaSHub - Software Alternatives and Reviews",
    "> For evals, I used Skyvern -> https://github.com/Skyvern-AI/skyvern and their https://docs.skyvern.com/introduction"
   ],
   "stars_evidence": [
    "SaaSHub - Software Alternatives and Reviews",
    "| 99,519 | | 21,943 |",
    "**Stars** - the number of stars that a project has on GitHub. **Growth** - month over month growth in stars."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://phemex.com/academy/yohei-nakajima-babyagi-ai-agents",
   "project": "Pippin Framework",
   "repository": "https://github.com/yoheinakajima/pippin",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Who Is Yohei Nakajima and How the VC Behind BabyAGI Spawned a Generation of AI Agents",
    "## The Pippin Framework And Why It Matters For Crypto",
    "For traders the name showed up again in December 2024, when Nakajima released the Pippin Framework, an evolution of BabyAGI with persistent memory and character definition."
   ],
   "repository_evidence": [
    "# Who Is Yohei Nakajima and How the VC Behind BabyAGI Spawned a Generation of AI Agents",
    "## The Pippin Framework And Why It Matters For Crypto"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://producthunt.com/r/HFN6CVEPUV6NJC",
   "project": "UFO\u00b3",
   "repository": "https://github.com/microsoft/UFO",
   "stars": null,
   "category": "framework/platform",
   "description": "Multi-device orchestration framework that coordinates intelligent agents across heterogeneous platforms",
   "license": "MIT License",
   "project_evidence": [
    "# **UFO\u00b3**[![UFO logo](/microsoft/UFO/raw/main/assets/logo3.png)](/microsoft/UFO/blob/main/assets/logo3.png) : Weaving the Digital Agent Galaxy"
   ],
   "repository_evidence": [
    "# **UFO\u00b3**[![UFO logo](/microsoft/UFO/raw/main/assets/logo3.png)](/microsoft/UFO/blob/main/assets/logo3.png) : Weaving the Digital Agent Galaxy"
   ],
   "stars_evidence": null,
   "category_evidence": [
    "# **UFO\u00b3**[![UFO logo](/microsoft/UFO/raw/main/assets/logo3.png)](/microsoft/UFO/blob/main/assets/logo3.png) : Weaving the Digital Agent Galaxy",
    "UFO\u00b3 introduces **Galaxy**, a revolutionary multi-device orchestration framework that coordinates intelligent agents across heterogeneous platforms."
   ],
   "description_evidence": [
    "# **UFO\u00b3**[![UFO logo](/microsoft/UFO/raw/main/assets/logo3.png)](/microsoft/UFO/blob/main/assets/logo3.png) : Weaving the Digital Agent Galaxy",
    "UFO\u00b3 introduces **Galaxy**, a revolutionary multi-device orchestration framework that coordinates intelligent agents across heterogeneous platforms."
   ],
   "license_evidence": [
    "# **UFO\u00b3**[![UFO logo](/microsoft/UFO/raw/main/assets/logo3.png)](/microsoft/UFO/blob/main/assets/logo3.png) : Weaving the Digital Agent Galaxy",
    "**License:** This project is licensed under the [MIT License](/microsoft/UFO/blob/main/LICENSE)."
   ]
  },
  {
   "url": "https://producthunt.com/r/HFN6CVEPUV6NJC",
   "project": "UFO\u00b2",
   "repository": "https://github.com/microsoft/UFO",
   "stars": null,
   "category": "framework/platform",
   "description": "Desktop AgentOS",
   "license": "MIT License",
   "project_evidence": [
    "# **UFO\u00b3**[![UFO logo](/microsoft/UFO/raw/main/assets/logo3.png)](/microsoft/UFO/blob/main/assets/logo3.png) : Weaving the Digital Agent Galaxy",
    "| Aspect | UFO\u00b2 | UFO\u00b3 Galaxy |"
   ],
   "repository_evidence": [
    "# **UFO\u00b3**[![UFO logo](/microsoft/UFO/raw/main/assets/logo3.png)](/microsoft/UFO/blob/main/assets/logo3.png) : Weaving the Digital Agent Galaxy"
   ],
   "stars_evidence": null,
   "category_evidence": [
    "# **UFO\u00b3**[![UFO logo](/microsoft/UFO/raw/main/assets/logo3.png)](/microsoft/UFO/blob/main/assets/logo3.png) : Weaving the Digital Agent Galaxy",
    "| **Architecture** | Single Windows Agent | Multi-Device Orchestration |"
   ],
   "description_evidence": [
    "# **UFO\u00b3**[![UFO logo](/microsoft/UFO/raw/main/assets/logo3.png)](/microsoft/UFO/blob/main/assets/logo3.png) : Weaving the Digital Agent Galaxy"
   ],
   "license_evidence": [
    "# **UFO\u00b3**[![UFO logo](/microsoft/UFO/raw/main/assets/logo3.png)](/microsoft/UFO/blob/main/assets/logo3.png) : Weaving the Digital Agent Galaxy",
    "**License:** This project is licensed under the [MIT License](/microsoft/UFO/blob/main/LICENSE)."
   ]
  },
  {
   "url": "https://producthunt.com/r/HFN6CVEPUV6NJC",
   "project": "TaskWeaver",
   "repository": "https://github.com/microsoft/TaskWeaver",
   "stars": null,
   "category": "framework/platform",
   "description": "Code-first LLM agent framework for data analytics and task automation",
   "license": null,
   "project_evidence": [
    "# **UFO\u00b3**[![UFO logo](/microsoft/UFO/raw/main/assets/logo3.png)](/microsoft/UFO/blob/main/assets/logo3.png) : Weaving the Digital Agent Galaxy",
    "**Microsoft Research:**",
    "- **[TaskWeaver](https://github.com/microsoft/TaskWeaver)** \u2013 Code-first LLM agent framework for data analytics and task automation"
   ],
   "repository_evidence": [
    "# **UFO\u00b3**[![UFO logo](/microsoft/UFO/raw/main/assets/logo3.png)](/microsoft/UFO/blob/main/assets/logo3.png) : Weaving the Digital Agent Galaxy",
    "**Microsoft Research:**",
    "- **[TaskWeaver](https://github.com/microsoft/TaskWeaver)** \u2013 Code-first LLM agent framework for data analytics and task automation"
   ],
   "stars_evidence": null,
   "category_evidence": [
    "# **UFO\u00b3**[![UFO logo](/microsoft/UFO/raw/main/assets/logo3.png)](/microsoft/UFO/blob/main/assets/logo3.png) : Weaving the Digital Agent Galaxy",
    "**Microsoft Research:**",
    "- **[TaskWeaver](https://github.com/microsoft/TaskWeaver)** \u2013 Code-first LLM agent framework for data analytics and task automation"
   ],
   "description_evidence": [
    "# **UFO\u00b3**[![UFO logo](/microsoft/UFO/raw/main/assets/logo3.png)](/microsoft/UFO/blob/main/assets/logo3.png) : Weaving the Digital Agent Galaxy",
    "**Microsoft Research:**",
    "- **[TaskWeaver](https://github.com/microsoft/TaskWeaver)** \u2013 Code-first LLM agent framework for data analytics and task automation"
   ],
   "license_evidence": null
  },
  {
   "url": "https://singularitybyte.com/tools/openmanus.html",
   "project": "OpenManus",
   "repository": "https://github.com/mannaandpoem/OpenManus",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# OpenManus",
    "OpenManus is an open-source AI agent developed in just three hours as a response to the invite-only Manus AI.",
    "You can find [OpenManus on Github](https://github.com/mannaandpoem/OpenManus)."
   ],
   "repository_evidence": [
    "# OpenManus",
    "You can find [OpenManus on Github](https://github.com/mannaandpoem/OpenManus)."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/WangRongsheng/awesome-LLM-resources/blob/main/README.md",
   "project": "AutoGen",
   "repository": "https://github.com/microsoft/autogen",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "1. [AutoGen](https://github.com/microsoft/autogen): AutoGen is a framework that enables the development of LLM applications using multiple agents that can converse with each other to solve tasks. [AutoGen AIStudio](https://autogen-studio.com/)"
   ],
   "repository_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "1. [AutoGen](https://github.com/microsoft/autogen): AutoGen is a framework that enables the development of LLM applications using multiple agents that can converse with each other to solve tasks. [AutoGen AIStudio](https://autogen-studio.com/)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/WangRongsheng/awesome-LLM-resources/blob/main/README.md",
   "project": "CrewAI",
   "repository": "https://github.com/joaomdmoura/crewAI",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "2. [CrewAI](https://github.com/joaomdmoura/crewAI): Framework for orchestrating role-playing, autonomous AI agents. By fostering collaborative intelligence, CrewAI empowers agents to work together seamlessly, tackling complex tasks."
   ],
   "repository_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "2. [CrewAI](https://github.com/joaomdmoura/crewAI): Framework for orchestrating role-playing, autonomous AI agents. By fostering collaborative intelligence, CrewAI empowers agents to work together seamlessly, tackling complex tasks."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/WangRongsheng/awesome-LLM-resources/blob/main/README.md",
   "project": "AgentGPT",
   "repository": "https://github.com/reworkd/AgentGPT",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "4. [AgentGPT](https://github.com/reworkd/AgentGPT): Assemble, configure, and deploy autonomous AI Agents in your browser."
   ],
   "repository_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "4. [AgentGPT](https://github.com/reworkd/AgentGPT): Assemble, configure, and deploy autonomous AI Agents in your browser."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/WangRongsheng/awesome-LLM-resources/blob/main/README.md",
   "project": "XAgent",
   "repository": "https://github.com/OpenBMB/XAgent",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "5. [XAgent](https://github.com/OpenBMB/XAgent): An Autonomous LLM Agent for Complex Task Solving."
   ],
   "repository_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "5. [XAgent](https://github.com/OpenBMB/XAgent): An Autonomous LLM Agent for Complex Task Solving."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/WangRongsheng/awesome-LLM-resources/blob/main/README.md",
   "project": "MobileAgent",
   "repository": "https://github.com/X-PLUG/MobileAgent",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "6. [MobileAgent](https://github.com/X-PLUG/MobileAgent): The Powerful Mobile Device Operation Assistant Family."
   ],
   "repository_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "6. [MobileAgent](https://github.com/X-PLUG/MobileAgent): The Powerful Mobile Device Operation Assistant Family."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/WangRongsheng/awesome-LLM-resources/blob/main/README.md",
   "project": "Lagent",
   "repository": "https://github.com/InternLM/lagent",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "7. [Lagent](https://github.com/InternLM/lagent): A lightweight framework for building LLM-based agents."
   ],
   "repository_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "7. [Lagent](https://github.com/InternLM/lagent): A lightweight framework for building LLM-based agents."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/WangRongsheng/awesome-LLM-resources/blob/main/README.md",
   "project": "Qwen-Agent",
   "repository": "https://github.com/QwenLM/Qwen-Agent",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "8. [Qwen-Agent](https://github.com/QwenLM/Qwen-Agent): Agent framework and applications built upon Qwen2, featuring Function Calling, Code Interpreter, RAG, and Chrome extension."
   ],
   "repository_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "8. [Qwen-Agent](https://github.com/QwenLM/Qwen-Agent): Agent framework and applications built upon Qwen2, featuring Function Calling, Code Interpreter, RAG, and Chrome extension."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/WangRongsheng/awesome-LLM-resources/blob/main/README.md",
   "project": "agentUniverse",
   "repository": "https://github.com/alipay/agentUniverse",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "11. [agentUniverse](https://github.com/alipay/agentUniverse): agentUniverse is a LLM multi-agent framework that allows developers to easily build multi-agent applications. Furthermore, through the community, they can exchange and share practices of patterns across different domains."
   ],
   "repository_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "11. [agentUniverse](https://github.com/alipay/agentUniverse): agentUniverse is a LLM multi-agent framework that allows developers to easily build multi-agent applications. Furthermore, through the community, they can exchange and share practices of patterns across different domains."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/WangRongsheng/awesome-LLM-resources/blob/main/README.md",
   "project": "LazyLLM",
   "repository": "https://github.com/LazyAGI/LazyLLM",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "12. [LazyLLM](https://github.com/LazyAGI/LazyLLM): \u4f4e\u4ee3\u7801\u6784\u5efa\u591aAgent\u5927\u6a21\u578b\u5e94\u7528\u7684\u5f00\u53d1\u5de5\u5177"
   ],
   "repository_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "12. [LazyLLM](https://github.com/LazyAGI/LazyLLM): \u4f4e\u4ee3\u7801\u6784\u5efa\u591aAgent\u5927\u6a21\u578b\u5e94\u7528\u7684\u5f00\u53d1\u5de5\u5177"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/WangRongsheng/awesome-LLM-resources/blob/main/README.md",
   "project": "AgentScope",
   "repository": "https://github.com/modelscope/agentscope",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "13. [AgentScope](https://github.com/modelscope/agentscope): Start building LLM-empowered multi-agent applications in an easier way."
   ],
   "repository_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "13. [AgentScope](https://github.com/modelscope/agentscope): Start building LLM-empowered multi-agent applications in an easier way."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/WangRongsheng/awesome-LLM-resources/blob/main/README.md",
   "project": "AgentField",
   "repository": "https://github.com/Agent-Field/agentfield",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "14. [AgentField](https://github.com/Agent-Field/agentfield): Open-source control plane for building and operating AI agents like APIs at scale, with routing, memory, observability, identity, auth, and policy controls."
   ],
   "repository_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "14. [AgentField](https://github.com/Agent-Field/agentfield): Open-source control plane for building and operating AI agents like APIs at scale, with routing, memory, observability, identity, auth, and policy controls."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/WangRongsheng/awesome-LLM-resources/blob/main/README.md",
   "project": "MoA",
   "repository": "https://github.com/togethercomputer/MoA",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "15. [MoA](https://github.com/togethercomputer/MoA): Mixture of Agents (MoA) is a novel approach that leverages the collective strengths of multiple LLMs to enhance performance, achieving state-of-the-art results."
   ],
   "repository_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "15. [MoA](https://github.com/togethercomputer/MoA): Mixture of Agents (MoA) is a novel approach that leverages the collective strengths of multiple LLMs to enhance performance, achieving state-of-the-art results."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/WangRongsheng/awesome-LLM-resources/blob/main/README.md",
   "project": "Agently",
   "repository": "https://github.com/Maplemx/Agently",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "16. [Agently](https://github.com/Maplemx/Agently): AI Agent Application Development Framework."
   ],
   "repository_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "16. [Agently](https://github.com/Maplemx/Agently): AI Agent Application Development Framework."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/WangRongsheng/awesome-LLM-resources/blob/main/README.md",
   "project": "OmAgent",
   "repository": "https://github.com/om-ai-lab/OmAgent",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "17. [OmAgent](https://github.com/om-ai-lab/OmAgent): A multimodal agent framework for solving complex tasks."
   ],
   "repository_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "17. [OmAgent](https://github.com/om-ai-lab/OmAgent): A multimodal agent framework for solving complex tasks."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/WangRongsheng/awesome-LLM-resources/blob/main/README.md",
   "project": "Tribe",
   "repository": "https://github.com/StreetLamb/tribe",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "18. [Tribe](https://github.com/StreetLamb/tribe): No code tool to rapidly build and coordinate multi-agent teams."
   ],
   "repository_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "18. [Tribe](https://github.com/StreetLamb/tribe): No code tool to rapidly build and coordinate multi-agent teams."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/WangRongsheng/awesome-LLM-resources/blob/main/README.md",
   "project": "CAMEL",
   "repository": "https://github.com/camel-ai/camel",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "19. [CAMEL](https://github.com/camel-ai/camel): First LLM multi-agent framework and an open-source community dedicated to finding the scaling law of agents."
   ],
   "repository_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "19. [CAMEL](https://github.com/camel-ai/camel): First LLM multi-agent framework and an open-source community dedicated to finding the scaling law of agents."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/WangRongsheng/awesome-LLM-resources/blob/main/README.md",
   "project": "PraisonAI",
   "repository": "https://github.com/MervinPraison/PraisonAI/",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "20. [PraisonAI](https://github.com/MervinPraison/PraisonAI/): PraisonAI application combines AutoGen and CrewAI or similar frameworks into a low-code solution for building and managing multi-agent LLM systems, focusing on simplicity, customisation, and efficient human-agent collaboration."
   ],
   "repository_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "20. [PraisonAI](https://github.com/MervinPraison/PraisonAI/): PraisonAI application combines AutoGen and CrewAI or similar frameworks into a low-code solution for building and managing multi-agent LLM systems, focusing on simplicity, customisation, and efficient human-agent collaboration."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/WangRongsheng/awesome-LLM-resources/blob/main/README.md",
   "project": "IoA",
   "repository": "https://github.com/openbmb/ioa",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "21. [IoA](https://github.com/openbmb/ioa): An open-source framework for collaborative AI agents, enabling diverse, distributed agents to team up and tackle complex tasks through internet-like connectivity."
   ],
   "repository_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "21. [IoA](https://github.com/openbmb/ioa): An open-source framework for collaborative AI agents, enabling diverse, distributed agents to team up and tackle complex tasks through internet-like connectivity."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/WangRongsheng/awesome-LLM-resources/blob/main/README.md",
   "project": "llama-agentic-system",
   "repository": "https://github.com/meta-llama/llama-agentic-system",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "22. [llama-agentic-system ](https://github.com/meta-llama/llama-agentic-system): Agentic components of the Llama Stack APIs."
   ],
   "repository_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "22. [llama-agentic-system ](https://github.com/meta-llama/llama-agentic-system): Agentic components of the Llama Stack APIs."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/WangRongsheng/awesome-LLM-resources/blob/main/README.md",
   "project": "Agent Zero",
   "repository": "https://github.com/frdel/agent-zero",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "23. [Agent Zero](https://github.com/frdel/agent-zero): Agent Zero is not a predefined agentic framework. It is designed to be dynamic, organically growing, and learning as you use it."
   ],
   "repository_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "23. [Agent Zero](https://github.com/frdel/agent-zero): Agent Zero is not a predefined agentic framework. It is designed to be dynamic, organically growing, and learning as you use it."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/WangRongsheng/awesome-LLM-resources/blob/main/README.md",
   "project": "Agents",
   "repository": "https://github.com/aiwaves-cn/agents",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "24. [Agents](https://github.com/aiwaves-cn/agents): An Open-source Framework for Data-centric, Self-evolving Autonomous Language Agents."
   ],
   "repository_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "24. [Agents](https://github.com/aiwaves-cn/agents): An Open-source Framework for Data-centric, Self-evolving Autonomous Language Agents."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/WangRongsheng/awesome-LLM-resources/blob/main/README.md",
   "project": "AgentScope",
   "repository": "https://github.com/modelscope/agentscope",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "25. [AgentScope](https://github.com/modelscope/agentscope): Start building LLM-empowered multi-agent applications in an easier way."
   ],
   "repository_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "25. [AgentScope](https://github.com/modelscope/agentscope): Start building LLM-empowered multi-agent applications in an easier way."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/WangRongsheng/awesome-LLM-resources/blob/main/README.md",
   "project": "FastAgency",
   "repository": "https://github.com/airtai/fastagency",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "26. [FastAgency](https://github.com/airtai/fastagency): The fastest way to bring multi-agent workflows to production."
   ],
   "repository_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "26. [FastAgency](https://github.com/airtai/fastagency): The fastest way to bring multi-agent workflows to production."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/WangRongsheng/awesome-LLM-resources/blob/main/README.md",
   "project": "Swarm",
   "repository": "https://github.com/openai/swarm",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "27. [Swarm](https://github.com/openai/swarm): Framework for building, orchestrating and deploying multi-agent systems. Managed by OpenAI Solutions team. Experimental framework."
   ],
   "repository_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "27. [Swarm](https://github.com/openai/swarm): Framework for building, orchestrating and deploying multi-agent systems. Managed by OpenAI Solutions team. Experimental framework."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/WangRongsheng/awesome-LLM-resources/blob/main/README.md",
   "project": "Agent-S",
   "repository": "https://github.com/simular-ai/Agent-S",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "28. [Agent-S](https://github.com/simular-ai/Agent-S): an open agentic framework that uses computers like a human."
   ],
   "repository_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "28. [Agent-S](https://github.com/simular-ai/Agent-S): an open agentic framework that uses computers like a human."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/WangRongsheng/awesome-LLM-resources/blob/main/README.md",
   "project": "PydanticAI",
   "repository": "https://github.com/pydantic/pydantic-ai",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "29. [PydanticAI](https://github.com/pydantic/pydantic-ai): Agent Framework / shim to use Pydantic with LLMs."
   ],
   "repository_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "29. [PydanticAI](https://github.com/pydantic/pydantic-ai): Agent Framework / shim to use Pydantic with LLMs."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/WangRongsheng/awesome-LLM-resources/blob/main/README.md",
   "project": "Agentarium",
   "repository": "https://github.com/Thytu/Agentarium",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "30. [Agentarium](https://github.com/Thytu/Agentarium): open-source framework for creating and managing simulations populated with AI-powered agents."
   ],
   "repository_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "30. [Agentarium](https://github.com/Thytu/Agentarium): open-source framework for creating and managing simulations populated with AI-powered agents."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/WangRongsheng/awesome-LLM-resources/blob/main/README.md",
   "project": "smolagents",
   "repository": "https://github.com/huggingface/smolagents",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "31. [smolagents](https://github.com/huggingface/smolagents): a barebones library for agents. Agents write python code to call tools and orchestrate other agents."
   ],
   "repository_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "31. [smolagents](https://github.com/huggingface/smolagents): a barebones library for agents. Agents write python code to call tools and orchestrate other agents."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/WangRongsheng/awesome-LLM-resources/blob/main/README.md",
   "project": "Cooragent",
   "repository": "https://github.com/LeapLabTHU/cooragent",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "32. [Cooragent](https://github.com/LeapLabTHU/cooragent): Cooragent is an AI agent collaboration community."
   ],
   "repository_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "32. [Cooragent](https://github.com/LeapLabTHU/cooragent): Cooragent is an AI agent collaboration community."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/WangRongsheng/awesome-LLM-resources/blob/main/README.md",
   "project": "Agno",
   "repository": "https://github.com/agno-agi/agno",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "33. [Agno](https://github.com/agno-agi/agno): Agno is a lightweight library for building Agents with memory, knowledge, tools and reasoning."
   ],
   "repository_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "33. [Agno](https://github.com/agno-agi/agno): Agno is a lightweight library for building Agents with memory, knowledge, tools and reasoning."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/WangRongsheng/awesome-LLM-resources/blob/main/README.md",
   "project": "Suna",
   "repository": "https://github.com/kortix-ai/suna",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "34. [Suna](https://github.com/kortix-ai/suna): Open Source Generalist AI Agent."
   ],
   "repository_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "34. [Suna](https://github.com/kortix-ai/suna): Open Source Generalist AI Agent."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/WangRongsheng/awesome-LLM-resources/blob/main/README.md",
   "project": "rowboat",
   "repository": "https://github.com/rowboatlabs/rowboat",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "35. [rowboat](https://github.com/rowboatlabs/rowboat): Let AI build multi-agent workflows for you in minutes."
   ],
   "repository_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "35. [rowboat](https://github.com/rowboatlabs/rowboat): Let AI build multi-agent workflows for you in minutes."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/WangRongsheng/awesome-LLM-resources/blob/main/README.md",
   "project": "EvoAgentX",
   "repository": "https://github.com/EvoAgentX/EvoAgentX",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "36. [EvoAgentX](https://github.com/EvoAgentX/EvoAgentX): Building a Self-Evolving Ecosystem of AI Agents."
   ],
   "repository_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "36. [EvoAgentX](https://github.com/EvoAgentX/EvoAgentX): Building a Self-Evolving Ecosystem of AI Agents."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/WangRongsheng/awesome-LLM-resources/blob/main/README.md",
   "project": "ii-agent",
   "repository": "https://github.com/Intelligent-Internet/ii-agent",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "37. [ii-agent](https://github.com/Intelligent-Internet/ii-agent): a new open-source framework to build and deploy intelligent agents."
   ],
   "repository_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "37. [ii-agent](https://github.com/Intelligent-Internet/ii-agent): a new open-source framework to build and deploy intelligent agents."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/WangRongsheng/awesome-LLM-resources/blob/main/README.md",
   "project": "OWL",
   "repository": "https://github.com/camel-ai/owl",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "38. [OWL](https://github.com/camel-ai/owl): Optimized Workforce Learning for General Multi-Agent Assistance in Real-World Task Automation."
   ],
   "repository_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "38. [OWL](https://github.com/camel-ai/owl): Optimized Workforce Learning for General Multi-Agent Assistance in Real-World Task Automation."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/WangRongsheng/awesome-LLM-resources/blob/main/README.md",
   "project": "OpenManus",
   "repository": "https://github.com/FoundationAgents/OpenManus",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "39. [OpenManus](https://github.com/FoundationAgents/OpenManus): No fortress, purely open ground. OpenManus is Coming."
   ],
   "repository_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "39. [OpenManus](https://github.com/FoundationAgents/OpenManus): No fortress, purely open ground. OpenManus is Coming."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/WangRongsheng/awesome-LLM-resources/blob/main/README.md",
   "project": "JoyAgent-JDGenie",
   "repository": "https://github.com/jd-opensource/joyagent-jdgenie",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "40. [JoyAgent-JDGenie](https://github.com/jd-opensource/joyagent-jdgenie): \u4e1a\u754c\u9996\u4e2a\u5f00\u6e90\u9ad8\u5b8c\u6210\u5ea6\u8f7b\u91cf\u5316\u901a\u7528\u591a\u667a\u80fd\u4f53\u4ea7\u54c1."
   ],
   "repository_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "40. [JoyAgent-JDGenie](https://github.com/jd-opensource/joyagent-jdgenie): \u4e1a\u754c\u9996\u4e2a\u5f00\u6e90\u9ad8\u5b8c\u6210\u5ea6\u8f7b\u91cf\u5316\u901a\u7528\u591a\u667a\u80fd\u4f53\u4ea7\u54c1."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/WangRongsheng/awesome-LLM-resources/blob/main/README.md",
   "project": "coze-studio",
   "repository": "https://github.com/coze-dev/coze-studio",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "41. [coze-studio](https://github.com/coze-dev/coze-studio): An AI agent development platform with all-in-one visual tools, simplifying agent creation, debugging, and deployment like never before."
   ],
   "repository_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "41. [coze-studio](https://github.com/coze-dev/coze-studio): An AI agent development platform with all-in-one visual tools, simplifying agent creation, debugging, and deployment like never before."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/WangRongsheng/awesome-LLM-resources/blob/main/README.md",
   "project": "OxyGent",
   "repository": "https://github.com/jd-opensource/OxyGent",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "42. [OxyGent](https://github.com/jd-opensource/OxyGent): An advanced Python framework that empowers developers to quickly build production-ready intelligent systems."
   ],
   "repository_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "42. [OxyGent](https://github.com/jd-opensource/OxyGent): An advanced Python framework that empowers developers to quickly build production-ready intelligent systems."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/WangRongsheng/awesome-LLM-resources/blob/main/README.md",
   "project": "LazyCraft",
   "repository": "https://github.com/LazyAGI/LazyCraft",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "43. [LazyCraft](https://github.com/LazyAGI/LazyCraft): LazyCraft \u662f\u4e00\u4e2a\u57fa\u4e8e LazyLLM \u6784\u5efa\u7684 AI Agent \u5e94\u7528\u5f00\u53d1\u4e0e\u7ba1\u7406\u5e73\u53f0\uff0c\u65e8\u5728\u534f\u52a9\u5f00\u53d1\u8005\u4ee5 \u4f4e\u95e8\u69db\u3001\u4f4e\u6210\u672c \u5feb\u901f\u6784\u5efa\u548c\u53d1\u5e03\u5927\u6a21\u578b\u5e94\u7528\u3002"
   ],
   "repository_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "43. [LazyCraft](https://github.com/LazyAGI/LazyCraft): LazyCraft \u662f\u4e00\u4e2a\u57fa\u4e8e LazyLLM \u6784\u5efa\u7684 AI Agent \u5e94\u7528\u5f00\u53d1\u4e0e\u7ba1\u7406\u5e73\u53f0\uff0c\u65e8\u5728\u534f\u52a9\u5f00\u53d1\u8005\u4ee5 \u4f4e\u95e8\u69db\u3001\u4f4e\u6210\u672c \u5feb\u901f\u6784\u5efa\u548c\u53d1\u5e03\u5927\u6a21\u578b\u5e94\u7528\u3002"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/WangRongsheng/awesome-LLM-resources/blob/main/README.md",
   "project": "OpenAgents",
   "repository": "https://github.com/openagents-org/openagents",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "44. [OpenAgents](https://github.com/openagents-org/openagents): AI Agent Networks for Open Collaboration."
   ],
   "repository_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "44. [OpenAgents](https://github.com/openagents-org/openagents): AI Agent Networks for Open Collaboration."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/WangRongsheng/awesome-LLM-resources/blob/main/README.md",
   "project": "SandBox",
   "repository": "https://github.com/agent-infra/sandbox",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "45. [SandBox](https://github.com/agent-infra/sandbox): All-in-One Sandbox for AI Agents that combines Browser, Shell, File, MCP and VSCode Server in a single Docker container."
   ],
   "repository_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "45. [SandBox](https://github.com/agent-infra/sandbox): All-in-One Sandbox for AI Agents that combines Browser, Shell, File, MCP and VSCode Server in a single Docker container."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/WangRongsheng/awesome-LLM-resources/blob/main/README.md",
   "project": "DeepAnalyze",
   "repository": "https://github.com/ruc-datalab/DeepAnalyze",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "46. [DeepAnalyze](https://github.com/ruc-datalab/DeepAnalyze): First agentic LLM for autonomous data science, supporting specific data tasks (data preparation, analysis, modeling, visualization, and insight) and data-oriented deep research (produce analyst-grade research reports)."
   ],
   "repository_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "46. [DeepAnalyze](https://github.com/ruc-datalab/DeepAnalyze): First agentic LLM for autonomous data science, supporting specific data tasks (data preparation, analysis, modeling, visualization, and insight) and data-oriented deep research (produce analyst-grade research reports)."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/WangRongsheng/awesome-LLM-resources/blob/main/README.md",
   "project": "Astron Agent",
   "repository": "https://github.com/iflytek/astron-agent",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "47. [Astron Agent](https://github.com/iflytek/astron-agent): Enterprise-grade, commercial-friendly agentic workflow platform for building next-generation SuperAgents."
   ],
   "repository_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "47. [Astron Agent](https://github.com/iflytek/astron-agent): Enterprise-grade, commercial-friendly agentic workflow platform for building next-generation SuperAgents."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/WangRongsheng/awesome-LLM-resources/blob/main/README.md",
   "project": "Youtu-Agent",
   "repository": "https://github.com/TencentCloudADP/youtu-agent",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "48. [Youtu-Agent](https://github.com/TencentCloudADP/youtu-agent): A simple yet powerful agent framework that delivers with open-source models."
   ],
   "repository_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "48. [Youtu-Agent](https://github.com/TencentCloudADP/youtu-agent): A simple yet powerful agent framework that delivers with open-source models."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/WangRongsheng/awesome-LLM-resources/blob/main/README.md",
   "project": "MiroThinker",
   "repository": "https://github.com/MiroMindAI/MiroThinker",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "49. [MiroThinker](https://github.com/MiroMindAI/MiroThinker): an open-source search agent model, built for tool-augmented reasoning and real-world information seeking, aiming to match the deep research experience of OpenAI Deep Research and Gemini Deep Research."
   ],
   "repository_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "49. [MiroThinker](https://github.com/MiroMindAI/MiroThinker): an open-source search agent model, built for tool-augmented reasoning and real-world information seeking, aiming to match the deep research experience of OpenAI Deep Research and Gemini Deep Research."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/WangRongsheng/awesome-LLM-resources/blob/main/README.md",
   "project": "Nexent",
   "repository": "https://github.com/ModelEngine-Group/nexent",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "50. [Nexent](https://github.com/ModelEngine-Group/nexent): A zero-code platform for auto-generating agents \u2014 no orchestration, no complex drag-and-drop required, using pure language to develop any agent you want."
   ],
   "repository_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "50. [Nexent](https://github.com/ModelEngine-Group/nexent): A zero-code platform for auto-generating agents \u2014 no orchestration, no complex drag-and-drop required, using pure language to develop any agent you want."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/WangRongsheng/awesome-LLM-resources/blob/main/README.md",
   "project": "Yunjue-Agent",
   "repository": "https://github.com/YunjueTech/Yunjue-Agent",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "51. [Yunjue-Agent](https://github.com/YunjueTech/Yunjue-Agent): A Fully Reproducible, Zero-Start In-Situ Self-Evolving Agent System for Open-Ended Tasks."
   ],
   "repository_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "51. [Yunjue-Agent](https://github.com/YunjueTech/Yunjue-Agent): A Fully Reproducible, Zero-Start In-Situ Self-Evolving Agent System for Open-Ended Tasks."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/WangRongsheng/awesome-LLM-resources/blob/main/README.md",
   "project": "Hindsight",
   "repository": "https://github.com/vectorize-io/hindsight",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "52. [Hindsight](https://github.com/vectorize-io/hindsight): State-of-the-art long-term memory for AI agents by Vectorize. Open-source, self-hostable, with integrations for LangChain, CrewAI, LlamaIndex, MCP, and more."
   ],
   "repository_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "52. [Hindsight](https://github.com/vectorize-io/hindsight): State-of-the-art long-term memory for AI agents by Vectorize. Open-source, self-hostable, with integrations for LangChain, CrewAI, LlamaIndex, MCP, and more."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/WangRongsheng/awesome-LLM-resources/blob/main/README.md",
   "project": "AgentsMesh",
   "repository": "https://github.com/AgentsMesh/AgentsMesh",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "53. [AgentsMesh](https://github.com/AgentsMesh/AgentsMesh): The AI Agent Workforce Platform. Self-hostable multi-agent orchestration with remote AI workstations (AgentPods), PTY sandbox + git worktree isolation, channels-based agent collaboration, built-in Kanban, and per-pod MCP server. Supports Claude Code, Codex CLI, Gemini CLI, Aider, OpenCode."
   ],
   "repository_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "53. [AgentsMesh](https://github.com/AgentsMesh/AgentsMesh): The AI Agent Workforce Platform. Self-hostable multi-agent orchestration with remote AI workstations (AgentPods), PTY sandbox + git worktree isolation, channels-based agent collaboration, built-in Kanban, and per-pod MCP server. Supports Claude Code, Codex CLI, Gemini CLI, Aider, OpenCode."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://alatirok.com/mem0-vs-zep-vs-letta",
   "project": "Mem0",
   "repository": null,
   "stars": "48000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Mem0 vs Zep vs Letta: Best AI Agent Memory in 2026",
    "| GitHub stars (2026) | ~48,000 | ~5,000 (Graphiti) | ~13,000+ |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "Mem0 vs Zep vs Letta: Best AI Agent Memory in 2026",
    "| GitHub stars (2026) | ~48,000 | ~5,000 (Graphiti) | ~13,000+ |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://alatirok.com/mem0-vs-zep-vs-letta",
   "project": "Graphiti",
   "repository": null,
   "stars": "5000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Mem0 vs Zep vs Letta: Best AI Agent Memory in 2026",
    "| GitHub stars (2026) | ~48,000 | ~5,000 (Graphiti) | ~13,000+ |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "Mem0 vs Zep vs Letta: Best AI Agent Memory in 2026",
    "| GitHub stars (2026) | ~48,000 | ~5,000 (Graphiti) | ~13,000+ |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://alatirok.com/mem0-vs-zep-vs-letta",
   "project": "Letta",
   "repository": "https://github.com/letta-ai/letta",
   "stars": "13000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Mem0 vs Zep vs Letta: Best AI Agent Memory in 2026",
    "| GitHub stars (2026) | ~48,000 | ~5,000 (Graphiti) | ~13,000+ |"
   ],
   "repository_evidence": [
    "Mem0 vs Zep vs Letta: Best AI Agent Memory in 2026",
    "- [Letta (letta-ai/letta) GitHub repository](https://github.com/letta-ai/letta) \u2014 GitHub"
   ],
   "stars_evidence": [
    "Mem0 vs Zep vs Letta: Best AI Agent Memory in 2026",
    "| GitHub stars (2026) | ~48,000 | ~5,000 (Graphiti) | ~13,000+ |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://codersera.com/blog/ai-coding-agents-complete-guide-2026",
   "project": "OpenCode",
   "repository": null,
   "stars": "161000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# AI Coding Agents in 2026: The Complete Guide",
    "Comprehensive 2026 guide to the major AI coding agents \u2014 Cursor, Claude Code, Cline, Aider, OpenCode, Windsurf, Void AI \u2014 with real pricing, model support, and workflow tradeoffs.",
    "What's the May 2026 state of AI coding agents in one table?",
    "| Tool | Strongest at | Pricing (May 2026) | What changed since April |",
    "| **OpenCode** | OSS, Scout subagent, auto-compact, MCP-native | Free | 161K GH stars, Scout subagent |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# AI Coding Agents in 2026: The Complete Guide",
    "Comprehensive 2026 guide to the major AI coding agents \u2014 Cursor, Claude Code, Cline, Aider, OpenCode, Windsurf, Void AI \u2014 with real pricing, model support, and workflow tradeoffs.",
    "What's the May 2026 state of AI coding agents in one table?",
    "| Tool | Strongest at | Pricing (May 2026) | What changed since April |",
    "| **OpenCode** | OSS, Scout subagent, auto-compact, MCP-native | Free | 161K GH stars, Scout subagent |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://codersera.com/blog/ai-coding-agents-complete-guide-2026",
   "project": "Cline",
   "repository": null,
   "stars": "61000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# AI Coding Agents in 2026: The Complete Guide",
    "Comprehensive 2026 guide to the major AI coding agents \u2014 Cursor, Claude Code, Cline, Aider, OpenCode, Windsurf, Void AI \u2014 with real pricing, model support, and workflow tradeoffs.",
    "What's the May 2026 state of AI coding agents in one table?",
    "| Tool | Strongest at | Pricing (May 2026) | What changed since April |",
    "| **Cline** | OSS, BYO-API, MCP-native | Free (you pay API) | 61K GH stars, growing fast |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# AI Coding Agents in 2026: The Complete Guide",
    "Comprehensive 2026 guide to the major AI coding agents \u2014 Cursor, Claude Code, Cline, Aider, OpenCode, Windsurf, Void AI \u2014 with real pricing, model support, and workflow tradeoffs.",
    "What's the May 2026 state of AI coding agents in one table?",
    "| Tool | Strongest at | Pricing (May 2026) | What changed since April |",
    "| **Cline** | OSS, BYO-API, MCP-native | Free (you pay API) | 61K GH stars, growing fast |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://learn.engineering.vips.edu/frameworks/browser-use-python",
   "project": "browser-use",
   "repository": "https://github.com/browser-use/browser-use",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Capability \u00b7 Framework \u2014 agents",
    "# browser-use",
    "browser-use turns any LLM into a web-navigating agent by exposing Playwright-driven browser actions as tools."
   ],
   "repository_evidence": [
    "Capability \u00b7 Framework \u2014 agents",
    "- **Repository** https://github.com/browser-use/browser-use"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://huggingface.co/datasets/OpenResearcher/OpenResearcher-Eval-Logs",
   "project": "OpenResearcher",
   "repository": "https://github.com/TIGER-AI-Lab/OpenResearcher",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "**OpenResearcher** is a fully open agentic large language model (30B-A3B) designed for **long-horizon deep research** scenarios.",
    "[![Blog](https://img.shields.io/badge/Github-181717?style=for-the-badge&logo=github&logoColor=white)](https://github.com/TIGER-AI-Lab/OpenResearcher)"
   ],
   "repository_evidence": [
    "[![Blog](https://img.shields.io/badge/Github-181717?style=for-the-badge&logo=github&logoColor=white)](https://github.com/TIGER-AI-Lab/OpenResearcher)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://registry.agentsign.dev",
   "project": "AutoGPT",
   "repository": "https://github.com/Significant-Gravitas/AutoGPT",
   "stars": "182000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Agent Security Registry",
    "# 13 of 39 agent frameworks fail security scan",
    "| Framework | Category | Stars | Verdict | Risk | OWASP | ATT&CK | STRIDE | Findings | Scanned |",
    "| [AutoGPT](https://github.com/Significant-Gravitas/AutoGPT) | Autonomous Agent | 182K+ | \u2717 FAIL | 65 | AA-03 AA-09 | T1059 T1610 | EoP | exec(), os.system(), no sandbox | 2026-03-10 |"
   ],
   "repository_evidence": [
    "Agent Security Registry",
    "# 13 of 39 agent frameworks fail security scan",
    "| Framework | Category | Stars | Verdict | Risk | OWASP | ATT&CK | STRIDE | Findings | Scanned |",
    "| [AutoGPT](https://github.com/Significant-Gravitas/AutoGPT) | Autonomous Agent | 182K+ | \u2717 FAIL | 65 | AA-03 AA-09 | T1059 T1610 | EoP | exec(), os.system(), no sandbox | 2026-03-10 |"
   ],
   "stars_evidence": [
    "Agent Security Registry",
    "# 13 of 39 agent frameworks fail security scan",
    "| Framework | Category | Stars | Verdict | Risk | OWASP | ATT&CK | STRIDE | Findings | Scanned |",
    "| [AutoGPT](https://github.com/Significant-Gravitas/AutoGPT) | Autonomous Agent | 182K+ | \u2717 FAIL | 65 | AA-03 AA-09 | T1059 T1610 | EoP | exec(), os.system(), no sandbox | 2026-03-10 |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://registry.agentsign.dev",
   "project": "BabyAGI",
   "repository": "https://github.com/yoheinakajima/babyagi",
   "stars": "20000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Agent Security Registry",
    "# 13 of 39 agent frameworks fail security scan",
    "| Framework | Category | Stars | Verdict | Risk | OWASP | ATT&CK | STRIDE | Findings | Scanned |",
    "| [BabyAGI](https://github.com/yoheinakajima/babyagi) | Autonomous Agent | 20K+ | \u2717 FAIL | 55 | AA-03 AA-06 | T1059 T1195 | EoP Tamper | exec(), eval(), supply chain | 2026-03-10 |"
   ],
   "repository_evidence": [
    "Agent Security Registry",
    "# 13 of 39 agent frameworks fail security scan",
    "| Framework | Category | Stars | Verdict | Risk | OWASP | ATT&CK | STRIDE | Findings | Scanned |",
    "| [BabyAGI](https://github.com/yoheinakajima/babyagi) | Autonomous Agent | 20K+ | \u2717 FAIL | 55 | AA-03 AA-06 | T1059 T1195 | EoP Tamper | exec(), eval(), supply chain | 2026-03-10 |"
   ],
   "stars_evidence": [
    "Agent Security Registry",
    "# 13 of 39 agent frameworks fail security scan",
    "| Framework | Category | Stars | Verdict | Risk | OWASP | ATT&CK | STRIDE | Findings | Scanned |",
    "| [BabyAGI](https://github.com/yoheinakajima/babyagi) | Autonomous Agent | 20K+ | \u2717 FAIL | 55 | AA-03 AA-06 | T1059 T1195 | EoP Tamper | exec(), eval(), supply chain | 2026-03-10 |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://registry.agentsign.dev",
   "project": "Open Interpreter",
   "repository": "https://github.com/OpenInterpreter/open-interpreter",
   "stars": "57000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Agent Security Registry",
    "# 13 of 39 agent frameworks fail security scan",
    "| Framework | Category | Stars | Verdict | Risk | OWASP | ATT&CK | STRIDE | Findings | Scanned |",
    "| [Open Interpreter](https://github.com/OpenInterpreter/open-interpreter) | Code Agent | 57K+ | \u2717 FAIL | 80 | AA-03 AA-09 AA-01 | T1059 T1610 T1548 | EoP | exec(), os.system(), child_process, no sandbox | 2026-03-10 |"
   ],
   "repository_evidence": [
    "Agent Security Registry",
    "# 13 of 39 agent frameworks fail security scan",
    "| Framework | Category | Stars | Verdict | Risk | OWASP | ATT&CK | STRIDE | Findings | Scanned |",
    "| [Open Interpreter](https://github.com/OpenInterpreter/open-interpreter) | Code Agent | 57K+ | \u2717 FAIL | 80 | AA-03 AA-09 AA-01 | T1059 T1610 T1548 | EoP | exec(), os.system(), child_process, no sandbox | 2026-03-10 |"
   ],
   "stars_evidence": [
    "Agent Security Registry",
    "# 13 of 39 agent frameworks fail security scan",
    "| Framework | Category | Stars | Verdict | Risk | OWASP | ATT&CK | STRIDE | Findings | Scanned |",
    "| [Open Interpreter](https://github.com/OpenInterpreter/open-interpreter) | Code Agent | 57K+ | \u2717 FAIL | 80 | AA-03 AA-09 AA-01 | T1059 T1610 T1548 | EoP | exec(), os.system(), child_process, no sandbox | 2026-03-10 |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://registry.agentsign.dev",
   "project": "MetaGPT",
   "repository": "https://github.com/geekan/MetaGPT",
   "stars": "48000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Agent Security Registry",
    "# 13 of 39 agent frameworks fail security scan",
    "| Framework | Category | Stars | Verdict | Risk | OWASP | ATT&CK | STRIDE | Findings | Scanned |",
    "| [MetaGPT](https://github.com/geekan/MetaGPT) | Multi-Agent | 48K+ | \u2717 FAIL | 50 | AA-03 AA-09 | T1059 T1610 | EoP | subprocess shell=True, no sandbox | 2026-03-10 |"
   ],
   "repository_evidence": [
    "Agent Security Registry",
    "# 13 of 39 agent frameworks fail security scan",
    "| Framework | Category | Stars | Verdict | Risk | OWASP | ATT&CK | STRIDE | Findings | Scanned |",
    "| [MetaGPT](https://github.com/geekan/MetaGPT) | Multi-Agent | 48K+ | \u2717 FAIL | 50 | AA-03 AA-09 | T1059 T1610 | EoP | subprocess shell=True, no sandbox | 2026-03-10 |"
   ],
   "stars_evidence": [
    "Agent Security Registry",
    "# 13 of 39 agent frameworks fail security scan",
    "| Framework | Category | Stars | Verdict | Risk | OWASP | ATT&CK | STRIDE | Findings | Scanned |",
    "| [MetaGPT](https://github.com/geekan/MetaGPT) | Multi-Agent | 48K+ | \u2717 FAIL | 50 | AA-03 AA-09 | T1059 T1610 | EoP | subprocess shell=True, no sandbox | 2026-03-10 |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://registry.agentsign.dev",
   "project": "GPT Engineer",
   "repository": "https://github.com/gpt-engineer-org/gpt-engineer",
   "stars": "53000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Agent Security Registry",
    "# 13 of 39 agent frameworks fail security scan",
    "| Framework | Category | Stars | Verdict | Risk | OWASP | ATT&CK | STRIDE | Findings | Scanned |",
    "| [GPT Engineer](https://github.com/gpt-engineer-org/gpt-engineer) | Code Agent | 53K+ | \u2717 FAIL | 55 | AA-03 AA-06 | T1059 T1195 | EoP Tamper | exec(), subprocess, supply chain | 2026-03-10 |"
   ],
   "repository_evidence": [
    "Agent Security Registry",
    "# 13 of 39 agent frameworks fail security scan",
    "| Framework | Category | Stars | Verdict | Risk | OWASP | ATT&CK | STRIDE | Findings | Scanned |",
    "| [GPT Engineer](https://github.com/gpt-engineer-org/gpt-engineer) | Code Agent | 53K+ | \u2717 FAIL | 55 | AA-03 AA-06 | T1059 T1195 | EoP Tamper | exec(), subprocess, supply chain | 2026-03-10 |"
   ],
   "stars_evidence": [
    "Agent Security Registry",
    "# 13 of 39 agent frameworks fail security scan",
    "| Framework | Category | Stars | Verdict | Risk | OWASP | ATT&CK | STRIDE | Findings | Scanned |",
    "| [GPT Engineer](https://github.com/gpt-engineer-org/gpt-engineer) | Code Agent | 53K+ | \u2717 FAIL | 55 | AA-03 AA-06 | T1059 T1195 | EoP Tamper | exec(), subprocess, supply chain | 2026-03-10 |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://registry.agentsign.dev",
   "project": "ChatDev",
   "repository": "https://github.com/OpenBMB/ChatDev",
   "stars": "27000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Agent Security Registry",
    "# 13 of 39 agent frameworks fail security scan",
    "| Framework | Category | Stars | Verdict | Risk | OWASP | ATT&CK | STRIDE | Findings | Scanned |",
    "| [ChatDev](https://github.com/OpenBMB/ChatDev) | Multi-Agent | 27K+ | \u2717 FAIL | 50 | AA-03 AA-09 | T1059 T1610 | EoP | exec(), subprocess | 2026-03-10 |"
   ],
   "repository_evidence": [
    "Agent Security Registry",
    "# 13 of 39 agent frameworks fail security scan",
    "| Framework | Category | Stars | Verdict | Risk | OWASP | ATT&CK | STRIDE | Findings | Scanned |",
    "| [ChatDev](https://github.com/OpenBMB/ChatDev) | Multi-Agent | 27K+ | \u2717 FAIL | 50 | AA-03 AA-09 | T1059 T1610 | EoP | exec(), subprocess | 2026-03-10 |"
   ],
   "stars_evidence": [
    "Agent Security Registry",
    "# 13 of 39 agent frameworks fail security scan",
    "| Framework | Category | Stars | Verdict | Risk | OWASP | ATT&CK | STRIDE | Findings | Scanned |",
    "| [ChatDev](https://github.com/OpenBMB/ChatDev) | Multi-Agent | 27K+ | \u2717 FAIL | 50 | AA-03 AA-09 | T1059 T1610 | EoP | exec(), subprocess | 2026-03-10 |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://registry.agentsign.dev",
   "project": "SuperAGI",
   "repository": "https://github.com/TransformerOptimus/SuperAGI",
   "stars": "15000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Agent Security Registry",
    "# 13 of 39 agent frameworks fail security scan",
    "| Framework | Category | Stars | Verdict | Risk | OWASP | ATT&CK | STRIDE | Findings | Scanned |",
    "| [SuperAGI](https://github.com/TransformerOptimus/SuperAGI) | Autonomous Agent | 15K+ | \u2717 FAIL | 50 | AA-03 AA-01 | T1059 T1548 | EoP | subprocess shell=True, excessive agency | 2026-03-10 |"
   ],
   "repository_evidence": [
    "Agent Security Registry",
    "# 13 of 39 agent frameworks fail security scan",
    "| Framework | Category | Stars | Verdict | Risk | OWASP | ATT&CK | STRIDE | Findings | Scanned |",
    "| [SuperAGI](https://github.com/TransformerOptimus/SuperAGI) | Autonomous Agent | 15K+ | \u2717 FAIL | 50 | AA-03 AA-01 | T1059 T1548 | EoP | subprocess shell=True, excessive agency | 2026-03-10 |"
   ],
   "stars_evidence": [
    "Agent Security Registry",
    "# 13 of 39 agent frameworks fail security scan",
    "| Framework | Category | Stars | Verdict | Risk | OWASP | ATT&CK | STRIDE | Findings | Scanned |",
    "| [SuperAGI](https://github.com/TransformerOptimus/SuperAGI) | Autonomous Agent | 15K+ | \u2717 FAIL | 50 | AA-03 AA-01 | T1059 T1548 | EoP | subprocess shell=True, excessive agency | 2026-03-10 |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://registry.agentsign.dev",
   "project": "CAMEL",
   "repository": "https://github.com/camel-ai/camel",
   "stars": "6000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Agent Security Registry",
    "# 13 of 39 agent frameworks fail security scan",
    "| Framework | Category | Stars | Verdict | Risk | OWASP | ATT&CK | STRIDE | Findings | Scanned |",
    "| [CAMEL](https://github.com/camel-ai/camel) | Multi-Agent | 6K+ | \u2717 FAIL | 40 | AA-03 AA-06 | T1059 T1195 | EoP Tamper | eval(), supply chain | 2026-03-10 |"
   ],
   "repository_evidence": [
    "Agent Security Registry",
    "# 13 of 39 agent frameworks fail security scan",
    "| Framework | Category | Stars | Verdict | Risk | OWASP | ATT&CK | STRIDE | Findings | Scanned |",
    "| [CAMEL](https://github.com/camel-ai/camel) | Multi-Agent | 6K+ | \u2717 FAIL | 40 | AA-03 AA-06 | T1059 T1195 | EoP Tamper | eval(), supply chain | 2026-03-10 |"
   ],
   "stars_evidence": [
    "Agent Security Registry",
    "# 13 of 39 agent frameworks fail security scan",
    "| Framework | Category | Stars | Verdict | Risk | OWASP | ATT&CK | STRIDE | Findings | Scanned |",
    "| [CAMEL](https://github.com/camel-ai/camel) | Multi-Agent | 6K+ | \u2717 FAIL | 40 | AA-03 AA-06 | T1059 T1195 | EoP Tamper | eval(), supply chain | 2026-03-10 |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://registry.agentsign.dev",
   "project": "AgentGPT",
   "repository": "https://github.com/reworkd/AgentGPT",
   "stars": "32000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Agent Security Registry",
    "# 13 of 39 agent frameworks fail security scan",
    "| Framework | Category | Stars | Verdict | Risk | OWASP | ATT&CK | STRIDE | Findings | Scanned |",
    "| [AgentGPT](https://github.com/reworkd/AgentGPT) | Autonomous Agent | 32K+ | \u2717 FAIL | 55 | AA-03 AA-09 AA-06 | T1059 T1610 T1195 | EoP Tamper | eval(), no sandbox, supply chain | 2026-03-10 |"
   ],
   "repository_evidence": [
    "Agent Security Registry",
    "# 13 of 39 agent frameworks fail security scan",
    "| Framework | Category | Stars | Verdict | Risk | OWASP | ATT&CK | STRIDE | Findings | Scanned |",
    "| [AgentGPT](https://github.com/reworkd/AgentGPT) | Autonomous Agent | 32K+ | \u2717 FAIL | 55 | AA-03 AA-09 AA-06 | T1059 T1610 T1195 | EoP Tamper | eval(), no sandbox, supply chain | 2026-03-10 |"
   ],
   "stars_evidence": [
    "Agent Security Registry",
    "# 13 of 39 agent frameworks fail security scan",
    "| Framework | Category | Stars | Verdict | Risk | OWASP | ATT&CK | STRIDE | Findings | Scanned |",
    "| [AgentGPT](https://github.com/reworkd/AgentGPT) | Autonomous Agent | 32K+ | \u2717 FAIL | 55 | AA-03 AA-09 AA-06 | T1059 T1610 T1195 | EoP Tamper | eval(), no sandbox, supply chain | 2026-03-10 |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://registry.agentsign.dev",
   "project": "LangChain",
   "repository": "https://github.com/langchain-ai/langchain",
   "stars": "100000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Agent Security Registry",
    "# 13 of 39 agent frameworks fail security scan",
    "| Framework | Category | Stars | Verdict | Risk | OWASP | ATT&CK | STRIDE | Findings | Scanned |",
    "| [LangChain](https://github.com/langchain-ai/langchain) | Agent Framework | 100K+ | ~ WARN | 26 | AA-06 AA-02 | T1195 T1190 | Tamper | Supply chain, prompt injection vectors | 2026-03-10 |"
   ],
   "repository_evidence": [
    "Agent Security Registry",
    "# 13 of 39 agent frameworks fail security scan",
    "| Framework | Category | Stars | Verdict | Risk | OWASP | ATT&CK | STRIDE | Findings | Scanned |",
    "| [LangChain](https://github.com/langchain-ai/langchain) | Agent Framework | 100K+ | ~ WARN | 26 | AA-06 AA-02 | T1195 T1190 | Tamper | Supply chain, prompt injection vectors | 2026-03-10 |"
   ],
   "stars_evidence": [
    "Agent Security Registry",
    "# 13 of 39 agent frameworks fail security scan",
    "| Framework | Category | Stars | Verdict | Risk | OWASP | ATT&CK | STRIDE | Findings | Scanned |",
    "| [LangChain](https://github.com/langchain-ai/langchain) | Agent Framework | 100K+ | ~ WARN | 26 | AA-06 AA-02 | T1195 T1190 | Tamper | Supply chain, prompt injection vectors | 2026-03-10 |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://registry.agentsign.dev",
   "project": "CrewAI",
   "repository": "https://github.com/crewAIInc/crewAI",
   "stars": "45000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Agent Security Registry",
    "# 13 of 39 agent frameworks fail security scan",
    "| Framework | Category | Stars | Verdict | Risk | OWASP | ATT&CK | STRIDE | Findings | Scanned |",
    "| [CrewAI](https://github.com/crewAIInc/crewAI) | Multi-Agent | 45K+ | ~ WARN | 23 | AA-06 AA-04 | T1195 T1078 | Tamper EoP | Supply chain, excessive permissions | 2026-03-10 |"
   ],
   "repository_evidence": [
    "Agent Security Registry",
    "# 13 of 39 agent frameworks fail security scan",
    "| Framework | Category | Stars | Verdict | Risk | OWASP | ATT&CK | STRIDE | Findings | Scanned |",
    "| [CrewAI](https://github.com/crewAIInc/crewAI) | Multi-Agent | 45K+ | ~ WARN | 23 | AA-06 AA-04 | T1195 T1078 | Tamper EoP | Supply chain, excessive permissions | 2026-03-10 |"
   ],
   "stars_evidence": [
    "Agent Security Registry",
    "# 13 of 39 agent frameworks fail security scan",
    "| Framework | Category | Stars | Verdict | Risk | OWASP | ATT&CK | STRIDE | Findings | Scanned |",
    "| [CrewAI](https://github.com/crewAIInc/crewAI) | Multi-Agent | 45K+ | ~ WARN | 23 | AA-06 AA-04 | T1195 T1078 | Tamper EoP | Supply chain, excessive permissions | 2026-03-10 |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://registry.agentsign.dev",
   "project": "Microsoft AutoGen",
   "repository": "https://github.com/microsoft/autogen",
   "stars": "50000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Agent Security Registry",
    "# 13 of 39 agent frameworks fail security scan",
    "| Framework | Category | Stars | Verdict | Risk | OWASP | ATT&CK | STRIDE | Findings | Scanned |",
    "| [Microsoft AutoGen](https://github.com/microsoft/autogen) | Multi-Agent | 50K+ | ~ WARN | 23 | AA-03 AA-06 | T1059 T1195 | EoP Tamper | Code execution patterns, supply chain | 2026-03-10 |"
   ],
   "repository_evidence": [
    "Agent Security Registry",
    "# 13 of 39 agent frameworks fail security scan",
    "| Framework | Category | Stars | Verdict | Risk | OWASP | ATT&CK | STRIDE | Findings | Scanned |",
    "| [Microsoft AutoGen](https://github.com/microsoft/autogen) | Multi-Agent | 50K+ | ~ WARN | 23 | AA-03 AA-06 | T1059 T1195 | EoP Tamper | Code execution patterns, supply chain | 2026-03-10 |"
   ],
   "stars_evidence": [
    "Agent Security Registry",
    "# 13 of 39 agent frameworks fail security scan",
    "| Framework | Category | Stars | Verdict | Risk | OWASP | ATT&CK | STRIDE | Findings | Scanned |",
    "| [Microsoft AutoGen](https://github.com/microsoft/autogen) | Multi-Agent | 50K+ | ~ WARN | 23 | AA-03 AA-06 | T1059 T1195 | EoP Tamper | Code execution patterns, supply chain | 2026-03-10 |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://registry.agentsign.dev",
   "project": "Semantic Kernel",
   "repository": "https://github.com/microsoft/semantic-kernel",
   "stars": "23000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Agent Security Registry",
    "# 13 of 39 agent frameworks fail security scan",
    "| Framework | Category | Stars | Verdict | Risk | OWASP | ATT&CK | STRIDE | Findings | Scanned |",
    "| [Semantic Kernel](https://github.com/microsoft/semantic-kernel) | Agent Framework | 23K+ | ~ WARN | 18 | AA-06 AA-07 | T1195 T1059.007 | Tamper | Supply chain, output handling | 2026-03-10 |"
   ],
   "repository_evidence": [
    "Agent Security Registry",
    "# 13 of 39 agent frameworks fail security scan",
    "| Framework | Category | Stars | Verdict | Risk | OWASP | ATT&CK | STRIDE | Findings | Scanned |",
    "| [Semantic Kernel](https://github.com/microsoft/semantic-kernel) | Agent Framework | 23K+ | ~ WARN | 18 | AA-06 AA-07 | T1195 T1059.007 | Tamper | Supply chain, output handling | 2026-03-10 |"
   ],
   "stars_evidence": [
    "Agent Security Registry",
    "# 13 of 39 agent frameworks fail security scan",
    "| Framework | Category | Stars | Verdict | Risk | OWASP | ATT&CK | STRIDE | Findings | Scanned |",
    "| [Semantic Kernel](https://github.com/microsoft/semantic-kernel) | Agent Framework | 23K+ | ~ WARN | 18 | AA-06 AA-07 | T1195 T1059.007 | Tamper | Supply chain, output handling | 2026-03-10 |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://registry.agentsign.dev",
   "project": "TaskWeaver",
   "repository": "https://github.com/microsoft/TaskWeaver",
   "stars": "5000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Agent Security Registry",
    "# 13 of 39 agent frameworks fail security scan",
    "| Framework | Category | Stars | Verdict | Risk | OWASP | ATT&CK | STRIDE | Findings | Scanned |",
    "| [TaskWeaver](https://github.com/microsoft/TaskWeaver) | Code Agent | 5K+ | ~ WARN | 23 | AA-03 AA-09 | T1059 T1610 | EoP | Eval patterns, no sandbox | 2026-03-10 |"
   ],
   "repository_evidence": [
    "Agent Security Registry",
    "# 13 of 39 agent frameworks fail security scan",
    "| Framework | Category | Stars | Verdict | Risk | OWASP | ATT&CK | STRIDE | Findings | Scanned |",
    "| [TaskWeaver](https://github.com/microsoft/TaskWeaver) | Code Agent | 5K+ | ~ WARN | 23 | AA-03 AA-09 | T1059 T1610 | EoP | Eval patterns, no sandbox | 2026-03-10 |"
   ],
   "stars_evidence": [
    "Agent Security Registry",
    "# 13 of 39 agent frameworks fail security scan",
    "| Framework | Category | Stars | Verdict | Risk | OWASP | ATT&CK | STRIDE | Findings | Scanned |",
    "| [TaskWeaver](https://github.com/microsoft/TaskWeaver) | Code Agent | 5K+ | ~ WARN | 23 | AA-03 AA-09 | T1059 T1610 | EoP | Eval patterns, no sandbox | 2026-03-10 |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://registry.agentsign.dev",
   "project": "OpenAI Agents SDK",
   "repository": "https://github.com/openai/openai-agents-python",
   "stars": "19000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Agent Security Registry",
    "# 13 of 39 agent frameworks fail security scan",
    "| Framework | Category | Stars | Verdict | Risk | OWASP | ATT&CK | STRIDE | Findings | Scanned |",
    "| [OpenAI Agents SDK](https://github.com/openai/openai-agents-python) | Agent Framework | 19K+ | ~ WARN | 11 | AA-06 AA-01 | T1195 T1548 | Tamper EoP | Supply chain, excessive agency config | 2026-03-10 |"
   ],
   "repository_evidence": [
    "Agent Security Registry",
    "# 13 of 39 agent frameworks fail security scan",
    "| Framework | Category | Stars | Verdict | Risk | OWASP | ATT&CK | STRIDE | Findings | Scanned |",
    "| [OpenAI Agents SDK](https://github.com/openai/openai-agents-python) | Agent Framework | 19K+ | ~ WARN | 11 | AA-06 AA-01 | T1195 T1548 | Tamper EoP | Supply chain, excessive agency config | 2026-03-10 |"
   ],
   "stars_evidence": [
    "Agent Security Registry",
    "# 13 of 39 agent frameworks fail security scan",
    "| Framework | Category | Stars | Verdict | Risk | OWASP | ATT&CK | STRIDE | Findings | Scanned |",
    "| [OpenAI Agents SDK](https://github.com/openai/openai-agents-python) | Agent Framework | 19K+ | ~ WARN | 11 | AA-06 AA-01 | T1195 T1548 | Tamper EoP | Supply chain, excessive agency config | 2026-03-10 |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://registry.agentsign.dev",
   "project": "Haystack",
   "repository": "https://github.com/deepset-ai/haystack",
   "stars": "18000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Agent Security Registry",
    "# 13 of 39 agent frameworks fail security scan",
    "| Framework | Category | Stars | Verdict | Risk | OWASP | ATT&CK | STRIDE | Findings | Scanned |",
    "| [Haystack](https://github.com/deepset-ai/haystack) | Agent Framework | 18K+ | ~ WARN | 11 | AA-06 AA-07 | T1195 T1059.007 | Tamper | Supply chain, output handling | 2026-03-10 |"
   ],
   "repository_evidence": [
    "Agent Security Registry",
    "# 13 of 39 agent frameworks fail security scan",
    "| Framework | Category | Stars | Verdict | Risk | OWASP | ATT&CK | STRIDE | Findings | Scanned |",
    "| [Haystack](https://github.com/deepset-ai/haystack) | Agent Framework | 18K+ | ~ WARN | 11 | AA-06 AA-07 | T1195 T1059.007 | Tamper | Supply chain, output handling | 2026-03-10 |"
   ],
   "stars_evidence": [
    "Agent Security Registry",
    "# 13 of 39 agent frameworks fail security scan",
    "| Framework | Category | Stars | Verdict | Risk | OWASP | ATT&CK | STRIDE | Findings | Scanned |",
    "| [Haystack](https://github.com/deepset-ai/haystack) | Agent Framework | 18K+ | ~ WARN | 11 | AA-06 AA-07 | T1195 T1059.007 | Tamper | Supply chain, output handling | 2026-03-10 |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://registry.agentsign.dev",
   "project": "Smolagents",
   "repository": "https://github.com/huggingface/smolagents",
   "stars": "15000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Agent Security Registry",
    "# 13 of 39 agent frameworks fail security scan",
    "| Framework | Category | Stars | Verdict | Risk | OWASP | ATT&CK | STRIDE | Findings | Scanned |",
    "| [Smolagents](https://github.com/huggingface/smolagents) | Agent Framework | 15K+ | ~ WARN | 18 | AA-03 AA-06 | T1059 T1195 | EoP Tamper | Code execution, supply chain | 2026-03-10 |"
   ],
   "repository_evidence": [
    "Agent Security Registry",
    "# 13 of 39 agent frameworks fail security scan",
    "| Framework | Category | Stars | Verdict | Risk | OWASP | ATT&CK | STRIDE | Findings | Scanned |",
    "| [Smolagents](https://github.com/huggingface/smolagents) | Agent Framework | 15K+ | ~ WARN | 18 | AA-03 AA-06 | T1059 T1195 | EoP Tamper | Code execution, supply chain | 2026-03-10 |"
   ],
   "stars_evidence": [
    "Agent Security Registry",
    "# 13 of 39 agent frameworks fail security scan",
    "| Framework | Category | Stars | Verdict | Risk | OWASP | ATT&CK | STRIDE | Findings | Scanned |",
    "| [Smolagents](https://github.com/huggingface/smolagents) | Agent Framework | 15K+ | ~ WARN | 18 | AA-03 AA-06 | T1059 T1195 | EoP Tamper | Code execution, supply chain | 2026-03-10 |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://registry.agentsign.dev",
   "project": "Swarm",
   "repository": "https://github.com/openai/swarm",
   "stars": "18000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Agent Security Registry",
    "# 13 of 39 agent frameworks fail security scan",
    "| Framework | Category | Stars | Verdict | Risk | OWASP | ATT&CK | STRIDE | Findings | Scanned |",
    "| [Swarm](https://github.com/openai/swarm) | Multi-Agent | 18K+ | ~ WARN | 11 | AA-01 AA-06 | T1548 T1195 | EoP Tamper | Excessive agency, supply chain | 2026-03-10 |"
   ],
   "repository_evidence": [
    "Agent Security Registry",
    "# 13 of 39 agent frameworks fail security scan",
    "| Framework | Category | Stars | Verdict | Risk | OWASP | ATT&CK | STRIDE | Findings | Scanned |",
    "| [Swarm](https://github.com/openai/swarm) | Multi-Agent | 18K+ | ~ WARN | 11 | AA-01 AA-06 | T1548 T1195 | EoP Tamper | Excessive agency, supply chain | 2026-03-10 |"
   ],
   "stars_evidence": [
    "Agent Security Registry",
    "# 13 of 39 agent frameworks fail security scan",
    "| Framework | Category | Stars | Verdict | Risk | OWASP | ATT&CK | STRIDE | Findings | Scanned |",
    "| [Swarm](https://github.com/openai/swarm) | Multi-Agent | 18K+ | ~ WARN | 11 | AA-01 AA-06 | T1548 T1195 | EoP Tamper | Excessive agency, supply chain | 2026-03-10 |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://registry.agentsign.dev",
   "project": "Google ADK",
   "repository": "https://github.com/google/adk-python",
   "stars": "15000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Agent Security Registry",
    "# 13 of 39 agent frameworks fail security scan",
    "| Framework | Category | Stars | Verdict | Risk | OWASP | ATT&CK | STRIDE | Findings | Scanned |",
    "| [Google ADK](https://github.com/google/adk-python) | Agent Framework | 15K+ | \u2713 PASS | 3 | AA-06 | T1195 | Tamper | Minor supply chain note | 2026-03-10 |"
   ],
   "repository_evidence": [
    "Agent Security Registry",
    "# 13 of 39 agent frameworks fail security scan",
    "| Framework | Category | Stars | Verdict | Risk | OWASP | ATT&CK | STRIDE | Findings | Scanned |",
    "| [Google ADK](https://github.com/google/adk-python) | Agent Framework | 15K+ | \u2713 PASS | 3 | AA-06 | T1195 | Tamper | Minor supply chain note | 2026-03-10 |"
   ],
   "stars_evidence": [
    "Agent Security Registry",
    "# 13 of 39 agent frameworks fail security scan",
    "| Framework | Category | Stars | Verdict | Risk | OWASP | ATT&CK | STRIDE | Findings | Scanned |",
    "| [Google ADK](https://github.com/google/adk-python) | Agent Framework | 15K+ | \u2713 PASS | 3 | AA-06 | T1195 | Tamper | Minor supply chain note | 2026-03-10 |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://registry.agentsign.dev",
   "project": "Anthropic Claude SDK",
   "repository": "https://github.com/anthropics/anthropic-sdk-python",
   "stars": "8000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Agent Security Registry",
    "# 13 of 39 agent frameworks fail security scan",
    "| Framework | Category | Stars | Verdict | Risk | OWASP | ATT&CK | STRIDE | Findings | Scanned |",
    "| [Anthropic Claude SDK](https://github.com/anthropics/anthropic-sdk-python) | SDK | 8K+ | \u2713 PASS | 0 | -- | -- | -- | No issues detected | 2026-03-10 |"
   ],
   "repository_evidence": [
    "Agent Security Registry",
    "# 13 of 39 agent frameworks fail security scan",
    "| Framework | Category | Stars | Verdict | Risk | OWASP | ATT&CK | STRIDE | Findings | Scanned |",
    "| [Anthropic Claude SDK](https://github.com/anthropics/anthropic-sdk-python) | SDK | 8K+ | \u2713 PASS | 0 | -- | -- | -- | No issues detected | 2026-03-10 |"
   ],
   "stars_evidence": [
    "Agent Security Registry",
    "# 13 of 39 agent frameworks fail security scan",
    "| Framework | Category | Stars | Verdict | Risk | OWASP | ATT&CK | STRIDE | Findings | Scanned |",
    "| [Anthropic Claude SDK](https://github.com/anthropics/anthropic-sdk-python) | SDK | 8K+ | \u2713 PASS | 0 | -- | -- | -- | No issues detected | 2026-03-10 |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://registry.agentsign.dev",
   "project": "Vercel AI SDK",
   "repository": "https://github.com/vercel/ai",
   "stars": "12000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Agent Security Registry",
    "# 13 of 39 agent frameworks fail security scan",
    "| Framework | Category | Stars | Verdict | Risk | OWASP | ATT&CK | STRIDE | Findings | Scanned |",
    "| [Vercel AI SDK](https://github.com/vercel/ai) | SDK | 12K+ | \u2713 PASS | 0 | -- | -- | -- | No issues detected | 2026-03-10 |"
   ],
   "repository_evidence": [
    "Agent Security Registry",
    "# 13 of 39 agent frameworks fail security scan",
    "| Framework | Category | Stars | Verdict | Risk | OWASP | ATT&CK | STRIDE | Findings | Scanned |",
    "| [Vercel AI SDK](https://github.com/vercel/ai) | SDK | 12K+ | \u2713 PASS | 0 | -- | -- | -- | No issues detected | 2026-03-10 |"
   ],
   "stars_evidence": [
    "Agent Security Registry",
    "# 13 of 39 agent frameworks fail security scan",
    "| Framework | Category | Stars | Verdict | Risk | OWASP | ATT&CK | STRIDE | Findings | Scanned |",
    "| [Vercel AI SDK](https://github.com/vercel/ai) | SDK | 12K+ | \u2713 PASS | 0 | -- | -- | -- | No issues detected | 2026-03-10 |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://registry.agentsign.dev",
   "project": "LlamaIndex",
   "repository": "https://github.com/run-llama/llama_index",
   "stars": "38000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Agent Security Registry",
    "# 13 of 39 agent frameworks fail security scan",
    "| Framework | Category | Stars | Verdict | Risk | OWASP | ATT&CK | STRIDE | Findings | Scanned |",
    "| [LlamaIndex](https://github.com/run-llama/llama_index) | Agent Framework | 38K+ | \u2713 PASS | 3 | AA-06 | T1195 | Tamper | Minor supply chain note | 2026-03-10 |"
   ],
   "repository_evidence": [
    "Agent Security Registry",
    "# 13 of 39 agent frameworks fail security scan",
    "| Framework | Category | Stars | Verdict | Risk | OWASP | ATT&CK | STRIDE | Findings | Scanned |",
    "| [LlamaIndex](https://github.com/run-llama/llama_index) | Agent Framework | 38K+ | \u2713 PASS | 3 | AA-06 | T1195 | Tamper | Minor supply chain note | 2026-03-10 |"
   ],
   "stars_evidence": [
    "Agent Security Registry",
    "# 13 of 39 agent frameworks fail security scan",
    "| Framework | Category | Stars | Verdict | Risk | OWASP | ATT&CK | STRIDE | Findings | Scanned |",
    "| [LlamaIndex](https://github.com/run-llama/llama_index) | Agent Framework | 38K+ | \u2713 PASS | 3 | AA-06 | T1195 | Tamper | Minor supply chain note | 2026-03-10 |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://registry.agentsign.dev",
   "project": "Phidata",
   "repository": "https://github.com/phidatahq/phidata",
   "stars": "18000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Agent Security Registry",
    "# 13 of 39 agent frameworks fail security scan",
    "| Framework | Category | Stars | Verdict | Risk | OWASP | ATT&CK | STRIDE | Findings | Scanned |",
    "| [Phidata](https://github.com/phidatahq/phidata) | Agent Framework | 18K+ | \u2713 PASS | 0 | -- | -- | -- | No issues detected | 2026-03-10 |"
   ],
   "repository_evidence": [
    "Agent Security Registry",
    "# 13 of 39 agent frameworks fail security scan",
    "| Framework | Category | Stars | Verdict | Risk | OWASP | ATT&CK | STRIDE | Findings | Scanned |",
    "| [Phidata](https://github.com/phidatahq/phidata) | Agent Framework | 18K+ | \u2713 PASS | 0 | -- | -- | -- | No issues detected | 2026-03-10 |"
   ],
   "stars_evidence": [
    "Agent Security Registry",
    "# 13 of 39 agent frameworks fail security scan",
    "| Framework | Category | Stars | Verdict | Risk | OWASP | ATT&CK | STRIDE | Findings | Scanned |",
    "| [Phidata](https://github.com/phidatahq/phidata) | Agent Framework | 18K+ | \u2713 PASS | 0 | -- | -- | -- | No issues detected | 2026-03-10 |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://registry.agentsign.dev",
   "project": "Instructor",
   "repository": "https://github.com/jxnl/instructor",
   "stars": "9000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Agent Security Registry",
    "# 13 of 39 agent frameworks fail security scan",
    "| Framework | Category | Stars | Verdict | Risk | OWASP | ATT&CK | STRIDE | Findings | Scanned |",
    "| [Instructor](https://github.com/jxnl/instructor) | SDK | 9K+ | \u2713 PASS | 0 | -- | -- | -- | No issues detected | 2026-03-10 |"
   ],
   "repository_evidence": [
    "Agent Security Registry",
    "# 13 of 39 agent frameworks fail security scan",
    "| Framework | Category | Stars | Verdict | Risk | OWASP | ATT&CK | STRIDE | Findings | Scanned |",
    "| [Instructor](https://github.com/jxnl/instructor) | SDK | 9K+ | \u2713 PASS | 0 | -- | -- | -- | No issues detected | 2026-03-10 |"
   ],
   "stars_evidence": [
    "Agent Security Registry",
    "# 13 of 39 agent frameworks fail security scan",
    "| Framework | Category | Stars | Verdict | Risk | OWASP | ATT&CK | STRIDE | Findings | Scanned |",
    "| [Instructor](https://github.com/jxnl/instructor) | SDK | 9K+ | \u2713 PASS | 0 | -- | -- | -- | No issues detected | 2026-03-10 |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://registry.agentsign.dev",
   "project": "Mastra",
   "repository": "https://github.com/mastra-ai/mastra",
   "stars": "10000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Agent Security Registry",
    "# 13 of 39 agent frameworks fail security scan",
    "| Framework | Category | Stars | Verdict | Risk | OWASP | ATT&CK | STRIDE | Findings | Scanned |",
    "| [Mastra](https://github.com/mastra-ai/mastra) | Agent Framework | 10K+ | \u2713 PASS | 0 | -- | -- | -- | No issues detected | 2026-03-10 |"
   ],
   "repository_evidence": [
    "Agent Security Registry",
    "# 13 of 39 agent frameworks fail security scan",
    "| Framework | Category | Stars | Verdict | Risk | OWASP | ATT&CK | STRIDE | Findings | Scanned |",
    "| [Mastra](https://github.com/mastra-ai/mastra) | Agent Framework | 10K+ | \u2713 PASS | 0 | -- | -- | -- | No issues detected | 2026-03-10 |"
   ],
   "stars_evidence": [
    "Agent Security Registry",
    "# 13 of 39 agent frameworks fail security scan",
    "| Framework | Category | Stars | Verdict | Risk | OWASP | ATT&CK | STRIDE | Findings | Scanned |",
    "| [Mastra](https://github.com/mastra-ai/mastra) | Agent Framework | 10K+ | \u2713 PASS | 0 | -- | -- | -- | No issues detected | 2026-03-10 |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://registry.agentsign.dev",
   "project": "Amazon Bedrock Agents",
   "repository": "https://aws.amazon.com/bedrock/agents/",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Agent Security Registry",
    "# 13 of 39 agent frameworks fail security scan",
    "| Framework | Category | Stars | Verdict | Risk | OWASP | ATT&CK | STRIDE | Findings | Scanned |",
    "| [Amazon Bedrock Agents](https://aws.amazon.com/bedrock/agents/) | Cloud Agent | N/A | \u2713 PASS | 3 | AA-06 | T1195 | Tamper | Minor supply chain note | 2026-03-10 |"
   ],
   "repository_evidence": [
    "Agent Security Registry",
    "# 13 of 39 agent frameworks fail security scan",
    "| Framework | Category | Stars | Verdict | Risk | OWASP | ATT&CK | STRIDE | Findings | Scanned |",
    "| [Amazon Bedrock Agents](https://aws.amazon.com/bedrock/agents/) | Cloud Agent | N/A | \u2713 PASS | 3 | AA-06 | T1195 | Tamper | Minor supply chain note | 2026-03-10 |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://registry.agentsign.dev",
   "project": "AgentSign SDK",
   "repository": "https://github.com/razashariff/agentsign-sdk",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Agent Security Registry",
    "# 13 of 39 agent frameworks fail security scan",
    "| Framework | Category | Stars | Verdict | Risk | OWASP | ATT&CK | STRIDE | Findings | Scanned |",
    "| [AgentSign SDK](https://github.com/razashariff/agentsign-sdk) | Identity SDK | OSS | \u2713 PASS | 0 | -- | -- | -- | No issues detected | 2026-03-10 |"
   ],
   "repository_evidence": [
    "Agent Security Registry",
    "# 13 of 39 agent frameworks fail security scan",
    "| Framework | Category | Stars | Verdict | Risk | OWASP | ATT&CK | STRIDE | Findings | Scanned |",
    "| [AgentSign SDK](https://github.com/razashariff/agentsign-sdk) | Identity SDK | OSS | \u2713 PASS | 0 | -- | -- | -- | No issues detected | 2026-03-10 |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://registry.agentsign.dev",
   "project": "n8n",
   "repository": "https://github.com/n8n-io/n8n",
   "stars": "178000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Agent Security Registry",
    "# 13 of 39 agent frameworks fail security scan",
    "| Framework | Category | Stars | Verdict | Risk | OWASP | ATT&CK | STRIDE | Findings | Scanned |",
    "| [n8n](https://github.com/n8n-io/n8n) | Workflow Agent | 178K+ | ~ WARN | 26 | AA-03 AA-09 | T1059 T1610 | EoP | Code execution nodes, shell command node, spawn() | 2026-03-13 |"
   ],
   "repository_evidence": [
    "Agent Security Registry",
    "# 13 of 39 agent frameworks fail security scan",
    "| Framework | Category | Stars | Verdict | Risk | OWASP | ATT&CK | STRIDE | Findings | Scanned |",
    "| [n8n](https://github.com/n8n-io/n8n) | Workflow Agent | 178K+ | ~ WARN | 26 | AA-03 AA-09 | T1059 T1610 | EoP | Code execution nodes, shell command node, spawn() | 2026-03-13 |"
   ],
   "stars_evidence": [
    "Agent Security Registry",
    "# 13 of 39 agent frameworks fail security scan",
    "| Framework | Category | Stars | Verdict | Risk | OWASP | ATT&CK | STRIDE | Findings | Scanned |",
    "| [n8n](https://github.com/n8n-io/n8n) | Workflow Agent | 178K+ | ~ WARN | 26 | AA-03 AA-09 | T1059 T1610 | EoP | Code execution nodes, shell command node, spawn() | 2026-03-13 |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://registry.agentsign.dev",
   "project": "Langflow",
   "repository": "https://github.com/langflow-ai/langflow",
   "stars": "145000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Agent Security Registry",
    "# 13 of 39 agent frameworks fail security scan",
    "| Framework | Category | Stars | Verdict | Risk | OWASP | ATT&CK | STRIDE | Findings | Scanned |",
    "| [Langflow](https://github.com/langflow-ai/langflow) | Agent Builder | 145K+ | ~ WARN | 23 | AA-03 AA-06 | T1059 T1195 | EoP Tamper | Inherits LangChain exec patterns, code nodes | 2026-03-13 |"
   ],
   "repository_evidence": [
    "Agent Security Registry",
    "# 13 of 39 agent frameworks fail security scan",
    "| Framework | Category | Stars | Verdict | Risk | OWASP | ATT&CK | STRIDE | Findings | Scanned |",
    "| [Langflow](https://github.com/langflow-ai/langflow) | Agent Builder | 145K+ | ~ WARN | 23 | AA-03 AA-06 | T1059 T1195 | EoP Tamper | Inherits LangChain exec patterns, code nodes | 2026-03-13 |"
   ],
   "stars_evidence": [
    "Agent Security Registry",
    "# 13 of 39 agent frameworks fail security scan",
    "| Framework | Category | Stars | Verdict | Risk | OWASP | ATT&CK | STRIDE | Findings | Scanned |",
    "| [Langflow](https://github.com/langflow-ai/langflow) | Agent Builder | 145K+ | ~ WARN | 23 | AA-03 AA-06 | T1059 T1195 | EoP Tamper | Inherits LangChain exec patterns, code nodes | 2026-03-13 |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://registry.agentsign.dev",
   "project": "Dify",
   "repository": "https://github.com/langgenius/dify",
   "stars": "132000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Agent Security Registry",
    "# 13 of 39 agent frameworks fail security scan",
    "| Framework | Category | Stars | Verdict | Risk | OWASP | ATT&CK | STRIDE | Findings | Scanned |",
    "| [Dify](https://github.com/langgenius/dify) | Agent Platform | 132K+ | ~ WARN | 21 | AA-03 AA-06 | T1059 T1195 | EoP Tamper | Sandboxed code exec, tool calling, subprocess | 2026-03-13 |"
   ],
   "repository_evidence": [
    "Agent Security Registry",
    "# 13 of 39 agent frameworks fail security scan",
    "| Framework | Category | Stars | Verdict | Risk | OWASP | ATT&CK | STRIDE | Findings | Scanned |",
    "| [Dify](https://github.com/langgenius/dify) | Agent Platform | 132K+ | ~ WARN | 21 | AA-03 AA-06 | T1059 T1195 | EoP Tamper | Sandboxed code exec, tool calling, subprocess | 2026-03-13 |"
   ],
   "stars_evidence": [
    "Agent Security Registry",
    "# 13 of 39 agent frameworks fail security scan",
    "| Framework | Category | Stars | Verdict | Risk | OWASP | ATT&CK | STRIDE | Findings | Scanned |",
    "| [Dify](https://github.com/langgenius/dify) | Agent Platform | 132K+ | ~ WARN | 21 | AA-03 AA-06 | T1059 T1195 | EoP Tamper | Sandboxed code exec, tool calling, subprocess | 2026-03-13 |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://registry.agentsign.dev",
   "project": "Browser Use",
   "repository": "https://github.com/browser-use/browser-use",
   "stars": "80000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Agent Security Registry",
    "# 13 of 39 agent frameworks fail security scan",
    "| Framework | Category | Stars | Verdict | Risk | OWASP | ATT&CK | STRIDE | Findings | Scanned |",
    "| [Browser Use](https://github.com/browser-use/browser-use) | Browser Agent | 80K+ | \u2717 FAIL | 60 | AA-03 AA-09 AA-01 | T1059 T1610 T1548 | EoP | Arbitrary browser control, JS injection, no sandbox | 2026-03-13 |"
   ],
   "repository_evidence": [
    "Agent Security Registry",
    "# 13 of 39 agent frameworks fail security scan",
    "| Framework | Category | Stars | Verdict | Risk | OWASP | ATT&CK | STRIDE | Findings | Scanned |",
    "| [Browser Use](https://github.com/browser-use/browser-use) | Browser Agent | 80K+ | \u2717 FAIL | 60 | AA-03 AA-09 AA-01 | T1059 T1610 T1548 | EoP | Arbitrary browser control, JS injection, no sandbox | 2026-03-13 |"
   ],
   "stars_evidence": [
    "Agent Security Registry",
    "# 13 of 39 agent frameworks fail security scan",
    "| Framework | Category | Stars | Verdict | Risk | OWASP | ATT&CK | STRIDE | Findings | Scanned |",
    "| [Browser Use](https://github.com/browser-use/browser-use) | Browser Agent | 80K+ | \u2717 FAIL | 60 | AA-03 AA-09 AA-01 | T1059 T1610 T1548 | EoP | Arbitrary browser control, JS injection, no sandbox | 2026-03-13 |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://registry.agentsign.dev",
   "project": "OpenHands",
   "repository": "https://github.com/All-Hands-AI/OpenHands",
   "stars": "69000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Agent Security Registry",
    "# 13 of 39 agent frameworks fail security scan",
    "| Framework | Category | Stars | Verdict | Risk | OWASP | ATT&CK | STRIDE | Findings | Scanned |",
    "| [OpenHands](https://github.com/All-Hands-AI/OpenHands) | Code Agent | 69K+ | \u2717 FAIL | 70 | AA-03 AA-09 AA-01 | T1059 T1610 T1548 | EoP | subprocess, exec, shell commands, file write | 2026-03-13 |"
   ],
   "repository_evidence": [
    "Agent Security Registry",
    "# 13 of 39 agent frameworks fail security scan",
    "| Framework | Category | Stars | Verdict | Risk | OWASP | ATT&CK | STRIDE | Findings | Scanned |",
    "| [OpenHands](https://github.com/All-Hands-AI/OpenHands) | Code Agent | 69K+ | \u2717 FAIL | 70 | AA-03 AA-09 AA-01 | T1059 T1610 T1548 | EoP | subprocess, exec, shell commands, file write | 2026-03-13 |"
   ],
   "stars_evidence": [
    "Agent Security Registry",
    "# 13 of 39 agent frameworks fail security scan",
    "| Framework | Category | Stars | Verdict | Risk | OWASP | ATT&CK | STRIDE | Findings | Scanned |",
    "| [OpenHands](https://github.com/All-Hands-AI/OpenHands) | Code Agent | 69K+ | \u2717 FAIL | 70 | AA-03 AA-09 AA-01 | T1059 T1610 T1548 | EoP | subprocess, exec, shell commands, file write | 2026-03-13 |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://registry.agentsign.dev",
   "project": "Crawl4AI",
   "repository": "https://github.com/unclecode/crawl4ai",
   "stars": "61000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Agent Security Registry",
    "# 13 of 39 agent frameworks fail security scan",
    "| Framework | Category | Stars | Verdict | Risk | OWASP | ATT&CK | STRIDE | Findings | Scanned |",
    "| [Crawl4AI](https://github.com/unclecode/crawl4ai) | Web Agent | 61K+ | ~ WARN | 21 | AA-03 AA-06 | T1059 T1195 | EoP Tamper | Playwright subprocess, arbitrary URL fetch | 2026-03-13 |"
   ],
   "repository_evidence": [
    "Agent Security Registry",
    "# 13 of 39 agent frameworks fail security scan",
    "| Framework | Category | Stars | Verdict | Risk | OWASP | ATT&CK | STRIDE | Findings | Scanned |",
    "| [Crawl4AI](https://github.com/unclecode/crawl4ai) | Web Agent | 61K+ | ~ WARN | 21 | AA-03 AA-06 | T1059 T1195 | EoP Tamper | Playwright subprocess, arbitrary URL fetch | 2026-03-13 |"
   ],
   "stars_evidence": [
    "Agent Security Registry",
    "# 13 of 39 agent frameworks fail security scan",
    "| Framework | Category | Stars | Verdict | Risk | OWASP | ATT&CK | STRIDE | Findings | Scanned |",
    "| [Crawl4AI](https://github.com/unclecode/crawl4ai) | Web Agent | 61K+ | ~ WARN | 21 | AA-03 AA-06 | T1059 T1195 | EoP Tamper | Playwright subprocess, arbitrary URL fetch | 2026-03-13 |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://registry.agentsign.dev",
   "project": "Aider",
   "repository": "https://github.com/Aider-AI/aider",
   "stars": "41000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Agent Security Registry",
    "# 13 of 39 agent frameworks fail security scan",
    "| Framework | Category | Stars | Verdict | Risk | OWASP | ATT&CK | STRIDE | Findings | Scanned |",
    "| [Aider](https://github.com/Aider-AI/aider) | Code Agent | 41K+ | ~ WARN | 23 | AA-03 AA-06 | T1059 T1195 | EoP Tamper | subprocess for git/tests, shell execution | 2026-03-13 |"
   ],
   "repository_evidence": [
    "Agent Security Registry",
    "# 13 of 39 agent frameworks fail security scan",
    "| Framework | Category | Stars | Verdict | Risk | OWASP | ATT&CK | STRIDE | Findings | Scanned |",
    "| [Aider](https://github.com/Aider-AI/aider) | Code Agent | 41K+ | ~ WARN | 23 | AA-03 AA-06 | T1059 T1195 | EoP Tamper | subprocess for git/tests, shell execution | 2026-03-13 |"
   ],
   "stars_evidence": [
    "Agent Security Registry",
    "# 13 of 39 agent frameworks fail security scan",
    "| Framework | Category | Stars | Verdict | Risk | OWASP | ATT&CK | STRIDE | Findings | Scanned |",
    "| [Aider](https://github.com/Aider-AI/aider) | Code Agent | 41K+ | ~ WARN | 23 | AA-03 AA-06 | T1059 T1195 | EoP Tamper | subprocess for git/tests, shell execution | 2026-03-13 |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://registry.agentsign.dev",
   "project": "Goose",
   "repository": "https://github.com/block/goose",
   "stars": "32000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Agent Security Registry",
    "# 13 of 39 agent frameworks fail security scan",
    "| Framework | Category | Stars | Verdict | Risk | OWASP | ATT&CK | STRIDE | Findings | Scanned |",
    "| [Goose](https://github.com/block/goose) | Code Agent | 32K+ | \u2717 FAIL | 65 | AA-03 AA-09 AA-01 | T1059 T1610 T1548 | EoP | Shell exec core, pkg install, file write, no sandbox | 2026-03-13 |"
   ],
   "repository_evidence": [
    "Agent Security Registry",
    "# 13 of 39 agent frameworks fail security scan",
    "| Framework | Category | Stars | Verdict | Risk | OWASP | ATT&CK | STRIDE | Findings | Scanned |",
    "| [Goose](https://github.com/block/goose) | Code Agent | 32K+ | \u2717 FAIL | 65 | AA-03 AA-09 AA-01 | T1059 T1610 T1548 | EoP | Shell exec core, pkg install, file write, no sandbox | 2026-03-13 |"
   ],
   "stars_evidence": [
    "Agent Security Registry",
    "# 13 of 39 agent frameworks fail security scan",
    "| Framework | Category | Stars | Verdict | Risk | OWASP | ATT&CK | STRIDE | Findings | Scanned |",
    "| [Goose](https://github.com/block/goose) | Code Agent | 32K+ | \u2717 FAIL | 65 | AA-03 AA-09 AA-01 | T1059 T1610 T1548 | EoP | Shell exec core, pkg install, file write, no sandbox | 2026-03-13 |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://registry.agentsign.dev",
   "project": "Composio",
   "repository": "https://github.com/ComposioHQ/composio",
   "stars": "27000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Agent Security Registry",
    "# 13 of 39 agent frameworks fail security scan",
    "| Framework | Category | Stars | Verdict | Risk | OWASP | ATT&CK | STRIDE | Findings | Scanned |",
    "| [Composio](https://github.com/ComposioHQ/composio) | Agent Tooling | 27K+ | ~ WARN | 18 | AA-03 AA-06 | T1059 T1195 | EoP Tamper | Sandboxed exec, shell tools, API calls | 2026-03-13 |"
   ],
   "repository_evidence": [
    "Agent Security Registry",
    "# 13 of 39 agent frameworks fail security scan",
    "| Framework | Category | Stars | Verdict | Risk | OWASP | ATT&CK | STRIDE | Findings | Scanned |",
    "| [Composio](https://github.com/ComposioHQ/composio) | Agent Tooling | 27K+ | ~ WARN | 18 | AA-03 AA-06 | T1059 T1195 | EoP Tamper | Sandboxed exec, shell tools, API calls | 2026-03-13 |"
   ],
   "stars_evidence": [
    "Agent Security Registry",
    "# 13 of 39 agent frameworks fail security scan",
    "| Framework | Category | Stars | Verdict | Risk | OWASP | ATT&CK | STRIDE | Findings | Scanned |",
    "| [Composio](https://github.com/ComposioHQ/composio) | Agent Tooling | 27K+ | ~ WARN | 18 | AA-03 AA-06 | T1059 T1195 | EoP Tamper | Sandboxed exec, shell tools, API calls | 2026-03-13 |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://registry.agentsign.dev",
   "project": "Letta",
   "repository": "https://github.com/letta-ai/letta",
   "stars": "21000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Agent Security Registry",
    "# 13 of 39 agent frameworks fail security scan",
    "| Framework | Category | Stars | Verdict | Risk | OWASP | ATT&CK | STRIDE | Findings | Scanned |",
    "| [Letta](https://github.com/letta-ai/letta) | Stateful Agent | 21K+ | ~ WARN | 18 | AA-03 AA-06 | T1059 T1195 | EoP Tamper | Tool execution, subprocess, database ops | 2026-03-13 |"
   ],
   "repository_evidence": [
    "Agent Security Registry",
    "# 13 of 39 agent frameworks fail security scan",
    "| Framework | Category | Stars | Verdict | Risk | OWASP | ATT&CK | STRIDE | Findings | Scanned |",
    "| [Letta](https://github.com/letta-ai/letta) | Stateful Agent | 21K+ | ~ WARN | 18 | AA-03 AA-06 | T1059 T1195 | EoP Tamper | Tool execution, subprocess, database ops | 2026-03-13 |"
   ],
   "stars_evidence": [
    "Agent Security Registry",
    "# 13 of 39 agent frameworks fail security scan",
    "| Framework | Category | Stars | Verdict | Risk | OWASP | ATT&CK | STRIDE | Findings | Scanned |",
    "| [Letta](https://github.com/letta-ai/letta) | Stateful Agent | 21K+ | ~ WARN | 18 | AA-03 AA-06 | T1059 T1195 | EoP Tamper | Tool execution, subprocess, database ops | 2026-03-13 |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://registry.agentsign.dev",
   "project": "Devika",
   "repository": "https://github.com/stitionai/devika",
   "stars": "19000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Agent Security Registry",
    "# 13 of 39 agent frameworks fail security scan",
    "| Framework | Category | Stars | Verdict | Risk | OWASP | ATT&CK | STRIDE | Findings | Scanned |",
    "| [Devika](https://github.com/stitionai/devika) | Code Agent | 19K+ | \u2717 FAIL | 65 | AA-03 AA-09 AA-01 | T1059 T1610 T1548 | EoP | exec(), subprocess, browser auto, shell commands | 2026-03-13 |"
   ],
   "repository_evidence": [
    "Agent Security Registry",
    "# 13 of 39 agent frameworks fail security scan",
    "| Framework | Category | Stars | Verdict | Risk | OWASP | ATT&CK | STRIDE | Findings | Scanned |",
    "| [Devika](https://github.com/stitionai/devika) | Code Agent | 19K+ | \u2717 FAIL | 65 | AA-03 AA-09 AA-01 | T1059 T1610 T1548 | EoP | exec(), subprocess, browser auto, shell commands | 2026-03-13 |"
   ],
   "stars_evidence": [
    "Agent Security Registry",
    "# 13 of 39 agent frameworks fail security scan",
    "| Framework | Category | Stars | Verdict | Risk | OWASP | ATT&CK | STRIDE | Findings | Scanned |",
    "| [Devika](https://github.com/stitionai/devika) | Code Agent | 19K+ | \u2717 FAIL | 65 | AA-03 AA-09 AA-01 | T1059 T1610 T1548 | EoP | exec(), subprocess, browser auto, shell commands | 2026-03-13 |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://registry.agentsign.dev",
   "project": "SWE-agent",
   "repository": "https://github.com/SWE-agent/SWE-agent",
   "stars": "18000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Agent Security Registry",
    "# 13 of 39 agent frameworks fail security scan",
    "| Framework | Category | Stars | Verdict | Risk | OWASP | ATT&CK | STRIDE | Findings | Scanned |",
    "| [SWE-agent](https://github.com/SWE-agent/SWE-agent) | Code Agent | 18K+ | ~ WARN | 26 | AA-03 AA-09 | T1059 T1610 | EoP | Docker exec, subprocess, shell commands | 2026-03-13 |"
   ],
   "repository_evidence": [
    "Agent Security Registry",
    "# 13 of 39 agent frameworks fail security scan",
    "| Framework | Category | Stars | Verdict | Risk | OWASP | ATT&CK | STRIDE | Findings | Scanned |",
    "| [SWE-agent](https://github.com/SWE-agent/SWE-agent) | Code Agent | 18K+ | ~ WARN | 26 | AA-03 AA-09 | T1059 T1610 | EoP | Docker exec, subprocess, shell commands | 2026-03-13 |"
   ],
   "stars_evidence": [
    "Agent Security Registry",
    "# 13 of 39 agent frameworks fail security scan",
    "| Framework | Category | Stars | Verdict | Risk | OWASP | ATT&CK | STRIDE | Findings | Scanned |",
    "| [SWE-agent](https://github.com/SWE-agent/SWE-agent) | Code Agent | 18K+ | ~ WARN | 26 | AA-03 AA-09 | T1059 T1610 | EoP | Docker exec, subprocess, shell commands | 2026-03-13 |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://microsoft.github.io/UFO/getting_started/quick_start_ufo2",
   "project": "UFO\u00b2",
   "repository": "https://github.com/microsoft/UFO.git",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Quick Start Guide",
    "Welcome to **UFO\u00b2** \u2013 the Desktop AgentOS! This guide will help you get started with UFO\u00b2 in just a few minutes."
   ],
   "repository_evidence": [
    "# Quick Start Guide",
    "git clone https://github.com/microsoft/UFO.git"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/wangrongsheng/awesome-llm-resources",
   "project": "AutoGen",
   "repository": "https://github.com/microsoft/autogen",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "\u5168\u4e16\u754c\u6700\u597d\u7684\u5927\u8bed\u8a00\u6a21\u578b\u8d44\u6e90\u6c47\u603b \u6301\u7eed\u66f4\u65b0",
    "## \u667a\u80fd\u4f53 Agents",
    "1. [AutoGen](https://github.com/microsoft/autogen): AutoGen is a framework that enables the development of LLM applications using multiple agents that can converse with each other to solve tasks. [AutoGen AIStudio](https://autogen-studio.com/)"
   ],
   "repository_evidence": [
    "\u5168\u4e16\u754c\u6700\u597d\u7684\u5927\u8bed\u8a00\u6a21\u578b\u8d44\u6e90\u6c47\u603b \u6301\u7eed\u66f4\u65b0",
    "## \u667a\u80fd\u4f53 Agents",
    "1. [AutoGen](https://github.com/microsoft/autogen): AutoGen is a framework that enables the development of LLM applications using multiple agents that can converse with each other to solve tasks. [AutoGen AIStudio](https://autogen-studio.com/)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/wangrongsheng/awesome-llm-resources",
   "project": "CrewAI",
   "repository": "https://github.com/joaomdmoura/crewAI",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "\u5168\u4e16\u754c\u6700\u597d\u7684\u5927\u8bed\u8a00\u6a21\u578b\u8d44\u6e90\u6c47\u603b \u6301\u7eed\u66f4\u65b0",
    "## \u667a\u80fd\u4f53 Agents",
    "2. [CrewAI](https://github.com/joaomdmoura/crewAI): Framework for orchestrating role-playing, autonomous AI agents. By fostering collaborative intelligence, CrewAI empowers agents to work together seamlessly, tackling complex tasks."
   ],
   "repository_evidence": [
    "\u5168\u4e16\u754c\u6700\u597d\u7684\u5927\u8bed\u8a00\u6a21\u578b\u8d44\u6e90\u6c47\u603b \u6301\u7eed\u66f4\u65b0",
    "## \u667a\u80fd\u4f53 Agents",
    "2. [CrewAI](https://github.com/joaomdmoura/crewAI): Framework for orchestrating role-playing, autonomous AI agents. By fostering collaborative intelligence, CrewAI empowers agents to work together seamlessly, tackling complex tasks."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/wangrongsheng/awesome-llm-resources",
   "project": "AgentGPT",
   "repository": "https://github.com/reworkd/AgentGPT",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "\u5168\u4e16\u754c\u6700\u597d\u7684\u5927\u8bed\u8a00\u6a21\u578b\u8d44\u6e90\u6c47\u603b \u6301\u7eed\u66f4\u65b0",
    "## \u667a\u80fd\u4f53 Agents",
    "4. [AgentGPT](https://github.com/reworkd/AgentGPT): Assemble, configure, and deploy autonomous AI Agents in your browser."
   ],
   "repository_evidence": [
    "\u5168\u4e16\u754c\u6700\u597d\u7684\u5927\u8bed\u8a00\u6a21\u578b\u8d44\u6e90\u6c47\u603b \u6301\u7eed\u66f4\u65b0",
    "## \u667a\u80fd\u4f53 Agents",
    "4. [AgentGPT](https://github.com/reworkd/AgentGPT): Assemble, configure, and deploy autonomous AI Agents in your browser."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/wangrongsheng/awesome-llm-resources",
   "project": "XAgent",
   "repository": "https://github.com/OpenBMB/XAgent",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "\u5168\u4e16\u754c\u6700\u597d\u7684\u5927\u8bed\u8a00\u6a21\u578b\u8d44\u6e90\u6c47\u603b \u6301\u7eed\u66f4\u65b0",
    "## \u667a\u80fd\u4f53 Agents",
    "5. [XAgent](https://github.com/OpenBMB/XAgent): An Autonomous LLM Agent for Complex Task Solving."
   ],
   "repository_evidence": [
    "\u5168\u4e16\u754c\u6700\u597d\u7684\u5927\u8bed\u8a00\u6a21\u578b\u8d44\u6e90\u6c47\u603b \u6301\u7eed\u66f4\u65b0",
    "## \u667a\u80fd\u4f53 Agents",
    "5. [XAgent](https://github.com/OpenBMB/XAgent): An Autonomous LLM Agent for Complex Task Solving."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/wangrongsheng/awesome-llm-resources",
   "project": "MobileAgent",
   "repository": "https://github.com/X-PLUG/MobileAgent",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "\u5168\u4e16\u754c\u6700\u597d\u7684\u5927\u8bed\u8a00\u6a21\u578b\u8d44\u6e90\u6c47\u603b \u6301\u7eed\u66f4\u65b0",
    "## \u667a\u80fd\u4f53 Agents",
    "6. [MobileAgent](https://github.com/X-PLUG/MobileAgent): The Powerful Mobile Device Operation Assistant Family."
   ],
   "repository_evidence": [
    "\u5168\u4e16\u754c\u6700\u597d\u7684\u5927\u8bed\u8a00\u6a21\u578b\u8d44\u6e90\u6c47\u603b \u6301\u7eed\u66f4\u65b0",
    "## \u667a\u80fd\u4f53 Agents",
    "6. [MobileAgent](https://github.com/X-PLUG/MobileAgent): The Powerful Mobile Device Operation Assistant Family."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/wangrongsheng/awesome-llm-resources",
   "project": "Lagent",
   "repository": "https://github.com/InternLM/lagent",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "\u5168\u4e16\u754c\u6700\u597d\u7684\u5927\u8bed\u8a00\u6a21\u578b\u8d44\u6e90\u6c47\u603b \u6301\u7eed\u66f4\u65b0",
    "## \u667a\u80fd\u4f53 Agents",
    "7. [Lagent](https://github.com/InternLM/lagent): A lightweight framework for building LLM-based agents."
   ],
   "repository_evidence": [
    "\u5168\u4e16\u754c\u6700\u597d\u7684\u5927\u8bed\u8a00\u6a21\u578b\u8d44\u6e90\u6c47\u603b \u6301\u7eed\u66f4\u65b0",
    "## \u667a\u80fd\u4f53 Agents",
    "7. [Lagent](https://github.com/InternLM/lagent): A lightweight framework for building LLM-based agents."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/wangrongsheng/awesome-llm-resources",
   "project": "Qwen-Agent",
   "repository": "https://github.com/QwenLM/Qwen-Agent",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "\u5168\u4e16\u754c\u6700\u597d\u7684\u5927\u8bed\u8a00\u6a21\u578b\u8d44\u6e90\u6c47\u603b \u6301\u7eed\u66f4\u65b0",
    "## \u667a\u80fd\u4f53 Agents",
    "8. [Qwen-Agent](https://github.com/QwenLM/Qwen-Agent): Agent framework and applications built upon Qwen2, featuring Function Calling, Code Interpreter, RAG, and Chrome extension."
   ],
   "repository_evidence": [
    "\u5168\u4e16\u754c\u6700\u597d\u7684\u5927\u8bed\u8a00\u6a21\u578b\u8d44\u6e90\u6c47\u603b \u6301\u7eed\u66f4\u65b0",
    "## \u667a\u80fd\u4f53 Agents",
    "8. [Qwen-Agent](https://github.com/QwenLM/Qwen-Agent): Agent framework and applications built upon Qwen2, featuring Function Calling, Code Interpreter, RAG, and Chrome extension."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/wangrongsheng/awesome-llm-resources",
   "project": "agentUniverse",
   "repository": "https://github.com/alipay/agentUniverse",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "\u5168\u4e16\u754c\u6700\u597d\u7684\u5927\u8bed\u8a00\u6a21\u578b\u8d44\u6e90\u6c47\u603b \u6301\u7eed\u66f4\u65b0",
    "## \u667a\u80fd\u4f53 Agents",
    "11. [agentUniverse](https://github.com/alipay/agentUniverse): agentUniverse is a LLM multi-agent framework that allows developers to easily build multi-agent applications. Furthermore, through the community, they can exchange and share practices of patterns across different domains."
   ],
   "repository_evidence": [
    "\u5168\u4e16\u754c\u6700\u597d\u7684\u5927\u8bed\u8a00\u6a21\u578b\u8d44\u6e90\u6c47\u603b \u6301\u7eed\u66f4\u65b0",
    "## \u667a\u80fd\u4f53 Agents",
    "11. [agentUniverse](https://github.com/alipay/agentUniverse): agentUniverse is a LLM multi-agent framework that allows developers to easily build multi-agent applications. Furthermore, through the community, they can exchange and share practices of patterns across different domains."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/wangrongsheng/awesome-llm-resources",
   "project": "LazyLLM",
   "repository": "https://github.com/LazyAGI/LazyLLM",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "\u5168\u4e16\u754c\u6700\u597d\u7684\u5927\u8bed\u8a00\u6a21\u578b\u8d44\u6e90\u6c47\u603b \u6301\u7eed\u66f4\u65b0",
    "## \u667a\u80fd\u4f53 Agents",
    "12. [LazyLLM](https://github.com/LazyAGI/LazyLLM): \u4f4e\u4ee3\u7801\u6784\u5efa\u591aAgent\u5927\u6a21\u578b\u5e94\u7528\u7684\u5f00\u53d1\u5de5\u5177"
   ],
   "repository_evidence": [
    "\u5168\u4e16\u754c\u6700\u597d\u7684\u5927\u8bed\u8a00\u6a21\u578b\u8d44\u6e90\u6c47\u603b \u6301\u7eed\u66f4\u65b0",
    "## \u667a\u80fd\u4f53 Agents",
    "12. [LazyLLM](https://github.com/LazyAGI/LazyLLM): \u4f4e\u4ee3\u7801\u6784\u5efa\u591aAgent\u5927\u6a21\u578b\u5e94\u7528\u7684\u5f00\u53d1\u5de5\u5177"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/wangrongsheng/awesome-llm-resources",
   "project": "AgentScope",
   "repository": "https://github.com/modelscope/agentscope",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "\u5168\u4e16\u754c\u6700\u597d\u7684\u5927\u8bed\u8a00\u6a21\u578b\u8d44\u6e90\u6c47\u603b \u6301\u7eed\u66f4\u65b0",
    "## \u667a\u80fd\u4f53 Agents",
    "13. [AgentScope](https://github.com/modelscope/agentscope): Start building LLM-empowered multi-agent applications in an easier way."
   ],
   "repository_evidence": [
    "\u5168\u4e16\u754c\u6700\u597d\u7684\u5927\u8bed\u8a00\u6a21\u578b\u8d44\u6e90\u6c47\u603b \u6301\u7eed\u66f4\u65b0",
    "## \u667a\u80fd\u4f53 Agents",
    "13. [AgentScope](https://github.com/modelscope/agentscope): Start building LLM-empowered multi-agent applications in an easier way."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/wangrongsheng/awesome-llm-resources",
   "project": "AgentField",
   "repository": "https://github.com/Agent-Field/agentfield",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "\u5168\u4e16\u754c\u6700\u597d\u7684\u5927\u8bed\u8a00\u6a21\u578b\u8d44\u6e90\u6c47\u603b \u6301\u7eed\u66f4\u65b0",
    "## \u667a\u80fd\u4f53 Agents",
    "14. [AgentField](https://github.com/Agent-Field/agentfield): Open-source control plane for building and operating AI agents like APIs at scale, with routing, memory, observability, identity, auth, and policy controls."
   ],
   "repository_evidence": [
    "\u5168\u4e16\u754c\u6700\u597d\u7684\u5927\u8bed\u8a00\u6a21\u578b\u8d44\u6e90\u6c47\u603b \u6301\u7eed\u66f4\u65b0",
    "## \u667a\u80fd\u4f53 Agents",
    "14. [AgentField](https://github.com/Agent-Field/agentfield): Open-source control plane for building and operating AI agents like APIs at scale, with routing, memory, observability, identity, auth, and policy controls."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/wangrongsheng/awesome-llm-resources",
   "project": "MoA",
   "repository": "https://github.com/togethercomputer/MoA",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "\u5168\u4e16\u754c\u6700\u597d\u7684\u5927\u8bed\u8a00\u6a21\u578b\u8d44\u6e90\u6c47\u603b \u6301\u7eed\u66f4\u65b0",
    "## \u667a\u80fd\u4f53 Agents",
    "15. [MoA](https://github.com/togethercomputer/MoA): Mixture of Agents (MoA) is a novel approach that leverages the collective strengths of multiple LLMs to enhance performance, achieving state-of-the-art results."
   ],
   "repository_evidence": [
    "\u5168\u4e16\u754c\u6700\u597d\u7684\u5927\u8bed\u8a00\u6a21\u578b\u8d44\u6e90\u6c47\u603b \u6301\u7eed\u66f4\u65b0",
    "## \u667a\u80fd\u4f53 Agents",
    "15. [MoA](https://github.com/togethercomputer/MoA): Mixture of Agents (MoA) is a novel approach that leverages the collective strengths of multiple LLMs to enhance performance, achieving state-of-the-art results."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/wangrongsheng/awesome-llm-resources",
   "project": "Agently",
   "repository": "https://github.com/Maplemx/Agently",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "\u5168\u4e16\u754c\u6700\u597d\u7684\u5927\u8bed\u8a00\u6a21\u578b\u8d44\u6e90\u6c47\u603b \u6301\u7eed\u66f4\u65b0",
    "## \u667a\u80fd\u4f53 Agents",
    "16. [Agently](https://github.com/Maplemx/Agently): AI Agent Application Development Framework."
   ],
   "repository_evidence": [
    "\u5168\u4e16\u754c\u6700\u597d\u7684\u5927\u8bed\u8a00\u6a21\u578b\u8d44\u6e90\u6c47\u603b \u6301\u7eed\u66f4\u65b0",
    "## \u667a\u80fd\u4f53 Agents",
    "16. [Agently](https://github.com/Maplemx/Agently): AI Agent Application Development Framework."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/wangrongsheng/awesome-llm-resources",
   "project": "OmAgent",
   "repository": "https://github.com/om-ai-lab/OmAgent",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "\u5168\u4e16\u754c\u6700\u597d\u7684\u5927\u8bed\u8a00\u6a21\u578b\u8d44\u6e90\u6c47\u603b \u6301\u7eed\u66f4\u65b0",
    "## \u667a\u80fd\u4f53 Agents",
    "17. [OmAgent](https://github.com/om-ai-lab/OmAgent): A multimodal agent framework for solving complex tasks."
   ],
   "repository_evidence": [
    "\u5168\u4e16\u754c\u6700\u597d\u7684\u5927\u8bed\u8a00\u6a21\u578b\u8d44\u6e90\u6c47\u603b \u6301\u7eed\u66f4\u65b0",
    "## \u667a\u80fd\u4f53 Agents",
    "17. [OmAgent](https://github.com/om-ai-lab/OmAgent): A multimodal agent framework for solving complex tasks."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/wangrongsheng/awesome-llm-resources",
   "project": "Tribe",
   "repository": "https://github.com/StreetLamb/tribe",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "\u5168\u4e16\u754c\u6700\u597d\u7684\u5927\u8bed\u8a00\u6a21\u578b\u8d44\u6e90\u6c47\u603b \u6301\u7eed\u66f4\u65b0",
    "## \u667a\u80fd\u4f53 Agents",
    "18. [Tribe](https://github.com/StreetLamb/tribe): No code tool to rapidly build and coordinate multi-agent teams."
   ],
   "repository_evidence": [
    "\u5168\u4e16\u754c\u6700\u597d\u7684\u5927\u8bed\u8a00\u6a21\u578b\u8d44\u6e90\u6c47\u603b \u6301\u7eed\u66f4\u65b0",
    "## \u667a\u80fd\u4f53 Agents",
    "18. [Tribe](https://github.com/StreetLamb/tribe): No code tool to rapidly build and coordinate multi-agent teams."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/wangrongsheng/awesome-llm-resources",
   "project": "CAMEL",
   "repository": "https://github.com/camel-ai/camel",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "\u5168\u4e16\u754c\u6700\u597d\u7684\u5927\u8bed\u8a00\u6a21\u578b\u8d44\u6e90\u6c47\u603b \u6301\u7eed\u66f4\u65b0",
    "## \u667a\u80fd\u4f53 Agents",
    "19. [CAMEL](https://github.com/camel-ai/camel): First LLM multi-agent framework and an open-source community dedicated to finding the scaling law of agents."
   ],
   "repository_evidence": [
    "\u5168\u4e16\u754c\u6700\u597d\u7684\u5927\u8bed\u8a00\u6a21\u578b\u8d44\u6e90\u6c47\u603b \u6301\u7eed\u66f4\u65b0",
    "## \u667a\u80fd\u4f53 Agents",
    "19. [CAMEL](https://github.com/camel-ai/camel): First LLM multi-agent framework and an open-source community dedicated to finding the scaling law of agents."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/wangrongsheng/awesome-llm-resources",
   "project": "PraisonAI",
   "repository": "https://github.com/MervinPraison/PraisonAI/",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "\u5168\u4e16\u754c\u6700\u597d\u7684\u5927\u8bed\u8a00\u6a21\u578b\u8d44\u6e90\u6c47\u603b \u6301\u7eed\u66f4\u65b0",
    "## \u667a\u80fd\u4f53 Agents",
    "20. [PraisonAI](https://github.com/MervinPraison/PraisonAI/): PraisonAI application combines AutoGen and CrewAI or similar frameworks into a low-code solution for building and managing multi-agent LLM systems, focusing on simplicity, customisation, and efficient human-agent collaboration."
   ],
   "repository_evidence": [
    "\u5168\u4e16\u754c\u6700\u597d\u7684\u5927\u8bed\u8a00\u6a21\u578b\u8d44\u6e90\u6c47\u603b \u6301\u7eed\u66f4\u65b0",
    "## \u667a\u80fd\u4f53 Agents",
    "20. [PraisonAI](https://github.com/MervinPraison/PraisonAI/): PraisonAI application combines AutoGen and CrewAI or similar frameworks into a low-code solution for building and managing multi-agent LLM systems, focusing on simplicity, customisation, and efficient human-agent collaboration."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/wangrongsheng/awesome-llm-resources",
   "project": "IoA",
   "repository": "https://github.com/openbmb/ioa",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "\u5168\u4e16\u754c\u6700\u597d\u7684\u5927\u8bed\u8a00\u6a21\u578b\u8d44\u6e90\u6c47\u603b \u6301\u7eed\u66f4\u65b0",
    "## \u667a\u80fd\u4f53 Agents",
    "21. [IoA](https://github.com/openbmb/ioa): An open-source framework for collaborative AI agents, enabling diverse, distributed agents to team up and tackle complex tasks through internet-like connectivity."
   ],
   "repository_evidence": [
    "\u5168\u4e16\u754c\u6700\u597d\u7684\u5927\u8bed\u8a00\u6a21\u578b\u8d44\u6e90\u6c47\u603b \u6301\u7eed\u66f4\u65b0",
    "## \u667a\u80fd\u4f53 Agents",
    "21. [IoA](https://github.com/openbmb/ioa): An open-source framework for collaborative AI agents, enabling diverse, distributed agents to team up and tackle complex tasks through internet-like connectivity."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/wangrongsheng/awesome-llm-resources",
   "project": "llama-agentic-system",
   "repository": "https://github.com/meta-llama/llama-agentic-system",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "\u5168\u4e16\u754c\u6700\u597d\u7684\u5927\u8bed\u8a00\u6a21\u578b\u8d44\u6e90\u6c47\u603b \u6301\u7eed\u66f4\u65b0",
    "## \u667a\u80fd\u4f53 Agents",
    "22. [llama-agentic-system ](https://github.com/meta-llama/llama-agentic-system): Agentic components of the Llama Stack APIs."
   ],
   "repository_evidence": [
    "\u5168\u4e16\u754c\u6700\u597d\u7684\u5927\u8bed\u8a00\u6a21\u578b\u8d44\u6e90\u6c47\u603b \u6301\u7eed\u66f4\u65b0",
    "## \u667a\u80fd\u4f53 Agents",
    "22. [llama-agentic-system ](https://github.com/meta-llama/llama-agentic-system): Agentic components of the Llama Stack APIs."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/wangrongsheng/awesome-llm-resources",
   "project": "Agent Zero",
   "repository": "https://github.com/frdel/agent-zero",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "\u5168\u4e16\u754c\u6700\u597d\u7684\u5927\u8bed\u8a00\u6a21\u578b\u8d44\u6e90\u6c47\u603b \u6301\u7eed\u66f4\u65b0",
    "## \u667a\u80fd\u4f53 Agents",
    "23. [Agent Zero](https://github.com/frdel/agent-zero): Agent Zero is not a predefined agentic framework. It is designed to be dynamic, organically growing, and learning as you use it."
   ],
   "repository_evidence": [
    "\u5168\u4e16\u754c\u6700\u597d\u7684\u5927\u8bed\u8a00\u6a21\u578b\u8d44\u6e90\u6c47\u603b \u6301\u7eed\u66f4\u65b0",
    "## \u667a\u80fd\u4f53 Agents",
    "23. [Agent Zero](https://github.com/frdel/agent-zero): Agent Zero is not a predefined agentic framework. It is designed to be dynamic, organically growing, and learning as you use it."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/wangrongsheng/awesome-llm-resources",
   "project": "Agents",
   "repository": "https://github.com/aiwaves-cn/agents",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "\u5168\u4e16\u754c\u6700\u597d\u7684\u5927\u8bed\u8a00\u6a21\u578b\u8d44\u6e90\u6c47\u603b \u6301\u7eed\u66f4\u65b0",
    "## \u667a\u80fd\u4f53 Agents",
    "24. [Agents](https://github.com/aiwaves-cn/agents): An Open-source Framework for Data-centric, Self-evolving Autonomous Language Agents."
   ],
   "repository_evidence": [
    "\u5168\u4e16\u754c\u6700\u597d\u7684\u5927\u8bed\u8a00\u6a21\u578b\u8d44\u6e90\u6c47\u603b \u6301\u7eed\u66f4\u65b0",
    "## \u667a\u80fd\u4f53 Agents",
    "24. [Agents](https://github.com/aiwaves-cn/agents): An Open-source Framework for Data-centric, Self-evolving Autonomous Language Agents."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/wangrongsheng/awesome-llm-resources",
   "project": "AgentScope",
   "repository": "https://github.com/modelscope/agentscope",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "\u5168\u4e16\u754c\u6700\u597d\u7684\u5927\u8bed\u8a00\u6a21\u578b\u8d44\u6e90\u6c47\u603b \u6301\u7eed\u66f4\u65b0",
    "## \u667a\u80fd\u4f53 Agents",
    "25. [AgentScope](https://github.com/modelscope/agentscope): Start building LLM-empowered multi-agent applications in an easier way."
   ],
   "repository_evidence": [
    "\u5168\u4e16\u754c\u6700\u597d\u7684\u5927\u8bed\u8a00\u6a21\u578b\u8d44\u6e90\u6c47\u603b \u6301\u7eed\u66f4\u65b0",
    "## \u667a\u80fd\u4f53 Agents",
    "25. [AgentScope](https://github.com/modelscope/agentscope): Start building LLM-empowered multi-agent applications in an easier way."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/wangrongsheng/awesome-llm-resources",
   "project": "FastAgency",
   "repository": "https://github.com/airtai/fastagency",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "\u5168\u4e16\u754c\u6700\u597d\u7684\u5927\u8bed\u8a00\u6a21\u578b\u8d44\u6e90\u6c47\u603b \u6301\u7eed\u66f4\u65b0",
    "## \u667a\u80fd\u4f53 Agents",
    "26. [FastAgency](https://github.com/airtai/fastagency): The fastest way to bring multi-agent workflows to production."
   ],
   "repository_evidence": [
    "\u5168\u4e16\u754c\u6700\u597d\u7684\u5927\u8bed\u8a00\u6a21\u578b\u8d44\u6e90\u6c47\u603b \u6301\u7eed\u66f4\u65b0",
    "## \u667a\u80fd\u4f53 Agents",
    "26. [FastAgency](https://github.com/airtai/fastagency): The fastest way to bring multi-agent workflows to production."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/wangrongsheng/awesome-llm-resources",
   "project": "Swarm",
   "repository": "https://github.com/openai/swarm",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "\u5168\u4e16\u754c\u6700\u597d\u7684\u5927\u8bed\u8a00\u6a21\u578b\u8d44\u6e90\u6c47\u603b \u6301\u7eed\u66f4\u65b0",
    "## \u667a\u80fd\u4f53 Agents",
    "27. [Swarm](https://github.com/openai/swarm): Framework for building, orchestrating and deploying multi-agent systems. Managed by OpenAI Solutions team. Experimental framework."
   ],
   "repository_evidence": [
    "\u5168\u4e16\u754c\u6700\u597d\u7684\u5927\u8bed\u8a00\u6a21\u578b\u8d44\u6e90\u6c47\u603b \u6301\u7eed\u66f4\u65b0",
    "## \u667a\u80fd\u4f53 Agents",
    "27. [Swarm](https://github.com/openai/swarm): Framework for building, orchestrating and deploying multi-agent systems. Managed by OpenAI Solutions team. Experimental framework."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/wangrongsheng/awesome-llm-resources",
   "project": "Agent-S",
   "repository": "https://github.com/simular-ai/Agent-S",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "\u5168\u4e16\u754c\u6700\u597d\u7684\u5927\u8bed\u8a00\u6a21\u578b\u8d44\u6e90\u6c47\u603b \u6301\u7eed\u66f4\u65b0",
    "## \u667a\u80fd\u4f53 Agents",
    "28. [Agent-S](https://github.com/simular-ai/Agent-S): an open agentic framework that uses computers like a human."
   ],
   "repository_evidence": [
    "\u5168\u4e16\u754c\u6700\u597d\u7684\u5927\u8bed\u8a00\u6a21\u578b\u8d44\u6e90\u6c47\u603b \u6301\u7eed\u66f4\u65b0",
    "## \u667a\u80fd\u4f53 Agents",
    "28. [Agent-S](https://github.com/simular-ai/Agent-S): an open agentic framework that uses computers like a human."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/wangrongsheng/awesome-llm-resources",
   "project": "PydanticAI",
   "repository": "https://github.com/pydantic/pydantic-ai",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "\u5168\u4e16\u754c\u6700\u597d\u7684\u5927\u8bed\u8a00\u6a21\u578b\u8d44\u6e90\u6c47\u603b \u6301\u7eed\u66f4\u65b0",
    "## \u667a\u80fd\u4f53 Agents",
    "29. [PydanticAI](https://github.com/pydantic/pydantic-ai): Agent Framework / shim to use Pydantic with LLMs."
   ],
   "repository_evidence": [
    "\u5168\u4e16\u754c\u6700\u597d\u7684\u5927\u8bed\u8a00\u6a21\u578b\u8d44\u6e90\u6c47\u603b \u6301\u7eed\u66f4\u65b0",
    "## \u667a\u80fd\u4f53 Agents",
    "29. [PydanticAI](https://github.com/pydantic/pydantic-ai): Agent Framework / shim to use Pydantic with LLMs."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/wangrongsheng/awesome-llm-resources",
   "project": "Agentarium",
   "repository": "https://github.com/Thytu/Agentarium",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "\u5168\u4e16\u754c\u6700\u597d\u7684\u5927\u8bed\u8a00\u6a21\u578b\u8d44\u6e90\u6c47\u603b \u6301\u7eed\u66f4\u65b0",
    "## \u667a\u80fd\u4f53 Agents",
    "30. [Agentarium](https://github.com/Thytu/Agentarium): open-source framework for creating and managing simulations populated with AI-powered agents."
   ],
   "repository_evidence": [
    "\u5168\u4e16\u754c\u6700\u597d\u7684\u5927\u8bed\u8a00\u6a21\u578b\u8d44\u6e90\u6c47\u603b \u6301\u7eed\u66f4\u65b0",
    "## \u667a\u80fd\u4f53 Agents",
    "30. [Agentarium](https://github.com/Thytu/Agentarium): open-source framework for creating and managing simulations populated with AI-powered agents."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/wangrongsheng/awesome-llm-resources",
   "project": "smolagents",
   "repository": "https://github.com/huggingface/smolagents",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "\u5168\u4e16\u754c\u6700\u597d\u7684\u5927\u8bed\u8a00\u6a21\u578b\u8d44\u6e90\u6c47\u603b \u6301\u7eed\u66f4\u65b0",
    "## \u667a\u80fd\u4f53 Agents",
    "31. [smolagents](https://github.com/huggingface/smolagents): a barebones library for agents. Agents write python code to call tools and orchestrate other agents."
   ],
   "repository_evidence": [
    "\u5168\u4e16\u754c\u6700\u597d\u7684\u5927\u8bed\u8a00\u6a21\u578b\u8d44\u6e90\u6c47\u603b \u6301\u7eed\u66f4\u65b0",
    "## \u667a\u80fd\u4f53 Agents",
    "31. [smolagents](https://github.com/huggingface/smolagents): a barebones library for agents. Agents write python code to call tools and orchestrate other agents."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/wangrongsheng/awesome-llm-resources",
   "project": "Cooragent",
   "repository": "https://github.com/LeapLabTHU/cooragent",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "\u5168\u4e16\u754c\u6700\u597d\u7684\u5927\u8bed\u8a00\u6a21\u578b\u8d44\u6e90\u6c47\u603b \u6301\u7eed\u66f4\u65b0",
    "## \u667a\u80fd\u4f53 Agents",
    "32. [Cooragent](https://github.com/LeapLabTHU/cooragent): Cooragent is an AI agent collaboration community."
   ],
   "repository_evidence": [
    "\u5168\u4e16\u754c\u6700\u597d\u7684\u5927\u8bed\u8a00\u6a21\u578b\u8d44\u6e90\u6c47\u603b \u6301\u7eed\u66f4\u65b0",
    "## \u667a\u80fd\u4f53 Agents",
    "32. [Cooragent](https://github.com/LeapLabTHU/cooragent): Cooragent is an AI agent collaboration community."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/wangrongsheng/awesome-llm-resources",
   "project": "Agno",
   "repository": "https://github.com/agno-agi/agno",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "\u5168\u4e16\u754c\u6700\u597d\u7684\u5927\u8bed\u8a00\u6a21\u578b\u8d44\u6e90\u6c47\u603b \u6301\u7eed\u66f4\u65b0",
    "## \u667a\u80fd\u4f53 Agents",
    "33. [Agno](https://github.com/agno-agi/agno): Agno is a lightweight library for building Agents with memory, knowledge, tools and reasoning."
   ],
   "repository_evidence": [
    "\u5168\u4e16\u754c\u6700\u597d\u7684\u5927\u8bed\u8a00\u6a21\u578b\u8d44\u6e90\u6c47\u603b \u6301\u7eed\u66f4\u65b0",
    "## \u667a\u80fd\u4f53 Agents",
    "33. [Agno](https://github.com/agno-agi/agno): Agno is a lightweight library for building Agents with memory, knowledge, tools and reasoning."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/wangrongsheng/awesome-llm-resources",
   "project": "Suna",
   "repository": "https://github.com/kortix-ai/suna",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "\u5168\u4e16\u754c\u6700\u597d\u7684\u5927\u8bed\u8a00\u6a21\u578b\u8d44\u6e90\u6c47\u603b \u6301\u7eed\u66f4\u65b0",
    "## \u667a\u80fd\u4f53 Agents",
    "34. [Suna](https://github.com/kortix-ai/suna): Open Source Generalist AI Agent."
   ],
   "repository_evidence": [
    "\u5168\u4e16\u754c\u6700\u597d\u7684\u5927\u8bed\u8a00\u6a21\u578b\u8d44\u6e90\u6c47\u603b \u6301\u7eed\u66f4\u65b0",
    "## \u667a\u80fd\u4f53 Agents",
    "34. [Suna](https://github.com/kortix-ai/suna): Open Source Generalist AI Agent."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/wangrongsheng/awesome-llm-resources",
   "project": "rowboat",
   "repository": "https://github.com/rowboatlabs/rowboat",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "\u5168\u4e16\u754c\u6700\u597d\u7684\u5927\u8bed\u8a00\u6a21\u578b\u8d44\u6e90\u6c47\u603b \u6301\u7eed\u66f4\u65b0",
    "## \u667a\u80fd\u4f53 Agents",
    "35. [rowboat](https://github.com/rowboatlabs/rowboat): Let AI build multi-agent workflows for you in minutes."
   ],
   "repository_evidence": [
    "\u5168\u4e16\u754c\u6700\u597d\u7684\u5927\u8bed\u8a00\u6a21\u578b\u8d44\u6e90\u6c47\u603b \u6301\u7eed\u66f4\u65b0",
    "## \u667a\u80fd\u4f53 Agents",
    "35. [rowboat](https://github.com/rowboatlabs/rowboat): Let AI build multi-agent workflows for you in minutes."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/wangrongsheng/awesome-llm-resources",
   "project": "EvoAgentX",
   "repository": "https://github.com/EvoAgentX/EvoAgentX",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "\u5168\u4e16\u754c\u6700\u597d\u7684\u5927\u8bed\u8a00\u6a21\u578b\u8d44\u6e90\u6c47\u603b \u6301\u7eed\u66f4\u65b0",
    "## \u667a\u80fd\u4f53 Agents",
    "36. [EvoAgentX](https://github.com/EvoAgentX/EvoAgentX): Building a Self-Evolving Ecosystem of AI Agents."
   ],
   "repository_evidence": [
    "\u5168\u4e16\u754c\u6700\u597d\u7684\u5927\u8bed\u8a00\u6a21\u578b\u8d44\u6e90\u6c47\u603b \u6301\u7eed\u66f4\u65b0",
    "## \u667a\u80fd\u4f53 Agents",
    "36. [EvoAgentX](https://github.com/EvoAgentX/EvoAgentX): Building a Self-Evolving Ecosystem of AI Agents."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/wangrongsheng/awesome-llm-resources",
   "project": "ii-agent",
   "repository": "https://github.com/Intelligent-Internet/ii-agent",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "\u5168\u4e16\u754c\u6700\u597d\u7684\u5927\u8bed\u8a00\u6a21\u578b\u8d44\u6e90\u6c47\u603b \u6301\u7eed\u66f4\u65b0",
    "## \u667a\u80fd\u4f53 Agents",
    "37. [ii-agent](https://github.com/Intelligent-Internet/ii-agent): a new open-source framework to build and deploy intelligent agents."
   ],
   "repository_evidence": [
    "\u5168\u4e16\u754c\u6700\u597d\u7684\u5927\u8bed\u8a00\u6a21\u578b\u8d44\u6e90\u6c47\u603b \u6301\u7eed\u66f4\u65b0",
    "## \u667a\u80fd\u4f53 Agents",
    "37. [ii-agent](https://github.com/Intelligent-Internet/ii-agent): a new open-source framework to build and deploy intelligent agents."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/wangrongsheng/awesome-llm-resources",
   "project": "OWL",
   "repository": "https://github.com/camel-ai/owl",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "\u5168\u4e16\u754c\u6700\u597d\u7684\u5927\u8bed\u8a00\u6a21\u578b\u8d44\u6e90\u6c47\u603b \u6301\u7eed\u66f4\u65b0",
    "## \u667a\u80fd\u4f53 Agents",
    "38. [OWL](https://github.com/camel-ai/owl): Optimized Workforce Learning for General Multi-Agent Assistance in Real-World Task Automation."
   ],
   "repository_evidence": [
    "\u5168\u4e16\u754c\u6700\u597d\u7684\u5927\u8bed\u8a00\u6a21\u578b\u8d44\u6e90\u6c47\u603b \u6301\u7eed\u66f4\u65b0",
    "## \u667a\u80fd\u4f53 Agents",
    "38. [OWL](https://github.com/camel-ai/owl): Optimized Workforce Learning for General Multi-Agent Assistance in Real-World Task Automation."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/wangrongsheng/awesome-llm-resources",
   "project": "OpenManus",
   "repository": "https://github.com/FoundationAgents/OpenManus",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "\u5168\u4e16\u754c\u6700\u597d\u7684\u5927\u8bed\u8a00\u6a21\u578b\u8d44\u6e90\u6c47\u603b \u6301\u7eed\u66f4\u65b0",
    "## \u667a\u80fd\u4f53 Agents",
    "39. [OpenManus](https://github.com/FoundationAgents/OpenManus): No fortress, purely open ground. OpenManus is Coming."
   ],
   "repository_evidence": [
    "\u5168\u4e16\u754c\u6700\u597d\u7684\u5927\u8bed\u8a00\u6a21\u578b\u8d44\u6e90\u6c47\u603b \u6301\u7eed\u66f4\u65b0",
    "## \u667a\u80fd\u4f53 Agents",
    "39. [OpenManus](https://github.com/FoundationAgents/OpenManus): No fortress, purely open ground. OpenManus is Coming."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/wangrongsheng/awesome-llm-resources",
   "project": "JoyAgent-JDGenie",
   "repository": "https://github.com/jd-opensource/joyagent-jdgenie",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "\u5168\u4e16\u754c\u6700\u597d\u7684\u5927\u8bed\u8a00\u6a21\u578b\u8d44\u6e90\u6c47\u603b \u6301\u7eed\u66f4\u65b0",
    "## \u667a\u80fd\u4f53 Agents",
    "40. [JoyAgent-JDGenie](https://github.com/jd-opensource/joyagent-jdgenie): \u4e1a\u754c\u9996\u4e2a\u5f00\u6e90\u9ad8\u5b8c\u6210\u5ea6\u8f7b\u91cf\u5316\u901a\u7528\u591a\u667a\u80fd\u4f53\u4ea7\u54c1."
   ],
   "repository_evidence": [
    "\u5168\u4e16\u754c\u6700\u597d\u7684\u5927\u8bed\u8a00\u6a21\u578b\u8d44\u6e90\u6c47\u603b \u6301\u7eed\u66f4\u65b0",
    "## \u667a\u80fd\u4f53 Agents",
    "40. [JoyAgent-JDGenie](https://github.com/jd-opensource/joyagent-jdgenie): \u4e1a\u754c\u9996\u4e2a\u5f00\u6e90\u9ad8\u5b8c\u6210\u5ea6\u8f7b\u91cf\u5316\u901a\u7528\u591a\u667a\u80fd\u4f53\u4ea7\u54c1."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/wangrongsheng/awesome-llm-resources",
   "project": "coze-studio",
   "repository": "https://github.com/coze-dev/coze-studio",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "\u5168\u4e16\u754c\u6700\u597d\u7684\u5927\u8bed\u8a00\u6a21\u578b\u8d44\u6e90\u6c47\u603b \u6301\u7eed\u66f4\u65b0",
    "## \u667a\u80fd\u4f53 Agents",
    "41. [coze-studio](https://github.com/coze-dev/coze-studio): An AI agent development platform with all-in-one visual tools, simplifying agent creation, debugging, and deployment like never before."
   ],
   "repository_evidence": [
    "\u5168\u4e16\u754c\u6700\u597d\u7684\u5927\u8bed\u8a00\u6a21\u578b\u8d44\u6e90\u6c47\u603b \u6301\u7eed\u66f4\u65b0",
    "## \u667a\u80fd\u4f53 Agents",
    "41. [coze-studio](https://github.com/coze-dev/coze-studio): An AI agent development platform with all-in-one visual tools, simplifying agent creation, debugging, and deployment like never before."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/wangrongsheng/awesome-llm-resources",
   "project": "OxyGent",
   "repository": "https://github.com/jd-opensource/OxyGent",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "\u5168\u4e16\u754c\u6700\u597d\u7684\u5927\u8bed\u8a00\u6a21\u578b\u8d44\u6e90\u6c47\u603b \u6301\u7eed\u66f4\u65b0",
    "## \u667a\u80fd\u4f53 Agents",
    "42. [OxyGent](https://github.com/jd-opensource/OxyGent): An advanced Python framework that empowers developers to quickly build production-ready intelligent systems."
   ],
   "repository_evidence": [
    "\u5168\u4e16\u754c\u6700\u597d\u7684\u5927\u8bed\u8a00\u6a21\u578b\u8d44\u6e90\u6c47\u603b \u6301\u7eed\u66f4\u65b0",
    "## \u667a\u80fd\u4f53 Agents",
    "42. [OxyGent](https://github.com/jd-opensource/OxyGent): An advanced Python framework that empowers developers to quickly build production-ready intelligent systems."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/wangrongsheng/awesome-llm-resources",
   "project": "LazyCraft",
   "repository": "https://github.com/LazyAGI/LazyCraft",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "\u5168\u4e16\u754c\u6700\u597d\u7684\u5927\u8bed\u8a00\u6a21\u578b\u8d44\u6e90\u6c47\u603b \u6301\u7eed\u66f4\u65b0",
    "## \u667a\u80fd\u4f53 Agents",
    "43. [LazyCraft](https://github.com/LazyAGI/LazyCraft): LazyCraft \u662f\u4e00\u4e2a\u57fa\u4e8e LazyLLM \u6784\u5efa\u7684 AI Agent \u5e94\u7528\u5f00\u53d1\u4e0e\u7ba1\u7406\u5e73\u53f0\uff0c\u65e8\u5728\u534f\u52a9\u5f00\u53d1\u8005\u4ee5 \u4f4e\u95e8\u69db\u3001\u4f4e\u6210\u672c \u5feb\u901f\u6784\u5efa\u548c\u53d1\u5e03\u5927\u6a21\u578b\u5e94\u7528\u3002"
   ],
   "repository_evidence": [
    "\u5168\u4e16\u754c\u6700\u597d\u7684\u5927\u8bed\u8a00\u6a21\u578b\u8d44\u6e90\u6c47\u603b \u6301\u7eed\u66f4\u65b0",
    "## \u667a\u80fd\u4f53 Agents",
    "43. [LazyCraft](https://github.com/LazyAGI/LazyCraft): LazyCraft \u662f\u4e00\u4e2a\u57fa\u4e8e LazyLLM \u6784\u5efa\u7684 AI Agent \u5e94\u7528\u5f00\u53d1\u4e0e\u7ba1\u7406\u5e73\u53f0\uff0c\u65e8\u5728\u534f\u52a9\u5f00\u53d1\u8005\u4ee5 \u4f4e\u95e8\u69db\u3001\u4f4e\u6210\u672c \u5feb\u901f\u6784\u5efa\u548c\u53d1\u5e03\u5927\u6a21\u578b\u5e94\u7528\u3002"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/wangrongsheng/awesome-llm-resources",
   "project": "OpenAgents",
   "repository": "https://github.com/openagents-org/openagents",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "\u5168\u4e16\u754c\u6700\u597d\u7684\u5927\u8bed\u8a00\u6a21\u578b\u8d44\u6e90\u6c47\u603b \u6301\u7eed\u66f4\u65b0",
    "## \u667a\u80fd\u4f53 Agents",
    "44. [OpenAgents](https://github.com/openagents-org/openagents): AI Agent Networks for Open Collaboration."
   ],
   "repository_evidence": [
    "\u5168\u4e16\u754c\u6700\u597d\u7684\u5927\u8bed\u8a00\u6a21\u578b\u8d44\u6e90\u6c47\u603b \u6301\u7eed\u66f4\u65b0",
    "## \u667a\u80fd\u4f53 Agents",
    "44. [OpenAgents](https://github.com/openagents-org/openagents): AI Agent Networks for Open Collaboration."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/wangrongsheng/awesome-llm-resources",
   "project": "SandBox",
   "repository": "https://github.com/agent-infra/sandbox",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "\u5168\u4e16\u754c\u6700\u597d\u7684\u5927\u8bed\u8a00\u6a21\u578b\u8d44\u6e90\u6c47\u603b \u6301\u7eed\u66f4\u65b0",
    "## \u667a\u80fd\u4f53 Agents",
    "45. [SandBox](https://github.com/agent-infra/sandbox): All-in-One Sandbox for AI Agents that combines Browser, Shell, File, MCP and VSCode Server in a single Docker container."
   ],
   "repository_evidence": [
    "\u5168\u4e16\u754c\u6700\u597d\u7684\u5927\u8bed\u8a00\u6a21\u578b\u8d44\u6e90\u6c47\u603b \u6301\u7eed\u66f4\u65b0",
    "## \u667a\u80fd\u4f53 Agents",
    "45. [SandBox](https://github.com/agent-infra/sandbox): All-in-One Sandbox for AI Agents that combines Browser, Shell, File, MCP and VSCode Server in a single Docker container."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/wangrongsheng/awesome-llm-resources",
   "project": "DeepAnalyze",
   "repository": "https://github.com/ruc-datalab/DeepAnalyze",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "\u5168\u4e16\u754c\u6700\u597d\u7684\u5927\u8bed\u8a00\u6a21\u578b\u8d44\u6e90\u6c47\u603b \u6301\u7eed\u66f4\u65b0",
    "## \u667a\u80fd\u4f53 Agents",
    "46. [DeepAnalyze](https://github.com/ruc-datalab/DeepAnalyze): First agentic LLM for autonomous data science, supporting specific data tasks (data preparation, analysis, modeling, visualization, and insight) and data-oriented deep research (produce analyst-grade research reports)."
   ],
   "repository_evidence": [
    "\u5168\u4e16\u754c\u6700\u597d\u7684\u5927\u8bed\u8a00\u6a21\u578b\u8d44\u6e90\u6c47\u603b \u6301\u7eed\u66f4\u65b0",
    "## \u667a\u80fd\u4f53 Agents",
    "46. [DeepAnalyze](https://github.com/ruc-datalab/DeepAnalyze): First agentic LLM for autonomous data science, supporting specific data tasks (data preparation, analysis, modeling, visualization, and insight) and data-oriented deep research (produce analyst-grade research reports)."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/wangrongsheng/awesome-llm-resources",
   "project": "Astron Agent",
   "repository": "https://github.com/iflytek/astron-agent",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "\u5168\u4e16\u754c\u6700\u597d\u7684\u5927\u8bed\u8a00\u6a21\u578b\u8d44\u6e90\u6c47\u603b \u6301\u7eed\u66f4\u65b0",
    "## \u667a\u80fd\u4f53 Agents",
    "47. [Astron Agent](https://github.com/iflytek/astron-agent): Enterprise-grade, commercial-friendly agentic workflow platform for building next-generation SuperAgents."
   ],
   "repository_evidence": [
    "\u5168\u4e16\u754c\u6700\u597d\u7684\u5927\u8bed\u8a00\u6a21\u578b\u8d44\u6e90\u6c47\u603b \u6301\u7eed\u66f4\u65b0",
    "## \u667a\u80fd\u4f53 Agents",
    "47. [Astron Agent](https://github.com/iflytek/astron-agent): Enterprise-grade, commercial-friendly agentic workflow platform for building next-generation SuperAgents."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/wangrongsheng/awesome-llm-resources",
   "project": "Youtu-Agent",
   "repository": "https://github.com/TencentCloudADP/youtu-agent",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "\u5168\u4e16\u754c\u6700\u597d\u7684\u5927\u8bed\u8a00\u6a21\u578b\u8d44\u6e90\u6c47\u603b \u6301\u7eed\u66f4\u65b0",
    "## \u667a\u80fd\u4f53 Agents",
    "48. [Youtu-Agent](https://github.com/TencentCloudADP/youtu-agent): A simple yet powerful agent framework that delivers with open-source models."
   ],
   "repository_evidence": [
    "\u5168\u4e16\u754c\u6700\u597d\u7684\u5927\u8bed\u8a00\u6a21\u578b\u8d44\u6e90\u6c47\u603b \u6301\u7eed\u66f4\u65b0",
    "## \u667a\u80fd\u4f53 Agents",
    "48. [Youtu-Agent](https://github.com/TencentCloudADP/youtu-agent): A simple yet powerful agent framework that delivers with open-source models."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/wangrongsheng/awesome-llm-resources",
   "project": "MiroThinker",
   "repository": "https://github.com/MiroMindAI/MiroThinker",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "\u5168\u4e16\u754c\u6700\u597d\u7684\u5927\u8bed\u8a00\u6a21\u578b\u8d44\u6e90\u6c47\u603b \u6301\u7eed\u66f4\u65b0",
    "## \u667a\u80fd\u4f53 Agents",
    "49. [MiroThinker](https://github.com/MiroMindAI/MiroThinker): an open-source search agent model, built for tool-augmented reasoning and real-world information seeking, aiming to match the deep research experience of OpenAI Deep Research and Gemini Deep Research."
   ],
   "repository_evidence": [
    "\u5168\u4e16\u754c\u6700\u597d\u7684\u5927\u8bed\u8a00\u6a21\u578b\u8d44\u6e90\u6c47\u603b \u6301\u7eed\u66f4\u65b0",
    "## \u667a\u80fd\u4f53 Agents",
    "49. [MiroThinker](https://github.com/MiroMindAI/MiroThinker): an open-source search agent model, built for tool-augmented reasoning and real-world information seeking, aiming to match the deep research experience of OpenAI Deep Research and Gemini Deep Research."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/wangrongsheng/awesome-llm-resources",
   "project": "Nexent",
   "repository": "https://github.com/ModelEngine-Group/nexent",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "\u5168\u4e16\u754c\u6700\u597d\u7684\u5927\u8bed\u8a00\u6a21\u578b\u8d44\u6e90\u6c47\u603b \u6301\u7eed\u66f4\u65b0",
    "## \u667a\u80fd\u4f53 Agents",
    "50. [Nexent](https://github.com/ModelEngine-Group/nexent): A zero-code platform for auto-generating agents \u2014 no orchestration, no complex drag-and-drop required, using pure language to develop any agent you want."
   ],
   "repository_evidence": [
    "\u5168\u4e16\u754c\u6700\u597d\u7684\u5927\u8bed\u8a00\u6a21\u578b\u8d44\u6e90\u6c47\u603b \u6301\u7eed\u66f4\u65b0",
    "## \u667a\u80fd\u4f53 Agents",
    "50. [Nexent](https://github.com/ModelEngine-Group/nexent): A zero-code platform for auto-generating agents \u2014 no orchestration, no complex drag-and-drop required, using pure language to develop any agent you want."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/wangrongsheng/awesome-llm-resources",
   "project": "Yunjue-Agent",
   "repository": "https://github.com/YunjueTech/Yunjue-Agent",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "\u5168\u4e16\u754c\u6700\u597d\u7684\u5927\u8bed\u8a00\u6a21\u578b\u8d44\u6e90\u6c47\u603b \u6301\u7eed\u66f4\u65b0",
    "## \u667a\u80fd\u4f53 Agents",
    "51. [Yunjue-Agent](https://github.com/YunjueTech/Yunjue-Agent): A Fully Reproducible, Zero-Start In-Situ Self-Evolving Agent System for Open-Ended Tasks."
   ],
   "repository_evidence": [
    "\u5168\u4e16\u754c\u6700\u597d\u7684\u5927\u8bed\u8a00\u6a21\u578b\u8d44\u6e90\u6c47\u603b \u6301\u7eed\u66f4\u65b0",
    "## \u667a\u80fd\u4f53 Agents",
    "51. [Yunjue-Agent](https://github.com/YunjueTech/Yunjue-Agent): A Fully Reproducible, Zero-Start In-Situ Self-Evolving Agent System for Open-Ended Tasks."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/wangrongsheng/awesome-llm-resources",
   "project": "Hindsight",
   "repository": "https://github.com/vectorize-io/hindsight",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "\u5168\u4e16\u754c\u6700\u597d\u7684\u5927\u8bed\u8a00\u6a21\u578b\u8d44\u6e90\u6c47\u603b \u6301\u7eed\u66f4\u65b0",
    "## \u667a\u80fd\u4f53 Agents",
    "52. [Hindsight](https://github.com/vectorize-io/hindsight): State-of-the-art long-term memory for AI agents by Vectorize. Open-source, self-hostable, with integrations for LangChain, CrewAI, LlamaIndex, MCP, and more."
   ],
   "repository_evidence": [
    "\u5168\u4e16\u754c\u6700\u597d\u7684\u5927\u8bed\u8a00\u6a21\u578b\u8d44\u6e90\u6c47\u603b \u6301\u7eed\u66f4\u65b0",
    "## \u667a\u80fd\u4f53 Agents",
    "52. [Hindsight](https://github.com/vectorize-io/hindsight): State-of-the-art long-term memory for AI agents by Vectorize. Open-source, self-hostable, with integrations for LangChain, CrewAI, LlamaIndex, MCP, and more."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/wangrongsheng/awesome-llm-resources",
   "project": "AgentsMesh",
   "repository": "https://github.com/AgentsMesh/AgentsMesh",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "\u5168\u4e16\u754c\u6700\u597d\u7684\u5927\u8bed\u8a00\u6a21\u578b\u8d44\u6e90\u6c47\u603b \u6301\u7eed\u66f4\u65b0",
    "## \u667a\u80fd\u4f53 Agents",
    "53. [AgentsMesh](https://github.com/AgentsMesh/AgentsMesh): The AI Agent Workforce Platform. Self-hostable multi-agent orchestration with remote AI workstations (AgentPods), PTY sandbox + git worktree isolation, channels-based agent collaboration, built-in Kanban, and per-pod MCP server. Supports Claude Code, Codex CLI, Gemini CLI, Aider, OpenCode."
   ],
   "repository_evidence": [
    "\u5168\u4e16\u754c\u6700\u597d\u7684\u5927\u8bed\u8a00\u6a21\u578b\u8d44\u6e90\u6c47\u603b \u6301\u7eed\u66f4\u65b0",
    "## \u667a\u80fd\u4f53 Agents",
    "53. [AgentsMesh](https://github.com/AgentsMesh/AgentsMesh): The AI Agent Workforce Platform. Self-hostable multi-agent orchestration with remote AI workstations (AgentPods), PTY sandbox + git worktree isolation, channels-based agent collaboration, built-in Kanban, and per-pod MCP server. Supports Claude Code, Codex CLI, Gemini CLI, Aider, OpenCode."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/wangrongsheng/awesome-llm-resources",
   "project": "MultiUserClaw",
   "repository": "https://github.com/johnson7788/MultiUserClaw",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "\u5168\u4e16\u754c\u6700\u597d\u7684\u5927\u8bed\u8a00\u6a21\u578b\u8d44\u6e90\u6c47\u603b \u6301\u7eed\u66f4\u65b0",
    "## \u9f99\u867e OpenClaw",
    "1. MultiUserClaw: [https://github.com/johnson7788/MultiUserClaw](https://github.com/johnson7788/MultiUserClaw)"
   ],
   "repository_evidence": [
    "\u5168\u4e16\u754c\u6700\u597d\u7684\u5927\u8bed\u8a00\u6a21\u578b\u8d44\u6e90\u6c47\u603b \u6301\u7eed\u66f4\u65b0",
    "## \u9f99\u867e OpenClaw",
    "1. MultiUserClaw: [https://github.com/johnson7788/MultiUserClaw](https://github.com/johnson7788/MultiUserClaw)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/wangrongsheng/awesome-llm-resources",
   "project": "ClawManager",
   "repository": "https://github.com/Yuan-lab-LLM/ClawManager",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "\u5168\u4e16\u754c\u6700\u597d\u7684\u5927\u8bed\u8a00\u6a21\u578b\u8d44\u6e90\u6c47\u603b \u6301\u7eed\u66f4\u65b0",
    "## \u9f99\u867e OpenClaw",
    "2. ClawManager: [https://github.com/Yuan-lab-LLM/ClawManager](https://github.com/Yuan-lab-LLM/ClawManager)"
   ],
   "repository_evidence": [
    "\u5168\u4e16\u754c\u6700\u597d\u7684\u5927\u8bed\u8a00\u6a21\u578b\u8d44\u6e90\u6c47\u603b \u6301\u7eed\u66f4\u65b0",
    "## \u9f99\u867e OpenClaw",
    "2. ClawManager: [https://github.com/Yuan-lab-LLM/ClawManager](https://github.com/Yuan-lab-LLM/ClawManager)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/wangrongsheng/awesome-llm-resources",
   "project": "Qclaw",
   "repository": "https://github.com/qiuzhi2046/Qclaw",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "\u5168\u4e16\u754c\u6700\u597d\u7684\u5927\u8bed\u8a00\u6a21\u578b\u8d44\u6e90\u6c47\u603b \u6301\u7eed\u66f4\u65b0",
    "## \u9f99\u867e OpenClaw",
    "3. Qclaw: [https://github.com/qiuzhi2046/Qclaw](https://github.com/qiuzhi2046/Qclaw)"
   ],
   "repository_evidence": [
    "\u5168\u4e16\u754c\u6700\u597d\u7684\u5927\u8bed\u8a00\u6a21\u578b\u8d44\u6e90\u6c47\u603b \u6301\u7eed\u66f4\u65b0",
    "## \u9f99\u867e OpenClaw",
    "3. Qclaw: [https://github.com/qiuzhi2046/Qclaw](https://github.com/qiuzhi2046/Qclaw)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/wangrongsheng/awesome-llm-resources",
   "project": "NEXU",
   "repository": "https://github.com/nexu-io/nexu",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "\u5168\u4e16\u754c\u6700\u597d\u7684\u5927\u8bed\u8a00\u6a21\u578b\u8d44\u6e90\u6c47\u603b \u6301\u7eed\u66f4\u65b0",
    "## \u9f99\u867e OpenClaw",
    "4. NEXU: [https://github.com/nexu-io/nexu](https://github.com/nexu-io/nexu)"
   ],
   "repository_evidence": [
    "\u5168\u4e16\u754c\u6700\u597d\u7684\u5927\u8bed\u8a00\u6a21\u578b\u8d44\u6e90\u6c47\u603b \u6301\u7eed\u66f4\u65b0",
    "## \u9f99\u867e OpenClaw",
    "4. NEXU: [https://github.com/nexu-io/nexu](https://github.com/nexu-io/nexu)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/wangrongsheng/awesome-llm-resources",
   "project": "OpenHanako",
   "repository": "https://github.com/liliMozi/openhanako",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "\u5168\u4e16\u754c\u6700\u597d\u7684\u5927\u8bed\u8a00\u6a21\u578b\u8d44\u6e90\u6c47\u603b \u6301\u7eed\u66f4\u65b0",
    "## \u9f99\u867e OpenClaw",
    "5. OpenHanako: [https://github.com/liliMozi/openhanako](https://github.com/liliMozi/openhanako)"
   ],
   "repository_evidence": [
    "\u5168\u4e16\u754c\u6700\u597d\u7684\u5927\u8bed\u8a00\u6a21\u578b\u8d44\u6e90\u6c47\u603b \u6301\u7eed\u66f4\u65b0",
    "## \u9f99\u867e OpenClaw",
    "5. OpenHanako: [https://github.com/liliMozi/openhanako](https://github.com/liliMozi/openhanako)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://aifoss.dev/blog/langchain-vs-llamaindex-vs-haystack-2026",
   "project": "LangChain",
   "repository": null,
   "stars": "100000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "LangChain vs LlamaIndex vs Haystack 2026: Which to Use",
    "| | LangGraph / LangChain | LlamaIndex | Haystack |",
    "The ecosystem has over 100K GitHub stars and the largest community of the three by a significant margin."
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "LangChain vs LlamaIndex vs Haystack 2026: Which to Use",
    "The ecosystem has over 100K GitHub stars and the largest community of the three by a significant margin."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://aifoss.dev/blog/langchain-vs-llamaindex-vs-haystack-2026",
   "project": "LangGraph",
   "repository": "https://github.com/langchain-ai/langgraph",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "LangChain vs LlamaIndex vs Haystack 2026: Which to Use",
    "| | LangGraph / LangChain | LlamaIndex | Haystack |",
    "- [Releases \u00b7 langchain-ai/langgraph](https://github.com/langchain-ai/langgraph/releases)"
   ],
   "repository_evidence": [
    "LangChain vs LlamaIndex vs Haystack 2026: Which to Use",
    "- [Releases \u00b7 langchain-ai/langgraph](https://github.com/langchain-ai/langgraph/releases)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://aifoss.dev/blog/langchain-vs-llamaindex-vs-haystack-2026",
   "project": "LlamaIndex",
   "repository": "https://github.com/run-llama/llama_index",
   "stars": "40000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "LangChain vs LlamaIndex vs Haystack 2026: Which to Use",
    "| | LangGraph / LangChain | LlamaIndex | Haystack |",
    "The framework has ~40K GitHub stars and a mature integration ecosystem.",
    "- [Releases \u00b7 run-llama/llama_index](https://github.com/run-llama/llama_index/releases)"
   ],
   "repository_evidence": [
    "LangChain vs LlamaIndex vs Haystack 2026: Which to Use",
    "- [Releases \u00b7 run-llama/llama_index](https://github.com/run-llama/llama_index/releases)"
   ],
   "stars_evidence": [
    "LangChain vs LlamaIndex vs Haystack 2026: Which to Use",
    "The framework has ~40K GitHub stars and a mature integration ecosystem."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://aifoss.dev/blog/langchain-vs-llamaindex-vs-haystack-2026",
   "project": "Haystack",
   "repository": "https://github.com/deepset-ai/haystack",
   "stars": "15000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "LangChain vs LlamaIndex vs Haystack 2026: Which to Use",
    "| | LangGraph / LangChain | LlamaIndex | Haystack |",
    "Haystack has ~15K GitHub stars \u2014 smaller community means harder debugging when you hit edge cases.",
    "- [Releases \u00b7 deepset-ai/haystack](https://github.com/deepset-ai/haystack/releases)"
   ],
   "repository_evidence": [
    "LangChain vs LlamaIndex vs Haystack 2026: Which to Use",
    "- [Releases \u00b7 deepset-ai/haystack](https://github.com/deepset-ai/haystack/releases)"
   ],
   "stars_evidence": [
    "LangChain vs LlamaIndex vs Haystack 2026: Which to Use",
    "Haystack has ~15K GitHub stars \u2014 smaller community means harder debugging when you hit edge cases."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://codersera.com/blog/httpsghostcoderseracomblogghosteditorpost67a99f85b3f9c906b15de449",
   "project": "OpenCode",
   "repository": null,
   "stars": "161000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# AI Coding Agents in 2026: The Complete Guide",
    "Comprehensive 2026 guide to the major AI coding agents \u2014 Cursor, Claude Code, Cline, Aider, OpenCode, Windsurf, Void AI \u2014 with real pricing, model support, and workflow tradeoffs.",
    "| **OpenCode** | OSS, Scout subagent, auto-compact, MCP-native | Free | 161K GH stars, Scout subagent |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# AI Coding Agents in 2026: The Complete Guide",
    "Comprehensive 2026 guide to the major AI coding agents \u2014 Cursor, Claude Code, Cline, Aider, OpenCode, Windsurf, Void AI \u2014 with real pricing, model support, and workflow tradeoffs.",
    "| **OpenCode** | OSS, Scout subagent, auto-compact, MCP-native | Free | 161K GH stars, Scout subagent |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://codersera.com/blog/httpsghostcoderseracomblogghosteditorpost67a99f85b3f9c906b15de449",
   "project": "Cline",
   "repository": null,
   "stars": "61000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# AI Coding Agents in 2026: The Complete Guide",
    "Comprehensive 2026 guide to the major AI coding agents \u2014 Cursor, Claude Code, Cline, Aider, OpenCode, Windsurf, Void AI \u2014 with real pricing, model support, and workflow tradeoffs.",
    "| **Cline** | OSS, BYO-API, MCP-native | Free (you pay API) | 61K GH stars, growing fast |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# AI Coding Agents in 2026: The Complete Guide",
    "Comprehensive 2026 guide to the major AI coding agents \u2014 Cursor, Claude Code, Cline, Aider, OpenCode, Windsurf, Void AI \u2014 with real pricing, model support, and workflow tradeoffs.",
    "| **Cline** | OSS, BYO-API, MCP-native | Free (you pay API) | 61K GH stars, growing fast |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesomeagents.ai/tools/best-ai-browser-automation-tools-2026",
   "project": "Browser Use",
   "repository": "https://github.com/browser-use/browser-use",
   "stars": "81200",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# AI Browser Automation in 2026: Top 6 Tools Compared",
    "A hands-on comparison of the top AI browser automation tools in 2026, covering Browser Use, Stagehand, Playwright MCP, Skyvern, Browserbase, and Firecrawl - with pricing, benchmarks, and pick-by-use-case.",
    "Browser Use has 81,200+ GitHub stars as of March 2026, which tells you something about adoption velocity."
   ],
   "repository_evidence": [
    "- [Browser Use GitHub repository](https://github.com/browser-use/browser-use)"
   ],
   "stars_evidence": [
    "# AI Browser Automation in 2026: Top 6 Tools Compared",
    "A hands-on comparison of the top AI browser automation tools in 2026, covering Browser Use, Stagehand, Playwright MCP, Skyvern, Browserbase, and Firecrawl - with pricing, benchmarks, and pick-by-use-case.",
    "Browser Use has 81,200+ GitHub stars as of March 2026, which tells you something about adoption velocity."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesomeagents.ai/tools/best-ai-browser-automation-tools-2026",
   "project": "Stagehand",
   "repository": "https://github.com/browserbase/stagehand",
   "stars": "21600",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# AI Browser Automation in 2026: Top 6 Tools Compared",
    "A hands-on comparison of the top AI browser automation tools in 2026, covering Browser Use, Stagehand, Playwright MCP, Skyvern, Browserbase, and Firecrawl - with pricing, benchmarks, and pick-by-use-case.",
    "**GitHub:** 21,600 stars, MIT license, TypeScript-first."
   ],
   "repository_evidence": [
    "- [Stagehand GitHub repository](https://github.com/browserbase/stagehand)"
   ],
   "stars_evidence": [
    "# AI Browser Automation in 2026: Top 6 Tools Compared",
    "A hands-on comparison of the top AI browser automation tools in 2026, covering Browser Use, Stagehand, Playwright MCP, Skyvern, Browserbase, and Firecrawl - with pricing, benchmarks, and pick-by-use-case.",
    "**GitHub:** 21,600 stars, MIT license, TypeScript-first."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesomeagents.ai/tools/best-ai-browser-automation-tools-2026",
   "project": "Playwright MCP",
   "repository": "https://github.com/microsoft/playwright-mcp",
   "stars": "29200",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# AI Browser Automation in 2026: Top 6 Tools Compared",
    "A hands-on comparison of the top AI browser automation tools in 2026, covering Browser Use, Stagehand, Playwright MCP, Skyvern, Browserbase, and Firecrawl - with pricing, benchmarks, and pick-by-use-case.",
    "**GitHub:** 29,200 stars, Apache 2.0."
   ],
   "repository_evidence": [
    "- [Playwright MCP GitHub repository](https://github.com/microsoft/playwright-mcp)"
   ],
   "stars_evidence": [
    "# AI Browser Automation in 2026: Top 6 Tools Compared",
    "A hands-on comparison of the top AI browser automation tools in 2026, covering Browser Use, Stagehand, Playwright MCP, Skyvern, Browserbase, and Firecrawl - with pricing, benchmarks, and pick-by-use-case.",
    "**GitHub:** 29,200 stars, Apache 2.0."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesomeagents.ai/tools/best-ai-browser-automation-tools-2026",
   "project": "Skyvern",
   "repository": "https://github.com/Skyvern-AI/skyvern",
   "stars": "20900",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# AI Browser Automation in 2026: Top 6 Tools Compared",
    "A hands-on comparison of the top AI browser automation tools in 2026, covering Browser Use, Stagehand, Playwright MCP, Skyvern, Browserbase, and Firecrawl - with pricing, benchmarks, and pick-by-use-case.",
    "| Skyvern | 20.9k | Vision + LLM | Yes (1k credits) | $29/month | Novel sites, no-code workflows |"
   ],
   "repository_evidence": [
    "- [Skyvern GitHub repository](https://github.com/Skyvern-AI/skyvern)"
   ],
   "stars_evidence": [
    "# AI Browser Automation in 2026: Top 6 Tools Compared",
    "A hands-on comparison of the top AI browser automation tools in 2026, covering Browser Use, Stagehand, Playwright MCP, Skyvern, Browserbase, and Firecrawl - with pricing, benchmarks, and pick-by-use-case.",
    "| Tool | Stars | Approach | Free Tier | Entry Paid | Best For |",
    "| Skyvern | 20.9k | Vision + LLM | Yes (1k credits) | $29/month | Novel sites, no-code workflows |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesomeagents.ai/tools/best-ai-browser-automation-tools-2026",
   "project": "Steel",
   "repository": "https://github.com/steel-dev/steel-browser",
   "stars": "6400",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# AI Browser Automation in 2026: Top 6 Tools Compared",
    "A hands-on comparison of the top AI browser automation tools in 2026, covering Browser Use, Stagehand, Playwright MCP, Skyvern, Browserbase, and Firecrawl - with pricing, benchmarks, and pick-by-use-case.",
    "Steel is the open-source alternative to Browserbase."
   ],
   "repository_evidence": [
    "- [Steel browser GitHub repository](https://github.com/steel-dev/steel-browser)"
   ],
   "stars_evidence": [
    "# AI Browser Automation in 2026: Top 6 Tools Compared",
    "A hands-on comparison of the top AI browser automation tools in 2026, covering Browser Use, Stagehand, Playwright MCP, Skyvern, Browserbase, and Firecrawl - with pricing, benchmarks, and pick-by-use-case.",
    "The repo has 6,400 GitHub stars and you can self-host it completely."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesomeagents.ai/tools/best-ai-browser-automation-tools-2026",
   "project": "Firecrawl",
   "repository": null,
   "stars": "82000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# AI Browser Automation in 2026: Top 6 Tools Compared",
    "A hands-on comparison of the top AI browser automation tools in 2026, covering Browser Use, Stagehand, Playwright MCP, Skyvern, Browserbase, and Firecrawl - with pricing, benchmarks, and pick-by-use-case.",
    "Firecrawl is mostly a scraping API - and with 82,000+ GitHub stars, it's the most widely adopted tool in this roundup."
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# AI Browser Automation in 2026: Top 6 Tools Compared",
    "A hands-on comparison of the top AI browser automation tools in 2026, covering Browser Use, Stagehand, Playwright MCP, Skyvern, Browserbase, and Firecrawl - with pricing, benchmarks, and pick-by-use-case.",
    "Firecrawl is mostly a scraping API - and with 82,000+ GitHub stars, it's the most widely adopted tool in this roundup."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://arxiv.org/pdf/2505.19253v1",
   "project": "GPT-Researcher",
   "repository": "https://github.com/assafelovic/gpt-researcher",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "A complementary line of work has advanced towards comprehensive long-form report generation\nframeworks.",
    "GPTResearcher [5] orchestrates multi-agent workflows to coordinate planning, retrieval,\nand drafting across hybrid data sources, incorporating techniques such as report planning [38] and\nquery decomposition [4] to enhance long-form synthesis, while maintaining coherence and com-"
   ],
   "repository_evidence": [
    "Assaf Elovic. GPT Researcher: LLM-based Autonomous Agent for Deep Research, 2025. URL",
    "https://github.com/assafelovic/gpt-researcher."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://aiagentskit.com/blog/babyagi-vs-autogpt-vs-agentgpt",
   "project": "AutoGPT",
   "repository": "https://github.com/Significant-Gravitas/AutoGPT",
   "stars": "165000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "BabyAGI vs AutoGPT vs AgentGPT: Which to Choose in 2026?",
    "Quick Comparison: BabyAGI vs AutoGPT vs AgentGPT",
    "| Feature | AutoGPT | BabyAGI | AgentGPT |"
   ],
   "repository_evidence": [
    "BabyAGI vs AutoGPT vs AgentGPT: Which to Choose in 2026?",
    "AutoGPT: The Pioneer of Autonomous Agents",
    "With over [165,000 GitHub stars](https://github.com/Significant-Gravitas/AutoGPT), it remains the most popular autonomous agent framework, and its codebase has evolved from an experimental script to a more robust platform."
   ],
   "stars_evidence": [
    "BabyAGI vs AutoGPT vs AgentGPT: Which to Choose in 2026?",
    "Quick Comparison: BabyAGI vs AutoGPT vs AgentGPT",
    "| **Community Size** | Largest (165K+ stars) | Medium (20K+ stars) | Growing (30K+ stars) |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://aiagentskit.com/blog/babyagi-vs-autogpt-vs-agentgpt",
   "project": "BabyAGI",
   "repository": "https://github.com/yoheinakajima/babyagi",
   "stars": "20000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "BabyAGI vs AutoGPT vs AgentGPT: Which to Choose in 2026?",
    "Quick Comparison: BabyAGI vs AutoGPT vs AgentGPT",
    "| Feature | AutoGPT | BabyAGI | AgentGPT |"
   ],
   "repository_evidence": [
    "BabyAGI vs AutoGPT vs AgentGPT: Which to Choose in 2026?",
    "BabyAGI: The Elegant Task Manager",
    "With over [20,000 GitHub stars](https://github.com/yoheinakajima/babyagi), BabyAGI has carved out a dedicated following among developers who appreciate its clean architecture and flexibility."
   ],
   "stars_evidence": [
    "BabyAGI vs AutoGPT vs AgentGPT: Which to Choose in 2026?",
    "Quick Comparison: BabyAGI vs AutoGPT vs AgentGPT",
    "| **Community Size** | Largest (165K+ stars) | Medium (20K+ stars) | Growing (30K+ stars) |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://aiagentskit.com/blog/babyagi-vs-autogpt-vs-agentgpt",
   "project": "AgentGPT",
   "repository": "https://github.com/reworkd/AgentGPT",
   "stars": "30000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "BabyAGI vs AutoGPT vs AgentGPT: Which to Choose in 2026?",
    "Quick Comparison: BabyAGI vs AutoGPT vs AgentGPT",
    "| Feature | AutoGPT | BabyAGI | AgentGPT |"
   ],
   "repository_evidence": [
    "BabyAGI vs AutoGPT vs AgentGPT: Which to Choose in 2026?",
    "AgentGPT: AI Agents in Your Browser",
    "With over [30,000 GitHub stars](https://github.com/reworkd/AgentGPT), AgentGPT has proven that accessibility matters."
   ],
   "stars_evidence": [
    "BabyAGI vs AutoGPT vs AgentGPT: Which to Choose in 2026?",
    "Quick Comparison: BabyAGI vs AutoGPT vs AgentGPT",
    "| **Community Size** | Largest (165K+ stars) | Medium (20K+ stars) | Growing (30K+ stars) |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://medium.com/pythoneers/openmanus-the-open-source-ai-thats-challenging-manus-ai-s-closed-fortress-d870e6cafc65",
   "project": "OpenManus",
   "repository": null,
   "stars": "16000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "OpenManus: The Open-Source AI That\u2019s Challenging Manus AI\u2019s Closed Fortress",
    "Enter **OpenManus**, an open-source alternative launched on March 6, 2025, by the MetaGPT team."
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "OpenManus: The Open-Source AI That\u2019s Challenging Manus AI\u2019s Closed Fortress",
    "Built in just three hours, it has already amassed **16k GitHub stars in two days**, signaling a seismic shift toward democratizing AI automation."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://tinyagents.dev/blog/ai-agent-framework-ranking-2026",
   "project": "AutoGPT",
   "repository": null,
   "stars": "183111",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Every AI Agent Framework Ranked by Real Data (April 2026)",
    "AutoGPT has 183,111 GitHub stars \u2014 the most of any framework on this list.",
    "The OGs: Rasa, Haystack, n8n, BabyAGI, AutoGPT"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# Every AI Agent Framework Ranked by Real Data (April 2026)",
    "AutoGPT has 183,111 GitHub stars \u2014 the most of any framework on this list."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://tinyagents.dev/blog/ai-agent-framework-ranking-2026",
   "project": "Pydantic AI",
   "repository": null,
   "stars": "16091",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Every AI Agent Framework Ranked by Real Data (April 2026)",
    "Pydantic AI tells the opposite story: only 16,091 stars, but 3,836,560 weekly PyPI downloads \u2014 the second-highest of any framework.",
    "The new wave: Agno, DSPy, Smolagents, Pydantic AI"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# Every AI Agent Framework Ranked by Real Data (April 2026)",
    "Pydantic AI tells the opposite story: only 16,091 stars, but 3,836,560 weekly PyPI downloads \u2014 the second-highest of any framework."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://tinyagents.dev/blog/ai-agent-framework-ranking-2026",
   "project": "LangChain",
   "repository": null,
   "stars": "132287",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Every AI Agent Framework Ranked by Real Data (April 2026)",
    "LangChain is the only framework that dominates both metrics: 132,287 stars and 53,036,611 weekly downloads.",
    "The Big Three: LangChain, CrewAI, AutoGen"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# Every AI Agent Framework Ranked by Real Data (April 2026)",
    "LangChain is the only framework that dominates both metrics: 132,287 stars and 53,036,611 weekly downloads."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://tinyagents.dev/blog/ai-agent-framework-ranking-2026",
   "project": "CrewAI",
   "repository": null,
   "stars": "47976",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Every AI Agent Framework Ranked by Real Data (April 2026)",
    "At 47,976 stars and 1.37M weekly downloads, it owns the multi-agent narrative.",
    "The Big Three: LangChain, CrewAI, AutoGen"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# Every AI Agent Framework Ranked by Real Data (April 2026)",
    "At 47,976 stars and 1.37M weekly downloads, it owns the multi-agent narrative."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://tinyagents.dev/blog/ai-agent-framework-ranking-2026",
   "project": "AutoGen",
   "repository": null,
   "stars": "56671",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Every AI Agent Framework Ranked by Real Data (April 2026)",
    "AutoGen is Microsoft Research's bet.",
    "The Big Three: LangChain, CrewAI, AutoGen"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# Every AI Agent Framework Ranked by Real Data (April 2026)",
    "At 56,671 stars it outranks CrewAI on GitHub, but its 36,258 weekly PyPI downloads tell a different story."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://tinyagents.dev/blog/ai-agent-framework-ranking-2026",
   "project": "Agno",
   "repository": null,
   "stars": "39153",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Every AI Agent Framework Ranked by Real Data (April 2026)",
    "Agno (formerly Phidata) at 39,153 stars positions itself as the lightweight alternative \u2014 fewer abstractions, faster startup, less magic.",
    "The new wave: Agno, DSPy, Smolagents, Pydantic AI"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# Every AI Agent Framework Ranked by Real Data (April 2026)",
    "Agno (formerly Phidata) at 39,153 stars positions itself as the lightweight alternative \u2014 fewer abstractions, faster startup, less magic."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://tinyagents.dev/blog/ai-agent-framework-ranking-2026",
   "project": "DSPy",
   "repository": null,
   "stars": "33423",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Every AI Agent Framework Ranked by Real Data (April 2026)",
    "DSPy from Stanford NLP, created by Omar Khattab, is the most intellectually novel framework on this list.",
    "The new wave: Agno, DSPy, Smolagents, Pydantic AI"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# Every AI Agent Framework Ranked by Real Data (April 2026)",
    "At 33,423 stars and 1.19M weekly downloads, it has crossed from research project to production tool."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://tinyagents.dev/blog/ai-agent-framework-ranking-2026",
   "project": "Smolagents",
   "repository": null,
   "stars": "26425",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Every AI Agent Framework Ranked by Real Data (April 2026)",
    "Smolagents from Hugging Face takes a different angle entirely.",
    "The new wave: Agno, DSPy, Smolagents, Pydantic AI"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# Every AI Agent Framework Ranked by Real Data (April 2026)",
    "At 26,425 stars and 112,610 weekly downloads, it is still early but the code-execution approach solves real problems with tool-call formatting that plague other frameworks."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://tinyagents.dev/blog/ai-agent-framework-ranking-2026",
   "project": "OpenAI Agents SDK",
   "repository": null,
   "stars": "20558",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Every AI Agent Framework Ranked by Real Data (April 2026)",
    "OpenAI Agents SDK launched in March 2025 and already has 20,558 stars.",
    "The corporate entries: OpenAI, Google, Anthropic, Microsoft"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# Every AI Agent Framework Ranked by Real Data (April 2026)",
    "OpenAI Agents SDK launched in March 2025 and already has 20,558 stars."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://tinyagents.dev/blog/ai-agent-framework-ranking-2026",
   "project": "Google ADK",
   "repository": null,
   "stars": "18734",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Every AI Agent Framework Ranked by Real Data (April 2026)",
    "Google ADK (Agent Development Kit) shipped in April 2025 and hit 18,734 stars in under a year.",
    "The corporate entries: OpenAI, Google, Anthropic, Microsoft"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# Every AI Agent Framework Ranked by Real Data (April 2026)",
    "Google ADK (Agent Development Kit) shipped in April 2025 and hit 18,734 stars in under a year."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://tinyagents.dev/blog/ai-agent-framework-ranking-2026",
   "project": "Anthropic Agent SDK",
   "repository": null,
   "stars": "3122",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Every AI Agent Framework Ranked by Real Data (April 2026)",
    "Anthropic's Agent SDK sits at 3,122 stars.",
    "The corporate entries: OpenAI, Google, Anthropic, Microsoft"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# Every AI Agent Framework Ranked by Real Data (April 2026)",
    "Anthropic's Agent SDK sits at 3,122 stars."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://tinyagents.dev/blog/ai-agent-framework-ranking-2026",
   "project": "Semantic Kernel",
   "repository": null,
   "stars": "27636",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Every AI Agent Framework Ranked by Real Data (April 2026)",
    "Microsoft's Semantic Kernel \u2014 the oldest corporate entry at 27,636 stars \u2014 supports C#, Python, and Java, making it the only polyglot framework on this list.",
    "The corporate entries: OpenAI, Google, Anthropic, Microsoft"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# Every AI Agent Framework Ranked by Real Data (April 2026)",
    "Microsoft's Semantic Kernel \u2014 the oldest corporate entry at 27,636 stars \u2014 supports C#, Python, and Java, making it the only polyglot framework on this list."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://tinyagents.dev/blog/ai-agent-framework-ranking-2026",
   "project": "Rasa",
   "repository": null,
   "stars": "21114",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Every AI Agent Framework Ranked by Real Data (April 2026)",
    "Rasa, founded in 2016, is the oldest framework here by seven years.",
    "The OGs: Rasa, Haystack, n8n, BabyAGI, AutoGPT"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# Every AI Agent Framework Ranked by Real Data (April 2026)",
    "At 21,114 stars and 55,939 weekly downloads, it serves a specific niche \u2014 enterprise conversational agents with on-premise deployment requirements."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://tinyagents.dev/blog/ai-agent-framework-ranking-2026",
   "project": "Haystack",
   "repository": null,
   "stars": "24698",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Every AI Agent Framework Ranked by Real Data (April 2026)",
    "Haystack from deepset, launched in 2019, pioneered the pipeline-first approach to NLP applications.",
    "The OGs: Rasa, Haystack, n8n, BabyAGI, AutoGPT"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# Every AI Agent Framework Ranked by Real Data (April 2026)",
    "At 24,698 stars and 161,209 weekly downloads, it remains the go-to for teams that think in directed acyclic graphs rather than agent loops."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://tinyagents.dev/blog/ai-agent-framework-ranking-2026",
   "project": "n8n",
   "repository": null,
   "stars": "182384",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Every AI Agent Framework Ranked by Real Data (April 2026)",
    "n8n is the wildcard.",
    "The OGs: Rasa, Haystack, n8n, BabyAGI, AutoGPT"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# Every AI Agent Framework Ranked by Real Data (April 2026)",
    "At 182,384 stars it is the second-highest on the entire list, but it is a visual workflow automation tool, not an agent framework in the traditional sense."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://tinyagents.dev/blog/ai-agent-framework-ranking-2026",
   "project": "BabyAGI",
   "repository": null,
   "stars": "22208",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Every AI Agent Framework Ranked by Real Data (April 2026)",
    "BabyAGI, created by Yohei Nakajima in 2023, proved that a task-driven agent could be built in roughly 100 lines of Python.",
    "The OGs: Rasa, Haystack, n8n, BabyAGI, AutoGPT"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# Every AI Agent Framework Ranked by Real Data (April 2026)",
    "At 22,208 stars, it inspired an entire generation of agent builders."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://futureagi.com/blog/what-is-haystack-2026",
   "project": "Haystack",
   "repository": "https://github.com/deepset-ai/haystack",
   "stars": "25000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "What is Haystack? Deepset's RAG and Agents Framework in 2026",
    "Haystack is Deepset's open-source pipeline framework for RAG and agents."
   ],
   "repository_evidence": [
    "What is Haystack? Deepset's RAG and Agents Framework in 2026",
    "The repo at [github.com/deepset-ai/haystack](https://github.com/deepset-ai/haystack) has approximately 25,000 GitHub stars as of mid-2026."
   ],
   "stars_evidence": [
    "What is Haystack? Deepset's RAG and Agents Framework in 2026",
    "The repo at [github.com/deepset-ai/haystack](https://github.com/deepset-ai/haystack) has approximately 25,000 GitHub stars as of mid-2026."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://dev.to/jasondevlab/mem0-zep-and-letta-all-promise-perfect-recall-none-of-them-agree-on-what-to-forget-1a2g",
   "project": "LangMem",
   "repository": "https://github.com/langchain-ai/langmem",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Mem0, Zep, and Letta All Promise Perfect Recall. None of Them Agree on What to Forget.",
    "LangMem: the free, LangGraph-native option that's still finding its shape"
   ],
   "repository_evidence": [
    "# Mem0, Zep, and Letta All Promise Perfect Recall. None of Them Agree on What to Forget.",
    "In 2026 the four names that keep coming up in the same breath are [Mem0](https://mem0.ai/), [Zep](https://www.getzep.com/), [Letta](https://www.letta.com/) (the commercial continuation of the MemGPT research project), and [LangMem](https://github.com/langchain-ai/langmem).",
    "[LangMem](https://github.com/langchain-ai/langmem) is LangChain's own answer, and it's the only one of the four that's fully open source with no hosted tier to upsell into."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://dev.to/jasondevlab/mem0-zep-and-letta-all-promise-perfect-recall-none-of-them-agree-on-what-to-forget-1a2g",
   "project": "Graphiti",
   "repository": "https://github.com/getzep/graphiti",
   "stars": "27000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Mem0, Zep, and Letta All Promise Perfect Recall. None of Them Agree on What to Forget.",
    "Zep's core engine, [Graphiti](https://github.com/getzep/graphiti) (open source, with reported star counts as high as ~27,000), stores memory as a temporal knowledge graph \u2014 subject-predicate-object triples annotated with both \"valid time\" (when the fact was true in the world) and \"transaction time\" (when the system learned it)."
   ],
   "repository_evidence": [
    "# Mem0, Zep, and Letta All Promise Perfect Recall. None of Them Agree on What to Forget.",
    "Zep's core engine, [Graphiti](https://github.com/getzep/graphiti) (open source, with reported star counts as high as ~27,000), stores memory as a temporal knowledge graph \u2014 subject-predicate-object triples annotated with both \"valid time\" (when the fact was true in the world) and \"transaction time\" (when the system learned it)."
   ],
   "stars_evidence": [
    "# Mem0, Zep, and Letta All Promise Perfect Recall. None of Them Agree on What to Forget.",
    "Zep's core engine, [Graphiti](https://github.com/getzep/graphiti) (open source, with reported star counts as high as ~27,000), stores memory as a temporal knowledge graph \u2014 subject-predicate-object triples annotated with both \"valid time\" (when the fact was true in the world) and \"transaction time\" (when the system learned it)."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://techsy.io/en/blog/best-ai-agent-frameworks-2026",
   "project": "LangGraph",
   "repository": null,
   "stars": "24800",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "The 11 Best AI Agent Frameworks in 2026 (with the 3 to Skip)",
    "The 11 best **AI agent frameworks** in 2026 are **LangGraph**, **Claude Agent SDK**, CrewAI, OpenAI Agents SDK, Mastra, Pydantic AI, Google ADK, AG2, LlamaIndex Agents, Strands Agents (with Bedrock AgentCore), and Smolagents.",
    "| 1 | LangGraph | Python (TS port) | Stateful, durable workflows | 24.8k | Yes | Yes (Klarna, Uber, LinkedIn) | TypeScript-first team |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "The 11 Best AI Agent Frameworks in 2026 (with the 3 to Skip)",
    "| 1 | LangGraph | Python (TS port) | Stateful, durable workflows | 24.8k | Yes | Yes (Klarna, Uber, LinkedIn) | TypeScript-first team |",
    "**Production signal.** 24.8k GitHub stars, the [LangGraph 1.0 GA announcement](https://blog.langchain.com/langchain-langgraph-1dot0/) ships with named enterprise users, and the LangGraph Platform claims 400+ companies in production."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://techsy.io/en/blog/best-ai-agent-frameworks-2026",
   "project": "Claude Agent SDK",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "The 11 Best AI Agent Frameworks in 2026 (with the 3 to Skip)",
    "The 11 best **AI agent frameworks** in 2026 are **LangGraph**, **Claude Agent SDK**, CrewAI, OpenAI Agents SDK, Mastra, Pydantic AI, Google ADK, AG2, LlamaIndex Agents, Strands Agents (with Bedrock AgentCore), and Smolagents.",
    "| 2 | Claude Agent SDK | Python + TS | Anthropic-native (hooks, skills, MCP) | (Anthropic) | Yes | Yes (Claude Code itself) | Multi-provider build |"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://techsy.io/en/blog/best-ai-agent-frameworks-2026",
   "project": "CrewAI",
   "repository": null,
   "stars": "44300",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "The 11 Best AI Agent Frameworks in 2026 (with the 3 to Skip)",
    "The 11 best **AI agent frameworks** in 2026 are **LangGraph**, **Claude Agent SDK**, CrewAI, OpenAI Agents SDK, Mastra, Pydantic AI, Google ADK, AG2, LlamaIndex Agents, Strands Agents (with Bedrock AgentCore), and Smolagents.",
    "| 3 | CrewAI | Python | Role-based multi-agent prototypes | 44.3k | Shim | Yes (with care) | Need stateful loops / HITL |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "The 11 Best AI Agent Frameworks in 2026 (with the 3 to Skip)",
    "| 3 | CrewAI | Python | Role-based multi-agent prototypes | 44.3k | Shim | Yes (with care) | Need stateful loops / HITL |",
    "**CrewAI** is a Python framework for building role-based multi-agent crews."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://techsy.io/en/blog/best-ai-agent-frameworks-2026",
   "project": "OpenAI Agents SDK",
   "repository": "https://openai.github.io/openai-agents-python/",
   "stars": "19000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "The 11 Best AI Agent Frameworks in 2026 (with the 3 to Skip)",
    "The 11 best **AI agent frameworks** in 2026 are **LangGraph**, **Claude Agent SDK**, CrewAI, OpenAI Agents SDK, Mastra, Pydantic AI, Google ADK, AG2, LlamaIndex Agents, Strands Agents (with Bedrock AgentCore), and Smolagents.",
    "| 4 | OpenAI Agents SDK | Python (TS) | OpenAI-native production runtime | 19k | Yes | Yes | Multi-provider build |"
   ],
   "repository_evidence": [
    "The 11 Best AI Agent Frameworks in 2026 (with the 3 to Skip)",
    "The [official Agents SDK docs](https://openai.github.io/openai-agents-python/) include benchmarking and tracing examples.",
    "**Production signal.** 19k GitHub stars. The [official Agents SDK docs](https://openai.github.io/openai-agents-python/) include benchmarking and tracing examples."
   ],
   "stars_evidence": [
    "The 11 Best AI Agent Frameworks in 2026 (with the 3 to Skip)",
    "| 4 | OpenAI Agents SDK | Python (TS) | OpenAI-native production runtime | 19k | Yes | Yes | Multi-provider build |",
    "**Production signal.** 19k GitHub stars."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://techsy.io/en/blog/best-ai-agent-frameworks-2026",
   "project": "Mastra",
   "repository": "https://github.com/mastra-ai/mastra",
   "stars": "21200",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "The 11 Best AI Agent Frameworks in 2026 (with the 3 to Skip)",
    "The 11 best **AI agent frameworks** in 2026 are **LangGraph**, **Claude Agent SDK**, CrewAI, OpenAI Agents SDK, Mastra, Pydantic AI, Google ADK, AG2, LlamaIndex Agents, Strands Agents (with Bedrock AgentCore), and Smolagents.",
    "| 5 | Mastra | TypeScript | TS-first agents (Replit, PayPal) | 21.2k | Yes | Yes (150k weekly npm) | Python-default team |"
   ],
   "repository_evidence": [
    "The 11 Best AI Agent Frameworks in 2026 (with the 3 to Skip)"
   ],
   "stars_evidence": [
    "The 11 Best AI Agent Frameworks in 2026 (with the 3 to Skip)",
    "| 5 | Mastra | TypeScript | TS-first agents (Replit, PayPal) | 21.2k | Yes | Yes (150k weekly npm) | Python-default team |",
    "**Mastra** is a TypeScript-first agent framework with 21.2k GitHub stars and roughly 150k weekly npm downloads, which makes it the de facto TypeScript leader for AI agents in 2026."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://techsy.io/en/blog/best-ai-agent-frameworks-2026",
   "project": "Pydantic AI",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "The 11 Best AI Agent Frameworks in 2026 (with the 3 to Skip)",
    "The 11 best **AI agent frameworks** in 2026 are **LangGraph**, **Claude Agent SDK**, CrewAI, OpenAI Agents SDK, Mastra, Pydantic AI, Google ADK, AG2, LlamaIndex Agents, Strands Agents (with Bedrock AgentCore), and Smolagents.",
    "| 6 | Pydantic AI | Python | Type-safe single-agent | (Pydantic) | Yes | Yes | Need orchestration |"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://techsy.io/en/blog/best-ai-agent-frameworks-2026",
   "project": "Google ADK",
   "repository": null,
   "stars": "17800",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "The 11 Best AI Agent Frameworks in 2026 (with the 3 to Skip)",
    "The 11 best **AI agent frameworks** in 2026 are **LangGraph**, **Claude Agent SDK**, CrewAI, OpenAI Agents SDK, Mastra, Pydantic AI, Google ADK, AG2, LlamaIndex Agents, Strands Agents (with Bedrock AgentCore), and Smolagents.",
    "| 7 | Google ADK | Python | GCP / Gemini stack | 17.8k | Partial | Yes | Not on GCP |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "The 11 Best AI Agent Frameworks in 2026 (with the 3 to Skip)",
    "| 7 | Google ADK | Python | GCP / Gemini stack | 17.8k | Partial | Yes | Not on GCP |",
    "**Google ADK** (Agent Development Kit) is Google's open-source agent framework, optimized for Gemini models and Vertex AI Agent Engine. 17.8k GitHub stars."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://techsy.io/en/blog/best-ai-agent-frameworks-2026",
   "project": "AG2",
   "repository": "ag2ai/ag2",
   "stars": "54600",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "The 11 Best AI Agent Frameworks in 2026 (with the 3 to Skip)",
    "The 11 best **AI agent frameworks** in 2026 are **LangGraph**, **Claude Agent SDK**, CrewAI, OpenAI Agents SDK, Mastra, Pydantic AI, Google ADK, AG2, LlamaIndex Agents, Strands Agents (with Bedrock AgentCore), and Smolagents.",
    "| 8 | AG2 (was AutoGen) | Python | Research-grade conversation patterns | 54.6k (combined) | Shim | Mixed | High-volume user-facing |"
   ],
   "repository_evidence": [
    "The 11 Best AI Agent Frameworks in 2026 (with the 3 to Skip)",
    "The active community moved to `ag2ai/ag2` after the 2024 governance split.",
    "**The fork, briefly.** The active community moved to `ag2ai/ag2` after the 2024 governance split."
   ],
   "stars_evidence": [
    "The 11 Best AI Agent Frameworks in 2026 (with the 3 to Skip)",
    "| 8 | AG2 (was AutoGen) | Python | Research-grade conversation patterns | 54.6k (combined) | Shim | Mixed | High-volume user-facing |",
    "**AG2** is the community-led continuation of Microsoft's original AutoGen project: a multi-agent conversation framework focused on group chat, debate, and complex role assignment. 54.6k combined stars across the original and AG2 forks."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://techsy.io/en/blog/best-ai-agent-frameworks-2026",
   "project": "LlamaIndex Agents",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "The 11 Best AI Agent Frameworks in 2026 (with the 3 to Skip)",
    "The 11 best **AI agent frameworks** in 2026 are **LangGraph**, **Claude Agent SDK**, CrewAI, OpenAI Agents SDK, Mastra, Pydantic AI, Google ADK, AG2, LlamaIndex Agents, Strands Agents (with Bedrock AgentCore), and Smolagents.",
    "| 9 | LlamaIndex Agents | Python | RAG-grounded agents | (LlamaIndex) | Shim | Yes | Non-retrieval agents |"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://techsy.io/en/blog/best-ai-agent-frameworks-2026",
   "project": "Strands Agents",
   "repository": "https://aws.amazon.com/bedrock/agentcore/",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "The 11 Best AI Agent Frameworks in 2026 (with the 3 to Skip)",
    "The 11 best **AI agent frameworks** in 2026 are **LangGraph**, **Claude Agent SDK**, CrewAI, OpenAI Agents SDK, Mastra, Pydantic AI, Google ADK, AG2, LlamaIndex Agents, Strands Agents (with Bedrock AgentCore), and Smolagents.",
    "| 10 | Strands + AgentCore | Python | AWS-native (IAM/VPC/secrets) | (AWS) | Yes | Yes | Not on AWS |"
   ],
   "repository_evidence": [
    "The 11 Best AI Agent Frameworks in 2026 (with the 3 to Skip)",
    "Backed by AWS, with [Bedrock AgentCore](https://aws.amazon.com/bedrock/agentcore/) shipping enterprise features (long-term memory, gateway, identity, observability) on a roughly monthly cadence in 2026.",
    "**Production signal.** Backed by AWS, with [Bedrock AgentCore](https://aws.amazon.com/bedrock/agentcore/) shipping enterprise features (long-term memory, gateway, identity, observability) on a roughly monthly cadence in 2026."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://techsy.io/en/blog/best-ai-agent-frameworks-2026",
   "project": "Smolagents",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "The 11 Best AI Agent Frameworks in 2026 (with the 3 to Skip)",
    "The 11 best **AI agent frameworks** in 2026 are **LangGraph**, **Claude Agent SDK**, CrewAI, OpenAI Agents SDK, Mastra, Pydantic AI, Google ADK, AG2, LlamaIndex Agents, Strands Agents (with Bedrock AgentCore), and Smolagents.",
    "| 11 | Smolagents | Python | Minimal, code-first execution | (HuggingFace) | Shim | No | Production / multi-agent |"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://techsy.io/en/blog/best-ai-agent-frameworks-2026",
   "project": "AutoGen v0.2",
   "repository": "microsoft/autogen",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "The 3 AI Agent Frameworks to Skip in 2026",
    "Three frameworks frequently named in \"best AI agent frameworks\" lists don't deserve a slot in 2026: **Rasa** (legacy chatbot framing, not LLM-agent-native), the original **Microsoft AutoGen v0.2** (superseded; the active community is on AG2), and **Lindy** (a no-code product, not a framework, so it doesn't belong in a frameworks comparison at all).",
    "Microsoft's `microsoft/autogen` repo keeps shipping."
   ],
   "repository_evidence": [
    "The 3 AI Agent Frameworks to Skip in 2026",
    "Microsoft's `microsoft/autogen` repo keeps shipping."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://craftbot.live/blog/your-ai-agent-cant-log-into-anything",
   "project": "Skyvern",
   "repository": "https://github.com/Skyvern-AI/skyvern",
   "stars": "22000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Your AI Agent Can't Log Into Anything. Here's How the Industry Is Fixing It.",
    "The 2026 Tool Landscape in Two Minutes",
    "Skyvern: [github.com/Skyvern-AI/skyvern](https://github.com/Skyvern-AI/skyvern)"
   ],
   "repository_evidence": [
    "Your AI Agent Can't Log Into Anything. Here's How the Industry Is Fixing It.",
    "The 2026 Tool Landscape in Two Minutes",
    "Skyvern: [github.com/Skyvern-AI/skyvern](https://github.com/Skyvern-AI/skyvern)"
   ],
   "stars_evidence": [
    "Your AI Agent Can't Log Into Anything. Here's How the Industry Is Fixing It.",
    "**Who uses it:** OpenHands, Devin, Claude Computer Use, Skyvern (~22k stars, actively maintained June 2026), Stagehand, browser-use."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://craftbot.live/blog/your-ai-agent-cant-log-into-anything",
   "project": "browser-use",
   "repository": "https://github.com/browser-use/browser-use",
   "stars": "99500",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Your AI Agent Can't Log Into Anything. Here's How the Industry Is Fixing It.",
    "The 2026 Tool Landscape in Two Minutes",
    "browser-use: [github.com/browser-use/browser-use](https://github.com/browser-use/browser-use)"
   ],
   "repository_evidence": [
    "Your AI Agent Can't Log Into Anything. Here's How the Industry Is Fixing It.",
    "The 2026 Tool Landscape in Two Minutes",
    "browser-use: [github.com/browser-use/browser-use](https://github.com/browser-use/browser-use)"
   ],
   "stars_evidence": [
    "Your AI Agent Can't Log Into Anything. Here's How the Industry Is Fixing It.",
    "**browser-use** (99.5k stars, Python, MIT) is the most popular entry point and the most referenced."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://craftbot.live/blog/your-ai-agent-cant-log-into-anything",
   "project": "Nanobrowser",
   "repository": "https://github.com/nanobrowser/nanobrowser",
   "stars": "13000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Your AI Agent Can't Log Into Anything. Here's How the Industry Is Fixing It.",
    "The 2026 Tool Landscape in Two Minutes",
    "Nanobrowser: [github.com/nanobrowser/nanobrowser](https://github.com/nanobrowser/nanobrowser)"
   ],
   "repository_evidence": [
    "Your AI Agent Can't Log Into Anything. Here's How the Industry Is Fixing It.",
    "The 2026 Tool Landscape in Two Minutes",
    "Nanobrowser: [github.com/nanobrowser/nanobrowser](https://github.com/nanobrowser/nanobrowser)"
   ],
   "stars_evidence": [
    "Your AI Agent Can't Log Into Anything. Here's How the Industry Is Fixing It.",
    "**Nanobrowser** (13k stars, TypeScript, Apache-2) is the best extension-based reference implementation."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://craftbot.live/blog/your-ai-agent-cant-log-into-anything",
   "project": "Agent-E",
   "repository": "https://github.com/EmergenceAI/Agent-E",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Your AI Agent Can't Log Into Anything. Here's How the Industry Is Fixing It.",
    "The 2026 Tool Landscape in Two Minutes",
    "Agent-E (EmergenceAI): [github.com/EmergenceAI/Agent-E](https://github.com/EmergenceAI/Agent-E)"
   ],
   "repository_evidence": [
    "Your AI Agent Can't Log Into Anything. Here's How the Industry Is Fixing It.",
    "The 2026 Tool Landscape in Two Minutes",
    "Agent-E (EmergenceAI): [github.com/EmergenceAI/Agent-E](https://github.com/EmergenceAI/Agent-E)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://craftbot.live/blog/your-ai-agent-cant-log-into-anything",
   "project": "Stagehand",
   "repository": "https://github.com/browserbase/stagehand",
   "stars": "23000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Your AI Agent Can't Log Into Anything. Here's How the Industry Is Fixing It.",
    "The 2026 Tool Landscape in Two Minutes",
    "Stagehand: [github.com/browserbase/stagehand](https://github.com/browserbase/stagehand)"
   ],
   "repository_evidence": [
    "Your AI Agent Can't Log Into Anything. Here's How the Industry Is Fixing It.",
    "The 2026 Tool Landscape in Two Minutes",
    "Stagehand: [github.com/browserbase/stagehand](https://github.com/browserbase/stagehand)"
   ],
   "stars_evidence": [
    "Your AI Agent Can't Log Into Anything. Here's How the Industry Is Fixing It.",
    "**Stagehand** (23k stars, TypeScript, Apache-2, from Browserbase) had a major v3 release in 2026: removed Playwright entirely, went CDP-native, added 44% performance improvement on complex DOM interactions, and expanded to Python, Go, Java, Ruby, and Rust."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://craftbot.live/blog/your-ai-agent-cant-log-into-anything",
   "project": "Otto",
   "repository": "https://github.com/telepat-io/otto",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Your AI Agent Can't Log Into Anything. Here's How the Industry Is Fixing It.",
    "The 2026 Tool Landscape in Two Minutes",
    "Otto: [github.com/telepat-io/otto](https://github.com/telepat-io/otto)"
   ],
   "repository_evidence": [
    "Your AI Agent Can't Log Into Anything. Here's How the Industry Is Fixing It.",
    "The 2026 Tool Landscape in Two Minutes",
    "Otto: [github.com/telepat-io/otto](https://github.com/telepat-io/otto)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://aitoolsatlas.ai/tools/babyagi",
   "project": "BabyAGI",
   "repository": "https://github.com/yoheinakajima/babyagi",
   "stars": "20000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Voice Agents",
    "# BabyAGI",
    "BabyAGI is a free, open-source autonomous AI agent framework written in Python that enables self-building agents capable of generating, storing, and executing their own functions at runtime using LLM-powered code generation."
   ],
   "repository_evidence": [
    "Voice Agents",
    "# BabyAGI",
    "[Visit BabyAGI \u2192](https://github.com/yoheinakajima/babyagi)"
   ],
   "stars_evidence": [
    "Voice Agents",
    "# BabyAGI",
    "The project quickly captured the attention of the AI community, accumulating over 20,000 GitHub stars and thousands of forks within months."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/openSVM/awesome-stargazer/blob/main/categories/agents-other-1.md",
   "project": "Kortix",
   "repository": "https://github.com/kortix-ai/suna",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# AGENTS OTHER 1",
    "Kortix \u2013 build, manage and train AI Agents. Fully Open Source."
   ],
   "repository_evidence": [
    "# AGENTS OTHER 1",
    "\ud83d\udd17 [https://github.com/kortix-ai/suna](https://github.com/kortix-ai/suna)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/openSVM/awesome-stargazer/blob/main/categories/agents-other-1.md",
   "project": "Pentagi",
   "repository": "https://github.com/vxcontrol/pentagi",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# AGENTS OTHER 1",
    "\u2728 Fully autonomous AI Agents system capable of performing complex penetration testing tasks"
   ],
   "repository_evidence": [
    "# AGENTS OTHER 1",
    "\ud83d\udd17 [https://github.com/vxcontrol/pentagi](https://github.com/vxcontrol/pentagi)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/openSVM/awesome-stargazer/blob/main/categories/agents-other-1.md",
   "project": "Klavis AI",
   "repository": "https://github.com/Klavis-AI/klavis",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# AGENTS OTHER 1",
    "Klavis AI (YC X25): MCP integration layers that let AI agents use thousands of tools reliably."
   ],
   "repository_evidence": [
    "# AGENTS OTHER 1",
    "\ud83d\udd17 [https://github.com/Klavis-AI/klavis](https://github.com/Klavis-AI/klavis)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/openSVM/awesome-stargazer/blob/main/categories/agents-other-1.md",
   "project": "Vibe Check",
   "repository": "https://github.com/PV-Bhat/vibe-check-mcp-server",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# AGENTS OTHER 1",
    "Vibe Check is a tool that provides mentor-like feedback to AI Agents, preventing tunnel-vision, over-engineering and reasoning lock-in for complex and long-horizon agent workflows. Effective for: Coding, Ambiguous Tasks, High-Risk tasks"
   ],
   "repository_evidence": [
    "# AGENTS OTHER 1",
    "\ud83d\udd17 [https://github.com/PV-Bhat/vibe-check-mcp-server](https://github.com/PV-Bhat/vibe-check-mcp-server)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/openSVM/awesome-stargazer/blob/main/categories/agents-other-1.md",
   "project": "Terminator",
   "repository": "https://github.com/mediar-ai/terminator",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# AGENTS OTHER 1",
    "AI-powered desktop automation \u2014 open source, MIT-licensed, cross-platform, accessibility-first. Works across all apps and browsers. Inspired by GitHub Actions & Playwright. 100x faster than generic AI agents, >95% success rate, no vendor lock-in."
   ],
   "repository_evidence": [
    "# AGENTS OTHER 1",
    "\ud83d\udd17 [https://github.com/mediar-ai/terminator](https://github.com/mediar-ai/terminator)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/openSVM/awesome-stargazer/blob/main/categories/agents-other-1.md",
   "project": "PhoneAgent",
   "repository": "https://github.com/rounak/PhoneAgent",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# AGENTS OTHER 1",
    "An AI agent that can get things done across iPhone apps."
   ],
   "repository_evidence": [
    "# AGENTS OTHER 1",
    "\ud83d\udd17 [https://github.com/rounak/PhoneAgent](https://github.com/rounak/PhoneAgent)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/openSVM/awesome-stargazer/blob/main/categories/agents-other-1.md",
   "project": "Agent2Agent",
   "repository": "https://github.com/ai-boost/awesome-a2a",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# AGENTS OTHER 1",
    "Agent2Agent (A2A) \u2013 awesome A2A agents, tools, servers & clients, all in one place."
   ],
   "repository_evidence": [
    "# AGENTS OTHER 1",
    "\ud83d\udd17 [https://github.com/ai-boost/awesome-a2a](https://github.com/ai-boost/awesome-a2a)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/openSVM/awesome-stargazer/blob/main/categories/agents-other-1.md",
   "project": "ai-agent-evals",
   "repository": "https://github.com/microsoft/ai-agent-evals",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# AGENTS OTHER 1",
    "Github action to evaluate AI agent applications using model as the judge, content safety and mathematical metrics."
   ],
   "repository_evidence": [
    "# AGENTS OTHER 1",
    "\ud83d\udd17 [https://github.com/microsoft/ai-agent-evals](https://github.com/microsoft/ai-agent-evals)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/openSVM/awesome-stargazer/blob/main/categories/agents-other-1.md",
   "project": "Orra",
   "repository": "https://github.com/orra-dev/orra",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# AGENTS OTHER 1",
    "A plan engine for dynamic planning and reliable execution of AI agent workflows."
   ],
   "repository_evidence": [
    "# AGENTS OTHER 1",
    "\ud83d\udd17 [https://github.com/orra-dev/orra](https://github.com/orra-dev/orra)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/openSVM/awesome-stargazer/blob/main/categories/agents-other-1.md",
   "project": "web-agent-interface",
   "repository": "https://github.com/mlc-ai/web-agent-interface",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# AGENTS OTHER 1",
    "An interface for AI Agents to interact with various web platforms."
   ],
   "repository_evidence": [
    "# AGENTS OTHER 1",
    "\ud83d\udd17 [https://github.com/mlc-ai/web-agent-interface](https://github.com/mlc-ai/web-agent-interface)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/openSVM/awesome-stargazer/blob/main/categories/agents-other-1.md",
   "project": "AIlice",
   "repository": "https://github.com/myshell-ai/AIlice",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# AGENTS OTHER 1",
    "AIlice is a fully autonomous, general-purpose AI agent."
   ],
   "repository_evidence": [
    "# AGENTS OTHER 1",
    "\ud83d\udd17 [https://github.com/myshell-ai/AIlice](https://github.com/myshell-ai/AIlice)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/openSVM/awesome-stargazer/blob/main/categories/agents-other-1.md",
   "project": "Casibase",
   "repository": "https://github.com/casibase/casibase",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# AGENTS OTHER 1",
    "\u26a1\ufe0fAI Cloud OS: Open-source enterprise-level AI knowledge base and MCP (model-context-protocol)/A2A (agent-to-agent) management platform with admin UI, user management and Single-Sign-On\u26a1\ufe0f, supports ChatGPT, Claude, Llama, Ollama, HuggingFace, etc., chat bot demo: [https://ai.casibase.com](https://ai.casibase.com), admin UI demo: [https://ai-admin.casibase.com](https://ai-admin.casibase.com)"
   ],
   "repository_evidence": [
    "# AGENTS OTHER 1",
    "\ud83d\udd17 [https://github.com/casibase/casibase](https://github.com/casibase/casibase)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/openSVM/awesome-stargazer/blob/main/categories/agents-other-1.md",
   "project": "NVIDIA NeMo Agent Toolkit",
   "repository": "https://github.com/NVIDIA/NeMo-Agent-Toolkit",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# AGENTS OTHER 1",
    "The NVIDIA NeMo Agent toolkit is an open-source library for efficiently connecting and optimizing teams of AI agents."
   ],
   "repository_evidence": [
    "# AGENTS OTHER 1",
    "\ud83d\udd17 [https://github.com/NVIDIA/NeMo-Agent-Toolkit](https://github.com/NVIDIA/NeMo-Agent-Toolkit)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/openSVM/awesome-stargazer/blob/main/categories/agents-other-1.md",
   "project": "CodeGate",
   "repository": "https://github.com/stacklok/codegate",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# AGENTS OTHER 1",
    "CodeGate: Security, Workspaces and Multiplexing for AI Agentic Frameworks"
   ],
   "repository_evidence": [
    "# AGENTS OTHER 1",
    "\ud83d\udd17 [https://github.com/stacklok/codegate](https://github.com/stacklok/codegate)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/openSVM/awesome-stargazer/blob/main/categories/agents-other-1.md",
   "project": "ai-legion",
   "repository": "https://github.com/eumemic/ai-legion",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# AGENTS OTHER 1",
    "An LLM-powered autonomous agent platform"
   ],
   "repository_evidence": [
    "# AGENTS OTHER 1",
    "\ud83d\udd17 [https://github.com/eumemic/ai-legion](https://github.com/eumemic/ai-legion)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/openSVM/awesome-stargazer/blob/main/categories/agents-other-1.md",
   "project": "hyperpocket",
   "repository": "https://github.com/vessl-ai/hyperpocket",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# AGENTS OTHER 1",
    "Building AI agent with hyperpocket tool in a flash"
   ],
   "repository_evidence": [
    "# AGENTS OTHER 1",
    "\ud83d\udd17 [https://github.com/vessl-ai/hyperpocket](https://github.com/vessl-ai/hyperpocket)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/openSVM/awesome-stargazer/blob/main/categories/agents-other-1.md",
   "project": "SerpentAI",
   "repository": "https://github.com/SerpentAI/SerpentAI",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# AGENTS OTHER 1",
    "Game Agent Framework. Helping you create AIs / Bots that learn to play any game you own!"
   ],
   "repository_evidence": [
    "# AGENTS OTHER 1",
    "\ud83d\udd17 [https://github.com/SerpentAI/SerpentAI](https://github.com/SerpentAI/SerpentAI)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/openSVM/awesome-stargazer/blob/main/categories/agents-other-1.md",
   "project": "Bolna",
   "repository": "https://github.com/bolna-ai/bolna",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# AGENTS OTHER 1",
    "Conversational voice AI agents"
   ],
   "repository_evidence": [
    "# AGENTS OTHER 1",
    "\ud83d\udd17 [https://github.com/bolna-ai/bolna](https://github.com/bolna-ai/bolna)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/openSVM/awesome-stargazer/blob/main/categories/agents-other-1.md",
   "project": "WebRover",
   "repository": "https://github.com/hrithikkoduri/WebRover",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# AGENTS OTHER 1",
    "WebRover is an autonomous AI agent designed to interpret user input and execute actions by interacting with web elements to accomplish tasks or answer questions. It leverages advanced language models and web automation tools to navigate the web, gather information, and provide structured responses based on the user's needs."
   ],
   "repository_evidence": [
    "# AGENTS OTHER 1",
    "\ud83d\udd17 [https://github.com/hrithikkoduri/WebRover](https://github.com/hrithikkoduri/WebRover)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/openSVM/awesome-stargazer/blob/main/categories/agents-other-1.md",
   "project": "kwaak",
   "repository": "https://github.com/bosun-ai/kwaak",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# AGENTS OTHER 1",
    "Burn through tech debt with AI agents!"
   ],
   "repository_evidence": [
    "# AGENTS OTHER 1",
    "\ud83d\udd17 [https://github.com/bosun-ai/kwaak](https://github.com/bosun-ai/kwaak)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/openSVM/awesome-stargazer/blob/main/categories/agents-other-1.md",
   "project": "gibberlink",
   "repository": "https://github.com/PennyroyalTea/gibberlink",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# AGENTS OTHER 1",
    "Two conversational AI agents switching from English to sound-level protocol after confirming they are both AI agents"
   ],
   "repository_evidence": [
    "# AGENTS OTHER 1",
    "\ud83d\udd17 [https://github.com/PennyroyalTea/gibberlink](https://github.com/PennyroyalTea/gibberlink)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/openSVM/awesome-stargazer/blob/main/categories/agents-other-1.md",
   "project": "Goose",
   "repository": "https://github.com/block/goose",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# AGENTS OTHER 1",
    "an open source, extensible AI agent that goes beyond code suggestions - install, execute, edit, and test with any LLM"
   ],
   "repository_evidence": [
    "# AGENTS OTHER 1",
    "\ud83d\udd17 [https://github.com/block/goose](https://github.com/block/goose)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/openSVM/awesome-stargazer/blob/main/categories/agents-other-1.md",
   "project": "Integuru",
   "repository": "https://github.com/Integuru-AI/Integuru",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# AGENTS OTHER 1",
    "The first AI agent that builds permissionless integrations through reverse engineering platforms' internal APIs."
   ],
   "repository_evidence": [
    "# AGENTS OTHER 1",
    "\ud83d\udd17 [https://github.com/Integuru-AI/Integuru](https://github.com/Integuru-AI/Integuru)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/openSVM/awesome-stargazer/blob/main/categories/agents-other-1.md",
   "project": "Activepieces",
   "repository": "https://github.com/activepieces/activepieces",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# AGENTS OTHER 1",
    "AI Agents & MCPs & AI Workflow Automation \u2022 (~400 MCP servers for AI agents) \u2022 AI Automation / AI Agent with MCPs \u2022 AI Workflows & AI Agents \u2022 MCPs for AI Agents"
   ],
   "repository_evidence": [
    "# AGENTS OTHER 1",
    "\ud83d\udd17 [https://github.com/activepieces/activepieces](https://github.com/activepieces/activepieces)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/openSVM/awesome-stargazer/blob/main/categories/agents-other-1.md",
   "project": "agentic-cursorrules",
   "repository": "https://github.com/s-smits/agentic-cursorrules",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# AGENTS OTHER 1",
    "A practical approach to managing multiple AI agents in Cursor through strict file-tree partitioning and domain boundaries."
   ],
   "repository_evidence": [
    "# AGENTS OTHER 1",
    "\ud83d\udd17 [https://github.com/s-smits/agentic-cursorrules](https://github.com/s-smits/agentic-cursorrules)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/openSVM/awesome-stargazer/blob/main/categories/agents-other-1.md",
   "project": "Sezo",
   "repository": "https://github.com/SezoAI/sezo",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# AGENTS OTHER 1",
    "Open-source toolkit for connecting AI agents to Solana protocols. Automate token trades, NFTs, DeFi, & more. \ud83d\ude80"
   ],
   "repository_evidence": [
    "# AGENTS OTHER 1",
    "\ud83d\udd17 [https://github.com/SezoAI/sezo](https://github.com/SezoAI/sezo)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/openSVM/awesome-stargazer/blob/main/categories/agents-other-1.md",
   "project": "Agentipy",
   "repository": "https://github.com/niceberginc/agentipy",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# AGENTS OTHER 1",
    "The #Python framework for connecting AI agents to any onchain app on @solana-labs \ud83e\udd16\ud83d\udc0d"
   ],
   "repository_evidence": [
    "# AGENTS OTHER 1",
    "\ud83d\udd17 [https://github.com/niceberginc/agentipy](https://github.com/niceberginc/agentipy)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/openSVM/awesome-stargazer/blob/main/categories/agents-other-1.md",
   "project": "Roo Code",
   "repository": "https://github.com/RooCodeInc/Roo-Code",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# AGENTS OTHER 1",
    "Roo Code gives you a whole dev team of AI agents in your code editor."
   ],
   "repository_evidence": [
    "# AGENTS OTHER 1",
    "\ud83d\udd17 [https://github.com/RooCodeInc/Roo-Code](https://github.com/RooCodeInc/Roo-Code)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/openSVM/awesome-stargazer/blob/main/categories/agents-other-1.md",
   "project": "LiveKit Agents JS",
   "repository": "https://github.com/livekit/agents-js",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# AGENTS OTHER 1",
    "Build realtime multimodal AI agents with Node.js"
   ],
   "repository_evidence": [
    "# AGENTS OTHER 1",
    "\ud83d\udd17 [https://github.com/livekit/agents-js](https://github.com/livekit/agents-js)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/openSVM/awesome-stargazer/blob/main/categories/agents-other-1.md",
   "project": "AgentLLM",
   "repository": "https://github.com/idosal/AgentLLM",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# AGENTS OTHER 1",
    "AgentLLM is a PoC for browser-native autonomous agents"
   ],
   "repository_evidence": [
    "# AGENTS OTHER 1",
    "\ud83d\udd17 [https://github.com/idosal/AgentLLM](https://github.com/idosal/AgentLLM)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/openSVM/awesome-stargazer/blob/main/categories/agents-other-1.md",
   "project": "TEN Framework",
   "repository": "https://github.com/TEN-framework/ten-framework",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# AGENTS OTHER 1",
    "Open-source framework for conversational voice AI agents"
   ],
   "repository_evidence": [
    "# AGENTS OTHER 1",
    "\ud83d\udd17 [https://github.com/TEN-framework/ten-framework](https://github.com/TEN-framework/ten-framework)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/openSVM/awesome-stargazer/blob/main/categories/agents-other-1.md",
   "project": "persistent",
   "repository": "https://github.com/DavidUdell/persistent",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# AGENTS OTHER 1",
    "A proof-of-concept persistent AI agent implementation"
   ],
   "repository_evidence": [
    "# AGENTS OTHER 1",
    "\ud83d\udd17 [https://github.com/DavidUdell/persistent](https://github.com/DavidUdell/persistent)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/openSVM/awesome-stargazer/blob/main/categories/agents-other-1.md",
   "project": "Polymarket Agents",
   "repository": "https://github.com/Polymarket/agents",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# AGENTS OTHER 1",
    "Trade autonomously on Polymarket using AI Agents"
   ],
   "repository_evidence": [
    "# AGENTS OTHER 1",
    "\ud83d\udd17 [https://github.com/Polymarket/agents](https://github.com/Polymarket/agents)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/openSVM/awesome-stargazer/blob/main/categories/agents-other-1.md",
   "project": "AgentStack",
   "repository": "https://github.com/agentstack-ai/AgentStack",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# AGENTS OTHER 1",
    "The fastest way to build robust AI agents"
   ],
   "repository_evidence": [
    "# AGENTS OTHER 1",
    "\ud83d\udd17 [https://github.com/agentstack-ai/AgentStack](https://github.com/agentstack-ai/AgentStack)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/openSVM/awesome-stargazer/blob/main/categories/agents-other-1.md",
   "project": "Structured-AI-Agents-using-DeepseekR1-and-Pydantic-AI",
   "repository": "https://github.com/kram254/Structured-AI-Agents-using-DeepseekR1-and-Pydantic-AI",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# AGENTS OTHER 1",
    "Colab notebook on building structured AI agents using DeepseekR1 and Pydantic AI"
   ],
   "repository_evidence": [
    "# AGENTS OTHER 1",
    "\ud83d\udd17 [https://github.com/kram254/Structured-AI-Agents-using-DeepseekR1-and-Pydantic-AI](https://github.com/kram254/Structured-AI-Agents-using-DeepseekR1-and-Pydantic-AI)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/openSVM/awesome-stargazer/blob/main/categories/agents-other-1.md",
   "project": "UI-TARS-desktop",
   "repository": "https://github.com/bytedance/UI-TARS-desktop",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# AGENTS OTHER 1",
    "The Open-Source Multimodal AI Agent Stack: Connecting Cutting-Edge AI Models and Agent Infra"
   ],
   "repository_evidence": [
    "# AGENTS OTHER 1",
    "\ud83d\udd17 [https://github.com/bytedance/UI-TARS-desktop](https://github.com/bytedance/UI-TARS-desktop)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/openSVM/awesome-stargazer/blob/main/categories/agents-other-1.md",
   "project": "notte",
   "repository": "https://github.com/nottelabs/notte",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# AGENTS OTHER 1",
    "\ud83d\udd25 Reliable Browser AI agents (YC S25)"
   ],
   "repository_evidence": [
    "# AGENTS OTHER 1",
    "\ud83d\udd17 [https://github.com/nottelabs/notte](https://github.com/nottelabs/notte)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/openSVM/awesome-stargazer/blob/main/categories/agents-other-1.md",
   "project": "flo-ai",
   "repository": "https://github.com/rootflo/flo-ai",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# AGENTS OTHER 1",
    "\ud83d\udd25\ud83d\udd25\ud83d\udd25 Simple way to create composable AI agents"
   ],
   "repository_evidence": [
    "# AGENTS OTHER 1",
    "\ud83d\udd17 [https://github.com/rootflo/flo-ai](https://github.com/rootflo/flo-ai)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/openSVM/awesome-stargazer/blob/main/categories/agents-other-1.md",
   "project": "Wordware Twitter AI Agent",
   "repository": "https://github.com/wordware-ai/twitter",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# AGENTS OTHER 1",
    "AI Agent for Twitter Personality Analysis"
   ],
   "repository_evidence": [
    "# AGENTS OTHER 1",
    "\ud83d\udd17 [https://github.com/wordware-ai/twitter](https://github.com/wordware-ai/twitter)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/openSVM/awesome-stargazer/blob/main/categories/agents-other-1.md",
   "project": "ChatDev IDE",
   "repository": "https://github.com/10cl/chatdev",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# AGENTS OTHER 1",
    "ChatDev IDE is an tools for building your ai agent, Whether it's NPCs in games or powerful agent tools, you can design what you want for this platform."
   ],
   "repository_evidence": [
    "# AGENTS OTHER 1",
    "\ud83d\udd17 [https://github.com/10cl/chatdev](https://github.com/10cl/chatdev)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/openSVM/awesome-stargazer/blob/main/categories/agents-other-1.md",
   "project": "FinRobot",
   "repository": "https://github.com/AI4Finance-Foundation/FinRobot",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# AGENTS OTHER 1",
    "FinRobot: An Open-Source AI Agent Platform for Financial Analysis using LLMs \ud83d\ude80 \ud83d\ude80 \ud83d\ude80"
   ],
   "repository_evidence": [
    "# AGENTS OTHER 1",
    "\ud83d\udd17 [https://github.com/AI4Finance-Foundation/FinRobot](https://github.com/AI4Finance-Foundation/FinRobot)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/openSVM/awesome-stargazer/blob/main/categories/agents-other-1.md",
   "project": "testdriverai cli",
   "repository": "https://github.com/testdriverai/cli",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# AGENTS OTHER 1",
    "Next generation autonomous AI agent for end-to-end testing of web & desktop"
   ],
   "repository_evidence": [
    "# AGENTS OTHER 1",
    "\ud83d\udd17 [https://github.com/testdriverai/cli](https://github.com/testdriverai/cli)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/openSVM/awesome-stargazer/blob/main/categories/agents-other-1.md",
   "project": "atomic-agents",
   "repository": "https://github.com/BrainBlend-AI/atomic-agents",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# AGENTS OTHER 1",
    "Building AI agents, atomically"
   ],
   "repository_evidence": [
    "# AGENTS OTHER 1",
    "\ud83d\udd17 [https://github.com/BrainBlend-AI/atomic-agents](https://github.com/BrainBlend-AI/atomic-agents)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/openSVM/awesome-stargazer/blob/main/categories/agents-other-1.md",
   "project": "Upsonic",
   "repository": "https://github.com/Upsonic/Upsonic",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# AGENTS OTHER 1",
    "The most reliable AI agent framework that supports MCP."
   ],
   "repository_evidence": [
    "# AGENTS OTHER 1",
    "\ud83d\udd17 [https://github.com/Upsonic/Upsonic](https://github.com/Upsonic/Upsonic)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/openSVM/awesome-stargazer/blob/main/categories/agents-other-1.md",
   "project": "Pearl",
   "repository": "https://github.com/facebookresearch/Pearl",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# AGENTS OTHER 1",
    "A Production-ready Reinforcement Learning AI Agent Library brought by the Applied Reinforcement Learning team at Meta."
   ],
   "repository_evidence": [
    "# AGENTS OTHER 1",
    "\ud83d\udd17 [https://github.com/facebookresearch/Pearl](https://github.com/facebookresearch/Pearl)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/openSVM/awesome-stargazer/blob/main/categories/agents-other-1.md",
   "project": "habitat-lab",
   "repository": "https://github.com/facebookresearch/habitat-lab",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# AGENTS OTHER 1",
    "A modular high-level library to train embodied AI agents across a variety of tasks and environments."
   ],
   "repository_evidence": [
    "# AGENTS OTHER 1",
    "\ud83d\udd17 [https://github.com/facebookresearch/habitat-lab](https://github.com/facebookresearch/habitat-lab)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/openSVM/awesome-stargazer/blob/main/categories/agents-other-1.md",
   "project": "acu",
   "repository": "https://github.com/trycua/acu",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# AGENTS OTHER 1",
    "A curated list of resources about AI agents for Computer Use, including research papers, projects, frameworks, and tools."
   ],
   "repository_evidence": [
    "# AGENTS OTHER 1",
    "\ud83d\udd17 [https://github.com/trycua/acu](https://github.com/trycua/acu)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/openSVM/awesome-stargazer/blob/main/categories/agents-other-1.md",
   "project": "solagent",
   "repository": "https://github.com/zTgx/solagent",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# AGENTS OTHER 1",
    "The library for AI agents on Solana"
   ],
   "repository_evidence": [
    "# AGENTS OTHER 1",
    "\ud83d\udd17 [https://github.com/zTgx/solagent](https://github.com/zTgx/solagent)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/openSVM/awesome-stargazer/blob/main/categories/agents-other-1.md",
   "project": "compliant-llm",
   "repository": "https://github.com/fiddlecube/compliant-llm",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# AGENTS OTHER 1",
    "Build Secure and Compliant AI agents and MCP Servers. YC W23"
   ],
   "repository_evidence": [
    "# AGENTS OTHER 1",
    "\ud83d\udd17 [https://github.com/fiddlecube/compliant-llm](https://github.com/fiddlecube/compliant-llm)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/openSVM/awesome-stargazer/blob/main/categories/agents-other-1.md",
   "project": "solana-agent-kit",
   "repository": "https://github.com/sendaifun/solana-agent-kit",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# AGENTS OTHER 1",
    "connect any ai agents to solana protocols"
   ],
   "repository_evidence": [
    "# AGENTS OTHER 1",
    "\ud83d\udd17 [https://github.com/sendaifun/solana-agent-kit](https://github.com/sendaifun/solana-agent-kit)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/openSVM/awesome-stargazer/blob/main/categories/agents-other-1.md",
   "project": "mentals-ai",
   "repository": "https://github.com/turing-machines/mentals-ai",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# AGENTS OTHER 1",
    "No code AI agents"
   ],
   "repository_evidence": [
    "# AGENTS OTHER 1",
    "\ud83d\udd17 [https://github.com/turing-machines/mentals-ai](https://github.com/turing-machines/mentals-ai)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/openSVM/awesome-stargazer/blob/main/categories/agents-other-1.md",
   "project": "agent-protocol",
   "repository": "https://github.com/agi-inc/agent-protocol",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# AGENTS OTHER 1",
    "Common interface for interacting with AI agents. The protocol is tech stack agnostic - you can use it with any framework for building agents."
   ],
   "repository_evidence": [
    "# AGENTS OTHER 1",
    "\ud83d\udd17 [https://github.com/agi-inc/agent-protocol](https://github.com/agi-inc/agent-protocol)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/openSVM/awesome-stargazer/blob/main/categories/agents-other-1.md",
   "project": "cognee",
   "repository": "https://github.com/topoteretes/cognee",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# AGENTS OTHER 1",
    "Memory for AI Agents in 6 lines of code"
   ],
   "repository_evidence": [
    "# AGENTS OTHER 1",
    "\ud83d\udd17 [https://github.com/topoteretes/cognee](https://github.com/topoteretes/cognee)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/openSVM/awesome-stargazer/blob/main/categories/agents-other-1.md",
   "project": "browser-use",
   "repository": "https://github.com/browser-use/browser-use",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# AGENTS OTHER 1",
    "\ud83c\udf10 Make websites accessible for AI agents. Automate tasks online with ease."
   ],
   "repository_evidence": [
    "# AGENTS OTHER 1",
    "\ud83d\udd17 [https://github.com/browser-use/browser-use](https://github.com/browser-use/browser-use)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/openSVM/awesome-stargazer/blob/main/categories/agents-other-1.md",
   "project": "prism-agent",
   "repository": "https://github.com/prism-sh/prism-agent",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# AGENTS OTHER 1",
    "PRISM AI Agents"
   ],
   "repository_evidence": [
    "# AGENTS OTHER 1",
    "\ud83d\udd17 [https://github.com/prism-sh/prism-agent](https://github.com/prism-sh/prism-agent)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/openSVM/awesome-stargazer/blob/main/categories/agents-other-1.md",
   "project": "Trace",
   "repository": "https://github.com/microsoft/Trace",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# AGENTS OTHER 1",
    "End-to-end Generative Optimization for AI Agents"
   ],
   "repository_evidence": [
    "# AGENTS OTHER 1",
    "\ud83d\udd17 [https://github.com/microsoft/Trace](https://github.com/microsoft/Trace)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/openSVM/awesome-stargazer/blob/main/categories/agents-other-1.md",
   "project": "Awesome-AI-Agents",
   "repository": "https://github.com/Jenqyang/Awesome-AI-Agents",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# AGENTS OTHER 1",
    "A collection of autonomous agents \ud83e\udd16\ufe0f powered by LLM."
   ],
   "repository_evidence": [
    "# AGENTS OTHER 1",
    "\ud83d\udd17 [https://github.com/Jenqyang/Awesome-AI-Agents](https://github.com/Jenqyang/Awesome-AI-Agents)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/openSVM/awesome-stargazer/blob/main/categories/agents-other-1.md",
   "project": "GenAI_Agents",
   "repository": "https://github.com/NirDiamant/GenAI_Agents",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# AGENTS OTHER 1",
    "This repository provides tutorials and implementations for various Generative AI Agent techniques, from basic to advanced. It serves as a comprehensive guide for building intelligent, interactive AI systems."
   ],
   "repository_evidence": [
    "# AGENTS OTHER 1",
    "\ud83d\udd17 [https://github.com/NirDiamant/GenAI_Agents](https://github.com/NirDiamant/GenAI_Agents)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/openSVM/awesome-stargazer/blob/main/categories/agents-other-1.md",
   "project": "personal-ai-assistant",
   "repository": "https://github.com/kaymen99/personal-ai-assistant",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# AGENTS OTHER 1",
    "Your personal AI assistant powered by multiple AI agents. Connects to WhatsApp, Slack, or Telegram to manage your emails, schedule, to-dos, messages, and daily research."
   ],
   "repository_evidence": [
    "# AGENTS OTHER 1",
    "\ud83d\udd17 [https://github.com/kaymen99/personal-ai-assistant](https://github.com/kaymen99/personal-ai-assistant)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/openSVM/awesome-stargazer/blob/main/categories/agents-other-1.md",
   "project": "frenrug contracts",
   "repository": "https://github.com/frenrug/contracts",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# AGENTS OTHER 1",
    "Frenrug on-chain AI agent smart contracts."
   ],
   "repository_evidence": [
    "# AGENTS OTHER 1",
    "\ud83d\udd17 [https://github.com/frenrug/contracts](https://github.com/frenrug/contracts)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/openSVM/awesome-stargazer/blob/main/categories/agents-other-1.md",
   "project": "telegram-ai-agent",
   "repository": "https://github.com/ifokeev/telegram-ai-agent",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# AGENTS OTHER 1",
    "Telegram AI Agent: A powerful Python library for creating AI-powered Telegram bots"
   ],
   "repository_evidence": [
    "# AGENTS OTHER 1",
    "\ud83d\udd17 [https://github.com/ifokeev/telegram-ai-agent](https://github.com/ifokeev/telegram-ai-agent)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/openSVM/awesome-stargazer/blob/main/categories/agents-other-1.md",
   "project": "aius",
   "repository": "https://github.com/markmbain/aius",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# AGENTS OTHER 1",
    "The long-term memory for your Superagents \ud83e\udd77and LLMs \ud83e\udd16. Built with GraphRAG, Knowledge graphs and autonomous ai agents"
   ],
   "repository_evidence": [
    "# AGENTS OTHER 1",
    "\ud83d\udd17 [https://github.com/markmbain/aius](https://github.com/markmbain/aius)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/openSVM/awesome-stargazer/blob/main/categories/agents-other-1.md",
   "project": "CopilotOne",
   "repository": "https://github.com/SugarAI-HQ/CopilotOne",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# AGENTS OTHER 1",
    "Add Siri like Native AI Agents in you App."
   ],
   "repository_evidence": [
    "# AGENTS OTHER 1",
    "\ud83d\udd17 [https://github.com/SugarAI-HQ/CopilotOne](https://github.com/SugarAI-HQ/CopilotOne)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/openSVM/awesome-stargazer/blob/main/categories/agents-other-1.md",
   "project": "julep",
   "repository": "https://github.com/julep-ai/julep",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# AGENTS OTHER 1",
    "Deploy serverless AI workflows at scale. Firebase for AI agents"
   ],
   "repository_evidence": [
    "# AGENTS OTHER 1",
    "\ud83d\udd17 [https://github.com/julep-ai/julep](https://github.com/julep-ai/julep)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/openSVM/awesome-stargazer/blob/main/categories/agents-other-1.md",
   "project": "cheshire-cat-ai core",
   "repository": "https://github.com/cheshire-cat-ai/core",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# AGENTS OTHER 1",
    "AI agent microservice"
   ],
   "repository_evidence": [
    "# AGENTS OTHER 1",
    "\ud83d\udd17 [https://github.com/cheshire-cat-ai/core](https://github.com/cheshire-cat-ai/core)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/openSVM/awesome-stargazer/blob/main/categories/agents-other-1.md",
   "project": "GOAT SDK",
   "repository": "https://github.com/goat-sdk/goat",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# AGENTS OTHER 1",
    "The leading agentic finance toolkit for AI agents"
   ],
   "repository_evidence": [
    "# AGENTS OTHER 1",
    "\ud83d\udd17 [https://github.com/goat-sdk/goat](https://github.com/goat-sdk/goat)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/openSVM/awesome-stargazer/blob/main/categories/agents-other-1.md",
   "project": "awesome-llm-apps",
   "repository": "https://github.com/Shubhamsaboo/awesome-llm-apps",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# AGENTS OTHER 1",
    "Collection of awesome LLM apps with AI Agents and RAG using OpenAI, Anthropic, Gemini and opensource models."
   ],
   "repository_evidence": [
    "# AGENTS OTHER 1",
    "\ud83d\udd17 [https://github.com/Shubhamsaboo/awesome-llm-apps](https://github.com/Shubhamsaboo/awesome-llm-apps)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/openSVM/awesome-stargazer/blob/main/categories/agents-other-1.md",
   "project": "Agently",
   "repository": "https://github.com/AgentEra/Agently",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# AGENTS OTHER 1",
    "[GenAI Application Development Framework] \ud83d\ude80 Build GenAI application quick and easy \ud83d\udcac Easy to interact with GenAI agent in code using structure data and chained-calls syntax \ud83e\udde9 Use Event-Driven Flow *TriggerFlow* to manage complex GenAI working logic \ud83d\udd00 Switch to any model without rewrite application code"
   ],
   "repository_evidence": [
    "# AGENTS OTHER 1",
    "\ud83d\udd17 [https://github.com/AgentEra/Agently](https://github.com/AgentEra/Agently)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/openSVM/awesome-stargazer/blob/main/categories/agents-other-1.md",
   "project": "Composio",
   "repository": "https://github.com/ComposioHQ/composio",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# AGENTS OTHER 1",
    "Composio equips your AI agents & LLMs with 100+ high-quality integrations via function calling"
   ],
   "repository_evidence": [
    "# AGENTS OTHER 1",
    "\ud83d\udd17 [https://github.com/ComposioHQ/composio](https://github.com/ComposioHQ/composio)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/openSVM/awesome-stargazer/blob/main/categories/agents-other-1.md",
   "project": "mem0",
   "repository": "https://github.com/mem0ai/mem0",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# AGENTS OTHER 1",
    "Universal memory layer for AI Agents; Announcing OpenMemory MCP - local and secure memory management."
   ],
   "repository_evidence": [
    "# AGENTS OTHER 1",
    "\ud83d\udd17 [https://github.com/mem0ai/mem0](https://github.com/mem0ai/mem0)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/openSVM/awesome-stargazer/blob/main/categories/agents-other-1.md",
   "project": "AppAgent",
   "repository": "https://github.com/TencentQQGYLab/AppAgent",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# AGENTS OTHER 1",
    "AppAgent: Multimodal Agents as Smartphone Users, an LLM-based multimodal agent framework designed to operate smartphone apps."
   ],
   "repository_evidence": [
    "# AGENTS OTHER 1",
    "\ud83d\udd17 [https://github.com/TencentQQGYLab/AppAgent](https://github.com/TencentQQGYLab/AppAgent)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/openSVM/awesome-stargazer/blob/main/categories/agents-other-1.md",
   "project": "Agentica",
   "repository": "https://github.com/shibing624/agentica",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# AGENTS OTHER 1",
    "Agentica: Effortlessly Build Intelligent, Reflective, and Collaborative Multimodal AI Agents! \u6784\u5efa\u667a\u80fd\u7684\u591a\u6a21\u6001AI Agent\u3002"
   ],
   "repository_evidence": [
    "# AGENTS OTHER 1",
    "\ud83d\udd17 [https://github.com/shibing624/agentica](https://github.com/shibing624/agentica)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/openSVM/awesome-stargazer/blob/main/categories/agents-other-1.md",
   "project": "terminal-velocity",
   "repository": "https://github.com/Lesterpaintstheworld/terminal-velocity",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# AGENTS OTHER 1",
    "A novel created autonomously by a team of 10 AI agents"
   ],
   "repository_evidence": [
    "# AGENTS OTHER 1",
    "\ud83d\udd17 [https://github.com/Lesterpaintstheworld/terminal-velocity](https://github.com/Lesterpaintstheworld/terminal-velocity)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/openSVM/awesome-stargazer/blob/main/categories/agents-other-1.md",
   "project": "micro-agent",
   "repository": "https://github.com/BuilderIO/micro-agent",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# AGENTS OTHER 1",
    "An AI agent that writes (actually useful) code for you"
   ],
   "repository_evidence": [
    "# AGENTS OTHER 1",
    "\ud83d\udd17 [https://github.com/BuilderIO/micro-agent](https://github.com/BuilderIO/micro-agent)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/openSVM/awesome-stargazer/blob/main/categories/agents-other-1.md",
   "project": "dust",
   "repository": "https://github.com/dust-tt/dust",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# AGENTS OTHER 1",
    "Custom AI agent platform to speed up your work."
   ],
   "repository_evidence": [
    "# AGENTS OTHER 1",
    "\ud83d\udd17 [https://github.com/dust-tt/dust](https://github.com/dust-tt/dust)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/openSVM/awesome-stargazer/blob/main/categories/agents-other-1.md",
   "project": "Best-AI-Agents",
   "repository": "https://github.com/SamurAIGPT/Best-AI-Agents",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# AGENTS OTHER 1",
    "A list of top AI agents"
   ],
   "repository_evidence": [
    "# AGENTS OTHER 1",
    "\ud83d\udd17 [https://github.com/SamurAIGPT/Best-AI-Agents](https://github.com/SamurAIGPT/Best-AI-Agents)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/openSVM/awesome-stargazer/blob/main/categories/agents-other-1.md",
   "project": "CopilotKit",
   "repository": "https://github.com/CopilotKit/CopilotKit",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# AGENTS OTHER 1",
    "React UI + elegant infrastructure for AI Copilots, AI chatbots, and in-app AI agents. The Agentic last-mile \ud83e\ude81"
   ],
   "repository_evidence": [
    "# AGENTS OTHER 1",
    "\ud83d\udd17 [https://github.com/CopilotKit/CopilotKit](https://github.com/CopilotKit/CopilotKit)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/openSVM/awesome-stargazer/blob/main/categories/agents-other-1.md",
   "project": "codel",
   "repository": "https://github.com/semanser/codel",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# AGENTS OTHER 1",
    "\u2728 Fully autonomous AI Agent that can perform complicated tasks and projects using terminal, browser, and editor."
   ],
   "repository_evidence": [
    "# AGENTS OTHER 1",
    "\ud83d\udd17 [https://github.com/semanser/codel](https://github.com/semanser/codel)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/openSVM/awesome-stargazer/blob/main/categories/agents-other-1.md",
   "project": "awesome-ai-agents",
   "repository": "https://github.com/e2b-dev/awesome-ai-agents",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# AGENTS OTHER 1",
    "A list of AI autonomous agents"
   ],
   "repository_evidence": [
    "# AGENTS OTHER 1",
    "\ud83d\udd17 [https://github.com/e2b-dev/awesome-ai-agents](https://github.com/e2b-dev/awesome-ai-agents)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/openSVM/awesome-stargazer/blob/main/categories/agents-other-1.md",
   "project": "beeai-framework-ts-starter",
   "repository": "https://github.com/i-am-bee/beeai-framework-ts-starter",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# AGENTS OTHER 1",
    "Template to quickly start working with Bee Agent Framework."
   ],
   "repository_evidence": [
    "# AGENTS OTHER 1",
    "\ud83d\udd17 [https://github.com/i-am-bee/beeai-framework-ts-starter](https://github.com/i-am-bee/beeai-framework-ts-starter)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/openSVM/awesome-stargazer/blob/main/categories/agents-other-1.md",
   "project": "graphiti",
   "repository": "https://github.com/getzep/graphiti",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# AGENTS OTHER 1",
    "Build Real-Time Knowledge Graphs for AI Agents"
   ],
   "repository_evidence": [
    "# AGENTS OTHER 1",
    "\ud83d\udd17 [https://github.com/getzep/graphiti](https://github.com/getzep/graphiti)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/openSVM/awesome-stargazer/blob/main/categories/agents-other-1.md",
   "project": "Intelli",
   "repository": "https://github.com/intelligentnode/Intelli",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# AGENTS OTHER 1",
    "Create chatbot and AI agent workflows with unified access."
   ],
   "repository_evidence": [
    "# AGENTS OTHER 1",
    "\ud83d\udd17 [https://github.com/intelligentnode/Intelli](https://github.com/intelligentnode/Intelli)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/openSVM/awesome-stargazer/blob/main/categories/agents-other-1.md",
   "project": "Nx",
   "repository": "https://github.com/nrwl/nx",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# AGENTS OTHER 1",
    "Get to green PRs in half the time. Nx optimizes your builds, scales your CI, and fixes failed PRs. Built for developers and AI agents."
   ],
   "repository_evidence": [
    "# AGENTS OTHER 1",
    "\ud83d\udd17 [https://github.com/nrwl/nx](https://github.com/nrwl/nx)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/openSVM/awesome-stargazer/blob/main/categories/agents-other-1.md",
   "project": "Flowise",
   "repository": "https://github.com/FlowiseAI/Flowise",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# AGENTS OTHER 1",
    "Build AI Agents, Visually"
   ],
   "repository_evidence": [
    "# AGENTS OTHER 1",
    "\ud83d\udd17 [https://github.com/FlowiseAI/Flowise](https://github.com/FlowiseAI/Flowise)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/openSVM/awesome-stargazer/blob/main/categories/agents-other-1.md",
   "project": "chidori",
   "repository": "https://github.com/ThousandBirdsInc/chidori",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# AGENTS OTHER 1",
    "A reactive runtime for building durable AI agents"
   ],
   "repository_evidence": [
    "# AGENTS OTHER 1",
    "\ud83d\udd17 [https://github.com/ThousandBirdsInc/chidori](https://github.com/ThousandBirdsInc/chidori)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/openSVM/awesome-stargazer/blob/main/categories/agents-other-1.md",
   "project": "AgentGPT",
   "repository": "https://github.com/reworkd/AgentGPT",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# AGENTS OTHER 1",
    "\ud83e\udd16 Assemble, configure, and deploy autonomous AI Agents in your browser."
   ],
   "repository_evidence": [
    "# AGENTS OTHER 1",
    "\ud83d\udd17 [https://github.com/reworkd/AgentGPT](https://github.com/reworkd/AgentGPT)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/openSVM/awesome-stargazer/blob/main/categories/agents-other-1.md",
   "project": "Warp",
   "repository": "https://github.com/warpdotdev/Warp",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# AGENTS OTHER 1",
    "Warp is the agentic development environment, built for coding with multiple AI agents."
   ],
   "repository_evidence": [
    "# AGENTS OTHER 1",
    "\ud83d\udd17 [https://github.com/warpdotdev/Warp](https://github.com/warpdotdev/Warp)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/openSVM/awesome-stargazer/blob/main/categories/agents-other-1.md",
   "project": "gpt-researcher",
   "repository": "https://github.com/assafelovic/gpt-researcher",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# AGENTS OTHER 1",
    "LLM based autonomous agent that conducts deep local and web research on any topic and generates a long report with citations."
   ],
   "repository_evidence": [
    "# AGENTS OTHER 1",
    "\ud83d\udd17 [https://github.com/assafelovic/gpt-researcher](https://github.com/assafelovic/gpt-researcher)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/openSVM/awesome-stargazer/blob/main/categories/agents-other-1.md",
   "project": "LiveKit Agents",
   "repository": "https://github.com/livekit/agents",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# AGENTS OTHER 1",
    "A powerful framework for building realtime voice AI agents \ud83e\udd16\ud83c\udf99\ufe0f\ud83d\udcf9"
   ],
   "repository_evidence": [
    "# AGENTS OTHER 1",
    "\ud83d\udd17 [https://github.com/livekit/agents](https://github.com/livekit/agents)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/openSVM/awesome-stargazer/blob/main/categories/agents-other-1.md",
   "project": "AnythingLLM",
   "repository": "https://github.com/Mintplex-Labs/anything-llm",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# AGENTS OTHER 1",
    "The all-in-one Desktop & Docker AI application with built-in RAG, AI agents, No-code agent builder, MCP compatibility, and more."
   ],
   "repository_evidence": [
    "# AGENTS OTHER 1",
    "\ud83d\udd17 [https://github.com/Mintplex-Labs/anything-llm](https://github.com/Mintplex-Labs/anything-llm)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "http://anakin.ai/blog/open-manus",
   "project": "Open Manus",
   "repository": "https://github.com/mannaandpoem/OpenManus",
   "stars": "28300",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "In the rapidly evolving landscape of artificial intelligence, a new player has emerged that's causing quite a stir in the developer community.",
    "Open Manus, an open-source alternative to the much-talked-about Manus AI, has burst onto the scene, promising to democratize access to powerful AI agent technology.",
    "## The Rise of Open Manus",
    "Open Manus is a project that seemingly appeared overnight, yet has quickly garnered significant attention from developers and AI enthusiasts worldwide."
   ],
   "repository_evidence": [
    "In the rapidly evolving landscape of artificial intelligence, a new player has emerged that's causing quite a stir in the developer community.",
    "Open Manus, an open-source alternative to the much-talked-about Manus AI, has burst onto the scene, promising to democratize access to powerful AI agent technology.",
    "## The Rise of Open Manus",
    "Hosted on GitHub under the repository mannaandpoem/OpenManus, the project has already amassed an impressive 28.3k stars and 4.2k forks within a short period, signaling strong interest and support from the developer community.",
    "Github Link: [https://github.com/mannaandpoem/OpenManus](https://github.com/mannaandpoem/OpenManus)"
   ],
   "stars_evidence": [
    "In the rapidly evolving landscape of artificial intelligence, a new player has emerged that's causing quite a stir in the developer community.",
    "Open Manus, an open-source alternative to the much-talked-about Manus AI, has burst onto the scene, promising to democratize access to powerful AI agent technology.",
    "## The Rise of Open Manus",
    "Hosted on GitHub under the repository mannaandpoem/OpenManus, the project has already amassed an impressive 28.3k stars and 4.2k forks within a short period, signaling strong interest and support from the developer community."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/keon/awesome-LLM-resources",
   "project": "AutoGen",
   "repository": "https://github.com/microsoft/autogen",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "1. [AutoGen](https://github.com/microsoft/autogen): AutoGen is a framework that enables the development of LLM applications using multiple agents that can converse with each other to solve tasks. [AutoGen AIStudio](https://autogen-studio.com/)"
   ],
   "repository_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "1. [AutoGen](https://github.com/microsoft/autogen): AutoGen is a framework that enables the development of LLM applications using multiple agents that can converse with each other to solve tasks. [AutoGen AIStudio](https://autogen-studio.com/)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/keon/awesome-LLM-resources",
   "project": null,
   "repository": null,
   "stars": null,
   "category": "framework/platform",
   "description": "AutoGen is a framework that enables the development of LLM applications using multiple agents that can converse with each other to solve tasks.",
   "license": null,
   "project_evidence": null,
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "1. [AutoGen](https://github.com/microsoft/autogen): AutoGen is a framework that enables the development of LLM applications using multiple agents that can converse with each other to solve tasks. [AutoGen AIStudio](https://autogen-studio.com/)"
   ],
   "description_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "1. [AutoGen](https://github.com/microsoft/autogen): AutoGen is a framework that enables the development of LLM applications using multiple agents that can converse with each other to solve tasks. [AutoGen AIStudio](https://autogen-studio.com/)"
   ],
   "license_evidence": null
  },
  {
   "url": "https://youngju.dev/blog/culture/2026-05-16-ai-agent-frameworks-langchain-langgraph-llamaindex-crewai-autogen-pydanticai-mastra-dspy-mcp-2026-deep-dive.en",
   "project": "Instructor",
   "repository": "github.com/jxnl/instructor",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "AI Agent Frameworks 2026 Deep Dive \u2014 LangChain, LangGraph, LlamaIndex, CrewAI, AutoGen, PydanticAI, Mastra, DSPy, MCP Complete Guide",
    "This article isn't a marketing comparison chart.",
    "- **Instructor** (jxnl/instructor): pass a Pydantic model as the function signature and the LLM answers in that shape.",
    "- Instructor: github.com/jxnl/instructor"
   ],
   "repository_evidence": [
    "AI Agent Frameworks 2026 Deep Dive \u2014 LangChain, LangGraph, LlamaIndex, CrewAI, AutoGen, PydanticAI, Mastra, DSPy, MCP Complete Guide",
    "This article isn't a marketing comparison chart.",
    "- Instructor: github.com/jxnl/instructor"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://youngju.dev/blog/culture/2026-05-16-ai-agent-frameworks-langchain-langgraph-llamaindex-crewai-autogen-pydanticai-mastra-dspy-mcp-2026-deep-dive.en",
   "project": "Outlines",
   "repository": "github.com/outlines-dev/outlines",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "AI Agent Frameworks 2026 Deep Dive \u2014 LangChain, LangGraph, LlamaIndex, CrewAI, AutoGen, PydanticAI, Mastra, DSPy, MCP Complete Guide",
    "This article isn't a marketing comparison chart.",
    "- **Outlines**: token-level constrained decoding via regex, JSON Schema, or grammars.",
    "- Outlines: github.com/outlines-dev/outlines"
   ],
   "repository_evidence": [
    "AI Agent Frameworks 2026 Deep Dive \u2014 LangChain, LangGraph, LlamaIndex, CrewAI, AutoGen, PydanticAI, Mastra, DSPy, MCP Complete Guide",
    "This article isn't a marketing comparison chart.",
    "- Outlines: github.com/outlines-dev/outlines"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://youngju.dev/blog/culture/2026-05-16-ai-agent-frameworks-langchain-langgraph-llamaindex-crewai-autogen-pydanticai-mastra-dspy-mcp-2026-deep-dive.en",
   "project": "NeMo Guardrails",
   "repository": "github.com/NVIDIA/NeMo-Guardrails",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "AI Agent Frameworks 2026 Deep Dive \u2014 LangChain, LangGraph, LlamaIndex, CrewAI, AutoGen, PydanticAI, Mastra, DSPy, MCP Complete Guide",
    "This article isn't a marketing comparison chart.",
    "- NeMo Guardrails: github.com/NVIDIA/NeMo-Guardrails"
   ],
   "repository_evidence": [
    "AI Agent Frameworks 2026 Deep Dive \u2014 LangChain, LangGraph, LlamaIndex, CrewAI, AutoGen, PydanticAI, Mastra, DSPy, MCP Complete Guide",
    "This article isn't a marketing comparison chart.",
    "- NeMo Guardrails: github.com/NVIDIA/NeMo-Guardrails"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/Snseam/awesome-agent-memory/blob/main/products/archives/memgpt-overview.md",
   "project": "MemGPT",
   "repository": "https://github.com/letta-ai/letta",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "| purpose | research backup; canonical is the URL above. Letta ([https://github.com/letta-ai/letta](https://github.com/letta-ai/letta)) is the production successor. |",
    "# MemGPT \u2014 snapshot",
    "## File metadata and controls"
   ],
   "repository_evidence": [
    "| purpose | research backup; canonical is the URL above. Letta ([https://github.com/letta-ai/letta](https://github.com/letta-ai/letta)) is the production successor. |",
    "## File metadata and controls"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/Snseam/awesome-agent-memory/blob/main/products/archives/memgpt-overview.md",
   "project": "Letta",
   "repository": "https://github.com/letta-ai/letta",
   "stars": "22800",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "The MemGPT codebase evolved into **Letta** ([https://github.com/letta-ai/letta](https://github.com/letta-ai/letta)), a stateful-agent platform maintained by Letta Inc.",
    "## Production Successor \u2014 Letta"
   ],
   "repository_evidence": [
    "The MemGPT codebase evolved into **Letta** ([https://github.com/letta-ai/letta](https://github.com/letta-ai/letta)), a stateful-agent platform maintained by Letta Inc.",
    "## Production Successor \u2014 Letta"
   ],
   "stars_evidence": [
    "As of May 2026: ~22.8k GitHub stars, latest release v0.16.8 (2026-05-14).",
    "## Production Successor \u2014 Letta"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://devfortress.net/blog/guardfall-shell-injection-bypass",
   "project": "Hermes",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Threat Analysis\u00b76 min read",
    "# GuardFall and the Convention That Fails by Design",
    "The agents affected, ranked by combined GitHub star count: Hermes, opencode, Goose, Cline, Roo-Code, Aider, Plandex, Open Interpreter, OpenHands, and SWE-agent [3]."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://devfortress.net/blog/guardfall-shell-injection-bypass",
   "project": "opencode",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Threat Analysis\u00b76 min read",
    "# GuardFall and the Convention That Fails by Design",
    "The agents affected, ranked by combined GitHub star count: Hermes, opencode, Goose, Cline, Roo-Code, Aider, Plandex, Open Interpreter, OpenHands, and SWE-agent [3]."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://devfortress.net/blog/guardfall-shell-injection-bypass",
   "project": "Goose",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Threat Analysis\u00b76 min read",
    "# GuardFall and the Convention That Fails by Design",
    "The agents affected, ranked by combined GitHub star count: Hermes, opencode, Goose, Cline, Roo-Code, Aider, Plandex, Open Interpreter, OpenHands, and SWE-agent [3]."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://devfortress.net/blog/guardfall-shell-injection-bypass",
   "project": "Cline",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Threat Analysis\u00b76 min read",
    "# GuardFall and the Convention That Fails by Design",
    "The agents affected, ranked by combined GitHub star count: Hermes, opencode, Goose, Cline, Roo-Code, Aider, Plandex, Open Interpreter, OpenHands, and SWE-agent [3]."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://devfortress.net/blog/guardfall-shell-injection-bypass",
   "project": "Roo-Code",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Threat Analysis\u00b76 min read",
    "# GuardFall and the Convention That Fails by Design",
    "The agents affected, ranked by combined GitHub star count: Hermes, opencode, Goose, Cline, Roo-Code, Aider, Plandex, Open Interpreter, OpenHands, and SWE-agent [3]."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://devfortress.net/blog/guardfall-shell-injection-bypass",
   "project": "Aider",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Threat Analysis\u00b76 min read",
    "# GuardFall and the Convention That Fails by Design",
    "The agents affected, ranked by combined GitHub star count: Hermes, opencode, Goose, Cline, Roo-Code, Aider, Plandex, Open Interpreter, OpenHands, and SWE-agent [3]."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://devfortress.net/blog/guardfall-shell-injection-bypass",
   "project": "Plandex",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Threat Analysis\u00b76 min read",
    "# GuardFall and the Convention That Fails by Design",
    "The agents affected, ranked by combined GitHub star count: Hermes, opencode, Goose, Cline, Roo-Code, Aider, Plandex, Open Interpreter, OpenHands, and SWE-agent [3]."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://devfortress.net/blog/guardfall-shell-injection-bypass",
   "project": "Open Interpreter",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Threat Analysis\u00b76 min read",
    "# GuardFall and the Convention That Fails by Design",
    "The agents affected, ranked by combined GitHub star count: Hermes, opencode, Goose, Cline, Roo-Code, Aider, Plandex, Open Interpreter, OpenHands, and SWE-agent [3]."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://devfortress.net/blog/guardfall-shell-injection-bypass",
   "project": "OpenHands",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Threat Analysis\u00b76 min read",
    "# GuardFall and the Convention That Fails by Design",
    "The agents affected, ranked by combined GitHub star count: Hermes, opencode, Goose, Cline, Roo-Code, Aider, Plandex, Open Interpreter, OpenHands, and SWE-agent [3]."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://devfortress.net/blog/guardfall-shell-injection-bypass",
   "project": "SWE-agent",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Threat Analysis\u00b76 min read",
    "# GuardFall and the Convention That Fails by Design",
    "The agents affected, ranked by combined GitHub star count: Hermes, opencode, Goose, Cline, Roo-Code, Aider, Plandex, Open Interpreter, OpenHands, and SWE-agent [3]."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://devfortress.net/blog/guardfall-shell-injection-bypass",
   "project": "Continue",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Threat Analysis\u00b76 min read",
    "# GuardFall and the Convention That Fails by Design",
    "Only one agent in the survey \u2014 Continue \u2014 was built to substantially defend against the bypass class, through structural command parsing rather than string matching [1]."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://techiehub.blog/best-ai-agent-for-browser-automation-top-tools",
   "project": "Browser Use",
   "repository": null,
   "stars": "81000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "The best AI agents for browser automation \u2014 Browser Use, Stagehand, Playwright MCP, Skyvern and the vision-driven vendors \u2014 compared by reliability, cost and use case.",
    "**1. Browser Use** \u2014 the leading open-source framework for AI browser agents, with 81,000+ GitHub stars and an 89.1% success rate on WebVoyager across 586 diverse web tasks."
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "The best AI agents for browser automation \u2014 Browser Use, Stagehand, Playwright MCP, Skyvern and the vision-driven vendors \u2014 compared by reliability, cost and use case.",
    "**1. Browser Use** \u2014 the leading open-source framework for AI browser agents, with 81,000+ GitHub stars and an 89.1% success rate on WebVoyager across 586 diverse web tasks."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://techiehub.blog/best-ai-agent-for-browser-automation-top-tools",
   "project": "Stagehand",
   "repository": "https://github.com/browserbase/stagehand",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "The best AI agents for browser automation \u2014 Browser Use, Stagehand, Playwright MCP, Skyvern and the vision-driven vendors \u2014 compared by reliability, cost and use case.",
    "**2. Stagehand** \u2014 built by Browserbase on top of Playwright, it adds natural-language selectors and actions as a clean layer rather than replacing your automation code."
   ],
   "repository_evidence": [
    "The best AI agents for browser automation \u2014 Browser Use, Stagehand, Playwright MCP, Skyvern and the vision-driven vendors \u2014 compared by reliability, cost and use case.",
    "**2. Stagehand** \u2014 built by Browserbase on top of Playwright, it adds natural-language selectors and actions as a clean layer rather than replacing your automation code.",
    "See [the Stagehand repo](https://github.com/browserbase/stagehand)."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://techiehub.blog/best-ai-agent-for-browser-automation-top-tools",
   "project": "Playwright MCP",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "The best AI agents for browser automation \u2014 Browser Use, Stagehand, Playwright MCP, Skyvern and the vision-driven vendors \u2014 compared by reliability, cost and use case.",
    "**3. Playwright MCP** \u2014 an MCP server wrapping Playwright, completely free, with sub-100ms deterministic actions, and it already ships with GitHub Copilot\u2019s agent."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://techiehub.blog/best-ai-agent-for-browser-automation-top-tools",
   "project": "Skyvern",
   "repository": "https://github.com/Skyvern-AI/skyvern",
   "stars": "21500",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "The best AI agents for browser automation \u2014 Browser Use, Stagehand, Playwright MCP, Skyvern and the vision-driven vendors \u2014 compared by reliability, cost and use case.",
    "**4. Skyvern** \u2014 a vision-first, Y Combinator-backed platform with 21,500+ GitHub stars and over 10 million executed workflows, emphasizing reliability for business-critical processes."
   ],
   "repository_evidence": [
    "The best AI agents for browser automation \u2014 Browser Use, Stagehand, Playwright MCP, Skyvern and the vision-driven vendors \u2014 compared by reliability, cost and use case.",
    "**4. Skyvern** \u2014 a vision-first, Y Combinator-backed platform with 21,500+ GitHub stars and over 10 million executed workflows, emphasizing reliability for business-critical processes.",
    "See [the Skyvern repo](https://github.com/Skyvern-AI/skyvern)."
   ],
   "stars_evidence": [
    "The best AI agents for browser automation \u2014 Browser Use, Stagehand, Playwright MCP, Skyvern and the vision-driven vendors \u2014 compared by reliability, cost and use case.",
    "**4. Skyvern** \u2014 a vision-first, Y Combinator-backed platform with 21,500+ GitHub stars and over 10 million executed workflows, emphasizing reliability for business-critical processes."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://graphcanon.com/compare/alibaba-nlp-deepresearch-vs-assafelovic-gpt-researcher",
   "project": "DeepResearch",
   "repository": "https://github.com/Alibaba-NLP/DeepResearch",
   "stars": "19685",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# DeepResearch vs gpt-researcher",
    "DeepResearch: Tongyi Deep Research, the Leading Open-source Deep Research Agent."
   ],
   "repository_evidence": [
    "- [GitHub stars (Alibaba-NLP/DeepResearch)](https://github.com/Alibaba-NLP/DeepResearch) \u00b7 observed Jul 19, 2026"
   ],
   "stars_evidence": [
    "GitHub stars on cards: DeepResearch 20k \u00b7 gpt-researcher 28k (synced Jul 19, 2026).",
    "Is DeepResearch or gpt-researcher more popular on GitHub?gpt-researcher has more GitHub stars (28,317 vs 19,685)."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://graphcanon.com/compare/alibaba-nlp-deepresearch-vs-assafelovic-gpt-researcher",
   "project": "gpt-researcher",
   "repository": "https://github.com/assafelovic/gpt-researcher",
   "stars": "28317",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# DeepResearch vs gpt-researcher",
    "gpt-researcher: An autonomous agent that conducts deep research using LLM providers."
   ],
   "repository_evidence": [
    "- [GitHub stars (assafelovic/gpt-researcher)](https://github.com/assafelovic/gpt-researcher) \u00b7 observed Jul 15, 2026"
   ],
   "stars_evidence": [
    "GitHub stars on cards: DeepResearch 20k \u00b7 gpt-researcher 28k (synced Jul 19, 2026).",
    "Is DeepResearch or gpt-researcher more popular on GitHub?gpt-researcher has more GitHub stars (28,317 vs 19,685)."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://microsoft.github.io/UFO/ufo2/evaluation/benchmark/windows_agent_arena",
   "project": "Windows Agent Arena (WAA)",
   "repository": "https://github.com/microsoft/WindowsAgentArena",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# \ud83e\udde9 Setting up UFO with Windows Agent Arena (WAA)",
    "Windows Agent Arena (WAA) is a benchmark suite designed to evaluate the performance of AI agents in executing real-world tasks on Windows operating systems."
   ],
   "repository_evidence": [
    "# \ud83e\udde9 Setting up UFO with Windows Agent Arena (WAA)",
    "This repository provides a modified version of [**Windows Agent Arena (WAA) \ud83e\ude9f**](https://github.com/microsoft/WindowsAgentArena), a scalable platform for benchmarking and evaluating multimodal desktop AI agents."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://microsoft.github.io/UFO/ufo2/evaluation/benchmark/windows_agent_arena",
   "project": "UFO",
   "repository": "https://github.com/microsoft/UFO",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# \ud83e\udde9 Setting up UFO with Windows Agent Arena (WAA)",
    "This customized fork integrates with [**UFO**](https://github.com/microsoft/UFO), a UI-focused automation agent for Windows OS."
   ],
   "repository_evidence": [
    "# \ud83e\udde9 Setting up UFO with Windows Agent Arena (WAA)",
    "This customized fork integrates with [**UFO**](https://github.com/microsoft/UFO), a UI-focused automation agent for Windows OS."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/openmanus-ai/OpenManus",
   "project": "OpenManus",
   "repository": "https://github.com/mannaandpoem/OpenManus",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "OpenManus is Coming.",
    "# \ud83d\udc4b OpenManus",
    "OpenManus: An open-source framework for building general AI agents"
   ],
   "repository_evidence": [
    "OpenManus is Coming.",
    "git clone https://github.com/mannaandpoem/OpenManus.git cd OpenManus",
    "OpenManus: An open-source framework for building general AI agents"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/openmanus-ai/OpenManus",
   "project": "OpenManus-RL",
   "repository": "https://github.com/OpenManus/OpenManus-RL",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "We're also excited to introduce [OpenManus-RL](https://github.com/OpenManus/OpenManus-RL), an open-source project dedicated to reinforcement learning (RL)- based (such as GRPO) tuning methods for LLM agents, developed collaboratively by researchers from UIUC and OpenManus."
   ],
   "repository_evidence": [
    "We're also excited to introduce [OpenManus-RL](https://github.com/OpenManus/OpenManus-RL), an open-source project dedicated to reinforcement learning (RL)- based (such as GRPO) tuning methods for LLM agents, developed collaboratively by researchers from UIUC and OpenManus."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/openmanus-ai/OpenManus",
   "project": "anthropic-computer-use",
   "repository": "https://github.com/anthropics/anthropic-quickstarts/tree/main/computer-use-demo",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Thanks to [anthropic-computer-use](https://github.com/anthropics/anthropic-quickstarts/tree/main/computer-use-demo) and [browser-use](https://github.com/browser-use/browser-use) for providing basic support for this project!"
   ],
   "repository_evidence": [
    "Thanks to [anthropic-computer-use](https://github.com/anthropics/anthropic-quickstarts/tree/main/computer-use-demo) and [browser-use](https://github.com/browser-use/browser-use) for providing basic support for this project!"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/openmanus-ai/OpenManus",
   "project": "browser-use",
   "repository": "https://github.com/browser-use/browser-use",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Thanks to [anthropic-computer-use](https://github.com/anthropics/anthropic-quickstarts/tree/main/computer-use-demo) and [browser-use](https://github.com/browser-use/browser-use) for providing basic support for this project!"
   ],
   "repository_evidence": [
    "Thanks to [anthropic-computer-use](https://github.com/anthropics/anthropic-quickstarts/tree/main/computer-use-demo) and [browser-use](https://github.com/browser-use/browser-use) for providing basic support for this project!"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/openmanus-ai/OpenManus",
   "project": "AAAJ",
   "repository": "https://github.com/metauto-ai/agent-as-a-judge",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": null,
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/openmanus-ai/OpenManus",
   "project": "MetaGPT",
   "repository": "https://github.com/geekan/MetaGPT",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": null,
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/openmanus-ai/OpenManus",
   "project": "OpenHands",
   "repository": "https://github.com/All-Hands-AI/OpenHands",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": null,
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/kaushikb11/awesome-llm-agents",
   "project": "OpenClaw",
   "repository": "https://github.com/openclaw/openclaw",
   "stars": "386192",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "A curated list of open-source frameworks, runtimes and tooling for building LLM agents. Metrics refresh weekly. (Last updated: 2026-08-14)",
    "## Core Frameworks",
    "| Project | Stars | Language | License | Updated | Description |",
    "| [OpenClaw](https://github.com/openclaw/openclaw) | 386,192 | TypeScript | Other | 2026-08 | Personal AI assistant that runs on any platform |"
   ],
   "repository_evidence": [
    "A curated list of open-source frameworks, runtimes and tooling for building LLM agents. Metrics refresh weekly. (Last updated: 2026-08-14)",
    "## Core Frameworks",
    "| Project | Stars | Language | License | Updated | Description |",
    "| [OpenClaw](https://github.com/openclaw/openclaw) | 386,192 | TypeScript | Other | 2026-08 | Personal AI assistant that runs on any platform |"
   ],
   "stars_evidence": [
    "A curated list of open-source frameworks, runtimes and tooling for building LLM agents. Metrics refresh weekly. (Last updated: 2026-08-14)",
    "## Core Frameworks",
    "| Project | Stars | Language | License | Updated | Description |",
    "| [OpenClaw](https://github.com/openclaw/openclaw) | 386,192 | TypeScript | Other | 2026-08 | Personal AI assistant that runs on any platform |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/kaushikb11/awesome-llm-agents",
   "project": "LangChain",
   "repository": "https://github.com/langchain-ai/langchain",
   "stars": "144183",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "A curated list of open-source frameworks, runtimes and tooling for building LLM agents. Metrics refresh weekly. (Last updated: 2026-08-14)",
    "## Core Frameworks",
    "| Project | Stars | Language | License | Updated | Description |",
    "| [LangChain](https://github.com/langchain-ai/langchain) | 144,183 | Python | MIT | 2026-08 | Compose LLM apps from modular pieces |"
   ],
   "repository_evidence": [
    "A curated list of open-source frameworks, runtimes and tooling for building LLM agents. Metrics refresh weekly. (Last updated: 2026-08-14)",
    "## Core Frameworks",
    "| Project | Stars | Language | License | Updated | Description |",
    "| [LangChain](https://github.com/langchain-ai/langchain) | 144,183 | Python | MIT | 2026-08 | Compose LLM apps from modular pieces |"
   ],
   "stars_evidence": [
    "A curated list of open-source frameworks, runtimes and tooling for building LLM agents. Metrics refresh weekly. (Last updated: 2026-08-14)",
    "## Core Frameworks",
    "| Project | Stars | Language | License | Updated | Description |",
    "| [LangChain](https://github.com/langchain-ai/langchain) | 144,183 | Python | MIT | 2026-08 | Compose LLM apps from modular pieces |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://ai-buzz.com/companies/letta",
   "project": "Letta",
   "repository": "https://github.com/letta-ai/letta",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Letta",
    "[letta.com](https://letta.com)\u00b7[GitHub](https://github.com/letta-ai/letta)\u00b7[PyPI](https://pypi.org/project/letta)"
   ],
   "repository_evidence": [
    "[letta.com](https://letta.com)\u00b7[GitHub](https://github.com/letta-ai/letta)\u00b7[PyPI](https://pypi.org/project/letta)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://heyclau.de/entry/tools/strands-agents",
   "project": "Strands Agents",
   "repository": "https://github.com/strands-agents/harness-sdk",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Strands Agents",
    "Strands Agents is an open-source SDK for building model-driven AI agents in Python and TypeScript."
   ],
   "repository_evidence": [
    "Source URLshttps://strandsagents.com/docs/user-guide/quickstart/overview/, https://github.com/strands-agents/harness-sdk, https://strandsagents.com/"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://o-mega.ai/articles/top-50-ai-coding-agent-frameworks-benchmarked-may-2026",
   "project": "OpenAI Codex",
   "repository": "github.com/openai/codex",
   "stars": "67000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "The definitive benchmark of every AI coding agent framework in May 2026, from Claude Code to open-source alternatives, ranked by real-world performance, cost, and production readiness.",
    "| Rank | Tool | Category | Quality (30%) | Cost (20%) | Models (15%) | Production (20%) | DX (15%) | Final |",
    "| 23 | **OpenAI Codex** | Cloud Agent | 8 - 85% SWE, 82% T-Bench (GPT-5.5) | 4 - $200/mo (Pro), expensive | 3 - OpenAI only | 8 - Stable cloud, async PRs | 7 - Simple UX, background tasks | **6.55** |"
   ],
   "repository_evidence": [
    "The definitive benchmark of every AI coding agent framework in May 2026, from Claude Code to open-source alternatives, ranked by real-world performance, cost, and production readiness.",
    "The pricing is tied to ChatGPT Pro at **$200/month**, which includes both chat and agent capabilities. The open-source CLI component ( [github.com/openai/codex](https://github.com/openai/codex)) has **67K+ GitHub stars** and is licensed under Apache 2.0, making it usable for custom integrations."
   ],
   "stars_evidence": [
    "The definitive benchmark of every AI coding agent framework in May 2026, from Claude Code to open-source alternatives, ranked by real-world performance, cost, and production readiness.",
    "The pricing is tied to ChatGPT Pro at **$200/month**, which includes both chat and agent capabilities. The open-source CLI component ( [github.com/openai/codex](https://github.com/openai/codex)) has **67K+ GitHub stars** and is licensed under Apache 2.0, making it usable for custom integrations."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://o-mega.ai/articles/top-50-ai-coding-agent-frameworks-benchmarked-may-2026",
   "project": "Aider",
   "repository": null,
   "stars": "41600",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "The definitive benchmark of every AI coding agent framework in May 2026, from Claude Code to open-source alternatives, ranked by real-world performance, cost, and production readiness.",
    "| Rank | Tool | Category | Quality (30%) | Cost (20%) | Models (15%) | Production (20%) | DX (15%) | Final |",
    "| 2 | **Aider** | Terminal Agent | 7 - 7-10pt gap vs Claude Code | 9 - Free + API costs (~$60/mo heavy) | 10 - 100+ providers, LiteLLM | 8 - 41K stars, 5.3M installs, Apache 2.0 | 7 - Git-first, learning curve | **7.95** |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "The definitive benchmark of every AI coding agent framework in May 2026, from Claude Code to open-source alternatives, ranked by real-world performance, cost, and production readiness.",
    "**Aider** is the open-source AI pair programming tool that proves you do not need a proprietary framework to get excellent coding results. With **41,600+ GitHub stars**, **5.3 million+ PyPI installs**, and an **Apache 2.0 license**, Aider is the most popular truly open-source coding agent - [Aider](https://aider.chat/)."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://o-mega.ai/articles/top-50-ai-coding-agent-frameworks-benchmarked-may-2026",
   "project": "OpenCode",
   "repository": null,
   "stars": "147000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "The definitive benchmark of every AI coding agent framework in May 2026, from Claude Code to open-source alternatives, ranked by real-world performance, cost, and production readiness.",
    "| Rank | Tool | Category | Quality (30%) | Cost (20%) | Models (15%) | Production (20%) | DX (15%) | Final |",
    "| 3 | **OpenCode** | Terminal Agent | 7 - Competitive at same model tier | 9 - Free + API costs | 10 - 75+ providers, Ollama local | 7 - 147K stars, fast growth, Go binary | 8 - Desktop + CLI + IDE | **7.90** |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "The definitive benchmark of every AI coding agent framework in May 2026, from Claude Code to open-source alternatives, ranked by real-world performance, cost, and production readiness.",
    "**OpenCode** is the fastest-growing AI coding agent by community metrics, with **147,000+ GitHub stars** (as of April 2026) and **6.5 million monthly developers** - [OpenCode](https://opencode.ai/)."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://o-mega.ai/articles/top-50-ai-coding-agent-frameworks-benchmarked-may-2026",
   "project": "OpenHands",
   "repository": null,
   "stars": "72000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "The definitive benchmark of every AI coding agent framework in May 2026, from Claude Code to open-source alternatives, ranked by real-world performance, cost, and production readiness.",
    "| Rank | Tool | Category | Quality (30%) | Cost (20%) | Models (15%) | Production (20%) | DX (15%) | Final |",
    "| 8 | **OpenHands** | Framework/SDK | 7 - 72% SWE (Sonnet 4.5 CodeAct) | 9 - Free (MIT) + API costs | 10 - Any LLM | 7 - MLSys 2026 paper, 72K stars | 6 - REST API, Docker deploy | **7.25** |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "The definitive benchmark of every AI coding agent framework in May 2026, from Claude Code to open-source alternatives, ranked by real-world performance, cost, and production readiness.",
    "**OpenHands** (#17) is the **MLSys 2026** research paper turned production SDK. With **72,000+ GitHub stars** and a **72% SWE-bench score** (using Claude Sonnet 4.5 with CodeAct), it is the highest-performing open-source agent framework."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://o-mega.ai/articles/top-50-ai-coding-agent-frameworks-benchmarked-may-2026",
   "project": "Continue",
   "repository": null,
   "stars": "23000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "The definitive benchmark of every AI coding agent framework in May 2026, from Claude Code to open-source alternatives, ranked by real-world performance, cost, and production readiness.",
    "| Rank | Tool | Category | Quality (30%) | Cost (20%) | Models (15%) | Production (20%) | DX (15%) | Final |",
    "| 11 | **Continue** | IDE Extension | 5 - Autocomplete + chat | 9 - Free (Apache 2.0) + API | 10 - Any provider | 7 - 23K+ stars, active | 8 - VS Code + JetBrains | **7.05** |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "The definitive benchmark of every AI coding agent framework in May 2026, from Claude Code to open-source alternatives, ranked by real-world performance, cost, and production readiness.",
    "**Continue** (#18) is the open-source IDE extension (**Apache 2.0**, **23,000+ stars**) that adds AI autocomplete and chat to VS Code and JetBrains."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://o-mega.ai/articles/top-50-ai-coding-agent-frameworks-benchmarked-may-2026",
   "project": "Mastra",
   "repository": null,
   "stars": "22000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "The definitive benchmark of every AI coding agent framework in May 2026, from Claude Code to open-source alternatives, ranked by real-world performance, cost, and production readiness.",
    "| Rank | Tool | Category | Quality (30%) | Cost (20%) | Models (15%) | Production (20%) | DX (15%) | Final |",
    "| 18 | **Mastra** | Framework/SDK | N/A - Framework, not agent | 9 - Free (Apache 2.0) | 10 - 94 providers, 3300+ models | 7 - 22K stars, v1.0 Jan 2026 | 8 - TypeScript, Gatsby founders | **6.80** |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "The definitive benchmark of every AI coding agent framework in May 2026, from Claude Code to open-source alternatives, ranked by real-world performance, cost, and production readiness.",
    "| Rank | Tool | Category | Quality (30%) | Cost (20%) | Models (15%) | Production (20%) | DX (15%) | Final |",
    "| 18 | **Mastra** | Framework/SDK | N/A - Framework, not agent | 9 - Free (Apache 2.0) | 10 - 94 providers, 3300+ models | 7 - 22K stars, v1.0 Jan 2026 | 8 - TypeScript, Gatsby founders | **6.80** |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://o-mega.ai/articles/top-50-ai-coding-agent-frameworks-benchmarked-may-2026",
   "project": "Roo Code",
   "repository": null,
   "stars": "35000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "The definitive benchmark of every AI coding agent framework in May 2026, from Claude Code to open-source alternatives, ranked by real-world performance, cost, and production readiness.",
    "| Rank | Tool | Category | Quality (30%) | Cost (20%) | Models (15%) | Production (20%) | DX (15%) | Final |",
    "| 17 | **Roo Code** | IDE Agent | 6 - Mode-based (code, architect, debug) | 8 - Free + API costs | 9 - Any provider | 6 - 35K+ stars, growing | 7 - VS Code, custom modes | **6.80** |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "The definitive benchmark of every AI coding agent framework in May 2026, from Claude Code to open-source alternatives, ranked by real-world performance, cost, and production readiness.",
    "**Roo Code** (#14) forks Cline with specialized **modes** (code, architect, debug, test, orchestrator) and **35,000+ GitHub stars**."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://o-mega.ai/articles/top-50-ai-coding-agent-frameworks-benchmarked-may-2026",
   "project": "Pydantic AI",
   "repository": null,
   "stars": "16500",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "The definitive benchmark of every AI coding agent framework in May 2026, from Claude Code to open-source alternatives, ranked by real-world performance, cost, and production readiness.",
    "| Rank | Tool | Category | Quality (30%) | Cost (20%) | Models (15%) | Production (20%) | DX (15%) | Final |",
    "| 22 | **Pydantic AI** | Framework/SDK | N/A - Framework, not agent | 9 - Free (MIT) | 10 - 30+ providers | 7 - 16.5K stars, type-safe | 7 - Python, FastAPI-style | **6.60** |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "The definitive benchmark of every AI coding agent framework in May 2026, from Claude Code to open-source alternatives, ranked by real-world performance, cost, and production readiness.",
    "**Pydantic AI** (#25) brings **type safety** to agent development with a \"FastAPI for AI agents\" design philosophy. **MIT licensed**, **16,500+ stars**, supports 30+ providers - [Pydantic AI](https://ai.pydantic.dev/)."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://o-mega.ai/articles/top-50-ai-coding-agent-frameworks-benchmarked-may-2026",
   "project": "CrewAI",
   "repository": null,
   "stars": "45900",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "The definitive benchmark of every AI coding agent framework in May 2026, from Claude Code to open-source alternatives, ranked by real-world performance, cost, and production readiness.",
    "| Rank | Tool | Category | Quality (30%) | Cost (20%) | Models (15%) | Production (20%) | DX (15%) | Final |",
    "| 28 | **CrewAI** | Framework/SDK | N/A - Orchestration focus | 8 - Free (MIT core) | 9 - Model-agnostic | 8 - 45.9K stars, 12M daily executions | 7 - Role-based metaphor | **6.40** |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "The definitive benchmark of every AI coding agent framework in May 2026, from Claude Code to open-source alternatives, ranked by real-world performance, cost, and production readiness.",
    "**CrewAI** (#27) is the **role-based** multi-agent framework with **45,900+ stars** and **12 million daily agent executions**."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://o-mega.ai/articles/top-50-ai-coding-agent-frameworks-benchmarked-may-2026",
   "project": "Dify",
   "repository": null,
   "stars": "129000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "The definitive benchmark of every AI coding agent framework in May 2026, from Claude Code to open-source alternatives, ranked by real-world performance, cost, and production readiness.",
    "| Rank | Tool | Category | Quality (30%) | Cost (20%) | Models (15%) | Production (20%) | DX (15%) | Final |",
    "| 30 | **Dify** | Framework/SDK | N/A - Visual builder | 8 - Free (Apache 2.0 core) | 9 - Hundreds of LLMs | 8 - 129K stars, production | 7 - Visual workflow builder | **6.40** |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "The definitive benchmark of every AI coding agent framework in May 2026, from Claude Code to open-source alternatives, ranked by real-world performance, cost, and production readiness.",
    "| Rank | Tool | Category | Quality (30%) | Cost (20%) | Models (15%) | Production (20%) | DX (15%) | Final |",
    "| 30 | **Dify** | Framework/SDK | N/A - Visual builder | 8 - Free (Apache 2.0 core) | 9 - Hundreds of LLMs | 8 - 129K stars, production | 7 - Visual workflow builder | **6.40** |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://o-mega.ai/articles/top-50-ai-coding-agent-frameworks-benchmarked-may-2026",
   "project": "Agno",
   "repository": null,
   "stars": "39000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "The definitive benchmark of every AI coding agent framework in May 2026, from Claude Code to open-source alternatives, ranked by real-world performance, cost, and production readiness.",
    "| Rank | Tool | Category | Quality (30%) | Cost (20%) | Models (15%) | Production (20%) | DX (15%) | Final |",
    "| 34 | **Agno** | Framework/SDK | N/A - Agent platform | 9 - Free (Apache 2.0) | 8 - Multi-provider | 7 - 39K+ stars, FastAPI runtime | 7 - Three-layer architecture | **6.20** |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "The definitive benchmark of every AI coding agent framework in May 2026, from Claude Code to open-source alternatives, ranked by real-world performance, cost, and production readiness.",
    "| Rank | Tool | Category | Quality (30%) | Cost (20%) | Models (15%) | Production (20%) | DX (15%) | Final |",
    "| 34 | **Agno** | Framework/SDK | N/A - Agent platform | 9 - Free (Apache 2.0) | 8 - Multi-provider | 7 - 39K+ stars, FastAPI runtime | 7 - Three-layer architecture | **6.20** |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://o-mega.ai/articles/top-50-ai-coding-agent-frameworks-benchmarked-may-2026",
   "project": "Cline",
   "repository": "github.com/cline/cline",
   "stars": "58000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "The definitive benchmark of every AI coding agent framework in May 2026, from Claude Code to open-source alternatives, ranked by real-world performance, cost, and production readiness.",
    "| Rank | Tool | Category | Quality (30%) | Cost (20%) | Models (15%) | Production (20%) | DX (15%) | Final |",
    "| 6 | **Cline** | IDE Agent | 7 - Good multi-file editing | 8 - Free + API costs | 9 - Model-agnostic, any provider | 7 - 58K stars, active community | 8 - VS Code native, plan/act modes | **7.40** |"
   ],
   "repository_evidence": [
    "The definitive benchmark of every AI coding agent framework in May 2026, from Claude Code to open-source alternatives, ranked by real-world performance, cost, and production readiness.",
    "**Cline** is the open-source VS Code extension that brings agentic coding to the IDE with **58,000+ GitHub stars** and a model-agnostic architecture supporting any provider - [GitHub](https://github.com/cline/cline)."
   ],
   "stars_evidence": [
    "The definitive benchmark of every AI coding agent framework in May 2026, from Claude Code to open-source alternatives, ranked by real-world performance, cost, and production readiness.",
    "**Cline** is the open-source VS Code extension that brings agentic coding to the IDE with **58,000+ GitHub stars** and a model-agnostic architecture supporting any provider - [GitHub](https://github.com/cline/cline)."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://devtoollab.com/blog/best-ai-browser-automation-tools",
   "project": "browser-use",
   "repository": "https://github.com/browser-use/browser-use",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Best AI Browser Automation Tools in 2026: Browserbase, Stagehand, browser-use and Skyvern Compared",
    "Open Source Frameworks",
    "**[browser-use](https://github.com/browser-use/browser-use)** (MIT, v0.13.7, July 27, 2026) needs Python 3.11+ and an LLM API key."
   ],
   "repository_evidence": [
    "Best AI Browser Automation Tools in 2026: Browserbase, Stagehand, browser-use and Skyvern Compared",
    "Open Source Frameworks",
    "**[browser-use](https://github.com/browser-use/browser-use)** (MIT, v0.13.7, July 27, 2026) needs Python 3.11+ and an LLM API key."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://devtoollab.com/blog/best-ai-browser-automation-tools",
   "project": "Stagehand",
   "repository": "https://github.com/browserbase/stagehand",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Best AI Browser Automation Tools in 2026: Browserbase, Stagehand, browser-use and Skyvern Compared",
    "Open Source Frameworks",
    "**[Stagehand](https://github.com/browserbase/stagehand)** (MIT, v4.0.0, August 10, 2026) is Browserbase's."
   ],
   "repository_evidence": [
    "Best AI Browser Automation Tools in 2026: Browserbase, Stagehand, browser-use and Skyvern Compared",
    "Open Source Frameworks",
    "**[Stagehand](https://github.com/browserbase/stagehand)** (MIT, v4.0.0, August 10, 2026) is Browserbase's."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://devtoollab.com/blog/best-ai-browser-automation-tools",
   "project": "Skyvern",
   "repository": "https://github.com/Skyvern-AI/skyvern",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Best AI Browser Automation Tools in 2026: Browserbase, Stagehand, browser-use and Skyvern Compared",
    "Open Source Frameworks",
    "**[Skyvern](https://github.com/Skyvern-AI/skyvern)** (v1.0.48, August 5, 2026) needs its license checked first: **AGPL-3.0**, not MIT or Apache."
   ],
   "repository_evidence": [
    "Best AI Browser Automation Tools in 2026: Browserbase, Stagehand, browser-use and Skyvern Compared",
    "Open Source Frameworks",
    "**[Skyvern](https://github.com/Skyvern-AI/skyvern)** (v1.0.48, August 5, 2026) needs its license checked first: **AGPL-3.0**, not MIT or Apache."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://devtoollab.com/blog/best-ai-browser-automation-tools",
   "project": "Playwright MCP",
   "repository": "https://github.com/microsoft/playwright-mcp",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Best AI Browser Automation Tools in 2026: Browserbase, Stagehand, browser-use and Skyvern Compared",
    "Open Source Frameworks",
    "**[Playwright MCP](https://github.com/microsoft/playwright-mcp)** (Apache 2.0, v0.0.79, August 6, 2026) is Microsoft's."
   ],
   "repository_evidence": [
    "Best AI Browser Automation Tools in 2026: Browserbase, Stagehand, browser-use and Skyvern Compared",
    "Open Source Frameworks",
    "**[Playwright MCP](https://github.com/microsoft/playwright-mcp)** (Apache 2.0, v0.0.79, August 6, 2026) is Microsoft's."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://devtoollab.com/blog/best-ai-browser-automation-tools",
   "project": "Steel",
   "repository": "https://github.com/steel-dev/steel-browser",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Best AI Browser Automation Tools in 2026: Browserbase, Stagehand, browser-use and Skyvern Compared",
    "Open Source Frameworks",
    "**[Steel](https://github.com/steel-dev/steel-browser)** (Apache 2.0) is the odd one out: open-source browser *infrastructure*, the self-hostable answer to Browserbase."
   ],
   "repository_evidence": [
    "Best AI Browser Automation Tools in 2026: Browserbase, Stagehand, browser-use and Skyvern Compared",
    "Open Source Frameworks",
    "**[Steel](https://github.com/steel-dev/steel-browser)** (Apache 2.0) is the odd one out: open-source browser *infrastructure*, the self-hostable answer to Browserbase."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://arxiv.org/pdf/2606.15367v1",
   "project": "S1-DeepResearch",
   "repository": "https://github.com/ScienceOne-AI/S1-DeepResearch",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "S1-DeepResearch: Beyond Search,\nToward Real-World Long-Horizon Research Agents",
    "https://github.com/ScienceOne-AI/S1-DeepResearch"
   ],
   "repository_evidence": [
    "S1-DeepResearch: Beyond Search,\nToward Real-World Long-Horizon Research Agents",
    "https://github.com/ScienceOne-AI/S1-DeepResearch"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://7busyboss.com/skills/yoheinakajima-babyagi",
   "project": "BabyAGI",
   "repository": "https://github.com/yoheinakajima/babyagi",
   "stars": "21000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# BabyAGI",
    "## About BabyAGI",
    "**BabyAGI** is a Python open-source ai agents project by [yoheinakajima](https://github.com/yoheinakajima)."
   ],
   "repository_evidence": [
    "[by yoheinakajima](https://github.com/yoheinakajima)",
    "## About BabyAGI",
    "You can [download the source](https://github.com/yoheinakajima/BabyAGI/archive/refs/heads/main.zip), browse it [on GitHub](https://github.com/yoheinakajima/babyagi), or read the full setup guide in the README below."
   ],
   "stars_evidence": [
    "# BabyAGI",
    "\u2b50 21,000 stars\ud83c\udf74 0 forksPythonagentautonomoustask-management",
    "## About BabyAGI",
    "With 21,000 GitHub stars and 0forks, it's one of the AI Agents tools worth knowing."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://7busyboss.com/skills/yoheinakajima-babyagi",
   "project": "n8n",
   "repository": null,
   "stars": "193639",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## More AI Agents skills",
    "[n8n\u2b50 193,639\nFair-code workflow automation platform with native AI capabilities. Combine visual building with custom code, self-host or cloud, 400+ integrations.](/skills/n8n-io-n8n)"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "## More AI Agents skills",
    "[n8n\u2b50 193,639\nFair-code workflow automation platform with native AI capabilities. Combine visual building with custom code, self-host or cloud, 400+ integrations.](/skills/n8n-io-n8n)"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://7busyboss.com/skills/yoheinakajima-babyagi",
   "project": "AutoGPT",
   "repository": null,
   "stars": "185084",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## More AI Agents skills",
    "[AutoGPT\u2b50 185,084\nAutoGPT is the vision of accessible AI for everyone, to use and to build on. Our mission is to provide the tools, so that you can focus on what matters.](/skills/significant-gravitas-autogpt)"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "## More AI Agents skills",
    "[AutoGPT\u2b50 185,084\nAutoGPT is the vision of accessible AI for everyone, to use and to build on. Our mission is to provide the tools, so that you can focus on what matters.](/skills/significant-gravitas-autogpt)"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://7busyboss.com/skills/yoheinakajima-babyagi",
   "project": "langchain",
   "repository": null,
   "stars": "139898",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## More AI Agents skills",
    "[langchain\u2b50 139,898\nThe agent engineering platform.](/skills/langchain-ai-langchain)"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "## More AI Agents skills",
    "[langchain\u2b50 139,898\nThe agent engineering platform.](/skills/langchain-ai-langchain)"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://7busyboss.com/skills/yoheinakajima-babyagi",
   "project": "crewAI",
   "repository": null,
   "stars": "54158",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## More AI Agents skills",
    "[crewAI\u2b50 54,158\nFramework for orchestrating role-playing, autonomous AI agents. By fostering collaborative intelligence, CrewAI empowers agents to work together seamlessly, tackling complex tasks.](/skills/crewaiinc-crewai)"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "## More AI Agents skills",
    "[crewAI\u2b50 54,158\nFramework for orchestrating role-playing, autonomous AI agents. By fostering collaborative intelligence, CrewAI empowers agents to work together seamlessly, tackling complex tasks.](/skills/crewaiinc-crewai)"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://7busyboss.com/skills/yoheinakajima-babyagi",
   "project": "AutoGen",
   "repository": null,
   "stars": "33000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## More AI Agents skills",
    "[AutoGen\u2b50 33,000\nMicrosoft framework for building multi-agent conversational AI systems. Agents talk to each other to solve complex problems.](/skills/microsoft-autogen)"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "## More AI Agents skills",
    "[AutoGen\u2b50 33,000\nMicrosoft framework for building multi-agent conversational AI systems. Agents talk to each other to solve complex problems.](/skills/microsoft-autogen)"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://7busyboss.com/skills/yoheinakajima-babyagi",
   "project": "ChatDev",
   "repository": null,
   "stars": "26000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## More AI Agents skills",
    "[ChatDev\u2b50 26,000\nCommunicative-agent simulator of an entire software-dev shop \u2014 CEO, CTO, programmer, tester \u2014 that builds a working app from a one-line brief.](/skills/openbmb-chatdev)"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "## More AI Agents skills",
    "[ChatDev\u2b50 26,000\nCommunicative-agent simulator of an entire software-dev shop \u2014 CEO, CTO, programmer, tester \u2014 that builds a working app from a one-line brief.](/skills/openbmb-chatdev)"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://7busyboss.com/skills/yoheinakajima-babyagi",
   "project": "SuperAGI",
   "repository": null,
   "stars": "16000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## More AI Agents skills",
    "[SuperAGI\u2b50 16,000\nOpen-source autonomous-agent framework with a polished GUI for designing, running and managing AI agents.](/skills/transformeroptimus-superagi)"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "## More AI Agents skills",
    "[SuperAGI\u2b50 16,000\nOpen-source autonomous-agent framework with a polished GUI for designing, running and managing AI agents.](/skills/transformeroptimus-superagi)"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://cubxxw.com/projects/UFO",
   "project": "UFO",
   "repository": "https://github.com/microsoft/UFO",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Microsoft UFO\u00b3 Explained: From Windows Desktop AgentOS to a Multi-Device Agent Galaxy"
   ],
   "repository_evidence": [
    "Microsoft UFO\u00b3 Explained: From Windows Desktop AgentOS to a Multi-Device Agent Galaxy"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://synthorg.io/docs/reference/comparison",
   "project": "SynthOrg",
   "repository": "https://github.com/Aureliolo/synthorg",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Framework Comparison\u00b6",
    "How SynthOrg compares to agent orchestration frameworks, platforms, and research projects.",
    "| Framework | Category | License | Pricing | Self-Hosted | Org Structure | Multi-Agent | Task Delegation | Human-in-the-Loop |",
    "| [**SynthOrg**](https://synthorg.io) | Virtual Org Simulator | BUSL-1.1 | Depends | \u2714 | \u23f2 | \u23f2 | \u23f2 | \u23f2 |",
    "- **SynthOrg** -- [Website](https://synthorg.io) -- [Repository](https://github.com/Aureliolo/synthorg)"
   ],
   "repository_evidence": [
    "# Framework Comparison\u00b6",
    "- **SynthOrg** -- [Website](https://synthorg.io) -- [Repository](https://github.com/Aureliolo/synthorg)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://synthorg.io/docs/reference/comparison",
   "project": "CrewAI",
   "repository": "https://github.com/crewAIInc/crewAI",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Framework Comparison\u00b6",
    "How SynthOrg compares to agent orchestration frameworks, platforms, and research projects.",
    "| Framework | Category | License | Pricing | Self-Hosted | Org Structure | Multi-Agent | Task Delegation | Human-in-the-Loop |",
    "| [CrewAI](https://crewai.com) | Multi-Agent Framework | MIT | Open-core | ~ | ~ | \u2714 | \u2714 | \u2714 |",
    "- **CrewAI** -- [Website](https://crewai.com) -- [Repository](https://github.com/crewAIInc/crewAI)"
   ],
   "repository_evidence": [
    "# Framework Comparison\u00b6",
    "- **CrewAI** -- [Website](https://crewai.com) -- [Repository](https://github.com/crewAIInc/crewAI)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://synthorg.io/docs/reference/comparison",
   "project": "AutoGen",
   "repository": "https://github.com/microsoft/autogen",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Framework Comparison\u00b6",
    "How SynthOrg compares to agent orchestration frameworks, platforms, and research projects.",
    "| Framework | Category | License | Pricing | Self-Hosted | Org Structure | Multi-Agent | Task Delegation | Human-in-the-Loop |",
    "| [AutoGen](https://microsoft.github.io/autogen/) | Multi-Agent Framework | MIT | Free | \u2714 | - | \u2714 | \u2714 | \u2714 |",
    "- **AutoGen** -- [Website](https://microsoft.github.io/autogen/) -- [Repository](https://github.com/microsoft/autogen)"
   ],
   "repository_evidence": [
    "# Framework Comparison\u00b6",
    "- **AutoGen** -- [Website](https://microsoft.github.io/autogen/) -- [Repository](https://github.com/microsoft/autogen)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://synthorg.io/docs/reference/comparison",
   "project": "LangGraph",
   "repository": "https://github.com/langchain-ai/langgraph",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Framework Comparison\u00b6",
    "How SynthOrg compares to agent orchestration frameworks, platforms, and research projects.",
    "| Framework | Category | License | Pricing | Self-Hosted | Org Structure | Multi-Agent | Task Delegation | Human-in-the-Loop |",
    "| [LangGraph](https://www.langchain.com/langgraph) | Multi-Agent Framework | MIT | Open-core | ~ | - | \u2714 | \u2714 | \u2714 |",
    "- **LangGraph** -- [Website](https://www.langchain.com/langgraph) -- [Repository](https://github.com/langchain-ai/langgraph)"
   ],
   "repository_evidence": [
    "# Framework Comparison\u00b6",
    "- **LangGraph** -- [Website](https://www.langchain.com/langgraph) -- [Repository](https://github.com/langchain-ai/langgraph)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://synthorg.io/docs/reference/comparison",
   "project": "OpenAI Agents SDK",
   "repository": "https://github.com/openai/openai-agents-python",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Framework Comparison\u00b6",
    "How SynthOrg compares to agent orchestration frameworks, platforms, and research projects.",
    "| Framework | Category | License | Pricing | Self-Hosted | Org Structure | Multi-Agent | Task Delegation | Human-in-the-Loop |",
    "| [OpenAI Agents SDK](https://openai.github.io/openai-agents-python/) | Multi-Agent Framework | MIT | Free | \u2714 | - | \u2714 | \u2714 | \u2714 |",
    "- **OpenAI Agents SDK** -- [Website](https://openai.github.io/openai-agents-python/) -- [Repository](https://github.com/openai/openai-agents-python)"
   ],
   "repository_evidence": [
    "# Framework Comparison\u00b6",
    "- **OpenAI Agents SDK** -- [Website](https://openai.github.io/openai-agents-python/) -- [Repository](https://github.com/openai/openai-agents-python)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://synthorg.io/docs/reference/comparison",
   "project": "Semantic Kernel",
   "repository": "https://github.com/microsoft/semantic-kernel",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Framework Comparison\u00b6",
    "How SynthOrg compares to agent orchestration frameworks, platforms, and research projects.",
    "| Framework | Category | License | Pricing | Self-Hosted | Org Structure | Multi-Agent | Task Delegation | Human-in-the-Loop |",
    "| [Semantic Kernel](https://learn.microsoft.com/en-us/semantic-kernel/) | Multi-Agent Framework | MIT | Free | \u2714 | - | \u2714 | \u2714 | \u2714 |",
    "- **Semantic Kernel** -- [Website](https://learn.microsoft.com/en-us/semantic-kernel/) -- [Repository](https://github.com/microsoft/semantic-kernel)"
   ],
   "repository_evidence": [
    "# Framework Comparison\u00b6",
    "- **Semantic Kernel** -- [Website](https://learn.microsoft.com/en-us/semantic-kernel/) -- [Repository](https://github.com/microsoft/semantic-kernel)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://synthorg.io/docs/reference/comparison",
   "project": "Google ADK",
   "repository": "https://github.com/google/adk-python",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Framework Comparison\u00b6",
    "How SynthOrg compares to agent orchestration frameworks, platforms, and research projects.",
    "| Framework | Category | License | Pricing | Self-Hosted | Org Structure | Multi-Agent | Task Delegation | Human-in-the-Loop |",
    "| [Google ADK](https://google.github.io/adk-docs/) | Multi-Agent Framework | Apache-2.0 | Open-core | \u2714 | - | \u2714 | \u2714 | \u2714 |",
    "- **Google ADK** -- [Website](https://google.github.io/adk-docs/) -- [Repository](https://github.com/google/adk-python)"
   ],
   "repository_evidence": [
    "# Framework Comparison\u00b6",
    "- **Google ADK** -- [Website](https://google.github.io/adk-docs/) -- [Repository](https://github.com/google/adk-python)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://synthorg.io/docs/reference/comparison",
   "project": "PydanticAI",
   "repository": "https://github.com/pydantic/pydantic-ai",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Framework Comparison\u00b6",
    "How SynthOrg compares to agent orchestration frameworks, platforms, and research projects.",
    "| Framework | Category | License | Pricing | Self-Hosted | Org Structure | Multi-Agent | Task Delegation | Human-in-the-Loop |",
    "| [PydanticAI](https://ai.pydantic.dev/) | Multi-Agent Framework | MIT | Open-core | ~ | - | ~ | ~ | \u2714 |",
    "- **PydanticAI** -- [Website](https://ai.pydantic.dev/) -- [Repository](https://github.com/pydantic/pydantic-ai)"
   ],
   "repository_evidence": [
    "# Framework Comparison\u00b6",
    "- **PydanticAI** -- [Website](https://ai.pydantic.dev/) -- [Repository](https://github.com/pydantic/pydantic-ai)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://synthorg.io/docs/reference/comparison",
   "project": "CAMEL",
   "repository": "https://github.com/camel-ai/camel",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Framework Comparison\u00b6",
    "How SynthOrg compares to agent orchestration frameworks, platforms, and research projects.",
    "| Framework | Category | License | Pricing | Self-Hosted | Org Structure | Multi-Agent | Task Delegation | Human-in-the-Loop |",
    "| [CAMEL](https://www.camel-ai.org) | Multi-Agent Framework | Apache-2.0 | Free | \u2714 | ~ | \u2714 | \u2714 | ~ |",
    "- **CAMEL** -- [Website](https://www.camel-ai.org) -- [Repository](https://github.com/camel-ai/camel)"
   ],
   "repository_evidence": [
    "# Framework Comparison\u00b6",
    "- **CAMEL** -- [Website](https://www.camel-ai.org) -- [Repository](https://github.com/camel-ai/camel)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://synthorg.io/docs/reference/comparison",
   "project": "smolagents",
   "repository": "https://github.com/huggingface/smolagents",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Framework Comparison\u00b6",
    "How SynthOrg compares to agent orchestration frameworks, platforms, and research projects.",
    "| Framework | Category | License | Pricing | Self-Hosted | Org Structure | Multi-Agent | Task Delegation | Human-in-the-Loop |",
    "| [smolagents](https://huggingface.co/docs/smolagents) | Multi-Agent Framework | Apache-2.0 | Free | \u2714 | - | ~ | ~ | ~ |",
    "- **smolagents** -- [Website](https://huggingface.co/docs/smolagents) -- [Repository](https://github.com/huggingface/smolagents)"
   ],
   "repository_evidence": [
    "# Framework Comparison\u00b6",
    "- **smolagents** -- [Website](https://huggingface.co/docs/smolagents) -- [Repository](https://github.com/huggingface/smolagents)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://synthorg.io/docs/reference/comparison",
   "project": "AG2",
   "repository": "https://github.com/ag2ai/ag2",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Framework Comparison\u00b6",
    "How SynthOrg compares to agent orchestration frameworks, platforms, and research projects.",
    "| Framework | Category | License | Pricing | Self-Hosted | Org Structure | Multi-Agent | Task Delegation | Human-in-the-Loop |",
    "| [AG2](https://ag2.ai) | Multi-Agent Framework | Apache-2.0 | Free | \u2714 | - | \u2714 | ~ | \u2714 |",
    "- **AG2** -- [Website](https://ag2.ai) -- [Repository](https://github.com/ag2ai/ag2)"
   ],
   "repository_evidence": [
    "# Framework Comparison\u00b6",
    "- **AG2** -- [Website](https://ag2.ai) -- [Repository](https://github.com/ag2ai/ag2)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://synthorg.io/docs/reference/comparison",
   "project": "Agno",
   "repository": "https://github.com/agno-agi/agno",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Framework Comparison\u00b6",
    "How SynthOrg compares to agent orchestration frameworks, platforms, and research projects.",
    "| Framework | Category | License | Pricing | Self-Hosted | Org Structure | Multi-Agent | Task Delegation | Human-in-the-Loop |",
    "| [Agno](https://www.agno.com) | Multi-Agent Framework | Apache-2.0 | Open-core | \u2714 | - | \u2714 | \u2714 | \u2714 |",
    "- **Agno** -- [Website](https://www.agno.com) -- [Repository](https://github.com/agno-agi/agno)"
   ],
   "repository_evidence": [
    "# Framework Comparison\u00b6",
    "- **Agno** -- [Website](https://www.agno.com) -- [Repository](https://github.com/agno-agi/agno)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://synthorg.io/docs/reference/comparison",
   "project": "Letta",
   "repository": "https://github.com/letta-ai/letta",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Framework Comparison\u00b6",
    "How SynthOrg compares to agent orchestration frameworks, platforms, and research projects.",
    "| Framework | Category | License | Pricing | Self-Hosted | Org Structure | Multi-Agent | Task Delegation | Human-in-the-Loop |",
    "| [Letta](https://www.letta.com) | Multi-Agent Framework | Apache-2.0 | Open-core | \u2714 | - | \u2714 | \u2714 | \u2714 |",
    "- **Letta** -- [Website](https://www.letta.com) -- [Repository](https://github.com/letta-ai/letta)"
   ],
   "repository_evidence": [
    "# Framework Comparison\u00b6",
    "- **Letta** -- [Website](https://www.letta.com) -- [Repository](https://github.com/letta-ai/letta)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://synthorg.io/docs/reference/comparison",
   "project": "Agency Swarm",
   "repository": "https://github.com/VRSEN/agency-swarm",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Framework Comparison\u00b6",
    "How SynthOrg compares to agent orchestration frameworks, platforms, and research projects.",
    "| Framework | Category | License | Pricing | Self-Hosted | Org Structure | Multi-Agent | Task Delegation | Human-in-the-Loop |",
    "| [Agency Swarm](https://agency-swarm.ai/) | Multi-Agent Framework | MIT | Open-core | \u2714 | ~ | \u2714 | \u2714 | ~ |",
    "- **Agency Swarm** -- [Website](https://agency-swarm.ai/) -- [Repository](https://github.com/VRSEN/agency-swarm)"
   ],
   "repository_evidence": [
    "# Framework Comparison\u00b6",
    "- **Agency Swarm** -- [Website](https://agency-swarm.ai/) -- [Repository](https://github.com/VRSEN/agency-swarm)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://synthorg.io/docs/reference/comparison",
   "project": "Mastra",
   "repository": "https://github.com/mastra-ai/mastra",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Framework Comparison\u00b6",
    "How SynthOrg compares to agent orchestration frameworks, platforms, and research projects.",
    "| Framework | Category | License | Pricing | Self-Hosted | Org Structure | Multi-Agent | Task Delegation | Human-in-the-Loop |",
    "| [Mastra](https://mastra.ai) | Multi-Agent Framework | Apache-2.0 | Open-core | \u2714 | - | \u2714 | \u2714 | \u2714 |",
    "- **Mastra** -- [Website](https://mastra.ai) -- [Repository](https://github.com/mastra-ai/mastra)"
   ],
   "repository_evidence": [
    "# Framework Comparison\u00b6",
    "- **Mastra** -- [Website](https://mastra.ai) -- [Repository](https://github.com/mastra-ai/mastra)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://synthorg.io/docs/reference/comparison",
   "project": "Langroid",
   "repository": "https://github.com/langroid/langroid",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Framework Comparison\u00b6",
    "How SynthOrg compares to agent orchestration frameworks, platforms, and research projects.",
    "| Framework | Category | License | Pricing | Self-Hosted | Org Structure | Multi-Agent | Task Delegation | Human-in-the-Loop |",
    "| [Langroid](https://langroid.github.io/langroid/) | Multi-Agent Framework | MIT | Free | \u2714 | - | \u2714 | \u2714 | ~ |",
    "- **Langroid** -- [Website](https://langroid.github.io/langroid/) -- [Repository](https://github.com/langroid/langroid)"
   ],
   "repository_evidence": [
    "# Framework Comparison\u00b6",
    "- **Langroid** -- [Website](https://langroid.github.io/langroid/) -- [Repository](https://github.com/langroid/langroid)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://synthorg.io/docs/reference/comparison",
   "project": "Strands Agents",
   "repository": "https://github.com/strands-agents/sdk-python",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Framework Comparison\u00b6",
    "How SynthOrg compares to agent orchestration frameworks, platforms, and research projects.",
    "| Framework | Category | License | Pricing | Self-Hosted | Org Structure | Multi-Agent | Task Delegation | Human-in-the-Loop |",
    "| [Strands Agents](https://strandsagents.com/) | Multi-Agent Framework | Apache-2.0 | Free | \u2714 | - | \u2714 | \u2714 | \u2714 |",
    "- **Strands Agents** -- [Website](https://strandsagents.com/) -- [Repository](https://github.com/strands-agents/sdk-python)"
   ],
   "repository_evidence": [
    "# Framework Comparison\u00b6",
    "- **Strands Agents** -- [Website](https://strandsagents.com/) -- [Repository](https://github.com/strands-agents/sdk-python)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://synthorg.io/docs/reference/comparison",
   "project": "BeeAI Framework",
   "repository": "https://github.com/i-am-bee/beeai-framework",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Framework Comparison\u00b6",
    "How SynthOrg compares to agent orchestration frameworks, platforms, and research projects.",
    "| Framework | Category | License | Pricing | Self-Hosted | Org Structure | Multi-Agent | Task Delegation | Human-in-the-Loop |",
    "| [BeeAI Framework](https://beeai.dev) | Multi-Agent Framework | Apache-2.0 | Free | \u2714 | - | \u2714 | \u2714 | ~ |",
    "- **BeeAI Framework** -- [Website](https://beeai.dev) -- [Repository](https://github.com/i-am-bee/beeai-framework)"
   ],
   "repository_evidence": [
    "# Framework Comparison\u00b6",
    "- **BeeAI Framework** -- [Website](https://beeai.dev) -- [Repository](https://github.com/i-am-bee/beeai-framework)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://synthorg.io/docs/reference/comparison",
   "project": "Haystack",
   "repository": "https://github.com/deepset-ai/haystack",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Framework Comparison\u00b6",
    "How SynthOrg compares to agent orchestration frameworks, platforms, and research projects.",
    "| Framework | Category | License | Pricing | Self-Hosted | Org Structure | Multi-Agent | Task Delegation | Human-in-the-Loop |",
    "| [Haystack](https://haystack.deepset.ai/) | Multi-Agent Framework | Apache-2.0 | Open-core | \u2714 | - | ~ | ~ | \u2714 |",
    "- **Haystack** -- [Website](https://haystack.deepset.ai/) -- [Repository](https://github.com/deepset-ai/haystack)"
   ],
   "repository_evidence": [
    "# Framework Comparison\u00b6",
    "- **Haystack** -- [Website](https://haystack.deepset.ai/) -- [Repository](https://github.com/deepset-ai/haystack)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://synthorg.io/docs/reference/comparison",
   "project": "ChatDev",
   "repository": "https://github.com/OpenBMB/ChatDev",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Framework Comparison\u00b6",
    "How SynthOrg compares to agent orchestration frameworks, platforms, and research projects.",
    "| Framework | Category | License | Pricing | Self-Hosted | Org Structure | Multi-Agent | Task Delegation | Human-in-the-Loop |",
    "| [ChatDev](https://chatdev.ai/) | Virtual Org Simulator | Apache-2.0 | Free | \u2714 | ~ | \u2714 | ~ | ~ |",
    "- **ChatDev** -- [Website](https://chatdev.ai/) -- [Repository](https://github.com/OpenBMB/ChatDev)"
   ],
   "repository_evidence": [
    "# Framework Comparison\u00b6",
    "- **ChatDev** -- [Website](https://chatdev.ai/) -- [Repository](https://github.com/OpenBMB/ChatDev)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://synthorg.io/docs/reference/comparison",
   "project": "MetaGPT",
   "repository": "https://github.com/FoundationAgents/MetaGPT",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Framework Comparison\u00b6",
    "How SynthOrg compares to agent orchestration frameworks, platforms, and research projects.",
    "| Framework | Category | License | Pricing | Self-Hosted | Org Structure | Multi-Agent | Task Delegation | Human-in-the-Loop |",
    "| [MetaGPT](https://docs.deepwisdom.ai/) | Virtual Org Simulator | MIT | Open-core | \u2714 | ~ | \u2714 | \u2714 | ~ |",
    "- **MetaGPT** -- [Website](https://docs.deepwisdom.ai/) -- [Repository](https://github.com/FoundationAgents/MetaGPT)"
   ],
   "repository_evidence": [
    "# Framework Comparison\u00b6",
    "- **MetaGPT** -- [Website](https://docs.deepwisdom.ai/) -- [Repository](https://github.com/FoundationAgents/MetaGPT)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://synthorg.io/docs/reference/comparison",
   "project": "Inngest AgentKit",
   "repository": "https://github.com/inngest/agent-kit",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Framework Comparison\u00b6",
    "How SynthOrg compares to agent orchestration frameworks, platforms, and research projects.",
    "| Framework | Category | License | Pricing | Self-Hosted | Org Structure | Multi-Agent | Task Delegation | Human-in-the-Loop |",
    "| [Inngest AgentKit](https://www.inngest.com) | Multi-Agent Framework | Apache-2.0 | Open-core | \u2714 | - | \u2714 | ~ | ~ |",
    "- **Inngest AgentKit** -- [Website](https://www.inngest.com) -- [Repository](https://github.com/inngest/agent-kit)"
   ],
   "repository_evidence": [
    "# Framework Comparison\u00b6",
    "- **Inngest AgentKit** -- [Website](https://www.inngest.com) -- [Repository](https://github.com/inngest/agent-kit)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://synthorg.io/docs/reference/comparison",
   "project": "Temporal",
   "repository": "https://github.com/temporalio/temporal",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Framework Comparison\u00b6",
    "How SynthOrg compares to agent orchestration frameworks, platforms, and research projects.",
    "| Framework | Category | License | Pricing | Self-Hosted | Org Structure | Multi-Agent | Task Delegation | Human-in-the-Loop |",
    "| [Temporal](https://temporal.io) | Workflow Engine | MIT | Open-core | \u2714 | - | ~ | \u2714 | \u2714 |",
    "- **Temporal** -- [Website](https://temporal.io) -- [Repository](https://github.com/temporalio/temporal)"
   ],
   "repository_evidence": [
    "# Framework Comparison\u00b6",
    "- **Temporal** -- [Website](https://temporal.io) -- [Repository](https://github.com/temporalio/temporal)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://synthorg.io/docs/reference/comparison",
   "project": "n8n",
   "repository": "https://github.com/n8n-io/n8n",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Framework Comparison\u00b6",
    "How SynthOrg compares to agent orchestration frameworks, platforms, and research projects.",
    "| Framework | Category | License | Pricing | Self-Hosted | Org Structure | Multi-Agent | Task Delegation | Human-in-the-Loop |",
    "| [n8n](https://n8n.io) | Workflow Engine | SUL-1.0 | Depends | \u2714 | - | ~ | ~ | \u2714 |",
    "- **n8n** -- [Website](https://n8n.io) -- [Repository](https://github.com/n8n-io/n8n)"
   ],
   "repository_evidence": [
    "# Framework Comparison\u00b6",
    "- **n8n** -- [Website](https://n8n.io) -- [Repository](https://github.com/n8n-io/n8n)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://synthorg.io/docs/reference/comparison",
   "project": "Dify",
   "repository": "https://github.com/langgenius/dify",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Framework Comparison\u00b6",
    "How SynthOrg compares to agent orchestration frameworks, platforms, and research projects.",
    "| Framework | Category | License | Pricing | Self-Hosted | Org Structure | Multi-Agent | Task Delegation | Human-in-the-Loop |",
    "| [Dify](https://dify.ai) | Workflow Engine | Apache-2.0 | Open-core | \u2714 | - | ~ | ~ | \u2714 |",
    "- **Dify** -- [Website](https://dify.ai) -- [Repository](https://github.com/langgenius/dify)"
   ],
   "repository_evidence": [
    "# Framework Comparison\u00b6",
    "- **Dify** -- [Website](https://dify.ai) -- [Repository](https://github.com/langgenius/dify)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://synthorg.io/docs/reference/comparison",
   "project": "Restack",
   "repository": "https://github.com/restackio",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Framework Comparison\u00b6",
    "How SynthOrg compares to agent orchestration frameworks, platforms, and research projects.",
    "| Framework | Category | License | Pricing | Self-Hosted | Org Structure | Multi-Agent | Task Delegation | Human-in-the-Loop |",
    "| [Restack](https://www.restack.io/) | Workflow Engine | Apache-2.0 | Open-core | \u2714 | - | ~ | ~ | ~ |",
    "- **Restack** -- [Website](https://www.restack.io/) -- [Repository](https://github.com/restackio)"
   ],
   "repository_evidence": [
    "# Framework Comparison\u00b6",
    "- **Restack** -- [Website](https://www.restack.io/) -- [Repository](https://github.com/restackio)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://synthorg.io/docs/reference/comparison",
   "project": "Flyte",
   "repository": "https://github.com/flyteorg/flyte",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Framework Comparison\u00b6",
    "How SynthOrg compares to agent orchestration frameworks, platforms, and research projects.",
    "| Framework | Category | License | Pricing | Self-Hosted | Org Structure | Multi-Agent | Task Delegation | Human-in-the-Loop |",
    "| [Flyte](https://flyte.org) | Workflow Engine | Apache-2.0 | Open-core | \u2714 | - | ~ | ~ | \u2714 |",
    "- **Flyte** -- [Website](https://flyte.org) -- [Repository](https://github.com/flyteorg/flyte)"
   ],
   "repository_evidence": [
    "# Framework Comparison\u00b6",
    "- **Flyte** -- [Website](https://flyte.org) -- [Repository](https://github.com/flyteorg/flyte)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://synthorg.io/docs/reference/comparison",
   "project": "Flowise",
   "repository": "https://github.com/FlowiseAI/Flowise",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Framework Comparison\u00b6",
    "How SynthOrg compares to agent orchestration frameworks, platforms, and research projects.",
    "| Framework | Category | License | Pricing | Self-Hosted | Org Structure | Multi-Agent | Task Delegation | Human-in-the-Loop |",
    "| [Flowise](https://flowiseai.com) | Workflow Engine | Apache-2.0 | Open-core | \u2714 | - | \u2714 | \u2714 | \u2714 |",
    "- **Flowise** -- [Website](https://flowiseai.com) -- [Repository](https://github.com/FlowiseAI/Flowise)"
   ],
   "repository_evidence": [
    "# Framework Comparison\u00b6",
    "- **Flowise** -- [Website](https://flowiseai.com) -- [Repository](https://github.com/FlowiseAI/Flowise)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://synthorg.io/docs/reference/comparison",
   "project": "Langflow",
   "repository": "https://github.com/langflow-ai/langflow",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Framework Comparison\u00b6",
    "How SynthOrg compares to agent orchestration frameworks, platforms, and research projects.",
    "| Framework | Category | License | Pricing | Self-Hosted | Org Structure | Multi-Agent | Task Delegation | Human-in-the-Loop |",
    "| [Langflow](https://www.langflow.org) | Workflow Engine | MIT | Open-core | \u2714 | - | ~ | ~ | ~ |",
    "- **Langflow** -- [Website](https://www.langflow.org) -- [Repository](https://github.com/langflow-ai/langflow)"
   ],
   "repository_evidence": [
    "# Framework Comparison\u00b6",
    "- **Langflow** -- [Website](https://www.langflow.org) -- [Repository](https://github.com/langflow-ai/langflow)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://synthorg.io/docs/reference/comparison",
   "project": "AutoGPT",
   "repository": "https://github.com/Significant-Gravitas/AutoGPT",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Framework Comparison\u00b6",
    "How SynthOrg compares to agent orchestration frameworks, platforms, and research projects.",
    "| Framework | Category | License | Pricing | Self-Hosted | Org Structure | Multi-Agent | Task Delegation | Human-in-the-Loop |",
    "| [AutoGPT](https://agpt.co) | Workflow Engine | PolyForm-Shield-1.0.0 | Open-core | \u2714 | - | ~ | ~ | ~ |",
    "- **AutoGPT** -- [Website](https://agpt.co) -- [Repository](https://github.com/Significant-Gravitas/AutoGPT)"
   ],
   "repository_evidence": [
    "# Framework Comparison\u00b6",
    "- **AutoGPT** -- [Website](https://agpt.co) -- [Repository](https://github.com/Significant-Gravitas/AutoGPT)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://synthorg.io/docs/reference/comparison",
   "project": "Motia",
   "repository": "https://github.com/MotiaDev/motia",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Framework Comparison\u00b6",
    "How SynthOrg compares to agent orchestration frameworks, platforms, and research projects.",
    "| Framework | Category | License | Pricing | Self-Hosted | Org Structure | Multi-Agent | Task Delegation | Human-in-the-Loop |",
    "| [Motia](https://motia.dev) | Workflow Engine | ELv2 | Depends | \u2714 | - | ~ | ~ | ~ |",
    "- **Motia** -- [Website](https://motia.dev) -- [Repository](https://github.com/MotiaDev/motia)"
   ],
   "repository_evidence": [
    "# Framework Comparison\u00b6",
    "- **Motia** -- [Website](https://motia.dev) -- [Repository](https://github.com/MotiaDev/motia)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://synthorg.io/docs/reference/comparison",
   "project": "LangSmith",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Framework Comparison\u00b6",
    "How SynthOrg compares to agent orchestration frameworks, platforms, and research projects.",
    "| Framework | Category | License | Pricing | Self-Hosted | Org Structure | Multi-Agent | Task Delegation | Human-in-the-Loop |",
    "| [LangSmith](https://smith.langchain.com) | Commercial Platform | Proprietary | Paid | ~ | - | ~ | ~ | \u2714 |",
    "- **LangSmith** -- [Website](https://smith.langchain.com)"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://synthorg.io/docs/reference/comparison",
   "project": "Amazon Bedrock Agents",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Framework Comparison\u00b6",
    "How SynthOrg compares to agent orchestration frameworks, platforms, and research projects.",
    "| Framework | Category | License | Pricing | Self-Hosted | Org Structure | Multi-Agent | Task Delegation | Human-in-the-Loop |",
    "| [Amazon Bedrock Agents](https://aws.amazon.com/bedrock/agents/) | Commercial Platform | Proprietary | Paid | - | ~ | \u2714 | \u2714 | \u2714 |",
    "- **Amazon Bedrock Agents** -- [Website](https://aws.amazon.com/bedrock/agents/)"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://synthorg.io/docs/reference/comparison",
   "project": "Vertex AI Agent Builder",
   "repository": "https://github.com/google/adk-python",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Framework Comparison\u00b6",
    "How SynthOrg compares to agent orchestration frameworks, platforms, and research projects.",
    "| Framework | Category | License | Pricing | Self-Hosted | Org Structure | Multi-Agent | Task Delegation | Human-in-the-Loop |",
    "| [Vertex AI Agent Builder](https://cloud.google.com/products/agent-builder) | Commercial Platform | Proprietary | Paid | - | - | \u2714 | \u2714 | \u2714 |",
    "- **Vertex AI Agent Builder** -- [Website](https://cloud.google.com/products/agent-builder) -- [Repository](https://github.com/google/adk-python)"
   ],
   "repository_evidence": [
    "# Framework Comparison\u00b6",
    "- **Vertex AI Agent Builder** -- [Website](https://cloud.google.com/products/agent-builder) -- [Repository](https://github.com/google/adk-python)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://synthorg.io/docs/reference/comparison",
   "project": "Agentforce",
   "repository": "https://github.com/salesforce/agent-sdk",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Framework Comparison\u00b6",
    "How SynthOrg compares to agent orchestration frameworks, platforms, and research projects.",
    "| Framework | Category | License | Pricing | Self-Hosted | Org Structure | Multi-Agent | Task Delegation | Human-in-the-Loop |",
    "| [Agentforce](https://www.salesforce.com/agentforce/) | Commercial Platform | Proprietary | Paid | - | - | \u2714 | \u2714 | \u2714 |",
    "- **Agentforce** -- [Website](https://www.salesforce.com/agentforce/) -- [Repository](https://github.com/salesforce/agent-sdk)"
   ],
   "repository_evidence": [
    "# Framework Comparison\u00b6",
    "- **Agentforce** -- [Website](https://www.salesforce.com/agentforce/) -- [Repository](https://github.com/salesforce/agent-sdk)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://synthorg.io/docs/reference/comparison",
   "project": "Relevance AI",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Framework Comparison\u00b6",
    "How SynthOrg compares to agent orchestration frameworks, platforms, and research projects.",
    "| Framework | Category | License | Pricing | Self-Hosted | Org Structure | Multi-Agent | Task Delegation | Human-in-the-Loop |",
    "| [Relevance AI](https://relevanceai.com) | Commercial Platform | Proprietary | Paid | - | ~ | \u2714 | \u2714 | \u2714 |",
    "- **Relevance AI** -- [Website](https://relevanceai.com)"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://synthorg.io/docs/reference/comparison",
   "project": "Julep",
   "repository": "https://github.com/julep-ai/julep",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Framework Comparison\u00b6",
    "How SynthOrg compares to agent orchestration frameworks, platforms, and research projects.",
    "| Framework | Category | License | Pricing | Self-Hosted | Org Structure | Multi-Agent | Task Delegation | Human-in-the-Loop |",
    "| [Julep](https://julep.ai) | Workflow Engine | Apache-2.0 | Free | \u2714 | - | ~ | ~ | ~ |",
    "- **Julep** -- [Website](https://julep.ai) -- [Repository](https://github.com/julep-ai/julep)"
   ],
   "repository_evidence": [
    "# Framework Comparison\u00b6",
    "- **Julep** -- [Website](https://julep.ai) -- [Repository](https://github.com/julep-ai/julep)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://synthorg.io/docs/reference/comparison",
   "project": "LlamaIndex Workflows",
   "repository": "https://github.com/run-llama/llama_index",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Framework Comparison\u00b6",
    "How SynthOrg compares to agent orchestration frameworks, platforms, and research projects.",
    "| Framework | Category | License | Pricing | Self-Hosted | Org Structure | Multi-Agent | Task Delegation | Human-in-the-Loop |",
    "| [LlamaIndex Workflows](https://www.llamaindex.ai/) | Developer Tool | MIT | Open-core | ~ | - | \u2714 | ~ | \u2714 |",
    "- **LlamaIndex Workflows** -- [Website](https://www.llamaindex.ai/) -- [Repository](https://github.com/run-llama/llama_index)"
   ],
   "repository_evidence": [
    "# Framework Comparison\u00b6",
    "- **LlamaIndex Workflows** -- [Website](https://www.llamaindex.ai/) -- [Repository](https://github.com/run-llama/llama_index)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://synthorg.io/docs/reference/comparison",
   "project": "Composio",
   "repository": "https://github.com/ComposioHQ/composio",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Framework Comparison\u00b6",
    "How SynthOrg compares to agent orchestration frameworks, platforms, and research projects.",
    "| Framework | Category | License | Pricing | Self-Hosted | Org Structure | Multi-Agent | Task Delegation | Human-in-the-Loop |",
    "| [Composio](https://composio.dev) | Developer Tool | MIT | Open-core | \u2714 | - | - | - | - |",
    "- **Composio** -- [Website](https://composio.dev) -- [Repository](https://github.com/ComposioHQ/composio)"
   ],
   "repository_evidence": [
    "# Framework Comparison\u00b6",
    "- **Composio** -- [Website](https://composio.dev) -- [Repository](https://github.com/ComposioHQ/composio)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://synthorg.io/docs/reference/comparison",
   "project": "E2B",
   "repository": "https://github.com/e2b-dev/E2B",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Framework Comparison\u00b6",
    "How SynthOrg compares to agent orchestration frameworks, platforms, and research projects.",
    "| Framework | Category | License | Pricing | Self-Hosted | Org Structure | Multi-Agent | Task Delegation | Human-in-the-Loop |",
    "| [E2B](https://e2b.dev) | Developer Tool | Apache-2.0 | Open-core | \u2714 | - | - | - | - |",
    "- **E2B** -- [Website](https://e2b.dev) -- [Repository](https://github.com/e2b-dev/E2B)"
   ],
   "repository_evidence": [
    "# Framework Comparison\u00b6",
    "- **E2B** -- [Website](https://e2b.dev) -- [Repository](https://github.com/e2b-dev/E2B)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://synthorg.io/docs/reference/comparison",
   "project": "OpenHands",
   "repository": "https://github.com/OpenHands/OpenHands",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Framework Comparison\u00b6",
    "How SynthOrg compares to agent orchestration frameworks, platforms, and research projects.",
    "| Framework | Category | License | Pricing | Self-Hosted | Org Structure | Multi-Agent | Task Delegation | Human-in-the-Loop |",
    "| [OpenHands](https://openhands.dev) | Developer Tool | MIT | Open-core | \u2714 | - | \u2714 | \u2714 | \u2714 |",
    "- **OpenHands** -- [Website](https://openhands.dev) -- [Repository](https://github.com/OpenHands/OpenHands)"
   ],
   "repository_evidence": [
    "# Framework Comparison\u00b6",
    "- **OpenHands** -- [Website](https://openhands.dev) -- [Repository](https://github.com/OpenHands/OpenHands)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://synthorg.io/docs/reference/comparison",
   "project": "Rivet",
   "repository": "https://github.com/Ironclad/rivet",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Framework Comparison\u00b6",
    "How SynthOrg compares to agent orchestration frameworks, platforms, and research projects.",
    "| Framework | Category | License | Pricing | Self-Hosted | Org Structure | Multi-Agent | Task Delegation | Human-in-the-Loop |",
    "| [Rivet](https://rivet.ironcladapp.com) | Developer Tool | MIT | Free | \u2714 | - | ~ | ~ | ~ |",
    "- **Rivet** -- [Website](https://rivet.ironcladapp.com) -- [Repository](https://github.com/Ironclad/rivet)"
   ],
   "repository_evidence": [
    "# Framework Comparison\u00b6",
    "- **Rivet** -- [Website](https://rivet.ironcladapp.com) -- [Repository](https://github.com/Ironclad/rivet)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://synthorg.io/docs/reference/comparison",
   "project": "Vercel AI SDK",
   "repository": "https://github.com/vercel/ai",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Framework Comparison\u00b6",
    "How SynthOrg compares to agent orchestration frameworks, platforms, and research projects.",
    "| Framework | Category | License | Pricing | Self-Hosted | Org Structure | Multi-Agent | Task Delegation | Human-in-the-Loop |",
    "| [Vercel AI SDK](https://ai-sdk.dev) | Developer Tool | Apache-2.0 | Open-core | \u2714 | - | ~ | ~ | ~ |",
    "- **Vercel AI SDK** -- [Website](https://ai-sdk.dev) -- [Repository](https://github.com/vercel/ai)"
   ],
   "repository_evidence": [
    "# Framework Comparison\u00b6",
    "- **Vercel AI SDK** -- [Website](https://ai-sdk.dev) -- [Repository](https://github.com/vercel/ai)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://synthorg.io/docs/reference/comparison",
   "project": "Llama Stack",
   "repository": "https://github.com/meta-llama/llama-stack",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Framework Comparison\u00b6",
    "How SynthOrg compares to agent orchestration frameworks, platforms, and research projects.",
    "| Framework | Category | License | Pricing | Self-Hosted | Org Structure | Multi-Agent | Task Delegation | Human-in-the-Loop |",
    "| [Llama Stack](https://llamastack.github.io/) | Developer Tool | MIT | Free | \u2714 | - | - | - | ~ |",
    "- **Llama Stack** -- [Website](https://llamastack.github.io/) -- [Repository](https://github.com/meta-llama/llama-stack)"
   ],
   "repository_evidence": [
    "# Framework Comparison\u00b6",
    "- **Llama Stack** -- [Website](https://llamastack.github.io/) -- [Repository](https://github.com/meta-llama/llama-stack)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://synthorg.io/docs/reference/comparison",
   "project": "Atomic Agents",
   "repository": "https://github.com/BrainBlend-AI/atomic-agents",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Framework Comparison\u00b6",
    "How SynthOrg compares to agent orchestration frameworks, platforms, and research projects.",
    "| Framework | Category | License | Pricing | Self-Hosted | Org Structure | Multi-Agent | Task Delegation | Human-in-the-Loop |",
    "| [Atomic Agents](https://github.com/BrainBlend-AI/atomic-agents) | Developer Tool | MIT | Free | \u2714 | - | ~ | ~ | ~ |",
    "- **Atomic Agents** -- [Website](https://github.com/BrainBlend-AI/atomic-agents) -- [Repository](https://github.com/BrainBlend-AI/atomic-agents)"
   ],
   "repository_evidence": [
    "# Framework Comparison\u00b6",
    "- **Atomic Agents** -- [Website](https://github.com/BrainBlend-AI/atomic-agents) -- [Repository](https://github.com/BrainBlend-AI/atomic-agents)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://pub.towardsai.net/openmanus-vs-manus-ai-the-open-source-ai-thats-disrupting-exclusive-tech-991f2de09584",
   "project": "OpenManus",
   "repository": null,
   "stars": "16000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "OpenManus vs. Manus AI: The Open-Source AI That\u2019s Disrupting Exclusive Tech",
    "Enter **OpenManus**, an open-source alternative crafted by the MetaGPT team in just three hours on March 15, 2025."
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "OpenManus vs. Manus AI: The Open-Source AI That\u2019s Disrupting Exclusive Tech",
    "With over **16,000 GitHub stars in two days**, OpenManus isn\u2019t just a response \u2014 it\u2019s a rebellion against exclusivity, solving a real-world problem: equitable access to cutting-edge AI."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://nerq.ai/compare/ag2ai-fastagency-vs-kagentlms-qwen-7b-mat",
   "project": "fastagency",
   "repository": null,
   "stars": "528",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# fastagency vs kagentlms_qwen_7b_mat \u2014 Trust Score Comparison",
    "Side-by-side trust comparison of fastagency and kagentlms_qwen_7b_mat.",
    "fastagency is a agent_platform agent with 528 stars."
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# fastagency vs kagentlms_qwen_7b_mat \u2014 Trust Score Comparison",
    "Side-by-side trust comparison of fastagency and kagentlms_qwen_7b_mat.",
    "fastagency is a agent_platform agent with 528 stars."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://nerq.ai/compare/ag2ai-fastagency-vs-kagentlms-qwen-7b-mat",
   "project": "kagentlms_qwen_7b_mat",
   "repository": null,
   "stars": "15",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# fastagency vs kagentlms_qwen_7b_mat \u2014 Trust Score Comparison",
    "Side-by-side trust comparison of fastagency and kagentlms_qwen_7b_mat.",
    "kagentlms_qwen_7b_mat is a agent_platform agent with 15 stars."
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# fastagency vs kagentlms_qwen_7b_mat \u2014 Trust Score Comparison",
    "Side-by-side trust comparison of fastagency and kagentlms_qwen_7b_mat.",
    "kagentlms_qwen_7b_mat is a agent_platform agent with 15 stars."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://andrew.ooo/posts/smolagents-huggingface-code-first-agent-library",
   "project": "smolagents",
   "repository": "https://github.com/huggingface/smolagents",
   "stars": "24100",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# smolagents Review: Hugging Face's Code-First Agent Library",
    "**smolagents** is Hugging Face\u2019s deliberately small, deliberately opinionated agent library \u2014 and it is having a moment."
   ],
   "repository_evidence": [
    "# smolagents Review: Hugging Face's Code-First Agent Library",
    "- **The agent loop fits in ~1,000 lines** of Python (see [`agents.py`](https://github.com/huggingface/smolagents/blob/main/src/smolagents/agents.py))"
   ],
   "stars_evidence": [
    "# smolagents Review: Hugging Face's Code-First Agent Library",
    "It crossed **20,000 GitHub stars** in early 2025, hit **4,100+ new stars in the first two weeks of April 2026** (per [Fazm\u2019s monthly roundup](https://fazm.ai/blog/new-open-source-ai-projects-github-hugging-face-april-2026)), and was just included in Hugging Face\u2019s headline \u201cagentic stack\u201d alongside `transformers` and `datasets`."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://aiworkflowlab.dev/article/agent-memory-mem0-vs-letta-vs-zep-2026",
   "project": "Mem0",
   "repository": "https://github.com/mem0ai/mem0",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Mem0 vs Letta vs Zep: Agent Memory for Production AI Agents (2026)",
    "Mem0 deep dive: extracted-fact memory",
    "Mem0 is the simplest framework to slot into an existing agent."
   ],
   "repository_evidence": [
    "Mem0 vs Letta vs Zep: Agent Memory for Production AI Agents (2026)",
    "Mem0 deep dive: extracted-fact memory",
    "See the [Mem0 GitHub repository](https://github.com/mem0ai/mem0) for the methodology."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://aiworkflowlab.dev/article/agent-memory-mem0-vs-letta-vs-zep-2026",
   "project": "Letta",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Mem0 vs Letta vs Zep: Agent Memory for Production AI Agents (2026)",
    "Letta deep dive: stateful agents with memory blocks",
    "Letta is the production successor to the [MemGPT paper (arXiv 2310.08560)](https://arxiv.org/abs/2310.08560)."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://aiworkflowlab.dev/article/agent-memory-mem0-vs-letta-vs-zep-2026",
   "project": "Zep",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Mem0 vs Letta vs Zep: Agent Memory for Production AI Agents (2026)",
    "Zep deep dive: temporal knowledge graphs with Graphiti",
    "Zep takes a third approach."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://aiworkflowlab.dev/article/agent-memory-mem0-vs-letta-vs-zep-2026",
   "project": "Graphiti",
   "repository": "https://github.com/getzep/graphiti",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Mem0 vs Letta vs Zep: Agent Memory for Production AI Agents (2026)",
    "Zep deep dive: temporal knowledge graphs with Graphiti",
    "It builds a knowledge graph of entities and relationships as the conversation flows, using its open-source [Graphiti library](https://github.com/getzep/graphiti)."
   ],
   "repository_evidence": [
    "Mem0 vs Letta vs Zep: Agent Memory for Production AI Agents (2026)",
    "Zep deep dive: temporal knowledge graphs with Graphiti",
    "It builds a knowledge graph of entities and relationships as the conversation flows, using its open-source [Graphiti library](https://github.com/getzep/graphiti)."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://respan.ai/market-map/compare/openai-agents-sdk-vs-strands",
   "project": "OpenAI Agents SDK",
   "repository": "https://github.com/openai/openai-agents-python",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# OpenAI Agents SDK vs Strands: Agent Frameworks Comparison",
    "Compare OpenAI Agents SDK and Strands side by side.",
    "Choose OpenAI Agents SDK if completely free and open-source SDK."
   ],
   "repository_evidence": [
    "# OpenAI Agents SDK vs Strands: Agent Frameworks Comparison",
    "| Website | [github.com](https://github.com/openai/openai-agents-python) | [github.com](https://github.com/amzn/amazon-strands) |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://respan.ai/market-map/compare/openai-agents-sdk-vs-strands",
   "project": "Strands",
   "repository": "https://github.com/amzn/amazon-strands",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# OpenAI Agents SDK vs Strands: Agent Frameworks Comparison",
    "Compare OpenAI Agents SDK and Strands side by side.",
    "Choose Strands if production-proven by AWS teams (Amazon Q, AWS Glue)."
   ],
   "repository_evidence": [
    "# OpenAI Agents SDK vs Strands: Agent Frameworks Comparison",
    "| Website | [github.com](https://github.com/openai/openai-agents-python) | [github.com](https://github.com/amzn/amazon-strands) |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://copilot-alternatives.com/blog/best-byok-ai-coding-assistants-2026",
   "project": "Cline",
   "repository": null,
   "stars": "63000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Best BYOK AI Coding Assistants 2026 (Bring Your Own Key) \u2014 Real Costs Compared",
    "The best options: [Cline](https://copilot-alternatives.com/alternative/cline) (VS Code agent, 63k stars), [Kilo Code](https://copilot-alternatives.com/alternative/kilo-code) (500+ models, JetBrains support, zero markup gateway), and [Aider](https://copilot-alternatives.com/alternative/aider-ai) (CLI/terminal, git-native).",
    "| Tool | Interface | IDE support | Autocomplete | Agent | Local models | Stars |",
    "| [**Cline**](https://copilot-alternatives.com/alternative/cline) | VS Code sidebar | VS Code, JetBrains (EA), Cursor, Devin Desktop, Zed, Neovim | \u274c | \u2705 Plan/Act + browser | \u2705 Ollama | 63k+ |",
    "### 1. Cline \u2014 Best BYOK Agent for VS Code",
    "[Cline](https://copilot-alternatives.com/alternative/cline) is the most widely adopted BYOK coding agent: 5M+ VS Code installs, 63,000+ GitHub stars, Apache 2.0 license."
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# Best BYOK AI Coding Assistants 2026 (Bring Your Own Key) \u2014 Real Costs Compared",
    "The best options: [Cline](https://copilot-alternatives.com/alternative/cline) (VS Code agent, 63k stars), [Kilo Code](https://copilot-alternatives.com/alternative/kilo-code) (500+ models, JetBrains support, zero markup gateway), and [Aider](https://copilot-alternatives.com/alternative/aider-ai) (CLI/terminal, git-native).",
    "| Tool | Interface | IDE support | Autocomplete | Agent | Local models | Stars |",
    "| [**Cline**](https://copilot-alternatives.com/alternative/cline) | VS Code sidebar | VS Code, JetBrains (EA), Cursor, Devin Desktop, Zed, Neovim | \u274c | \u2705 Plan/Act + browser | \u2705 Ollama | 63k+ |",
    "### 1. Cline \u2014 Best BYOK Agent for VS Code",
    "[Cline](https://copilot-alternatives.com/alternative/cline) is the most widely adopted BYOK coding agent: 5M+ VS Code installs, 63,000+ GitHub stars, Apache 2.0 license."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://copilot-alternatives.com/blog/best-byok-ai-coding-assistants-2026",
   "project": "Kilo Code",
   "repository": null,
   "stars": "16000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Best BYOK AI Coding Assistants 2026 (Bring Your Own Key) \u2014 Real Costs Compared",
    "The best options: [Cline](https://copilot-alternatives.com/alternative/cline) (VS Code agent, 63k stars), [Kilo Code](https://copilot-alternatives.com/alternative/kilo-code) (500+ models, JetBrains support, zero markup gateway), and [Aider](https://copilot-alternatives.com/alternative/aider-ai) (CLI/terminal, git-native).",
    "| Tool | Interface | IDE support | Autocomplete | Agent | Local models | Stars |",
    "| [**Kilo Code**](https://copilot-alternatives.com/alternative/kilo-code) | VS Code sidebar | VS Code, JetBrains, CLI | \u274c | \u2705 5 agent modes | \u2705 Ollama | 16k+ |",
    "### 2. Kilo Code \u2014 Best BYOK for JetBrains, Maximum Model Choice, and Teams",
    "[Kilo Code](https://copilot-alternatives.com/alternative/kilo-code) emerged from the Roo Code / Cline open-source lineage (Roo Code was archived May 2026 \u2014 Kilo Code is the actively maintained evolution)."
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# Best BYOK AI Coding Assistants 2026 (Bring Your Own Key) \u2014 Real Costs Compared",
    "| Tool | Interface | IDE support | Autocomplete | Agent | Local models | Stars |",
    "| [**Kilo Code**](https://copilot-alternatives.com/alternative/kilo-code) | VS Code sidebar | VS Code, JetBrains, CLI | \u274c | \u2705 5 agent modes | \u2705 Ollama | 16k+ |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://copilot-alternatives.com/blog/best-byok-ai-coding-assistants-2026",
   "project": "Aider",
   "repository": null,
   "stars": "41000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Best BYOK AI Coding Assistants 2026 (Bring Your Own Key) \u2014 Real Costs Compared",
    "The best options: [Cline](https://copilot-alternatives.com/alternative/cline) (VS Code agent, 63k stars), [Kilo Code](https://copilot-alternatives.com/alternative/kilo-code) (500+ models, JetBrains support, zero markup gateway), and [Aider](https://copilot-alternatives.com/alternative/aider-ai) (CLI/terminal, git-native).",
    "| Tool | Interface | IDE support | Autocomplete | Agent | Local models | Stars |",
    "| [**Aider**](https://copilot-alternatives.com/alternative/aider-ai) | Terminal (CLI) | Any (terminal-native) | \u274c | \u2705 Git-native | \u2705 Ollama | 41k+ |",
    "### 3. Aider \u2014 Best BYOK for Terminal and Git-Native Workflows",
    "[Aider](https://copilot-alternatives.com/alternative/aider-ai) is the gold standard for terminal-native BYOK coding."
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# Best BYOK AI Coding Assistants 2026 (Bring Your Own Key) \u2014 Real Costs Compared",
    "The best options: [Cline](https://copilot-alternatives.com/alternative/cline) (VS Code agent, 63k stars), [Kilo Code](https://copilot-alternatives.com/alternative/kilo-code) (500+ models, JetBrains support, zero markup gateway), and [Aider](https://copilot-alternatives.com/alternative/aider-ai) (CLI/terminal, git-native).",
    "| Tool | Interface | IDE support | Autocomplete | Agent | Local models | Stars |",
    "| [**Aider**](https://copilot-alternatives.com/alternative/aider-ai) | Terminal (CLI) | Any (terminal-native) | \u274c | \u2705 Git-native | \u2705 Ollama | 41k+ |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://copilot-alternatives.com/blog/best-byok-ai-coding-assistants-2026",
   "project": "Goose",
   "repository": null,
   "stars": "32000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Best BYOK AI Coding Assistants 2026 (Bring Your Own Key) \u2014 Real Costs Compared",
    "| Tool | Interface | IDE support | Autocomplete | Agent | Local models | Stars |",
    "| **Goose** | CLI + Desktop app | Terminal + GUI | \u274c | \u2705 Skill-based | \u2705 Ollama | 32k+ |",
    "### 4. Goose \u2014 Best BYOK Desktop + CLI Option",
    "Goose, built by Block (Square), is a BYOK agent available as both a CLI and a native desktop application."
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# Best BYOK AI Coding Assistants 2026 (Bring Your Own Key) \u2014 Real Costs Compared",
    "| Tool | Interface | IDE support | Autocomplete | Agent | Local models | Stars |",
    "| **Goose** | CLI + Desktop app | Terminal + GUI | \u274c | \u2705 Skill-based | \u2705 Ollama | 32k+ |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://copilot-alternatives.com/blog/best-byok-ai-coding-assistants-2026",
   "project": "OpenCode",
   "repository": null,
   "stars": "150000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Best BYOK AI Coding Assistants 2026 (Bring Your Own Key) \u2014 Real Costs Compared",
    "| Tool | Interface | IDE support | Autocomplete | Agent | Local models | Stars |",
    "| **OpenCode** | Terminal TUI | Terminal | \u274c | \u2705 Full agent | \u2705 Ollama | 150k+ |",
    "### 5. OpenCode \u2014 The Broadest Model Support in Open Source",
    "OpenCode has grown into one of the most significant fully open-source BYOK agents: MIT licensed, 150,000+ GitHub stars, and support for 75+ model providers \u2014 the broadest model flexibility of any BYOK tool."
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# Best BYOK AI Coding Assistants 2026 (Bring Your Own Key) \u2014 Real Costs Compared",
    "| Tool | Interface | IDE support | Autocomplete | Agent | Local models | Stars |",
    "| **OpenCode** | Terminal TUI | Terminal | \u274c | \u2705 Full agent | \u2705 Ollama | 150k+ |",
    "### 5. OpenCode \u2014 The Broadest Model Support in Open Source",
    "OpenCode has grown into one of the most significant fully open-source BYOK agents: MIT licensed, 150,000+ GitHub stars, and support for 75+ model providers \u2014 the broadest model flexibility of any BYOK tool."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://copilot-alternatives.com/blog/best-byok-ai-coding-assistants-2026",
   "project": "Tabby",
   "repository": null,
   "stars": "33000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Best BYOK AI Coding Assistants 2026 (Bring Your Own Key) \u2014 Real Costs Compared",
    "| Tool | Interface | IDE support | Autocomplete | Agent | Local models | Stars |",
    "| [**Tabby**](https://copilot-alternatives.com/alternative/tabby) | Self-hosted server | VS Code, JetBrains, Neovim | \u2705 Unlimited | Limited | \u2705 Required | 33k+ |",
    "| Team self-hosted | [Tabby](https://copilot-alternatives.com/alternative/tabby) + StarCoder 2 | NVIDIA GPU server |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# Best BYOK AI Coding Assistants 2026 (Bring Your Own Key) \u2014 Real Costs Compared",
    "| Tool | Interface | IDE support | Autocomplete | Agent | Local models | Stars |",
    "| [**Tabby**](https://copilot-alternatives.com/alternative/tabby) | Self-hosted server | VS Code, JetBrains, Neovim | \u2705 Unlimited | Limited | \u2705 Required | 33k+ |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://searchagentsky.com/r/1afdb1da4e90-investigate-live-topic-best-agentic-browsers-ai-browser-agen",
   "project": "Browser Use",
   "repository": null,
   "stars": "97000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Agentic Browsers & AI Browser Agents in 2026 \u2014 Investigative Summary",
    "### \ud83d\udd39 Category 2: Open-Source Developer Frameworks",
    "| Framework | GitHub Stars | Success Rate (WebVoyager) | Role |",
    "| **Browser Use** | 97,000+ | **89.1%** | State-of-the-art open-source agent framework. Model-agnostic (BYOK: OpenAI, Anthropic, Gemini, Ollama). Native MCP server for Claude Desktop. |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "Agentic Browsers & AI Browser Agents in 2026 \u2014 Investigative Summary",
    "### \ud83d\udd39 Category 2: Open-Source Developer Frameworks",
    "| Framework | GitHub Stars | Success Rate (WebVoyager) | Role |",
    "| **Browser Use** | 97,000+ | **89.1%** | State-of-the-art open-source agent framework. Model-agnostic (BYOK: OpenAI, Anthropic, Gemini, Ollama). Native MCP server for Claude Desktop. |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://searchagentsky.com/r/1afdb1da4e90-investigate-live-topic-best-agentic-browsers-ai-browser-agen",
   "project": "Firecrawl",
   "repository": null,
   "stars": "130000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Agentic Browsers & AI Browser Agents in 2026 \u2014 Investigative Summary",
    "### \ud83d\udd39 Category 2: Open-Source Developer Frameworks",
    "| Framework | GitHub Stars | Success Rate (WebVoyager) | Role |",
    "| **Firecrawl** | 130,000+ (top 100 repos overall) | N/A | Web data layer + Firecrawl Browser Sandbox for managed sessions. Best for AI agents needing structured web data. |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "Agentic Browsers & AI Browser Agents in 2026 \u2014 Investigative Summary",
    "### \ud83d\udd39 Category 2: Open-Source Developer Frameworks",
    "| Framework | GitHub Stars | Success Rate (WebVoyager) | Role |",
    "| **Firecrawl** | 130,000+ (top 100 repos overall) | N/A | Web data layer + Firecrawl Browser Sandbox for managed sessions. Best for AI agents needing structured web data. |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://searchagentsky.com/r/1afdb1da4e90-investigate-live-topic-best-agentic-browsers-ai-browser-agen",
   "project": "Skyvern",
   "repository": null,
   "stars": "20000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Agentic Browsers & AI Browser Agents in 2026 \u2014 Investigative Summary",
    "### \ud83d\udd39 Category 2: Open-Source Developer Frameworks",
    "| Framework | GitHub Stars | Success Rate (WebVoyager) | Role |",
    "| **Skyvern** | 20,000+ | **85.85%** | Best for form-heavy, no-code enterprise workflows \u2014 handles CAPTCHA, 2FA, legacy portals. |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "Agentic Browsers & AI Browser Agents in 2026 \u2014 Investigative Summary",
    "### \ud83d\udd39 Category 2: Open-Source Developer Frameworks",
    "| Framework | GitHub Stars | Success Rate (WebVoyager) | Role |",
    "| **Skyvern** | 20,000+ | **85.85%** | Best for form-heavy, no-code enterprise workflows \u2014 handles CAPTCHA, 2FA, legacy portals. |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://searchagentsky.com/r/1afdb1da4e90-investigate-live-topic-best-agentic-browsers-ai-browser-agen",
   "project": "Stagehand",
   "repository": null,
   "stars": "23000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Agentic Browsers & AI Browser Agents in 2026 \u2014 Investigative Summary",
    "### \ud83d\udd39 Category 2: Open-Source Developer Frameworks",
    "| Framework | GitHub Stars | Success Rate (WebVoyager) | Role |",
    "| **Stagehand** | 23,000+ | N/A | TypeScript SDK for developers. |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "Agentic Browsers & AI Browser Agents in 2026 \u2014 Investigative Summary",
    "### \ud83d\udd39 Category 2: Open-Source Developer Frameworks",
    "| Framework | GitHub Stars | Success Rate (WebVoyager) | Role |",
    "| **Stagehand** | 23,000+ | N/A | TypeScript SDK for developers. |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://searchagentsky.com/r/1afdb1da4e90-investigate-live-topic-best-agentic-browsers-ai-browser-agen",
   "project": "Agent Browser",
   "repository": null,
   "stars": "35000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Agentic Browsers & AI Browser Agents in 2026 \u2014 Investigative Summary",
    "### \ud83d\udd39 Category 2: Open-Source Developer Frameworks",
    "| Framework | GitHub Stars | Success Rate (WebVoyager) | Role |",
    "| **Agent Browser** | 35,000+ | N/A | CLI-first browser control for AI agents. |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "Agentic Browsers & AI Browser Agents in 2026 \u2014 Investigative Summary",
    "### \ud83d\udd39 Category 2: Open-Source Developer Frameworks",
    "| Framework | GitHub Stars | Success Rate (WebVoyager) | Role |",
    "| **Agent Browser** | 35,000+ | N/A | CLI-first browser control for AI agents. |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://searchagentsky.com/r/1afdb1da4e90-investigate-live-topic-best-agentic-browsers-ai-browser-agen",
   "project": "Steel",
   "repository": null,
   "stars": "7100",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Agentic Browsers & AI Browser Agents in 2026 \u2014 Investigative Summary",
    "### \ud83d\udd39 Category 3: Managed Infrastructure",
    "- **Steel** \u2014 open-source browser API (7,100+ stars)"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "Agentic Browsers & AI Browser Agents in 2026 \u2014 Investigative Summary",
    "### \ud83d\udd39 Category 3: Managed Infrastructure",
    "- **Steel** \u2014 open-source browser API (7,100+ stars)"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://arxiv.org/pdf/2505.19253v2",
   "project": "GPT Researcher",
   "repository": "https://github.com/assafelovic/gpt-researcher",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "GPT Researcher: LLM-based Autonomous Agent for Deep Research, 2025. URL",
    "https://github.com/assafelovic/gpt-researcher."
   ],
   "repository_evidence": [
    "GPT Researcher: LLM-based Autonomous Agent for Deep Research, 2025. URL",
    "https://github.com/assafelovic/gpt-researcher."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://arxiv.org/pdf/2505.19253v2",
   "project": "HuggingFace Open Deep Research",
   "repository": "https://github.com/huggingface/smolagents/tree/main/examples/open_deep_research",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "HuggingFace\u2019s OpenDeepResearch initiative [9] follows similar directions in",
    "HuggingFace. Open Deep Research, 2025. URL https://github.com/huggingface/",
    "smolagents/tree/main/examples/open_deep_research."
   ],
   "repository_evidence": [
    "HuggingFace. Open Deep Research, 2025. URL https://github.com/huggingface/",
    "smolagents/tree/main/examples/open_deep_research."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/openbestof%2Fawesome-ai",
   "project": "SuperAGI",
   "repository": "https://github.com/TransformerOptimus/SuperAGI",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-ai",
    "- ## Autonomous Agents",
    "  - [SuperAGI](/projects/github.com%2FTransformerOptimus%2FSuperAGI) - first open source autonomous AI agent framework enabling developers to build, manage & run useful autonomous agents. | ![GitHub Repo stars](https://img.shields.io/github/stars/TransformerOptimus/SuperAGI) |"
   ],
   "repository_evidence": [
    "# awesome-ai",
    "- ## Autonomous Agents",
    "  - [SuperAGI](/projects/github.com%2FTransformerOptimus%2FSuperAGI) - first open source autonomous AI agent framework enabling developers to build, manage & run useful autonomous agents. | ![GitHub Repo stars](https://img.shields.io/github/stars/TransformerOptimus/SuperAGI) |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/openbestof%2Fawesome-ai",
   "project": "Agentlabs",
   "repository": "https://github.com/agentlabs-inc/agentlabs",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-ai",
    "- ## Autonomous Agents",
    "  - [Agentlabs](/projects/github.com%2Fagentlabs-inc%2Fagentlabs) - source universal frontend for your AI Agents that you can control with a realtime bidirectional streaming SDK from your backend. | ![GitHub Repo stars](https://img.shields.io/github/stars/agentlabs-inc/agentlabs) |"
   ],
   "repository_evidence": [
    "# awesome-ai",
    "- ## Autonomous Agents",
    "  - [Agentlabs](/projects/github.com%2Fagentlabs-inc%2Fagentlabs) - source universal frontend for your AI Agents that you can control with a realtime bidirectional streaming SDK from your backend. | ![GitHub Repo stars](https://img.shields.io/github/stars/agentlabs-inc/agentlabs) |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/openbestof%2Fawesome-ai",
   "project": "Baby AGI",
   "repository": "https://github.com/yoheinakajima/babyagi",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-ai",
    "- ## Autonomous Agents",
    "  - [Baby AGI](/projects/github.com%2Fyoheinakajima%2Fbabyagi) - powered task management system using OpenAI and vector databases to create, prioritize, and execute tasks. | ![GitHub Repo stars](https://img.shields.io/github/stars/yoheinakajima/babyagi) |"
   ],
   "repository_evidence": [
    "# awesome-ai",
    "- ## Autonomous Agents",
    "  - [Baby AGI](/projects/github.com%2Fyoheinakajima%2Fbabyagi) - powered task management system using OpenAI and vector databases to create, prioritize, and execute tasks. | ![GitHub Repo stars](https://img.shields.io/github/stars/yoheinakajima/babyagi) |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/openbestof%2Fawesome-ai",
   "project": "Crew AI",
   "repository": "https://github.com/joaomdmoura/crewAI",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-ai",
    "- ## Autonomous Agents",
    "  - [Crew AI](/projects/github.com%2Fjoaomdmoura%2FcrewAI) - edge framework for orchestrating role-playing, autonomous AI agents for tackling complex tasks. | ![GitHub Repo stars](https://img.shields.io/github/stars/joaomdmoura/crewAI) |"
   ],
   "repository_evidence": [
    "# awesome-ai",
    "- ## Autonomous Agents",
    "  - [Crew AI](/projects/github.com%2Fjoaomdmoura%2FcrewAI) - edge framework for orchestrating role-playing, autonomous AI agents for tackling complex tasks. | ![GitHub Repo stars](https://img.shields.io/github/stars/joaomdmoura/crewAI) |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/openbestof%2Fawesome-ai",
   "project": "Agent4Rec",
   "repository": "https://github.com/LehengTHU/Agent4Rec",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-ai",
    "- ## Autonomous Agents",
    "  - [Agent4Rec](/projects/github.com%2FLehengTHU%2FAgent4Rec) - empowered generative agents initialized from the MovieLens-1M dataset. | ![GitHub Repo stars](https://img.shields.io/github/stars/LehengTHU/Agent4Rec) |"
   ],
   "repository_evidence": [
    "# awesome-ai",
    "- ## Autonomous Agents",
    "  - [Agent4Rec](/projects/github.com%2FLehengTHU%2FAgent4Rec) - empowered generative agents initialized from the MovieLens-1M dataset. | ![GitHub Repo stars](https://img.shields.io/github/stars/LehengTHU/Agent4Rec) |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/openbestof%2Fawesome-ai",
   "project": "AgentForge",
   "repository": "https://github.com/DataBassGit/AgentForge",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-ai",
    "- ## Autonomous Agents",
    "  - [AgentForge](/projects/github.com%2FDataBassGit%2FAgentForge) - code framework tailored for the rapid development, testing, and iteration of AI-powered autonomous agents and Cognitive Architectures. | ![GitHub Repo stars](https://img.shields.io/github/stars/DataBassGit/AgentForge) |"
   ],
   "repository_evidence": [
    "# awesome-ai",
    "- ## Autonomous Agents",
    "  - [AgentForge](/projects/github.com%2FDataBassGit%2FAgentForge) - code framework tailored for the rapid development, testing, and iteration of AI-powered autonomous agents and Cognitive Architectures. | ![GitHub Repo stars](https://img.shields.io/github/stars/DataBassGit/AgentForge) |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/openbestof%2Fawesome-ai",
   "project": "AI Waves Agents",
   "repository": "https://github.com/aiwaves-cn/agents",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-ai",
    "- ## Autonomous Agents",
    "  - [AI Waves Agents](/projects/github.com%2Faiwaves-cn%2Fagents) - source library/framework for building autonomous language agents by simply filling in a config file in natural language. | ![GitHub Repo stars](https://img.shields.io/github/stars/aiwaves-cn/agents) |"
   ],
   "repository_evidence": [
    "# awesome-ai",
    "- ## Autonomous Agents",
    "  - [AI Waves Agents](/projects/github.com%2Faiwaves-cn%2Fagents) - source library/framework for building autonomous language agents by simply filling in a config file in natural language. | ![GitHub Repo stars](https://img.shields.io/github/stars/aiwaves-cn/agents) |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/openbestof%2Fawesome-ai",
   "project": "AgentVerse",
   "repository": "https://github.com/OpenBMB/AgentVerse",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-ai",
    "- ## Autonomous Agents",
    "  - [AgentVerse](/projects/github.com%2FOpenBMB%2FAgentVerse) - based agents in various applications providing two frameworks: task-solving and simulation. | ![GitHub Repo stars](https://img.shields.io/github/stars/OpenBMB/AgentVerse) |"
   ],
   "repository_evidence": [
    "# awesome-ai",
    "- ## Autonomous Agents",
    "  - [AgentVerse](/projects/github.com%2FOpenBMB%2FAgentVerse) - based agents in various applications providing two frameworks: task-solving and simulation. | ![GitHub Repo stars](https://img.shields.io/github/stars/OpenBMB/AgentVerse) |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/openbestof%2Fawesome-ai",
   "project": "BondAI",
   "repository": "https://github.com/krohling/bondai",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-ai",
    "- ## Autonomous Agents",
    "  - [BondAI](/projects/github.com%2Fkrohling%2Fbondai) - powered assistant with a lightweight, versatile API for seamless integration into your own applications. | ![GitHub Repo stars](https://img.shields.io/github/stars/krohling/bondai) |"
   ],
   "repository_evidence": [
    "# awesome-ai",
    "- ## Autonomous Agents",
    "  - [BondAI](/projects/github.com%2Fkrohling%2Fbondai) - powered assistant with a lightweight, versatile API for seamless integration into your own applications. | ![GitHub Repo stars](https://img.shields.io/github/stars/krohling/bondai) |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/openbestof%2Fawesome-ai",
   "project": "IX Platform",
   "repository": "https://github.com/kreneskyp/ix",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-ai",
    "- ## Autonomous Agents",
    "  - [IX Platform](/projects/github.com%2Fkreneskyp%2Fix) - autonomous LLM powered agents and workflows. | ![GitHub Repo stars](https://img.shields.io/github/stars/kreneskyp/ix) |"
   ],
   "repository_evidence": [
    "# awesome-ai",
    "- ## Autonomous Agents",
    "  - [IX Platform](/projects/github.com%2Fkreneskyp%2Fix) - autonomous LLM powered agents and workflows. | ![GitHub Repo stars](https://img.shields.io/github/stars/kreneskyp/ix) |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/openbestof%2Fawesome-ai",
   "project": "Jarvis",
   "repository": "https://github.com/microsoft/JARVIS",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-ai",
    "- ## Autonomous Agents",
    "  - [Jarvis](/projects/github.com%2Fmicrosoft%2FJARVIS) - edge research to the whole community. | ![GitHub Repo stars](https://img.shields.io/github/stars/microsoft/JARVIS) |"
   ],
   "repository_evidence": [
    "# awesome-ai",
    "- ## Autonomous Agents",
    "  - [Jarvis](/projects/github.com%2Fmicrosoft%2FJARVIS) - edge research to the whole community. | ![GitHub Repo stars](https://img.shields.io/github/stars/microsoft/JARVIS) |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/openbestof%2Fawesome-ai",
   "project": "MetaGPT",
   "repository": "https://github.com/geekan/MetaGPT",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-ai",
    "- ## Autonomous Agents",
    "  - [MetaGPT](/projects/github.com%2Fgeekan%2FMetaGPT) - Agent Framework. Assign different roles to GPTs to form a collaborative software entity for complex tasks. | ![GitHub Repo stars](https://img.shields.io/github/stars/geekan/MetaGPT) |"
   ],
   "repository_evidence": [
    "# awesome-ai",
    "- ## Autonomous Agents",
    "  - [MetaGPT](/projects/github.com%2Fgeekan%2FMetaGPT) - Agent Framework. Assign different roles to GPTs to form a collaborative software entity for complex tasks. | ![GitHub Repo stars](https://img.shields.io/github/stars/geekan/MetaGPT) |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/openbestof%2Fawesome-ai",
   "project": "MiniAGI",
   "repository": "https://github.com/muellerberndt/mini-agi",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-ai",
    "- ## Autonomous Agents",
    "  - [MiniAGI](/projects/github.com%2Fmuellerberndt%2Fmini-agi) - 3.5-Turbo and GPT-4. | ![GitHub Repo stars](https://img.shields.io/github/stars/muellerberndt/mini-agi) |"
   ],
   "repository_evidence": [
    "# awesome-ai",
    "- ## Autonomous Agents",
    "  - [MiniAGI](/projects/github.com%2Fmuellerberndt%2Fmini-agi) - 3.5-Turbo and GPT-4. | ![GitHub Repo stars](https://img.shields.io/github/stars/muellerberndt/mini-agi) |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/openbestof%2Fawesome-ai",
   "project": "SuperAgent",
   "repository": "https://github.com/homanp/superagent",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-ai",
    "- ## Autonomous Agents",
    "  - [SuperAgent](/projects/github.com%2Fhomanp%2Fsuperagent) - source agent framework that enables any developer to integrate production-ready AI Assistants into any application in a matter of minutes. | ![GitHub Repo stars](https://img.shields.io/github/stars/homanp/superagent) |"
   ],
   "repository_evidence": [
    "# awesome-ai",
    "- ## Autonomous Agents",
    "  - [SuperAgent](/projects/github.com%2Fhomanp%2Fsuperagent) - source agent framework that enables any developer to integrate production-ready AI Assistants into any application in a matter of minutes. | ![GitHub Repo stars](https://img.shields.io/github/stars/homanp/superagent) |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/openbestof%2Fawesome-ai",
   "project": "X Agent",
   "repository": "https://github.com/OpenBMB/XAgent",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-ai",
    "- ## Autonomous Agents",
    "  - [X Agent](/projects/github.com%2FOpenBMB%2FXAgent) - source experimental Large Language Model (LLM) driven autonomous agent that can automatically solve various tasks. | ![GitHub Repo stars](https://img.shields.io/github/stars/OpenBMB/XAgent) |"
   ],
   "repository_evidence": [
    "# awesome-ai",
    "- ## Autonomous Agents",
    "  - [X Agent](/projects/github.com%2FOpenBMB%2FXAgent) - source experimental Large Language Model (LLM) driven autonomous agent that can automatically solve various tasks. | ![GitHub Repo stars](https://img.shields.io/github/stars/OpenBMB/XAgent) |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/openbestof%2Fawesome-ai",
   "project": "Llama Index",
   "repository": "https://github.com/run-llama/llama_index",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-ai",
    "- ## Autonomous Agents",
    "  - [Llama Index](/projects/github.com%2Frun-llama%2Fllama_index) - based applications to ingest, structure, and access private or domain-specific data. | ![GitHub Repo stars](https://img.shields.io/github/stars/run-llama/llama_index) |"
   ],
   "repository_evidence": [
    "# awesome-ai",
    "- ## Autonomous Agents",
    "  - [Llama Index](/projects/github.com%2Frun-llama%2Fllama_index) - based applications to ingest, structure, and access private or domain-specific data. | ![GitHub Repo stars](https://img.shields.io/github/stars/run-llama/llama_index) |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/openbestof%2Fawesome-ai",
   "project": "Open Interpreter",
   "repository": "https://github.com/KillianLucas/open-interpreter/",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-ai",
    "- ## Autonomous Agents",
    "  - [Open Interpreter](/projects/github.com%2FKillianLucas%2Fopen-interpreter%2F) - source, locally running implementation of OpenAI's Code Interpreter. | ![GitHub Repo stars](https://img.shields.io/github/stars/KillianLucas/open-interpreter) |"
   ],
   "repository_evidence": [
    "# awesome-ai",
    "- ## Autonomous Agents",
    "  - [Open Interpreter](/projects/github.com%2FKillianLucas%2Fopen-interpreter%2F) - source, locally running implementation of OpenAI's Code Interpreter. | ![GitHub Repo stars](https://img.shields.io/github/stars/KillianLucas/open-interpreter) |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://ai-tldr.dev/tools/beeai-framework",
   "project": "BeeAI Framework",
   "repository": "https://github.com/i-am-bee/beeai-framework",
   "stars": "3400",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "BeeAI Framework is an open-source toolkit for building autonomous agents and multi-agent systems.",
    "Commands and code are distilled from the project's own documentation \u2014 always check the [official repo](https://github.com/i-am-bee/beeai-framework) for the latest.",
    "BeeAI Framework alongside other open-source agent frameworks & builders tools AI/TLDR tracks, ranked by GitHub stars.",
    "| **BeeAI Framework** | \u2605 3.4k | Build production AI agents in Python or TypeScript with shared components |"
   ],
   "repository_evidence": [
    "Commands and code are distilled from the project's own documentation \u2014 always check the [official repo](https://github.com/i-am-bee/beeai-framework) for the latest."
   ],
   "stars_evidence": [
    "BeeAI Framework alongside other open-source agent frameworks & builders tools AI/TLDR tracks, ranked by GitHub stars.",
    "| Tool | Stars | What it does |",
    "| **BeeAI Framework** | \u2605 3.4k | Build production AI agents in Python or TypeScript with shared components |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://ai-tldr.dev/tools/beeai-framework",
   "project": "AutoGPT",
   "repository": null,
   "stars": "187000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "BeeAI Framework alongside other open-source agent frameworks & builders tools AI/TLDR tracks, ranked by GitHub stars.",
    "| Tool | Stars | What it does |",
    "| [AutoGPT](/tools/autogpt/) | \u2605 187k | One of the earliest autonomous agent projects, now a platform for building and running agents from reusable blocks and workflows. |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "BeeAI Framework alongside other open-source agent frameworks & builders tools AI/TLDR tracks, ranked by GitHub stars.",
    "| Tool | Stars | What it does |",
    "| [AutoGPT](/tools/autogpt/) | \u2605 187k | One of the earliest autonomous agent projects, now a platform for building and running agents from reusable blocks and workflows. |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://ai-tldr.dev/tools/beeai-framework",
   "project": "DeepSeek Harness",
   "repository": null,
   "stars": "166000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "BeeAI Framework alongside other open-source agent frameworks & builders tools AI/TLDR tracks, ranked by GitHub stars.",
    "| Tool | Stars | What it does |",
    "| [DeepSeek Harness](/tools/deepseek-harness/) | \u2605 166k | DeepSeek AI's open-source agent harness (dsh), built on Cordis, where models, tools, skills, sessions, sandboxes, storage and the UI are all plugins composed through profiles. |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "BeeAI Framework alongside other open-source agent frameworks & builders tools AI/TLDR tracks, ranked by GitHub stars.",
    "| Tool | Stars | What it does |",
    "| [DeepSeek Harness](/tools/deepseek-harness/) | \u2605 166k | DeepSeek AI's open-source agent harness (dsh), built on Cordis, where models, tools, skills, sessions, sandboxes, storage and the UI are all plugins composed through profiles. |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://ai-tldr.dev/tools/beeai-framework",
   "project": "DeerFlow",
   "repository": null,
   "stars": "80300",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "BeeAI Framework alongside other open-source agent frameworks & builders tools AI/TLDR tracks, ranked by GitHub stars.",
    "| Tool | Stars | What it does |",
    "| [DeerFlow](/tools/deerflow/) | \u2605 80.3k | ByteDance's open-source super agent harness built on LangGraph: skills, sub-agents, sandboxes, a filesystem and long-term memory for long-horizon research, coding and content tasks. |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "BeeAI Framework alongside other open-source agent frameworks & builders tools AI/TLDR tracks, ranked by GitHub stars.",
    "| Tool | Stars | What it does |",
    "| [DeerFlow](/tools/deerflow/) | \u2605 80.3k | ByteDance's open-source super agent harness built on LangGraph: skills, sub-agents, sandboxes, a filesystem and long-term memory for long-horizon research, coding and content tasks. |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://ai-tldr.dev/tools/beeai-framework",
   "project": "nanobot",
   "repository": null,
   "stars": "47200",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "BeeAI Framework alongside other open-source agent frameworks & builders tools AI/TLDR tracks, ranked by GitHub stars.",
    "| Tool | Stars | What it does |",
    "| [nanobot](/tools/nanobot/) | \u2605 47.2k | Lightweight self-hosted personal AI agent framework in Python, with a WebUI, terminal and chat-app channels, tools, long-term memory, MCP and scheduled automations. |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "BeeAI Framework alongside other open-source agent frameworks & builders tools AI/TLDR tracks, ranked by GitHub stars.",
    "| Tool | Stars | What it does |",
    "| [nanobot](/tools/nanobot/) | \u2605 47.2k | Lightweight self-hosted personal AI agent framework in Python, with a WebUI, terminal and chat-app channels, tools, long-term memory, MCP and scheduled automations. |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://ai-tldr.dev/tools/beeai-framework",
   "project": "Agno",
   "repository": null,
   "stars": "41800",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "BeeAI Framework alongside other open-source agent frameworks & builders tools AI/TLDR tracks, ranked by GitHub stars.",
    "| Tool | Stars | What it does |",
    "| [Agno](/tools/agno/) | \u2605 41.8k | A fast Python framework (formerly Phidata) for building agents with memory, tools, and multimodal inputs, plus a runtime for deploying them in production. |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "BeeAI Framework alongside other open-source agent frameworks & builders tools AI/TLDR tracks, ranked by GitHub stars.",
    "| Tool | Stars | What it does |",
    "| [Agno](/tools/agno/) | \u2605 41.8k | A fast Python framework (formerly Phidata) for building agents with memory, tools, and multimodal inputs, plus a runtime for deploying them in production. |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://ai-tldr.dev/tools/beeai-framework",
   "project": "LangGraph",
   "repository": null,
   "stars": "40000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "BeeAI Framework alongside other open-source agent frameworks & builders tools AI/TLDR tracks, ranked by GitHub stars.",
    "| Tool | Stars | What it does |",
    "| [LangGraph](/tools/langgraph/) | \u2605 40k | A library from the LangChain team for building stateful, graph-based agent workflows with explicit control over steps, memory, and human-in-the-loop checkpoints. |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "BeeAI Framework alongside other open-source agent frameworks & builders tools AI/TLDR tracks, ranked by GitHub stars.",
    "| Tool | Stars | What it does |",
    "| [LangGraph](/tools/langgraph/) | \u2605 40k | A library from the LangChain team for building stateful, graph-based agent workflows with explicit control over steps, memory, and human-in-the-loop checkpoints. |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://ai-tldr.dev/tools/beeai-framework",
   "project": "AgentGPT",
   "repository": null,
   "stars": "36300",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "BeeAI Framework alongside other open-source agent frameworks & builders tools AI/TLDR tracks, ranked by GitHub stars.",
    "| Tool | Stars | What it does |",
    "| [AgentGPT](/tools/agentgpt/) | \u2605 36.3k | AgentGPT lets you name a custom AI, give it a goal, and watch it plan tasks, run them, and learn from the results, all from a web browser. |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "BeeAI Framework alongside other open-source agent frameworks & builders tools AI/TLDR tracks, ranked by GitHub stars.",
    "| Tool | Stars | What it does |",
    "| [AgentGPT](/tools/agentgpt/) | \u2605 36.3k | AgentGPT lets you name a custom AI, give it a goal, and watch it plan tasks, run them, and learn from the results, all from a web browser. |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://techsy.io/de/blog/best-ai-agent-frameworks-2026",
   "project": "LangGraph",
   "repository": null,
   "stars": "24.8k",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "The 11 Best AI Agent Frameworks in 2026 (with the 3 to Skip)",
    "## TL;DR: The 11 AI Agent Frameworks at a Glance",
    "| Rank | Framework | Language | Best for | GitHub stars | MCP native | Production-ready | Skip if |",
    "| 1 | LangGraph | Python (TS port) | Stateful, durable workflows | 24.8k | Yes | Yes (Klarna, Uber, LinkedIn) | TypeScript-first team |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "The 11 Best AI Agent Frameworks in 2026 (with the 3 to Skip)",
    "## TL;DR: The 11 AI Agent Frameworks at a Glance",
    "| Rank | Framework | Language | Best for | GitHub stars | MCP native | Production-ready | Skip if |",
    "| 1 | LangGraph | Python (TS port) | Stateful, durable workflows | 24.8k | Yes | Yes (Klarna, Uber, LinkedIn) | TypeScript-first team |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://techsy.io/de/blog/best-ai-agent-frameworks-2026",
   "project": "CrewAI",
   "repository": null,
   "stars": "44.3k",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "The 11 Best AI Agent Frameworks in 2026 (with the 3 to Skip)",
    "## TL;DR: The 11 AI Agent Frameworks at a Glance",
    "| Rank | Framework | Language | Best for | GitHub stars | MCP native | Production-ready | Skip if |",
    "| 3 | CrewAI | Python | Role-based multi-agent prototypes | 44.3k | Shim | Yes (with care) | Need stateful loops / HITL |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "The 11 Best AI Agent Frameworks in 2026 (with the 3 to Skip)",
    "## TL;DR: The 11 AI Agent Frameworks at a Glance",
    "| Rank | Framework | Language | Best for | GitHub stars | MCP native | Production-ready | Skip if |",
    "| 3 | CrewAI | Python | Role-based multi-agent prototypes | 44.3k | Shim | Yes (with care) | Need stateful loops / HITL |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://techsy.io/de/blog/best-ai-agent-frameworks-2026",
   "project": "OpenAI Agents SDK",
   "repository": null,
   "stars": "19k",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "The 11 Best AI Agent Frameworks in 2026 (with the 3 to Skip)",
    "## TL;DR: The 11 AI Agent Frameworks at a Glance",
    "| Rank | Framework | Language | Best for | GitHub stars | MCP native | Production-ready | Skip if |",
    "| 4 | OpenAI Agents SDK | Python (TS) | OpenAI-native production runtime | 19k | Yes | Yes | Multi-provider build |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "The 11 Best AI Agent Frameworks in 2026 (with the 3 to Skip)",
    "## TL;DR: The 11 AI Agent Frameworks at a Glance",
    "| Rank | Framework | Language | Best for | GitHub stars | MCP native | Production-ready | Skip if |",
    "| 4 | OpenAI Agents SDK | Python (TS) | OpenAI-native production runtime | 19k | Yes | Yes | Multi-provider build |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://techsy.io/de/blog/best-ai-agent-frameworks-2026",
   "project": "Mastra",
   "repository": "https://github.com/mastra-ai/mastra",
   "stars": "21.2k",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "The 11 Best AI Agent Frameworks in 2026 (with the 3 to Skip)",
    "## TL;DR: The 11 AI Agent Frameworks at a Glance",
    "| Rank | Framework | Language | Best for | GitHub stars | MCP native | Production-ready | Skip if |",
    "| 5 | Mastra | TypeScript | TS-first agents (Replit, PayPal) | 21.2k | Yes | Yes (150k weekly npm) | Python-default team |"
   ],
   "repository_evidence": [
    "Named enterprise users (Replit, PayPal, Adobe) on the [Mastra GitHub repo](https://github.com/mastra-ai/mastra)."
   ],
   "stars_evidence": [
    "The 11 Best AI Agent Frameworks in 2026 (with the 3 to Skip)",
    "## TL;DR: The 11 AI Agent Frameworks at a Glance",
    "| Rank | Framework | Language | Best for | GitHub stars | MCP native | Production-ready | Skip if |",
    "| 5 | Mastra | TypeScript | TS-first agents (Replit, PayPal) | 21.2k | Yes | Yes (150k weekly npm) | Python-default team |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://techsy.io/de/blog/best-ai-agent-frameworks-2026",
   "project": "Google ADK",
   "repository": null,
   "stars": "17.8k",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "The 11 Best AI Agent Frameworks in 2026 (with the 3 to Skip)",
    "## TL;DR: The 11 AI Agent Frameworks at a Glance",
    "| Rank | Framework | Language | Best for | GitHub stars | MCP native | Production-ready | Skip if |",
    "| 7 | Google ADK | Python | GCP / Gemini stack | 17.8k | Partial | Yes | Not on GCP |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "The 11 Best AI Agent Frameworks in 2026 (with the 3 to Skip)",
    "## TL;DR: The 11 AI Agent Frameworks at a Glance",
    "| Rank | Framework | Language | Best for | GitHub stars | MCP native | Production-ready | Skip if |",
    "| 7 | Google ADK | Python | GCP / Gemini stack | 17.8k | Partial | Yes | Not on GCP |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://techsy.io/de/blog/best-ai-agent-frameworks-2026",
   "project": "AG2",
   "repository": null,
   "stars": "54.6k",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "The 11 Best AI Agent Frameworks in 2026 (with the 3 to Skip)",
    "## TL;DR: The 11 AI Agent Frameworks at a Glance",
    "| Rank | Framework | Language | Best for | GitHub stars | MCP native | Production-ready | Skip if |",
    "| 8 | AG2 (was AutoGen) | Python | Research-grade conversation patterns | 54.6k (combined) | Shim | Mixed | High-volume user-facing |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "The 11 Best AI Agent Frameworks in 2026 (with the 3 to Skip)",
    "## TL;DR: The 11 AI Agent Frameworks at a Glance",
    "| Rank | Framework | Language | Best for | GitHub stars | MCP native | Production-ready | Skip if |",
    "| 8 | AG2 (was AutoGen) | Python | Research-grade conversation patterns | 54.6k (combined) | Shim | Mixed | High-volume user-facing |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://krabarena.com/battles/ai-coding-agent-showdown-aider-vs-continue-vs-cline-vs-goose",
   "project": "Aider",
   "repository": "https://github.com/Aider-AI/aider",
   "stars": "46000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Summary",
    "**Aider** (~46K stars, Apache-2.0) is the original \"AI pair programming in the terminal\" \u2014 git-native (auto-commits every edit, revertable with `git`), architect/editor mode, tree-sitter repomap across 100+ languages.",
    "- [Aider-AI/aider](https://github.com/Aider-AI/aider) \u00b7 [continuedev/continue](https://github.com/continuedev/continue) \u00b7 [cline/cline](https://github.com/cline/cline) \u00b7 [block/goose](https://github.com/block/goose)"
   ],
   "repository_evidence": [
    "Canonical projects",
    "- [Aider-AI/aider](https://github.com/Aider-AI/aider) \u00b7 [continuedev/continue](https://github.com/continuedev/continue) \u00b7 [cline/cline](https://github.com/cline/cline) \u00b7 [block/goose](https://github.com/block/goose)"
   ],
   "stars_evidence": [
    "Summary",
    "**Aider** (~46K stars, Apache-2.0) is the original \"AI pair programming in the terminal\" \u2014 git-native (auto-commits every edit, revertable with `git`), architect/editor mode, tree-sitter repomap across 100+ languages."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://krabarena.com/battles/ai-coding-agent-showdown-aider-vs-continue-vs-cline-vs-goose",
   "project": "Continue",
   "repository": "https://github.com/continuedev/continue",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Summary",
    "**Continue** (Apache-2.0) is the polished IDE plugin for VS Code and JetBrains \u2014 best-of-class inline autocomplete + chat + edits + agent mode, configurable via `config.yaml`.",
    "- [Aider-AI/aider](https://github.com/Aider-AI/aider) \u00b7 [continuedev/continue](https://github.com/continuedev/continue) \u00b7 [cline/cline](https://github.com/cline/cline) \u00b7 [block/goose](https://github.com/block/goose)"
   ],
   "repository_evidence": [
    "Canonical projects",
    "- [Aider-AI/aider](https://github.com/Aider-AI/aider) \u00b7 [continuedev/continue](https://github.com/continuedev/continue) \u00b7 [cline/cline](https://github.com/cline/cline) \u00b7 [block/goose](https://github.com/block/goose)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://krabarena.com/battles/ai-coding-agent-showdown-aider-vs-continue-vs-cline-vs-goose",
   "project": "Cline",
   "repository": "https://github.com/cline/cline",
   "stars": "63000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Summary",
    "**Cline** (~63K stars, Apache-2.0) is the breakout of 2024\u20132025 \u2014 extension for VS Code / JetBrains / Cursor / Windsurf plus a CLI, with Plan/Act approval modes where every file change and terminal command requires explicit human approval.",
    "- [Aider-AI/aider](https://github.com/Aider-AI/aider) \u00b7 [continuedev/continue](https://github.com/continuedev/continue) \u00b7 [cline/cline](https://github.com/cline/cline) \u00b7 [block/goose](https://github.com/block/goose)"
   ],
   "repository_evidence": [
    "Canonical projects",
    "- [Aider-AI/aider](https://github.com/Aider-AI/aider) \u00b7 [continuedev/continue](https://github.com/continuedev/continue) \u00b7 [cline/cline](https://github.com/cline/cline) \u00b7 [block/goose](https://github.com/block/goose)"
   ],
   "stars_evidence": [
    "Summary",
    "**Cline** (~63K stars, Apache-2.0) is the breakout of 2024\u20132025 \u2014 extension for VS Code / JetBrains / Cursor / Windsurf plus a CLI, with Plan/Act approval modes where every file change and terminal command requires explicit human approval."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://krabarena.com/battles/ai-coding-agent-showdown-aider-vs-continue-vs-cline-vs-goose",
   "project": "Goose",
   "repository": "https://github.com/block/goose",
   "stars": "48000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Summary",
    "**Goose** (~48K stars, Apache-2.0) is Block's MCP-native agent \u2014 CLI and desktop, governed by the **Linux Foundation's Agentic AI Foundation** since April 2026, fully vendor-neutral, strongest extensibility story.",
    "- [Aider-AI/aider](https://github.com/Aider-AI/aider) \u00b7 [continuedev/continue](https://github.com/continuedev/continue) \u00b7 [cline/cline](https://github.com/cline/cline) \u00b7 [block/goose](https://github.com/block/goose)"
   ],
   "repository_evidence": [
    "Canonical projects",
    "- [Aider-AI/aider](https://github.com/Aider-AI/aider) \u00b7 [continuedev/continue](https://github.com/continuedev/continue) \u00b7 [cline/cline](https://github.com/cline/cline) \u00b7 [block/goose](https://github.com/block/goose)"
   ],
   "stars_evidence": [
    "Summary",
    "**Goose** (~48K stars, Apache-2.0) is Block's MCP-native agent \u2014 CLI and desktop, governed by the **Linux Foundation's Agentic AI Foundation** since April 2026, fully vendor-neutral, strongest extensibility story."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://olud.ai/vs/skyvern-vs-lavague.html",
   "project": "Skyvern",
   "repository": null,
   "stars": "22.6k",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Open-Source AI \u00b7 Browser & computer-use agents",
    "# ![](https://github.com/Skyvern-AI.png?size=96)Skyvern vs ![](https://github.com/lavague-ai.png?size=96)LaVague",
    "Choose **Skyvern** for robust automation across unseen sites. Choose **LaVague** for generating reusable automation scripts."
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "Open-Source AI \u00b7 Browser & computer-use agents",
    "## Skyvern vs LaVague at a glance",
    "| Spec | Skyvern | LaVague |",
    "| GitHub stars | 22.6k | 6.4k |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://olud.ai/vs/skyvern-vs-lavague.html",
   "project": "LaVague",
   "repository": null,
   "stars": "6.4k",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Open-Source AI \u00b7 Browser & computer-use agents",
    "# ![](https://github.com/Skyvern-AI.png?size=96)Skyvern vs ![](https://github.com/lavague-ai.png?size=96)LaVague",
    "Choose **Skyvern** for robust automation across unseen sites. Choose **LaVague** for generating reusable automation scripts."
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "Open-Source AI \u00b7 Browser & computer-use agents",
    "## Skyvern vs LaVague at a glance",
    "| Spec | Skyvern | LaVague |",
    "| GitHub stars | 22.6k | 6.4k |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://vibeagentmaking.com/blog/autogpt-got-100k-stars-and-then-what",
   "project": "AutoGPT",
   "repository": "https://github.com/Significant-Gravitas/AutoGPT",
   "stars": "183000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "AutoGPT Got 100K Stars and Then What?",
    "AutoGPT appeared on March 30, 2023, two weeks after OpenAI released GPT-4."
   ],
   "repository_evidence": [
    "AutoGPT Got 100K Stars and Then What?",
    "Sources: GitHub, [Significant-Gravitas/AutoGPT](https://github.com/Significant-Gravitas/AutoGPT) repository, current star count verified April 2026; Wikipedia, \u201cAutoGPT\u201d; D."
   ],
   "stars_evidence": [
    "AutoGPT Got 100K Stars and Then What?",
    "183,000 GitHub stars."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://vibeagentmaking.com/blog/autogpt-got-100k-stars-and-then-what",
   "project": "BabyAGI",
   "repository": "https://github.com/yoheinakajima/babyagi",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "AutoGPT Got 100K Stars and Then What?",
    "BabyAGI, built by venture capitalist Yohei Nakajima in the same window, took a different angle on the same idea."
   ],
   "repository_evidence": [
    "AutoGPT Got 100K Stars and Then What?",
    "GitHub, [yoheinakajima/babyagi](https://github.com/yoheinakajima/babyagi);"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://catalyzex.com/author/Suzhen%20Zheng",
   "project": "UFO2",
   "repository": "https://github.com/microsoft/UFO/",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "UFO2: The Desktop AgentOS",
    "We present UFO2, a multiagent AgentOS for Windows desktops that elevates CUAs into practical, system-level automation."
   ],
   "repository_evidence": [
    "UFO2: The Desktop AgentOS",
    "** The source code of UFO2 is publicly available at [https://github.com/microsoft/UFO/](https://github.com/microsoft/UFO/), with comprehensive documentation provided at [https://microsoft.github.io/UFO/](https://microsoft.github.io/UFO/)*"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://trendingbots.ai/agents/phidata",
   "project": "Phidata",
   "repository": null,
   "stars": "39977",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Phidata \u2014 AI Agent Framework: Live Stats & TrendScore",
    "Phidata builds AI agents with memory, knowledge, and reasoning tools."
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# Phidata \u2014 AI Agent Framework: Live Stats & TrendScore",
    "## GitHub Statistics",
    "- GitHub Stars: 39,977"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/FoundationAgents/OpenManus/blob/main/README.md",
   "project": "OpenManus",
   "repository": "https://github.com/FoundationAgents/OpenManus.git",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# \ud83d\udc4b OpenManus",
    "We're also excited to introduce [OpenManus-RL](https://github.com/OpenManus/OpenManus-RL), an open-source project dedicated to reinforcement learning (RL)- based (such as GRPO) tuning methods for LLM agents, developed collaboratively by researchers from UIUC and OpenManus.",
    "@misc { openmanus2025 , author = { Xinbin Liang and Jinyu Xiang and Zhaoyang Yu and Jiayi Zhang and Sirui Hong and Sheng Fan and Xiao Tang and Bang Liu and Yuyu Luo and Chenglin Wu } , title = { OpenManus: An open-source framework for building general AI agents } , year = { 2025 } , publisher = { Zenodo } , doi = { 10.5281/zenodo.15186407 } , url = { https://doi.org/10.5281/zenodo.15186407 } , }"
   ],
   "repository_evidence": [
    "# \ud83d\udc4b OpenManus",
    "git clone https://github.com/FoundationAgents/OpenManus.git cd OpenManus"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/FoundationAgents/OpenManus/blob/main/README.md",
   "project": "OpenManus-RL",
   "repository": "https://github.com/OpenManus/OpenManus-RL",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# \ud83d\udc4b OpenManus",
    "We're also excited to introduce [OpenManus-RL](https://github.com/OpenManus/OpenManus-RL), an open-source project dedicated to reinforcement learning (RL)- based (such as GRPO) tuning methods for LLM agents, developed collaboratively by researchers from UIUC and OpenManus."
   ],
   "repository_evidence": [
    "# \ud83d\udc4b OpenManus",
    "We're also excited to introduce [OpenManus-RL](https://github.com/OpenManus/OpenManus-RL), an open-source project dedicated to reinforcement learning (RL)- based (such as GRPO) tuning methods for LLM agents, developed collaboratively by researchers from UIUC and OpenManus."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/wangrongsheng/awesome-llm-resourses",
   "project": "AutoGen",
   "repository": "https://github.com/microsoft/autogen",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "1. [AutoGen](https://github.com/microsoft/autogen): AutoGen is a framework that enables the development of LLM applications using multiple agents that can converse with each other to solve tasks. [AutoGen AIStudio](https://autogen-studio.com/)"
   ],
   "repository_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "1. [AutoGen](https://github.com/microsoft/autogen): AutoGen is a framework that enables the development of LLM applications using multiple agents that can converse with each other to solve tasks. [AutoGen AIStudio](https://autogen-studio.com/)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/wangrongsheng/awesome-llm-resourses",
   "project": "CrewAI",
   "repository": "https://github.com/joaomdmoura/crewAI",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "2. [CrewAI](https://github.com/joaomdmoura/crewAI): Framework for orchestrating role-playing, autonomous AI agents. By fostering collaborative intelligence, CrewAI empowers agents to work together seamlessly, tackling complex tasks."
   ],
   "repository_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "2. [CrewAI](https://github.com/joaomdmoura/crewAI): Framework for orchestrating role-playing, autonomous AI agents. By fostering collaborative intelligence, CrewAI empowers agents to work together seamlessly, tackling complex tasks."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/wangrongsheng/awesome-llm-resourses",
   "project": "AgentGPT",
   "repository": "https://github.com/reworkd/AgentGPT",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "4. [AgentGPT](https://github.com/reworkd/AgentGPT): Assemble, configure, and deploy autonomous AI Agents in your browser."
   ],
   "repository_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "4. [AgentGPT](https://github.com/reworkd/AgentGPT): Assemble, configure, and deploy autonomous AI Agents in your browser."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/wangrongsheng/awesome-llm-resourses",
   "project": "XAgent",
   "repository": "https://github.com/OpenBMB/XAgent",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "5. [XAgent](https://github.com/OpenBMB/XAgent): An Autonomous LLM Agent for Complex Task Solving."
   ],
   "repository_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "5. [XAgent](https://github.com/OpenBMB/XAgent): An Autonomous LLM Agent for Complex Task Solving."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/wangrongsheng/awesome-llm-resourses",
   "project": "MobileAgent",
   "repository": "https://github.com/X-PLUG/MobileAgent",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "6. [MobileAgent](https://github.com/X-PLUG/MobileAgent): The Powerful Mobile Device Operation Assistant Family."
   ],
   "repository_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "6. [MobileAgent](https://github.com/X-PLUG/MobileAgent): The Powerful Mobile Device Operation Assistant Family."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/wangrongsheng/awesome-llm-resourses",
   "project": "Lagent",
   "repository": "https://github.com/InternLM/lagent",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "7. [Lagent](https://github.com/InternLM/lagent): A lightweight framework for building LLM-based agents."
   ],
   "repository_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "7. [Lagent](https://github.com/InternLM/lagent): A lightweight framework for building LLM-based agents."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/wangrongsheng/awesome-llm-resourses",
   "project": "Qwen-Agent",
   "repository": "https://github.com/QwenLM/Qwen-Agent",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "8. [Qwen-Agent](https://github.com/QwenLM/Qwen-Agent): Agent framework and applications built upon Qwen2, featuring Function Calling, Code Interpreter, RAG, and Chrome extension."
   ],
   "repository_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "8. [Qwen-Agent](https://github.com/QwenLM/Qwen-Agent): Agent framework and applications built upon Qwen2, featuring Function Calling, Code Interpreter, RAG, and Chrome extension."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/wangrongsheng/awesome-llm-resourses",
   "project": "agentUniverse",
   "repository": "https://github.com/alipay/agentUniverse",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "11. [agentUniverse](https://github.com/alipay/agentUniverse): agentUniverse is a LLM multi-agent framework that allows developers to easily build multi-agent applications. Furthermore, through the community, they can exchange and share practices of patterns across different domains."
   ],
   "repository_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "11. [agentUniverse](https://github.com/alipay/agentUniverse): agentUniverse is a LLM multi-agent framework that allows developers to easily build multi-agent applications. Furthermore, through the community, they can exchange and share practices of patterns across different domains."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/wangrongsheng/awesome-llm-resourses",
   "project": "LazyLLM",
   "repository": "https://github.com/LazyAGI/LazyLLM",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "12. [LazyLLM](https://github.com/LazyAGI/LazyLLM): \u4f4e\u4ee3\u7801\u6784\u5efa\u591aAgent\u5927\u6a21\u578b\u5e94\u7528\u7684\u5f00\u53d1\u5de5\u5177"
   ],
   "repository_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "12. [LazyLLM](https://github.com/LazyAGI/LazyLLM): \u4f4e\u4ee3\u7801\u6784\u5efa\u591aAgent\u5927\u6a21\u578b\u5e94\u7528\u7684\u5f00\u53d1\u5de5\u5177"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/wangrongsheng/awesome-llm-resourses",
   "project": "AgentScope",
   "repository": "https://github.com/modelscope/agentscope",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "13. [AgentScope](https://github.com/modelscope/agentscope): Start building LLM-empowered multi-agent applications in an easier way."
   ],
   "repository_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "13. [AgentScope](https://github.com/modelscope/agentscope): Start building LLM-empowered multi-agent applications in an easier way."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/wangrongsheng/awesome-llm-resourses",
   "project": "AgentField",
   "repository": "https://github.com/Agent-Field/agentfield",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "14. [AgentField](https://github.com/Agent-Field/agentfield): Open-source control plane for building and operating AI agents like APIs at scale, with routing, memory, observability, identity, auth, and policy controls."
   ],
   "repository_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "14. [AgentField](https://github.com/Agent-Field/agentfield): Open-source control plane for building and operating AI agents like APIs at scale, with routing, memory, observability, identity, auth, and policy controls."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/wangrongsheng/awesome-llm-resourses",
   "project": "MoA",
   "repository": "https://github.com/togethercomputer/MoA",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "15. [MoA](https://github.com/togethercomputer/MoA): Mixture of Agents (MoA) is a novel approach that leverages the collective strengths of multiple LLMs to enhance performance, achieving state-of-the-art results."
   ],
   "repository_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "15. [MoA](https://github.com/togethercomputer/MoA): Mixture of Agents (MoA) is a novel approach that leverages the collective strengths of multiple LLMs to enhance performance, achieving state-of-the-art results."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/wangrongsheng/awesome-llm-resourses",
   "project": "Agently",
   "repository": "https://github.com/Maplemx/Agently",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "16. [Agently](https://github.com/Maplemx/Agently): AI Agent Application Development Framework."
   ],
   "repository_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "16. [Agently](https://github.com/Maplemx/Agently): AI Agent Application Development Framework."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/wangrongsheng/awesome-llm-resourses",
   "project": "OmAgent",
   "repository": "https://github.com/om-ai-lab/OmAgent",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "17. [OmAgent](https://github.com/om-ai-lab/OmAgent): A multimodal agent framework for solving complex tasks."
   ],
   "repository_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "17. [OmAgent](https://github.com/om-ai-lab/OmAgent): A multimodal agent framework for solving complex tasks."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/wangrongsheng/awesome-llm-resourses",
   "project": "Tribe",
   "repository": "https://github.com/StreetLamb/tribe",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "18. [Tribe](https://github.com/StreetLamb/tribe): No code tool to rapidly build and coordinate multi-agent teams."
   ],
   "repository_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "18. [Tribe](https://github.com/StreetLamb/tribe): No code tool to rapidly build and coordinate multi-agent teams."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/wangrongsheng/awesome-llm-resourses",
   "project": "CAMEL",
   "repository": "https://github.com/camel-ai/camel",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "19. [CAMEL](https://github.com/camel-ai/camel): First LLM multi-agent framework and an open-source community dedicated to finding the scaling law of agents."
   ],
   "repository_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "19. [CAMEL](https://github.com/camel-ai/camel): First LLM multi-agent framework and an open-source community dedicated to finding the scaling law of agents."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/wangrongsheng/awesome-llm-resourses",
   "project": "PraisonAI",
   "repository": "https://github.com/MervinPraison/PraisonAI/",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "20. [PraisonAI](https://github.com/MervinPraison/PraisonAI/): PraisonAI application combines AutoGen and CrewAI or similar frameworks into a low-code solution for building and managing multi-agent LLM systems, focusing on simplicity, customisation, and efficient human-agent collaboration."
   ],
   "repository_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "20. [PraisonAI](https://github.com/MervinPraison/PraisonAI/): PraisonAI application combines AutoGen and CrewAI or similar frameworks into a low-code solution for building and managing multi-agent LLM systems, focusing on simplicity, customisation, and efficient human-agent collaboration."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/wangrongsheng/awesome-llm-resourses",
   "project": "IoA",
   "repository": "https://github.com/openbmb/ioa",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "21. [IoA](https://github.com/openbmb/ioa): An open-source framework for collaborative AI agents, enabling diverse, distributed agents to team up and tackle complex tasks through internet-like connectivity."
   ],
   "repository_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "21. [IoA](https://github.com/openbmb/ioa): An open-source framework for collaborative AI agents, enabling diverse, distributed agents to team up and tackle complex tasks through internet-like connectivity."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/wangrongsheng/awesome-llm-resourses",
   "project": "llama-agentic-system",
   "repository": "https://github.com/meta-llama/llama-agentic-system",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "22. [llama-agentic-system ](https://github.com/meta-llama/llama-agentic-system): Agentic components of the Llama Stack APIs."
   ],
   "repository_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "22. [llama-agentic-system ](https://github.com/meta-llama/llama-agentic-system): Agentic components of the Llama Stack APIs."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/wangrongsheng/awesome-llm-resourses",
   "project": "Agent Zero",
   "repository": "https://github.com/frdel/agent-zero",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "23. [Agent Zero](https://github.com/frdel/agent-zero): Agent Zero is not a predefined agentic framework. It is designed to be dynamic, organically growing, and learning as you use it."
   ],
   "repository_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "23. [Agent Zero](https://github.com/frdel/agent-zero): Agent Zero is not a predefined agentic framework. It is designed to be dynamic, organically growing, and learning as you use it."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/wangrongsheng/awesome-llm-resourses",
   "project": "Agents",
   "repository": "https://github.com/aiwaves-cn/agents",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "24. [Agents](https://github.com/aiwaves-cn/agents): An Open-source Framework for Data-centric, Self-evolving Autonomous Language Agents."
   ],
   "repository_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "24. [Agents](https://github.com/aiwaves-cn/agents): An Open-source Framework for Data-centric, Self-evolving Autonomous Language Agents."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/wangrongsheng/awesome-llm-resourses",
   "project": "AgentScope",
   "repository": "https://github.com/modelscope/agentscope",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "25. [AgentScope](https://github.com/modelscope/agentscope): Start building LLM-empowered multi-agent applications in an easier way."
   ],
   "repository_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "25. [AgentScope](https://github.com/modelscope/agentscope): Start building LLM-empowered multi-agent applications in an easier way."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/wangrongsheng/awesome-llm-resourses",
   "project": "FastAgency",
   "repository": "https://github.com/airtai/fastagency",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "26. [FastAgency](https://github.com/airtai/fastagency): The fastest way to bring multi-agent workflows to production."
   ],
   "repository_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "26. [FastAgency](https://github.com/airtai/fastagency): The fastest way to bring multi-agent workflows to production."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/wangrongsheng/awesome-llm-resourses",
   "project": "Swarm",
   "repository": "https://github.com/openai/swarm",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "27. [Swarm](https://github.com/openai/swarm): Framework for building, orchestrating and deploying multi-agent systems. Managed by OpenAI Solutions team. Experimental framework."
   ],
   "repository_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "27. [Swarm](https://github.com/openai/swarm): Framework for building, orchestrating and deploying multi-agent systems. Managed by OpenAI Solutions team. Experimental framework."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/wangrongsheng/awesome-llm-resourses",
   "project": "Agent-S",
   "repository": "https://github.com/simular-ai/Agent-S",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "28. [Agent-S](https://github.com/simular-ai/Agent-S): an open agentic framework that uses computers like a human."
   ],
   "repository_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "28. [Agent-S](https://github.com/simular-ai/Agent-S): an open agentic framework that uses computers like a human."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/wangrongsheng/awesome-llm-resourses",
   "project": "PydanticAI",
   "repository": "https://github.com/pydantic/pydantic-ai",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "29. [PydanticAI](https://github.com/pydantic/pydantic-ai): Agent Framework / shim to use Pydantic with LLMs."
   ],
   "repository_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "29. [PydanticAI](https://github.com/pydantic/pydantic-ai): Agent Framework / shim to use Pydantic with LLMs."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/wangrongsheng/awesome-llm-resourses",
   "project": "Agentarium",
   "repository": "https://github.com/Thytu/Agentarium",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "30. [Agentarium](https://github.com/Thytu/Agentarium): open-source framework for creating and managing simulations populated with AI-powered agents."
   ],
   "repository_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "30. [Agentarium](https://github.com/Thytu/Agentarium): open-source framework for creating and managing simulations populated with AI-powered agents."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/wangrongsheng/awesome-llm-resourses",
   "project": "smolagents",
   "repository": "https://github.com/huggingface/smolagents",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "31. [smolagents](https://github.com/huggingface/smolagents): a barebones library for agents. Agents write python code to call tools and orchestrate other agents."
   ],
   "repository_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "31. [smolagents](https://github.com/huggingface/smolagents): a barebones library for agents. Agents write python code to call tools and orchestrate other agents."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/wangrongsheng/awesome-llm-resourses",
   "project": "Cooragent",
   "repository": "https://github.com/LeapLabTHU/cooragent",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "32. [Cooragent](https://github.com/LeapLabTHU/cooragent): Cooragent is an AI agent collaboration community."
   ],
   "repository_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "32. [Cooragent](https://github.com/LeapLabTHU/cooragent): Cooragent is an AI agent collaboration community."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/wangrongsheng/awesome-llm-resourses",
   "project": "Agno",
   "repository": "https://github.com/agno-agi/agno",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "33. [Agno](https://github.com/agno-agi/agno): Agno is a lightweight library for building Agents with memory, knowledge, tools and reasoning."
   ],
   "repository_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "33. [Agno](https://github.com/agno-agi/agno): Agno is a lightweight library for building Agents with memory, knowledge, tools and reasoning."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/wangrongsheng/awesome-llm-resourses",
   "project": "Suna",
   "repository": "https://github.com/kortix-ai/suna",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "34. [Suna](https://github.com/kortix-ai/suna): Open Source Generalist AI Agent."
   ],
   "repository_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "34. [Suna](https://github.com/kortix-ai/suna): Open Source Generalist AI Agent."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/wangrongsheng/awesome-llm-resourses",
   "project": "rowboat",
   "repository": "https://github.com/rowboatlabs/rowboat",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "35. [rowboat](https://github.com/rowboatlabs/rowboat): Let AI build multi-agent workflows for you in minutes."
   ],
   "repository_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "35. [rowboat](https://github.com/rowboatlabs/rowboat): Let AI build multi-agent workflows for you in minutes."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/wangrongsheng/awesome-llm-resourses",
   "project": "EvoAgentX",
   "repository": "https://github.com/EvoAgentX/EvoAgentX",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "36. [EvoAgentX](https://github.com/EvoAgentX/EvoAgentX): Building a Self-Evolving Ecosystem of AI Agents."
   ],
   "repository_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "36. [EvoAgentX](https://github.com/EvoAgentX/EvoAgentX): Building a Self-Evolving Ecosystem of AI Agents."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/wangrongsheng/awesome-llm-resourses",
   "project": "ii-agent",
   "repository": "https://github.com/Intelligent-Internet/ii-agent",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "37. [ii-agent](https://github.com/Intelligent-Internet/ii-agent): a new open-source framework to build and deploy intelligent agents."
   ],
   "repository_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "37. [ii-agent](https://github.com/Intelligent-Internet/ii-agent): a new open-source framework to build and deploy intelligent agents."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/wangrongsheng/awesome-llm-resourses",
   "project": "OWL",
   "repository": "https://github.com/camel-ai/owl",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "38. [OWL](https://github.com/camel-ai/owl): Optimized Workforce Learning for General Multi-Agent Assistance in Real-World Task Automation."
   ],
   "repository_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "38. [OWL](https://github.com/camel-ai/owl): Optimized Workforce Learning for General Multi-Agent Assistance in Real-World Task Automation."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/wangrongsheng/awesome-llm-resourses",
   "project": "OpenManus",
   "repository": "https://github.com/FoundationAgents/OpenManus",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "39. [OpenManus](https://github.com/FoundationAgents/OpenManus): No fortress, purely open ground. OpenManus is Coming."
   ],
   "repository_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "39. [OpenManus](https://github.com/FoundationAgents/OpenManus): No fortress, purely open ground. OpenManus is Coming."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/wangrongsheng/awesome-llm-resourses",
   "project": "JoyAgent-JDGenie",
   "repository": "https://github.com/jd-opensource/joyagent-jdgenie",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "40. [JoyAgent-JDGenie](https://github.com/jd-opensource/joyagent-jdgenie): \u4e1a\u754c\u9996\u4e2a\u5f00\u6e90\u9ad8\u5b8c\u6210\u5ea6\u8f7b\u91cf\u5316\u901a\u7528\u591a\u667a\u80fd\u4f53\u4ea7\u54c1."
   ],
   "repository_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "40. [JoyAgent-JDGenie](https://github.com/jd-opensource/joyagent-jdgenie): \u4e1a\u754c\u9996\u4e2a\u5f00\u6e90\u9ad8\u5b8c\u6210\u5ea6\u8f7b\u91cf\u5316\u901a\u7528\u591a\u667a\u80fd\u4f53\u4ea7\u54c1."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/wangrongsheng/awesome-llm-resourses",
   "project": "coze-studio",
   "repository": "https://github.com/coze-dev/coze-studio",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "41. [coze-studio](https://github.com/coze-dev/coze-studio): An AI agent development platform with all-in-one visual tools, simplifying agent creation, debugging, and deployment like never before."
   ],
   "repository_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "41. [coze-studio](https://github.com/coze-dev/coze-studio): An AI agent development platform with all-in-one visual tools, simplifying agent creation, debugging, and deployment like never before."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/wangrongsheng/awesome-llm-resourses",
   "project": "OxyGent",
   "repository": "https://github.com/jd-opensource/OxyGent",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "42. [OxyGent](https://github.com/jd-opensource/OxyGent): An advanced Python framework that empowers developers to quickly build production-ready intelligent systems."
   ],
   "repository_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "42. [OxyGent](https://github.com/jd-opensource/OxyGent): An advanced Python framework that empowers developers to quickly build production-ready intelligent systems."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/wangrongsheng/awesome-llm-resourses",
   "project": "LazyCraft",
   "repository": "https://github.com/LazyAGI/LazyCraft",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "43. [LazyCraft](https://github.com/LazyAGI/LazyCraft): LazyCraft \u662f\u4e00\u4e2a\u57fa\u4e8e LazyLLM \u6784\u5efa\u7684 AI Agent \u5e94\u7528\u5f00\u53d1\u4e0e\u7ba1\u7406\u5e73\u53f0\uff0c\u65e8\u5728\u534f\u52a9\u5f00\u53d1\u8005\u4ee5 \u4f4e\u95e8\u69db\u3001\u4f4e\u6210\u672c \u5feb\u901f\u6784\u5efa\u548c\u53d1\u5e03\u5927\u6a21\u578b\u5e94\u7528\u3002"
   ],
   "repository_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "43. [LazyCraft](https://github.com/LazyAGI/LazyCraft): LazyCraft \u662f\u4e00\u4e2a\u57fa\u4e8e LazyLLM \u6784\u5efa\u7684 AI Agent \u5e94\u7528\u5f00\u53d1\u4e0e\u7ba1\u7406\u5e73\u53f0\uff0c\u65e8\u5728\u534f\u52a9\u5f00\u53d1\u8005\u4ee5 \u4f4e\u95e8\u69db\u3001\u4f4e\u6210\u672c \u5feb\u901f\u6784\u5efa\u548c\u53d1\u5e03\u5927\u6a21\u578b\u5e94\u7528\u3002"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/wangrongsheng/awesome-llm-resourses",
   "project": "OpenAgents",
   "repository": "https://github.com/openagents-org/openagents",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "44. [OpenAgents](https://github.com/openagents-org/openagents): AI Agent Networks for Open Collaboration."
   ],
   "repository_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "44. [OpenAgents](https://github.com/openagents-org/openagents): AI Agent Networks for Open Collaboration."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/wangrongsheng/awesome-llm-resourses",
   "project": "SandBox",
   "repository": "https://github.com/agent-infra/sandbox",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "45. [SandBox](https://github.com/agent-infra/sandbox): All-in-One Sandbox for AI Agents that combines Browser, Shell, File, MCP and VSCode Server in a single Docker container."
   ],
   "repository_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "45. [SandBox](https://github.com/agent-infra/sandbox): All-in-One Sandbox for AI Agents that combines Browser, Shell, File, MCP and VSCode Server in a single Docker container."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/wangrongsheng/awesome-llm-resourses",
   "project": "DeepAnalyze",
   "repository": "https://github.com/ruc-datalab/DeepAnalyze",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "46. [DeepAnalyze](https://github.com/ruc-datalab/DeepAnalyze): First agentic LLM for autonomous data science, supporting specific data tasks (data preparation, analysis, modeling, visualization, and insight) and data-oriented deep research (produce analyst-grade research reports)."
   ],
   "repository_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "46. [DeepAnalyze](https://github.com/ruc-datalab/DeepAnalyze): First agentic LLM for autonomous data science, supporting specific data tasks (data preparation, analysis, modeling, visualization, and insight) and data-oriented deep research (produce analyst-grade research reports)."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/wangrongsheng/awesome-llm-resourses",
   "project": "Astron Agent",
   "repository": "https://github.com/iflytek/astron-agent",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "47. [Astron Agent](https://github.com/iflytek/astron-agent): Enterprise-grade, commercial-friendly agentic workflow platform for building next-generation SuperAgents."
   ],
   "repository_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "47. [Astron Agent](https://github.com/iflytek/astron-agent): Enterprise-grade, commercial-friendly agentic workflow platform for building next-generation SuperAgents."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/wangrongsheng/awesome-llm-resourses",
   "project": "Youtu-Agent",
   "repository": "https://github.com/TencentCloudADP/youtu-agent",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "48. [Youtu-Agent](https://github.com/TencentCloudADP/youtu-agent): A simple yet powerful agent framework that delivers with open-source models."
   ],
   "repository_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "48. [Youtu-Agent](https://github.com/TencentCloudADP/youtu-agent): A simple yet powerful agent framework that delivers with open-source models."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/wangrongsheng/awesome-llm-resourses",
   "project": "MiroThinker",
   "repository": "https://github.com/MiroMindAI/MiroThinker",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "49. [MiroThinker](https://github.com/MiroMindAI/MiroThinker): an open-source search agent model, built for tool-augmented reasoning and real-world information seeking, aiming to match the deep research experience of OpenAI Deep Research and Gemini Deep Research."
   ],
   "repository_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "49. [MiroThinker](https://github.com/MiroMindAI/MiroThinker): an open-source search agent model, built for tool-augmented reasoning and real-world information seeking, aiming to match the deep research experience of OpenAI Deep Research and Gemini Deep Research."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/wangrongsheng/awesome-llm-resourses",
   "project": "Nexent",
   "repository": "https://github.com/ModelEngine-Group/nexent",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "50. [Nexent](https://github.com/ModelEngine-Group/nexent): A zero-code platform for auto-generating agents \u2014 no orchestration, no complex drag-and-drop required, using pure language to develop any agent you want."
   ],
   "repository_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "50. [Nexent](https://github.com/ModelEngine-Group/nexent): A zero-code platform for auto-generating agents \u2014 no orchestration, no complex drag-and-drop required, using pure language to develop any agent you want."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/wangrongsheng/awesome-llm-resourses",
   "project": "Yunjue-Agent",
   "repository": "https://github.com/YunjueTech/Yunjue-Agent",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "51. [Yunjue-Agent](https://github.com/YunjueTech/Yunjue-Agent): A Fully Reproducible, Zero-Start In-Situ Self-Evolving Agent System for Open-Ended Tasks."
   ],
   "repository_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "51. [Yunjue-Agent](https://github.com/YunjueTech/Yunjue-Agent): A Fully Reproducible, Zero-Start In-Situ Self-Evolving Agent System for Open-Ended Tasks."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/wangrongsheng/awesome-llm-resourses",
   "project": "Hindsight",
   "repository": "https://github.com/vectorize-io/hindsight",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "52. [Hindsight](https://github.com/vectorize-io/hindsight): State-of-the-art long-term memory for AI agents by Vectorize. Open-source, self-hostable, with integrations for LangChain, CrewAI, LlamaIndex, MCP, and more."
   ],
   "repository_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "52. [Hindsight](https://github.com/vectorize-io/hindsight): State-of-the-art long-term memory for AI agents by Vectorize. Open-source, self-hostable, with integrations for LangChain, CrewAI, LlamaIndex, MCP, and more."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/wangrongsheng/awesome-llm-resourses",
   "project": "AgentsMesh",
   "repository": "https://github.com/AgentsMesh/AgentsMesh",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "53. [AgentsMesh](https://github.com/AgentsMesh/AgentsMesh): The AI Agent Workforce Platform. Self-hostable multi-agent orchestration with remote AI workstations (AgentPods), PTY sandbox + git worktree isolation, channels-based agent collaboration, built-in Kanban, and per-pod MCP server. Supports Claude Code, Codex CLI, Gemini CLI, Aider, OpenCode."
   ],
   "repository_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "53. [AgentsMesh](https://github.com/AgentsMesh/AgentsMesh): The AI Agent Workforce Platform. Self-hostable multi-agent orchestration with remote AI workstations (AgentPods), PTY sandbox + git worktree isolation, channels-based agent collaboration, built-in Kanban, and per-pod MCP server. Supports Claude Code, Codex CLI, Gemini CLI, Aider, OpenCode."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://llm-explorer.com/agent/letta",
   "project": "Letta (MemGPT)",
   "repository": null,
   "stars": "21736",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## Letta (MemGPT) Details",
    "Letta (MemGPT) Details"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "## Letta (MemGPT) Details",
    "| GitHub Stars | 21,736 |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://usecarly.com/blog/browser-use-alternatives",
   "project": "Browser Use",
   "repository": null,
   "stars": "106000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# 7 Best Browser Use Alternatives in 2026",
    "Browser Use is the default open-source framework for AI browser agents \u2014 106,000+ GitHub stars, MIT licensed, Python and TypeScript SDKs, and a state-of-the-art 89.1% on the WebVoyager benchmark."
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# 7 Best Browser Use Alternatives in 2026",
    "Browser Use is the default open-source framework for AI browser agents \u2014 106,000+ GitHub stars, MIT licensed, Python and TypeScript SDKs, and a state-of-the-art 89.1% on the WebVoyager benchmark."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://usecarly.com/blog/browser-use-alternatives",
   "project": "Stagehand",
   "repository": null,
   "stars": "23000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# 7 Best Browser Use Alternatives in 2026",
    "## 1. Stagehand",
    "Built by the Browserbase team, MIT licensed, 23,000+ stars, TypeScript-first, and designed as an augmentation of Playwright rather than a replacement for it \u2014 you write normal Playwright and drop in `act`, `extract`, and `observe` where you want the model to decide."
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# 7 Best Browser Use Alternatives in 2026",
    "## 1. Stagehand",
    "Built by the Browserbase team, MIT licensed, 23,000+ stars, TypeScript-first, and designed as an augmentation of Playwright rather than a replacement for it \u2014 you write normal Playwright and drop in `act`, `extract`, and `observe` where you want the model to decide."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://usecarly.com/blog/browser-use-alternatives",
   "project": "Skyvern",
   "repository": null,
   "stars": "22000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# 7 Best Browser Use Alternatives in 2026",
    "## 2. Skyvern",
    "Y Combinator backed, $2.7 million raised in December 2025, 30,000+ users, 22,000+ stars, and 5,000 free credits a month with no card."
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# 7 Best Browser Use Alternatives in 2026",
    "## 2. Skyvern",
    "Y Combinator backed, $2.7 million raised in December 2025, 30,000+ users, 22,000+ stars, and 5,000 free credits a month with no card."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://usecarly.com/blog/browser-use-alternatives",
   "project": "Steel",
   "repository": null,
   "stars": "7000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# 7 Best Browser Use Alternatives in 2026",
    "## 4. Steel",
    "Open-source browser infrastructure, Apache-2.0, 7,000+ stars \u2014 a batteries-included browser sandbox you can self-host with Docker or run in their cloud."
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# 7 Best Browser Use Alternatives in 2026",
    "## 4. Steel",
    "Open-source browser infrastructure, Apache-2.0, 7,000+ stars \u2014 a batteries-included browser sandbox you can self-host with Docker or run in their cloud."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/TIGER-AI-Lab/OpenResearcher/blob/main/README.md",
   "project": "OpenResearcher",
   "repository": "https://github.com/TIGER-AI-Lab/OpenResearcher",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## \ud83d\udca5 Introduction",
    "**OpenResearcher** is a fully open agentic large language model (30B-A3B) designed for **long-horizon deep research** scenarios."
   ],
   "repository_evidence": [
    "[![Blog](https://camo.githubusercontent.com/e749e568a8e794879fa11d7d5f412525cff4c444278744bd2ae7f86be45bf97f/68747470733a2f2f696d672e736869656c64732e696f2f62616467652f4769746875622d3138313731373f7374796c653d666f722d7468652d6261646765266c6f676f3d676974687562266c6f676f436f6c6f723d7768697465)](https://github.com/TIGER-AI-Lab/OpenResearcher)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://vibecrowd.fund/repos/microsoft--ufo",
   "project": "UFO",
   "repository": "https://microsoft.github.io/UFO/",
   "stars": "9399",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "UFO is a Python-based multi-device orchestration framework from Microsoft, with UFO\u00b3 Galaxy for cross-device DAG-based workflows and UFO\u00b2 for Windows automation.",
    "Alternatives & relatedmatched by topic overlap"
   ],
   "repository_evidence": [
    "[![UFO website](https://gymcwiwjgxtzmoevxerx.supabase.co/storage/v1/object/public/screenshots/repo-microsoft--ufo.webp)](https://microsoft.github.io/UFO/)",
    "Alternatives & relatedmatched by topic overlap"
   ],
   "stars_evidence": [
    "Repository has 9399 stars and 1045 forks, with 77 open issues.",
    "Alternatives & relatedmatched by topic overlap"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://vibecrowd.fund/repos/microsoft--ufo",
   "project": "dify",
   "repository": "/repos/langgenius--dify",
   "stars": "152000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "langgenius/\ndify\n\u25b2 753/wk\nBuild Agentic workflows, RAG pipelines, with rich AI model and tool support on one collaborative workspace. Deploy on cloud, VPC, or self-hosted, so teams move from prototype to production without rebuilding the stack.\n152k24kTypeScript](/repos/langgenius--dify)[![](https://github.com/calesthio.png?size=64)",
    "Alternatives & relatedmatched by topic overlap"
   ],
   "repository_evidence": [
    "langgenius/\ndify\n\u25b2 753/wk\nBuild Agentic workflows, RAG pipelines, with rich AI model and tool support on one collaborative workspace. Deploy on cloud, VPC, or self-hosted, so teams move from prototype to production without rebuilding the stack.\n152k24kTypeScript](/repos/langgenius--dify)[![](https://github.com/calesthio.png?size=64)",
    "Alternatives & relatedmatched by topic overlap"
   ],
   "stars_evidence": [
    "langgenius/\ndify\n\u25b2 753/wk\nBuild Agentic workflows, RAG pipelines, with rich AI model and tool support on one collaborative workspace. Deploy on cloud, VPC, or self-hosted, so teams move from prototype to production without rebuilding the stack.\n152k24kTypeScript](/repos/langgenius--dify)[![](https://github.com/calesthio.png?size=64)",
    "Alternatives & relatedmatched by topic overlap"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://vibecrowd.fund/repos/microsoft--ufo",
   "project": "OpenMontage",
   "repository": "/repos/calesthio--openmontage",
   "stars": "45000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "calesthio/\nOpenMontage\n\u25b2 1.9k/wk\nWorld's first open-source, agentic video production system. 12 production pipelines, 100+ tools, 700+ agent skill and production-knowledge files. Turn your AI coding assistant into a full video production studio.\n45k5.5kPython](/repos/calesthio--openmontage)[![](https://github.com/TauricResearch.png?size=64)",
    "Alternatives & relatedmatched by topic overlap"
   ],
   "repository_evidence": [
    "calesthio/\nOpenMontage\n\u25b2 1.9k/wk\nWorld's first open-source, agentic video production system. 12 production pipelines, 100+ tools, 700+ agent skill and production-knowledge files. Turn your AI coding assistant into a full video production studio.\n45k5.5kPython](/repos/calesthio--openmontage)[![](https://github.com/TauricResearch.png?size=64)",
    "Alternatives & relatedmatched by topic overlap"
   ],
   "stars_evidence": [
    "calesthio/\nOpenMontage\n\u25b2 1.9k/wk\nWorld's first open-source, agentic video production system. 12 production pipelines, 100+ tools, 700+ agent skill and production-knowledge files. Turn your AI coding assistant into a full video production studio.\n45k5.5kPython](/repos/calesthio--openmontage)[![](https://github.com/TauricResearch.png?size=64)",
    "Alternatives & relatedmatched by topic overlap"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://vibecrowd.fund/repos/microsoft--ufo",
   "project": "TradingAgents",
   "repository": "/repos/tauricresearch--tradingagents",
   "stars": "96000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "TauricResearch/\nTradingAgents\n\u25b2 693/wk\nTradingAgents: Multi-Agents LLM Financial Trading Framework\n96k18kPython](/repos/tauricresearch--tradingagents)[![](https://github.com/bytedance.png?size=64)",
    "Alternatives & relatedmatched by topic overlap"
   ],
   "repository_evidence": [
    "TauricResearch/\nTradingAgents\n\u25b2 693/wk\nTradingAgents: Multi-Agents LLM Financial Trading Framework\n96k18kPython](/repos/tauricresearch--tradingagents)[![](https://github.com/bytedance.png?size=64)",
    "Alternatives & relatedmatched by topic overlap"
   ],
   "stars_evidence": [
    "TauricResearch/\nTradingAgents\n\u25b2 693/wk\nTradingAgents: Multi-Agents LLM Financial Trading Framework\n96k18kPython](/repos/tauricresearch--tradingagents)[![](https://github.com/bytedance.png?size=64)",
    "Alternatives & relatedmatched by topic overlap"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://vibecrowd.fund/repos/microsoft--ufo",
   "project": "deer-flow",
   "repository": "/repos/bytedance--deer-flow",
   "stars": "80000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "bytedance/\ndeer-flow\n\u25b2 1.2k/wk\nAn open-source long-horizon SuperAgent harness that researches, codes, and creates. With the help of sandboxes, memories, tools, skill, subagents and message gateway, it handles different levels of tasks that could take minutes to hours.\n80k11kPython](/repos/bytedance--deer-flow)[![](https://github.com/hiyouga.png?size=64)",
    "Alternatives & relatedmatched by topic overlap"
   ],
   "repository_evidence": [
    "bytedance/\ndeer-flow\n\u25b2 1.2k/wk\nAn open-source long-horizon SuperAgent harness that researches, codes, and creates. With the help of sandboxes, memories, tools, skill, subagents and message gateway, it handles different levels of tasks that could take minutes to hours.\n80k11kPython](/repos/bytedance--deer-flow)[![](https://github.com/hiyouga.png?size=64)",
    "Alternatives & relatedmatched by topic overlap"
   ],
   "stars_evidence": [
    "bytedance/\ndeer-flow\n\u25b2 1.2k/wk\nAn open-source long-horizon SuperAgent harness that researches, codes, and creates. With the help of sandboxes, memories, tools, skill, subagents and message gateway, it handles different levels of tasks that could take minutes to hours.\n80k11kPython](/repos/bytedance--deer-flow)[![](https://github.com/hiyouga.png?size=64)",
    "Alternatives & relatedmatched by topic overlap"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://vibecrowd.fund/repos/microsoft--ufo",
   "project": "LlamaFactory",
   "repository": "/repos/hiyouga--llamafactory",
   "stars": "74000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "hiyouga/\nLlamaFactory\n\u25b2 162/wk\nUnified Efficient Fine-Tuning of 100+ LLMs & VLMs (ACL 2024)\n74k9.0kPython](/repos/hiyouga--llamafactory)[![](https://github.com/shareAI-lab.png?size=64)",
    "Alternatives & relatedmatched by topic overlap"
   ],
   "repository_evidence": [
    "hiyouga/\nLlamaFactory\n\u25b2 162/wk\nUnified Efficient Fine-Tuning of 100+ LLMs & VLMs (ACL 2024)\n74k9.0kPython](/repos/hiyouga--llamafactory)[![](https://github.com/shareAI-lab.png?size=64)",
    "Alternatives & relatedmatched by topic overlap"
   ],
   "stars_evidence": [
    "hiyouga/\nLlamaFactory\n\u25b2 162/wk\nUnified Efficient Fine-Tuning of 100+ LLMs & VLMs (ACL 2024)\n74k9.0kPython](/repos/hiyouga--llamafactory)[![](https://github.com/shareAI-lab.png?size=64)",
    "Alternatives & relatedmatched by topic overlap"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://vibecrowd.fund/repos/microsoft--ufo",
   "project": "learn-claude-code",
   "repository": "/repos/shareai-lab--learn-claude-code",
   "stars": "73000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "shareAI-lab/\nlearn-claude-code\n\u25b2 715/wk\nBash is all you need - A nano claude code\u2013like \u300cagent harness\u300d, built from 0 to 1\n73k12kPython](/repos/shareai-lab--learn-claude-code)",
    "Alternatives & relatedmatched by topic overlap"
   ],
   "repository_evidence": [
    "shareAI-lab/\nlearn-claude-code\n\u25b2 715/wk\nBash is all you need - A nano claude code\u2013like \u300cagent harness\u300d, built from 0 to 1\n73k12kPython](/repos/shareai-lab--learn-claude-code)",
    "Alternatives & relatedmatched by topic overlap"
   ],
   "stars_evidence": [
    "shareAI-lab/\nlearn-claude-code\n\u25b2 715/wk\nBash is all you need - A nano claude code\u2013like \u300cagent harness\u300d, built from 0 to 1\n73k12kPython](/repos/shareai-lab--learn-claude-code)",
    "Alternatives & relatedmatched by topic overlap"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://nolist.ai/item/bee-agent-framework",
   "project": "Bee Agent Framework",
   "repository": "https://github.com/i-am-bee/bee-agent-framework",
   "stars": "2850",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Bee Agent Framework",
    "A structured, type-safe framework for making Small Language Models behave like enterprise-grade agents."
   ],
   "repository_evidence": [
    "# Bee Agent Framework",
    "- GitHub[2,850](https://github.com/i-am-bee/bee-agent-framework)"
   ],
   "stars_evidence": [
    "# Bee Agent Framework",
    "- GitHub[2,850](https://github.com/i-am-bee/bee-agent-framework)"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://openclawai.net/compare/openmanus",
   "project": "OpenClaw",
   "repository": "github.com/openclaw/openclaw",
   "stars": "139000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "OpenClaw vs OpenManus Detailed Comparison",
    "OpenClaw and OpenManus are both viral open-source AI agent frameworks in 2025-2026, but their design focus, maturity, use cases, and risks are vastly different.",
    "| Item | OpenClaw (github.com/openclaw/openclaw) | OpenManus (github.com/FoundationAgents/OpenManus) | Verdict (Subjective) |"
   ],
   "repository_evidence": [
    "OpenClaw vs OpenManus Detailed Comparison",
    "| Item | OpenClaw (github.com/openclaw/openclaw) | OpenManus (github.com/FoundationAgents/OpenManus) | Verdict (Subjective) |"
   ],
   "stars_evidence": [
    "OpenClaw vs OpenManus Detailed Comparison",
    "Exploded late 2025 - Jan 2026, GitHub stars 139,000+, extremely fast growth (0 to 100k in weeks), crazy community (e.g., MoltBook AI social)",
    "| Launch & Growth | Exploded late 2025 - Jan 2026, GitHub stars 139,000+, extremely fast growth (0 to 100k in weeks), crazy community (e.g., MoltBook AI social) | Launched March 2025 (reproduced within 3 hours of Manus release), GitHub stars 54,000+, steady growth but less viral than OpenClaw | OpenClaw (More Popular) |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://openclawai.net/compare/openmanus",
   "project": "OpenManus",
   "repository": "github.com/FoundationAgents/OpenManus",
   "stars": "54000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "OpenClaw vs OpenManus Detailed Comparison",
    "OpenClaw and OpenManus are both viral open-source AI agent frameworks in 2025-2026, but their design focus, maturity, use cases, and risks are vastly different.",
    "| Item | OpenClaw (github.com/openclaw/openclaw) | OpenManus (github.com/FoundationAgents/OpenManus) | Verdict (Subjective) |"
   ],
   "repository_evidence": [
    "OpenClaw vs OpenManus Detailed Comparison",
    "| Item | OpenClaw (github.com/openclaw/openclaw) | OpenManus (github.com/FoundationAgents/OpenManus) | Verdict (Subjective) |"
   ],
   "stars_evidence": [
    "OpenClaw vs OpenManus Detailed Comparison",
    "Launched March 2025 (reproduced within 3 hours of Manus release), GitHub stars 54,000+, steady growth but less viral than OpenClaw",
    "| Launch & Growth | Exploded late 2025 - Jan 2026, GitHub stars 139,000+, extremely fast growth (0 to 100k in weeks), crazy community (e.g., MoltBook AI social) | Launched March 2025 (reproduced within 3 hours of Manus release), GitHub stars 54,000+, steady growth but less viral than OpenClaw | OpenClaw (More Popular) |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/WangRongsheng/awesome-LLM-resourses/blob/main/README.md",
   "project": "AutoGen",
   "repository": "https://github.com/microsoft/autogen",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "1. [AutoGen](https://github.com/microsoft/autogen): AutoGen is a framework that enables the development of LLM applications using multiple agents that can converse with each other to solve tasks. [AutoGen AIStudio](https://autogen-studio.com/)"
   ],
   "repository_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "1. [AutoGen](https://github.com/microsoft/autogen): AutoGen is a framework that enables the development of LLM applications using multiple agents that can converse with each other to solve tasks. [AutoGen AIStudio](https://autogen-studio.com/)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://claudewave.com/en/repo/strands-agents-harness-sdk",
   "project": "harness-sdk",
   "repository": "https://github.com/strands-agents/harness-sdk",
   "stars": "6900",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Open-source SDK for production AI agents in Python & TypeScript - any model, any cloud.",
    "strands-agents/harness-sdk is subagents for the Claude AI ecosystem."
   ],
   "repository_evidence": [
    "git clone https://github.com/strands-agents/harness-sdk && cp harness-sdk/*.md ~/.claude/agents/",
    "You can install harness-sdk by cloning the repository (https://github.com/strands-agents/harness-sdk) or following the README instructions on GitHub."
   ],
   "stars_evidence": [
    "Subagents6.9k stars1k forks\u25cf PythonApache-2.0Updated 2d ago",
    "It has 6.9k GitHub stars and its last recorded update is dated 2026-08-07."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://docs.bswen.com/blog/2026-06-27-why-most-coding-agents-are-built-with-nodejs",
   "project": "opencode",
   "repository": "https://github.com/sst/opencode",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Why Most Coding Agents Are Built with Node.js (and TypeScript)",
    "- \ud83d\udc68\u200d\ud83d\udcbb [opencode on GitHub](https://github.com/sst/opencode)"
   ],
   "repository_evidence": [
    "Why Most Coding Agents Are Built with Node.js (and TypeScript)",
    "- \ud83d\udc68\u200d\ud83d\udcbb [opencode on GitHub](https://github.com/sst/opencode)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://docs.bswen.com/blog/2026-06-27-why-most-coding-agents-are-built-with-nodejs",
   "project": "Aider",
   "repository": "https://github.com/Aider-AI/aider",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Why Most Coding Agents Are Built with Node.js (and TypeScript)",
    "- \ud83d\udc68\u200d\ud83d\udcbb [Aider on GitHub](https://github.com/Aider-AI/aider)"
   ],
   "repository_evidence": [
    "Why Most Coding Agents Are Built with Node.js (and TypeScript)",
    "- \ud83d\udc68\u200d\ud83d\udcbb [Aider on GitHub](https://github.com/Aider-AI/aider)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://docs.bswen.com/blog/2026-06-27-why-most-coding-agents-are-built-with-nodejs",
   "project": "OpenHands",
   "repository": "https://github.com/All-Hands-AI/OpenHands",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Why Most Coding Agents Are Built with Node.js (and TypeScript)",
    "- \ud83d\udc68\u200d\ud83d\udcbb [OpenHands on GitHub](https://github.com/All-Hands-AI/OpenHands)"
   ],
   "repository_evidence": [
    "Why Most Coding Agents Are Built with Node.js (and TypeScript)",
    "- \ud83d\udc68\u200d\ud83d\udcbb [OpenHands on GitHub](https://github.com/All-Hands-AI/OpenHands)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://olud.ai/vs/babyagi-vs-agent-zero.html",
   "project": "BabyAGI",
   "repository": null,
   "stars": "22.4k",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Open-Source AI \u00b7 AI agent framework",
    "# BabyAGI vs Agent Zero",
    "BabyAGI vs Agent Zero compared for 2026 \u2014 features, license, ease of use, performance and which one to choose.",
    "| Spec | BabyAGI | Agent Zero |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "Open-Source AI \u00b7 AI agent framework",
    "## BabyAGI vs Agent Zero at a glance",
    "| Spec | BabyAGI | Agent Zero |",
    "| GitHub stars | 22.4k | \u2014 |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://olud.ai/vs/babyagi-vs-agent-zero.html",
   "project": "Agent Zero",
   "repository": "https://github.com/frdel/agent-zero",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Open-Source AI \u00b7 AI agent framework",
    "# BabyAGI vs Agent Zero",
    "BabyAGI vs Agent Zero compared for 2026 \u2014 features, license, ease of use, performance and which one to choose.",
    "| Spec | BabyAGI | Agent Zero |"
   ],
   "repository_evidence": [
    "Open-Source AI \u00b7 AI agent framework",
    "[Visit Agent Zero \u2192](https://github.com/frdel/agent-zero)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://arxiv.org/html/2511.11332v2",
   "project": "UFO3",
   "repository": "https://github.com/microsoft/UFO/",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# UFO3: Weaving the Digital Agent Galaxy ![[Uncaptioned image]](2511.11332v2/images/ufo_y.png)",
    "The entire project is open-sourced at [https://github.com/microsoft/UFO/](https://github.com/microsoft/UFO/), accompanied by detailed documentation and tutorials at [https://microsoft.github.io/UFO/](https://microsoft.github.io/UFO/)"
   ],
   "repository_evidence": [
    "# UFO3: Weaving the Digital Agent Galaxy ![[Uncaptioned image]](2511.11332v2/images/ufo_y.png)",
    "The entire project is open-sourced at [https://github.com/microsoft/UFO/](https://github.com/microsoft/UFO/), accompanied by detailed documentation and tutorials at [https://microsoft.github.io/UFO/](https://microsoft.github.io/UFO/)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://frozenlight.ai/post/frozenlight/570/open-manus-vs-manus-ai-when-the-waitlist-becomes-the-warning-sign",
   "project": "OpenManus",
   "repository": "http://github.com/geekan/MetaGPT/tree/main/openmanus",
   "stars": "16000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "In just three hours, a group called MetaGPT released OpenManus - a free, public, open-source replica.",
    "Manus AI - a Chinese-built agent platform by Monica - went viral with a slick promise: fully autonomous AI agents that work like digital employees."
   ],
   "repository_evidence": [
    "You can run it locally via GitHub: http://github.com/geekan/MetaGPT/tree/main/openmanus",
    "Manus AI - a Chinese-built agent platform by Monica - went viral with a slick promise: fully autonomous AI agents that work like digital employees."
   ],
   "stars_evidence": [
    "Meanwhile, MetaGPT pushed OpenManus to GitHub, offering near-instant access to the same multi-step agent logic.",
    "16,000+ stars in 48 hours.",
    "Manus AI - a Chinese-built agent platform by Monica - went viral with a slick promise: fully autonomous AI agents that work like digital employees."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/tangzhenyu%2Falan_awesome_llm",
   "project": "AutoGen",
   "repository": "github.com/microsoft/autogen",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# alan_awesome_llm",
    "- ## Agents",
    "  - [AutoGen](/projects/github.com%2Fmicrosoft%2Fautogen) - studio.com/)"
   ],
   "repository_evidence": [
    "# alan_awesome_llm",
    "- ## Agents",
    "  - [AutoGen](/projects/github.com%2Fmicrosoft%2Fautogen) - studio.com/)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/tangzhenyu%2Falan_awesome_llm",
   "project": "AgentGPT",
   "repository": "github.com/reworkd/AgentGPT",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# alan_awesome_llm",
    "- ## Agents",
    "  - [AgentGPT](/projects/github.com%2Freworkd%2FAgentGPT)"
   ],
   "repository_evidence": [
    "# alan_awesome_llm",
    "- ## Agents",
    "  - [AgentGPT](/projects/github.com%2Freworkd%2FAgentGPT)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/tangzhenyu%2Falan_awesome_llm",
   "project": "XAgent",
   "repository": "github.com/OpenBMB/XAgent",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# alan_awesome_llm",
    "- ## Agents",
    "  - [XAgent](/projects/github.com%2FOpenBMB%2FXAgent)"
   ],
   "repository_evidence": [
    "# alan_awesome_llm",
    "- ## Agents",
    "  - [XAgent](/projects/github.com%2FOpenBMB%2FXAgent)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/tangzhenyu%2Falan_awesome_llm",
   "project": "MobileAgent",
   "repository": "github.com/X-PLUG/MobileAgent",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# alan_awesome_llm",
    "- ## Agents",
    "  - [MobileAgent](/projects/github.com%2FX-PLUG%2FMobileAgent)"
   ],
   "repository_evidence": [
    "# alan_awesome_llm",
    "- ## Agents",
    "  - [MobileAgent](/projects/github.com%2FX-PLUG%2FMobileAgent)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/tangzhenyu%2Falan_awesome_llm",
   "project": "Lagent",
   "repository": "github.com/InternLM/lagent",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# alan_awesome_llm",
    "- ## Agents",
    "  - [Lagent](/projects/github.com%2FInternLM%2Flagent) - based agents."
   ],
   "repository_evidence": [
    "# alan_awesome_llm",
    "- ## Agents",
    "  - [Lagent](/projects/github.com%2FInternLM%2Flagent) - based agents."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/tangzhenyu%2Falan_awesome_llm",
   "project": "Qwen-Agent",
   "repository": "github.com/QwenLM/Qwen-Agent",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# alan_awesome_llm",
    "- ## Agents",
    "  - [Qwen-Agent](/projects/github.com%2FQwenLM%2FQwen-Agent)"
   ],
   "repository_evidence": [
    "# alan_awesome_llm",
    "- ## Agents",
    "  - [Qwen-Agent](/projects/github.com%2FQwenLM%2FQwen-Agent)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/tangzhenyu%2Falan_awesome_llm",
   "project": "agentUniverse",
   "repository": "github.com/agentuniverse-ai/agentUniverse",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# alan_awesome_llm",
    "- ## Agents",
    "  - [agentUniverse](/projects/github.com%2Fagentuniverse-ai%2FagentUniverse) - agent framework that allows developers to easily build multi-agent applications. Furthermore, through the community, they can exchange and share practices of patterns across different domains."
   ],
   "repository_evidence": [
    "# alan_awesome_llm",
    "- ## Agents",
    "  - [agentUniverse](/projects/github.com%2Fagentuniverse-ai%2FagentUniverse) - agent framework that allows developers to easily build multi-agent applications. Furthermore, through the community, they can exchange and share practices of patterns across different domains."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/tangzhenyu%2Falan_awesome_llm",
   "project": "LazyLLM",
   "repository": "github.com/LazyAGI/LazyLLM",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# alan_awesome_llm",
    "- ## Agents",
    "  - [LazyLLM](/projects/github.com%2FLazyAGI%2FLazyLLM)"
   ],
   "repository_evidence": [
    "# alan_awesome_llm",
    "- ## Agents",
    "  - [LazyLLM](/projects/github.com%2FLazyAGI%2FLazyLLM)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/tangzhenyu%2Falan_awesome_llm",
   "project": "MoA",
   "repository": "github.com/togethercomputer/MoA",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# alan_awesome_llm",
    "- ## Agents",
    "  - [MoA](/projects/github.com%2Ftogethercomputer%2FMoA) - of-the-art results."
   ],
   "repository_evidence": [
    "# alan_awesome_llm",
    "- ## Agents",
    "  - [MoA](/projects/github.com%2Ftogethercomputer%2FMoA) - of-the-art results."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/tangzhenyu%2Falan_awesome_llm",
   "project": "Agently",
   "repository": "github.com/Maplemx/Agently",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# alan_awesome_llm",
    "- ## Agents",
    "  - [Agently](/projects/github.com%2FMaplemx%2FAgently)"
   ],
   "repository_evidence": [
    "# alan_awesome_llm",
    "- ## Agents",
    "  - [Agently](/projects/github.com%2FMaplemx%2FAgently)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/tangzhenyu%2Falan_awesome_llm",
   "project": "OmAgent",
   "repository": "github.com/om-ai-lab/OmAgent",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# alan_awesome_llm",
    "- ## Agents",
    "  - [OmAgent](/projects/github.com%2Fom-ai-lab%2FOmAgent)"
   ],
   "repository_evidence": [
    "# alan_awesome_llm",
    "- ## Agents",
    "  - [OmAgent](/projects/github.com%2Fom-ai-lab%2FOmAgent)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/tangzhenyu%2Falan_awesome_llm",
   "project": "Tribe",
   "repository": "github.com/StreetLamb/tribe",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# alan_awesome_llm",
    "- ## Agents",
    "  - [Tribe](/projects/github.com%2FStreetLamb%2Ftribe) - agent teams."
   ],
   "repository_evidence": [
    "# alan_awesome_llm",
    "- ## Agents",
    "  - [Tribe](/projects/github.com%2FStreetLamb%2Ftribe) - agent teams."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/tangzhenyu%2Falan_awesome_llm",
   "project": "CAMEL",
   "repository": "github.com/camel-ai/camel",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# alan_awesome_llm",
    "- ## Agents",
    "  - [CAMEL](/projects/github.com%2Fcamel-ai%2Fcamel) - agent framework."
   ],
   "repository_evidence": [
    "# alan_awesome_llm",
    "- ## Agents",
    "  - [CAMEL](/projects/github.com%2Fcamel-ai%2Fcamel) - agent framework."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/tangzhenyu%2Falan_awesome_llm",
   "project": "IoA",
   "repository": "github.com/openbmb/ioa",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# alan_awesome_llm",
    "- ## Agents",
    "  - [IoA](/projects/github.com%2Fopenbmb%2Fioa) - source framework for collaborative AI agents, enabling diverse, distributed agents to team up and tackle complex tasks through internet-like connectivity."
   ],
   "repository_evidence": [
    "# alan_awesome_llm",
    "- ## Agents",
    "  - [IoA](/projects/github.com%2Fopenbmb%2Fioa) - source framework for collaborative AI agents, enabling diverse, distributed agents to team up and tackle complex tasks through internet-like connectivity."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/tangzhenyu%2Falan_awesome_llm",
   "project": "Agent Zero",
   "repository": "github.com/frdel/agent-zero",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# alan_awesome_llm",
    "- ## Agents",
    "  - [Agent Zero](/projects/github.com%2Ffrdel%2Fagent-zero)"
   ],
   "repository_evidence": [
    "# alan_awesome_llm",
    "- ## Agents",
    "  - [Agent Zero](/projects/github.com%2Ffrdel%2Fagent-zero)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/tangzhenyu%2Falan_awesome_llm",
   "project": "Agents",
   "repository": "github.com/aiwaves-cn/agents",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# alan_awesome_llm",
    "- ## Agents",
    "  - [Agents](/projects/github.com%2Faiwaves-cn%2Fagents) - source Framework for Data-centric, Self-evolving Autonomous Language Agents."
   ],
   "repository_evidence": [
    "# alan_awesome_llm",
    "- ## Agents",
    "  - [Agents](/projects/github.com%2Faiwaves-cn%2Fagents) - source Framework for Data-centric, Self-evolving Autonomous Language Agents."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/tangzhenyu%2Falan_awesome_llm",
   "project": "PraisonAI",
   "repository": "github.com/MervinPraison/PraisonAI/",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# alan_awesome_llm",
    "- ## Agents",
    "  - [PraisonAI](/projects/github.com%2FMervinPraison%2FPraisonAI%2F) - code solution for building and managing multi-agent LLM systems, focusing on simplicity, customisation, and efficient human-agent collaboration."
   ],
   "repository_evidence": [
    "# alan_awesome_llm",
    "- ## Agents",
    "  - [PraisonAI](/projects/github.com%2FMervinPraison%2FPraisonAI%2F) - code solution for building and managing multi-agent LLM systems, focusing on simplicity, customisation, and efficient human-agent collaboration."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/tangzhenyu%2Falan_awesome_llm",
   "project": "CrewAI",
   "repository": "github.com/joaomdmoura/crewAI",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# alan_awesome_llm",
    "- ## Agents",
    "  - [CrewAI](/projects/github.com%2Fjoaomdmoura%2FcrewAI) - playing, autonomous AI agents. By fostering collaborative intelligence, CrewAI empowers agents to work together seamlessly, tackling complex tasks."
   ],
   "repository_evidence": [
    "# alan_awesome_llm",
    "- ## Agents",
    "  - [CrewAI](/projects/github.com%2Fjoaomdmoura%2FcrewAI) - playing, autonomous AI agents. By fostering collaborative intelligence, CrewAI empowers agents to work together seamlessly, tackling complex tasks."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/tangzhenyu%2Falan_awesome_llm",
   "project": "llama-agentic-system",
   "repository": "github.com/meta-llama/llama-agentic-system",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# alan_awesome_llm",
    "- ## Agents",
    "  - [llama-agentic-system](/projects/github.com%2Fmeta-llama%2Fllama-agentic-system)"
   ],
   "repository_evidence": [
    "# alan_awesome_llm",
    "- ## Agents",
    "  - [llama-agentic-system](/projects/github.com%2Fmeta-llama%2Fllama-agentic-system)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://morphllm.com/ai-agent-framework",
   "project": "CrewAI",
   "repository": null,
   "stars": "52400",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "8 AI agent frameworks compared with exact 2026 releases: Claude Agent SDK, OpenAI Agents SDK, Google ADK, LangGraph, CrewAI (52.4k stars), Smolagents, Pydantic AI, Microsoft Agent Framework 1.0.",
    "# AI Agent Frameworks (2026 Update): 8 SDKs Compared + the Claude Agent SDK Primitive Reference",
    "8 AI agent frameworks compared with exact 2026 releases: Claude Agent SDK, OpenAI Agents SDK, Google ADK, LangGraph, CrewAI (52.4k stars), Smolagents, Pydantic AI, Microsoft Agent Framework 1.0. Plus the full Claude Agent SDK reference: query() primitive, lifecycle hooks, subagents, schema, streaming, isolation, token handling, MCP, and A2A."
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "8 AI agent frameworks compared with exact 2026 releases: Claude Agent SDK, OpenAI Agents SDK, Google ADK, LangGraph, CrewAI (52.4k stars), Smolagents, Pydantic AI, Microsoft Agent Framework 1.0.",
    "# AI Agent Frameworks (2026 Update): 8 SDKs Compared + the Claude Agent SDK Primitive Reference",
    "8 AI agent frameworks compared with exact 2026 releases: Claude Agent SDK, OpenAI Agents SDK, Google ADK, LangGraph, CrewAI (52.4k stars), Smolagents, Pydantic AI, Microsoft Agent Framework 1.0. Plus the full Claude Agent SDK reference: query() primitive, lifecycle hooks, subagents, schema, streaming, isolation, token handling, MCP, and A2A."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://codepointer.dev/p/agent-memory-systems-and-knowledge",
   "project": "Letta",
   "repository": "https://github.com/letta-ai/letta",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Agent Memory Systems and Knowledge Graphs: Letta, Mem0, Graphiti, and Cognee",
    "Four popular agent-memory libraries each pick a different answer to the same design question.",
    "[Letta](https://github.com/letta-ai/letta) edits plain text blocks and files."
   ],
   "repository_evidence": [
    "# Agent Memory Systems and Knowledge Graphs: Letta, Mem0, Graphiti, and Cognee",
    "Four popular agent-memory libraries each pick a different answer to the same design question.",
    "[Letta](https://github.com/letta-ai/letta) edits plain text blocks and files."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://codepointer.dev/p/agent-memory-systems-and-knowledge",
   "project": "Mem0",
   "repository": "https://github.com/mem0ai/mem0",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Agent Memory Systems and Knowledge Graphs: Letta, Mem0, Graphiti, and Cognee",
    "Four popular agent-memory libraries each pick a different answer to the same design question.",
    "[Mem0](https://github.com/mem0ai/mem0) keeps a vector store with entity hints."
   ],
   "repository_evidence": [
    "# Agent Memory Systems and Knowledge Graphs: Letta, Mem0, Graphiti, and Cognee",
    "Four popular agent-memory libraries each pick a different answer to the same design question.",
    "[Mem0](https://github.com/mem0ai/mem0) keeps a vector store with entity hints."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://codepointer.dev/p/agent-memory-systems-and-knowledge",
   "project": "Graphiti",
   "repository": "https://github.com/getzep/graphiti",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Agent Memory Systems and Knowledge Graphs: Letta, Mem0, Graphiti, and Cognee",
    "Four popular agent-memory libraries each pick a different answer to the same design question.",
    "[Graphiti](https://github.com/getzep/graphiti) indexes facts as time-stamped relationships."
   ],
   "repository_evidence": [
    "# Agent Memory Systems and Knowledge Graphs: Letta, Mem0, Graphiti, and Cognee",
    "Four popular agent-memory libraries each pick a different answer to the same design question.",
    "[Graphiti](https://github.com/getzep/graphiti) indexes facts as time-stamped relationships."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://codepointer.dev/p/agent-memory-systems-and-knowledge",
   "project": "Cognee",
   "repository": "https://github.com/topoteretes/cognee",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Agent Memory Systems and Knowledge Graphs: Letta, Mem0, Graphiti, and Cognee",
    "Four popular agent-memory libraries each pick a different answer to the same design question.",
    "[Cognee](https://github.com/topoteretes/cognee) runs an entity extraction pipeline."
   ],
   "repository_evidence": [
    "# Agent Memory Systems and Knowledge Graphs: Letta, Mem0, Graphiti, and Cognee",
    "Four popular agent-memory libraries each pick a different answer to the same design question.",
    "[Cognee](https://github.com/topoteretes/cognee) runs an entity extraction pipeline."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://vibecrowd.fund/repos/strands-agents--harness-sdk",
   "project": "Strands Agents harness-sdk",
   "repository": null,
   "stars": "6526",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Strands Agents harness-sdk provides a Python and TypeScript SDK to build and run AI agents with model-agnostic backends, including guardrails and observability.",
    "Strands Agents harness-sdk is an open-source SDK for building and running AI agents."
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "GitHub repo shows 6526 stars and 941 forks as per the metadata.",
    "Traction"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://vibecrowd.fund/repos/strands-agents--harness-sdk",
   "project": "ruflo",
   "repository": "https://github.com/ruvnet/ruflo",
   "stars": "68000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Alternatives & relatedmatched by topic overlap",
    "ruvnet/\nruflo"
   ],
   "repository_evidence": [
    "Alternatives & relatedmatched by topic overlap",
    "[![](https://github.com/ruvnet.png?size=64)\nruvnet/\nruflo\n\u25b2 629/wk\n\ud83c\udf0a The original agent meta-harness. Deploy intelligent multi-player swarms, coordinate autonomous workflows, and build conversational AI systems. Features adaptive memory, self-learning intelligence, RAG integration, and native Claude Code / Codex / Hermes and many more Integrated\n68k8.1kTypeScript](/repos/ruvnet--ruflo)"
   ],
   "stars_evidence": [
    "Alternatives & relatedmatched by topic overlap",
    "[![](https://github.com/ruvnet.png?size=64)\nruvnet/\nruflo\n\u25b2 629/wk\n\ud83c\udf0a The original agent meta-harness. Deploy intelligent multi-player swarms, coordinate autonomous workflows, and build conversational AI systems. Features adaptive memory, self-learning intelligence, RAG integration, and native Claude Code / Codex / Hermes and many more Integrated\n68k8.1kTypeScript](/repos/ruvnet--ruflo)"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://vibecrowd.fund/repos/strands-agents--harness-sdk",
   "project": "langchain",
   "repository": "https://github.com/langchain-ai/langchain",
   "stars": "144000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Alternatives & relatedmatched by topic overlap",
    "langchain-ai/\nlangchain"
   ],
   "repository_evidence": [
    "Alternatives & relatedmatched by topic overlap",
    "[![](https://github.com/langchain-ai.png?size=64)\nlangchain-ai/\nlangchain\n\u25b2 595/wk\nThe agent engineering platform.\n144k24kPython](/repos/langchain-ai--langchain)"
   ],
   "stars_evidence": [
    "Alternatives & relatedmatched by topic overlap",
    "[![](https://github.com/langchain-ai.png?size=64)\nlangchain-ai/\nlangchain\n\u25b2 595/wk\nThe agent engineering platform.\n144k24kPython](/repos/langchain-ai--langchain)"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://vibecrowd.fund/repos/strands-agents--harness-sdk",
   "project": "agents",
   "repository": "https://github.com/wshobson/agents",
   "stars": "39000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Alternatives & relatedmatched by topic overlap",
    "wshobson/\nagents"
   ],
   "repository_evidence": [
    "Alternatives & relatedmatched by topic overlap",
    "[![](https://github.com/wshobson.png?size=64)\nwshobson/\nagents\n\u25b2 148/wk\nMulti-harness agentic plugin marketplace for Claude Code, Codex CLI, Cursor, OpenCode, GitHub Copilot, and Gemini CLI\n39k4.1kPython](/repos/wshobson--agents)"
   ],
   "stars_evidence": [
    "Alternatives & relatedmatched by topic overlap",
    "[![](https://github.com/wshobson.png?size=64)\nwshobson/\nagents\n\u25b2 148/wk\nMulti-harness agentic plugin marketplace for Claude Code, Codex CLI, Cursor, OpenCode, GitHub Copilot, and Gemini CLI\n39k4.1kPython](/repos/wshobson--agents)"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://vibecrowd.fund/repos/strands-agents--harness-sdk",
   "project": "AutoGPT",
   "repository": "https://github.com/Significant-Gravitas/AutoGPT",
   "stars": "187000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Alternatives & relatedmatched by topic overlap",
    "Significant-Gravitas/\nAutoGPT"
   ],
   "repository_evidence": [
    "Alternatives & relatedmatched by topic overlap",
    "[![](https://github.com/Significant-Gravitas.png?size=64)\nSignificant-Gravitas/\nAutoGPT\n\u25b2 72/wk\nAutoGPT is the vision of accessible AI for everyone, to use and to build on. Our mission is to provide the tools, so that you can focus on what matters.\n187k46kPython](/repos/significant-gravitas--autogpt)"
   ],
   "stars_evidence": [
    "Alternatives & relatedmatched by topic overlap",
    "[![](https://github.com/Significant-Gravitas.png?size=64)\nSignificant-Gravitas/\nAutoGPT\n\u25b2 72/wk\nAutoGPT is the vision of accessible AI for everyone, to use and to build on. Our mission is to provide the tools, so that you can focus on what matters.\n187k46kPython](/repos/significant-gravitas--autogpt)"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://vibecrowd.fund/repos/strands-agents--harness-sdk",
   "project": "deer-flow",
   "repository": "https://github.com/bytedance/deer-flow",
   "stars": "80000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Alternatives & relatedmatched by topic overlap",
    "bytedance/\ndeer-flow"
   ],
   "repository_evidence": [
    "Alternatives & relatedmatched by topic overlap",
    "[![](https://github.com/bytedance.png?size=64)\nbytedance/\ndeer-flow\n\u25b2 1.2k/wk\nAn open-source long-horizon SuperAgent harness that researches, codes, and creates. With the help of sandboxes, memories, tools, skill, subagents and message gateway, it handles different levels of tasks that could take minutes to hours.\n80k11kPython](/repos/bytedance--deer-flow)"
   ],
   "stars_evidence": [
    "Alternatives & relatedmatched by topic overlap",
    "[![](https://github.com/bytedance.png?size=64)\nbytedance/\ndeer-flow\n\u25b2 1.2k/wk\nAn open-source long-horizon SuperAgent harness that researches, codes, and creates. With the help of sandboxes, memories, tools, skill, subagents and message gateway, it handles different levels of tasks that could take minutes to hours.\n80k11kPython](/repos/bytedance--deer-flow)"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://vibecrowd.fund/repos/strands-agents--harness-sdk",
   "project": "ai-agents-for-beginners",
   "repository": "https://github.com/microsoft/ai-agents-for-beginners",
   "stars": "72000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Alternatives & relatedmatched by topic overlap",
    "microsoft/\nai-agents-for-beginners"
   ],
   "repository_evidence": [
    "Alternatives & relatedmatched by topic overlap",
    "[![](https://github.com/microsoft.png?size=64)\nmicrosoft/\nai-agents-for-beginners\n\u25b2 657/wk\n18 Lessons to Get Started Building AI Agents\n72k24kJupyter Notebook](/repos/microsoft--ai-agents-for-beginners)"
   ],
   "stars_evidence": [
    "Alternatives & relatedmatched by topic overlap",
    "[![](https://github.com/microsoft.png?size=64)\nmicrosoft/\nai-agents-for-beginners\n\u25b2 657/wk\n18 Lessons to Get Started Building AI Agents\n72k24kJupyter Notebook](/repos/microsoft--ai-agents-for-beginners)"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://sdd.sh/2026/07/guardfall-shell-injection-open-source-ai-coding-agents",
   "project": "Hermes",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# GuardFall: 10 of 11 Open-Source AI Coding Agents Fail a 30-Year-Old Shell Trick",
    "Adversa AI live-tested production binaries of 11 agents, representing roughly 548,000 combined GitHub stars, and sorted the results into four failure modes:",
    "| Failure mode | Agents | What happened |",
    "| Regex matches raw, unprocessed string | Hermes, opencode, Goose | Failed all five bypass classes; Goose leaked 22 of 23 test cases, opencode leaked 16 of 16 |"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://sdd.sh/2026/07/guardfall-shell-injection-open-source-ai-coding-agents",
   "project": "opencode",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# GuardFall: 10 of 11 Open-Source AI Coding Agents Fail a 30-Year-Old Shell Trick",
    "Adversa AI live-tested production binaries of 11 agents, representing roughly 548,000 combined GitHub stars, and sorted the results into four failure modes:",
    "| Failure mode | Agents | What happened |",
    "| Regex matches raw, unprocessed string | Hermes, opencode, Goose | Failed all five bypass classes; Goose leaked 22 of 23 test cases, opencode leaked 16 of 16 |"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://sdd.sh/2026/07/guardfall-shell-injection-open-source-ai-coding-agents",
   "project": "Goose",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# GuardFall: 10 of 11 Open-Source AI Coding Agents Fail a 30-Year-Old Shell Trick",
    "Adversa AI live-tested production binaries of 11 agents, representing roughly 548,000 combined GitHub stars, and sorted the results into four failure modes:",
    "| Failure mode | Agents | What happened |",
    "| Regex matches raw, unprocessed string | Hermes, opencode, Goose | Failed all five bypass classes; Goose leaked 22 of 23 test cases, opencode leaked 16 of 16 |"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://sdd.sh/2026/07/guardfall-shell-injection-open-source-ai-coding-agents",
   "project": "Cline",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# GuardFall: 10 of 11 Open-Source AI Coding Agents Fail a 30-Year-Old Shell Trick",
    "Adversa AI live-tested production binaries of 11 agents, representing roughly 548,000 combined GitHub stars, and sorted the results into four failure modes:",
    "| Failure mode | Agents | What happened |",
    "| Tokenizes, but still reasons about raw text | Cline, Roo-Code | Better, but still fails on quoted substitutions and per-flag reasoning; Cline leaked 2 of 13 in allow+deny mode |"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://sdd.sh/2026/07/guardfall-shell-injection-open-source-ai-coding-agents",
   "project": "Roo-Code",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# GuardFall: 10 of 11 Open-Source AI Coding Agents Fail a 30-Year-Old Shell Trick",
    "Adversa AI live-tested production binaries of 11 agents, representing roughly 548,000 combined GitHub stars, and sorted the results into four failure modes:",
    "| Failure mode | Agents | What happened |",
    "| Tokenizes, but still reasons about raw text | Cline, Roo-Code | Better, but still fails on quoted substitutions and per-flag reasoning; Cline leaked 2 of 13 in allow+deny mode |"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://sdd.sh/2026/07/guardfall-shell-injection-open-source-ai-coding-agents",
   "project": "Aider",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# GuardFall: 10 of 11 Open-Source AI Coding Agents Fail a 30-Year-Old Shell Trick",
    "Adversa AI live-tested production binaries of 11 agents, representing roughly 548,000 combined GitHub stars, and sorted the results into four failure modes:",
    "| Failure mode | Agents | What happened |",
    "| No static guard at all | Aider, Plandex, Open Interpreter | Relies entirely on human approval \u2014 defeated the moment auto-execute flags are enabled, which CI pipelines do routinely |"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://sdd.sh/2026/07/guardfall-shell-injection-open-source-ai-coding-agents",
   "project": "Plandex",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# GuardFall: 10 of 11 Open-Source AI Coding Agents Fail a 30-Year-Old Shell Trick",
    "Adversa AI live-tested production binaries of 11 agents, representing roughly 548,000 combined GitHub stars, and sorted the results into four failure modes:",
    "| Failure mode | Agents | What happened |",
    "| No static guard at all | Aider, Plandex, Open Interpreter | Relies entirely on human approval \u2014 defeated the moment auto-execute flags are enabled, which CI pipelines do routinely |"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://sdd.sh/2026/07/guardfall-shell-injection-open-source-ai-coding-agents",
   "project": "Open Interpreter",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# GuardFall: 10 of 11 Open-Source AI Coding Agents Fail a 30-Year-Old Shell Trick",
    "Adversa AI live-tested production binaries of 11 agents, representing roughly 548,000 combined GitHub stars, and sorted the results into four failure modes:",
    "| Failure mode | Agents | What happened |",
    "| No static guard at all | Aider, Plandex, Open Interpreter | Relies entirely on human approval \u2014 defeated the moment auto-execute flags are enabled, which CI pipelines do routinely |"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://sdd.sh/2026/07/guardfall-shell-injection-open-source-ai-coding-agents",
   "project": "OpenHands",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# GuardFall: 10 of 11 Open-Source AI Coding Agents Fail a 30-Year-Old Shell Trick",
    "Adversa AI live-tested production binaries of 11 agents, representing roughly 548,000 combined GitHub stars, and sorted the results into four failure modes:",
    "| Failure mode | Agents | What happened |",
    "| Sandbox-only, with a documented opt-out | OpenHands, SWE-agent | Containers work when active, but a documented local-mode flag removes the containment entirely |"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://sdd.sh/2026/07/guardfall-shell-injection-open-source-ai-coding-agents",
   "project": "SWE-agent",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# GuardFall: 10 of 11 Open-Source AI Coding Agents Fail a 30-Year-Old Shell Trick",
    "Adversa AI live-tested production binaries of 11 agents, representing roughly 548,000 combined GitHub stars, and sorted the results into four failure modes:",
    "| Failure mode | Agents | What happened |",
    "| Sandbox-only, with a documented opt-out | OpenHands, SWE-agent | Containers work when active, but a documented local-mode flag removes the containment entirely |"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://sdd.sh/2026/07/guardfall-shell-injection-open-source-ai-coding-agents",
   "project": "Continue",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# GuardFall: 10 of 11 Open-Source AI Coding Agents Fail a 30-Year-Old Shell Trick",
    "**Continue was the only agent that held up**, passing all 24 penetration attempts with zero leaks."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://medium.com/@alanayalag/your-ai-agent-cant-log-into-anything-here-s-how-the-industry-is-fixing-it-2ad6d783ce08",
   "project": "browser-use",
   "repository": "https://github.com/browser-use/browser-use",
   "stars": "99500",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Your AI Agent Can\u2019t Log Into Anything. Here\u2019s How the Industry Is Fixing It.",
    "A few reference points for choosing tools:",
    "**browser-use** (99.5k stars, Python, MIT) is the most popular entry point and the most referenced."
   ],
   "repository_evidence": [
    "- browser-use: [github.com/browser-use/browser-use](https://github.com/browser-use/browser-use)"
   ],
   "stars_evidence": [
    "# Your AI Agent Can\u2019t Log Into Anything. Here\u2019s How the Industry Is Fixing It.",
    "A few reference points for choosing tools:",
    "**browser-use** (99.5k stars, Python, MIT) is the most popular entry point and the most referenced."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://medium.com/@alanayalag/your-ai-agent-cant-log-into-anything-here-s-how-the-industry-is-fixing-it-2ad6d783ce08",
   "project": "Nanobrowser",
   "repository": "https://github.com/nanobrowser/nanobrowser",
   "stars": "13000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Your AI Agent Can\u2019t Log Into Anything. Here\u2019s How the Industry Is Fixing It.",
    "A few reference points for choosing tools:",
    "**Nanobrowser** (13k stars, TypeScript, Apache-2) is the best extension-based reference implementation."
   ],
   "repository_evidence": [
    "- Nanobrowser: [github.com/nanobrowser/nanobrowser](https://github.com/nanobrowser/nanobrowser)"
   ],
   "stars_evidence": [
    "# Your AI Agent Can\u2019t Log Into Anything. Here\u2019s How the Industry Is Fixing It.",
    "A few reference points for choosing tools:",
    "**Nanobrowser** (13k stars, TypeScript, Apache-2) is the best extension-based reference implementation."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://medium.com/@alanayalag/your-ai-agent-cant-log-into-anything-here-s-how-the-industry-is-fixing-it-2ad6d783ce08",
   "project": "Agent-E",
   "repository": "https://github.com/EmergenceAI/Agent-E",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Your AI Agent Can\u2019t Log Into Anything. Here\u2019s How the Industry Is Fixing It.",
    "A few reference points for choosing tools:",
    "**Agent-E** (EmergenceAI, Python, MIT) is the cleanest Planner/Navigator reference in Python."
   ],
   "repository_evidence": [
    "- Agent-E (EmergenceAI): [github.com/EmergenceAI/Agent-E](https://github.com/EmergenceAI/Agent-E)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://medium.com/@alanayalag/your-ai-agent-cant-log-into-anything-here-s-how-the-industry-is-fixing-it-2ad6d783ce08",
   "project": "Stagehand",
   "repository": "https://github.com/browserbase/stagehand",
   "stars": "23000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Your AI Agent Can\u2019t Log Into Anything. Here\u2019s How the Industry Is Fixing It.",
    "A few reference points for choosing tools:",
    "**Stagehand** (23k stars, TypeScript, Apache-2, from Browserbase) had a major v3 release in 2026: removed Playwright entirely, went CDP-native, added 44% performance improvement on complex DOM interactions, and expanded to Python, Go, Java, Ruby, and Rust."
   ],
   "repository_evidence": [
    "- Stagehand: [github.com/browserbase/stagehand](https://github.com/browserbase/stagehand)"
   ],
   "stars_evidence": [
    "# Your AI Agent Can\u2019t Log Into Anything. Here\u2019s How the Industry Is Fixing It.",
    "A few reference points for choosing tools:",
    "**Stagehand** (23k stars, TypeScript, Apache-2, from Browserbase) had a major v3 release in 2026: removed Playwright entirely, went CDP-native, added 44% performance improvement on complex DOM interactions, and expanded to Python, Go, Java, Ruby, and Rust."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://medium.com/@alanayalag/your-ai-agent-cant-log-into-anything-here-s-how-the-industry-is-fixing-it-2ad6d783ce08",
   "project": "Otto",
   "repository": "https://github.com/telepat-io/otto",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Your AI Agent Can\u2019t Log Into Anything. Here\u2019s How the Industry Is Fixing It.",
    "- Otto: [github.com/telepat-io/otto](https://github.com/telepat-io/otto)"
   ],
   "repository_evidence": [
    "- Otto: [github.com/telepat-io/otto](https://github.com/telepat-io/otto)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://medium.com/@alanayalag/your-ai-agent-cant-log-into-anything-here-s-how-the-industry-is-fixing-it-2ad6d783ce08",
   "project": "Skyvern",
   "repository": "https://github.com/Skyvern-AI/skyvern",
   "stars": "22000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Your AI Agent Can\u2019t Log Into Anything. Here\u2019s How the Industry Is Fixing It.",
    "Pattern A: Sandboxed Browser",
    "Who uses it: OpenHands, Devin, Claude Computer Use, Skyvern (~22k stars, actively maintained June 2026), Stagehand, browser-use."
   ],
   "repository_evidence": [
    "- Skyvern: [github.com/Skyvern-AI/skyvern](https://github.com/Skyvern-AI/skyvern)"
   ],
   "stars_evidence": [
    "# Your AI Agent Can\u2019t Log Into Anything. Here\u2019s How the Industry Is Fixing It.",
    "Pattern A: Sandboxed Browser",
    "Who uses it: OpenHands, Devin, Claude Computer Use, Skyvern (~22k stars, actively maintained June 2026), Stagehand, browser-use."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://jbarrow.ai/field_notes/_attachments/dr-tulu.pdf",
   "project": "DR Tulu",
   "repository": "github.com/rlresearch/dr-tulu",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "DR Tulu: Reinforcement Learning with\nEvolving Rubrics for Deep Research",
    "Using RLER, we develop Deep Research Tulu (DR Tulu-8B), the first open\nmodel that is directly trained for open-ended, long-form deep research."
   ],
   "repository_evidence": [
    "Code: github.com/rlresearch/dr-tulu",
    "DR Tulu: Reinforcement Learning with\nEvolving Rubrics for Deep Research"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://jbarrow.ai/field_notes/_attachments/dr-tulu.pdf",
   "project": "dr-agent-lib",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "In particular,\nwe provide a deep research library with MCP search tools (dr-agent-lib), together with an evaluation suite,\nthat integrates diverse search and browsing tools and allows new tools to be specified and swapped in with\nminimal effort.",
    "DR Tulu: Reinforcement Learning with\nEvolving Rubrics for Deep Research"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/microsoft/UFO/releases",
   "project": "Microsoft UFO",
   "repository": "https://github.com/microsoft/UFO",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Releases: microsoft/UFO",
    "UFO\u00b3 introduces **Galaxy** - a revolutionary multi-device orchestration framework that coordinates intelligent agents across heterogeneous platforms."
   ],
   "repository_evidence": [
    "# Releases: microsoft/UFO",
    "- **Documentation**: [microsoft.github.io/UFO](https://microsoft.github.io/UFO/)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://nature.com/articles/s41746-026-02443-6?error=server_error",
   "project": "OpenManus",
   "repository": "https://github.com/NCCYUNSONG/AgentBenchMedicine_source",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "In this study, we evaluate two such systems: the open-source OpenManus, built on Meta\u2019s Llama-4 and extended with medically customized agents; and Manus, a proprietary agent system employing a multistep planner-executor-verifier architecture.",
    "Agent systems"
   ],
   "repository_evidence": [
    "All other data are available at [https://github.com/NCCYUNSONG/AgentBenchMedicine_source](https://github.com/NCCYUNSONG/AgentBenchMedicine_source).",
    "Data availability"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://nature.com/articles/s41746-026-02443-6?error=server_error",
   "project": "OpenManus",
   "repository": "https://github.com/NCCYUNSONG/AgentBenchMedicine_source",
   "stars": null,
   "category": "framework/platform",
   "description": "an open-source framework for building general AI agents",
   "license": "MIT-licensed",
   "project_evidence": [
    "In this study, we evaluate two such systems: the open-source OpenManus, built on Meta\u2019s Llama-4 and extended with medically customized agents; and Manus, a proprietary agent system employing a multistep planner-executor-verifier architecture.",
    "Agent systems"
   ],
   "repository_evidence": [
    "All other data are available at [https://github.com/NCCYUNSONG/AgentBenchMedicine_source](https://github.com/NCCYUNSONG/AgentBenchMedicine_source).",
    "Data availability"
   ],
   "stars_evidence": null,
   "category_evidence": [
    "Agent systems"
   ],
   "description_evidence": [
    "Liang, X. et al. OpenManus: an open-source framework for building general AI agents. Preprint at [https://doi.org/10.5281/zenodo.15186407](https://doi.org/10.5281/zenodo.15186407) (2025).",
    "References"
   ],
   "license_evidence": [
    "Agent systems"
   ]
  },
  {
   "url": "https://github.com/WangRongsheng/awesome-LLM-resourses",
   "project": "AutoGen",
   "repository": "https://github.com/microsoft/autogen",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "\u5168\u4e16\u754c\u6700\u597d\u7684\u5927\u8bed\u8a00\u6a21\u578b\u8d44\u6e90\u6c47\u603b \u6301\u7eed\u66f4\u65b0",
    "## \u667a\u80fd\u4f53 Agents",
    "1. [AutoGen](https://github.com/microsoft/autogen): AutoGen is a framework that enables the development of LLM applications using multiple agents that can converse with each other to solve tasks. [AutoGen AIStudio](https://autogen-studio.com/)"
   ],
   "repository_evidence": [
    "\u5168\u4e16\u754c\u6700\u597d\u7684\u5927\u8bed\u8a00\u6a21\u578b\u8d44\u6e90\u6c47\u603b \u6301\u7eed\u66f4\u65b0",
    "## \u667a\u80fd\u4f53 Agents",
    "1. [AutoGen](https://github.com/microsoft/autogen): AutoGen is a framework that enables the development of LLM applications using multiple agents that can converse with each other to solve tasks. [AutoGen AIStudio](https://autogen-studio.com/)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/WangRongsheng/awesome-LLM-resourses",
   "project": "CrewAI",
   "repository": "https://github.com/joaomdmoura/crewAI",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "\u5168\u4e16\u754c\u6700\u597d\u7684\u5927\u8bed\u8a00\u6a21\u578b\u8d44\u6e90\u6c47\u603b \u6301\u7eed\u66f4\u65b0",
    "## \u667a\u80fd\u4f53 Agents",
    "2. [CrewAI](https://github.com/joaomdmoura/crewAI): Framework for orchestrating role-playing, autonomous AI agents. By fostering collaborative intelligence, CrewAI empowers agents to work together seamlessly, tackling complex tasks."
   ],
   "repository_evidence": [
    "\u5168\u4e16\u754c\u6700\u597d\u7684\u5927\u8bed\u8a00\u6a21\u578b\u8d44\u6e90\u6c47\u603b \u6301\u7eed\u66f4\u65b0",
    "## \u667a\u80fd\u4f53 Agents",
    "2. [CrewAI](https://github.com/joaomdmoura/crewAI): Framework for orchestrating role-playing, autonomous AI agents. By fostering collaborative intelligence, CrewAI empowers agents to work together seamlessly, tackling complex tasks."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/WangRongsheng/awesome-LLM-resourses",
   "project": "AgentGPT",
   "repository": "https://github.com/reworkd/AgentGPT",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "\u5168\u4e16\u754c\u6700\u597d\u7684\u5927\u8bed\u8a00\u6a21\u578b\u8d44\u6e90\u6c47\u603b \u6301\u7eed\u66f4\u65b0",
    "## \u667a\u80fd\u4f53 Agents",
    "4. [AgentGPT](https://github.com/reworkd/AgentGPT): Assemble, configure, and deploy autonomous AI Agents in your browser."
   ],
   "repository_evidence": [
    "\u5168\u4e16\u754c\u6700\u597d\u7684\u5927\u8bed\u8a00\u6a21\u578b\u8d44\u6e90\u6c47\u603b \u6301\u7eed\u66f4\u65b0",
    "## \u667a\u80fd\u4f53 Agents",
    "4. [AgentGPT](https://github.com/reworkd/AgentGPT): Assemble, configure, and deploy autonomous AI Agents in your browser."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/WangRongsheng/awesome-LLM-resourses",
   "project": "XAgent",
   "repository": "https://github.com/OpenBMB/XAgent",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "\u5168\u4e16\u754c\u6700\u597d\u7684\u5927\u8bed\u8a00\u6a21\u578b\u8d44\u6e90\u6c47\u603b \u6301\u7eed\u66f4\u65b0",
    "## \u667a\u80fd\u4f53 Agents",
    "5. [XAgent](https://github.com/OpenBMB/XAgent): An Autonomous LLM Agent for Complex Task Solving."
   ],
   "repository_evidence": [
    "\u5168\u4e16\u754c\u6700\u597d\u7684\u5927\u8bed\u8a00\u6a21\u578b\u8d44\u6e90\u6c47\u603b \u6301\u7eed\u66f4\u65b0",
    "## \u667a\u80fd\u4f53 Agents",
    "5. [XAgent](https://github.com/OpenBMB/XAgent): An Autonomous LLM Agent for Complex Task Solving."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/WangRongsheng/awesome-LLM-resourses",
   "project": "MobileAgent",
   "repository": "https://github.com/X-PLUG/MobileAgent",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "\u5168\u4e16\u754c\u6700\u597d\u7684\u5927\u8bed\u8a00\u6a21\u578b\u8d44\u6e90\u6c47\u603b \u6301\u7eed\u66f4\u65b0",
    "## \u667a\u80fd\u4f53 Agents",
    "6. [MobileAgent](https://github.com/X-PLUG/MobileAgent): The Powerful Mobile Device Operation Assistant Family."
   ],
   "repository_evidence": [
    "\u5168\u4e16\u754c\u6700\u597d\u7684\u5927\u8bed\u8a00\u6a21\u578b\u8d44\u6e90\u6c47\u603b \u6301\u7eed\u66f4\u65b0",
    "## \u667a\u80fd\u4f53 Agents",
    "6. [MobileAgent](https://github.com/X-PLUG/MobileAgent): The Powerful Mobile Device Operation Assistant Family."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/WangRongsheng/awesome-LLM-resourses",
   "project": "Lagent",
   "repository": "https://github.com/InternLM/lagent",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "\u5168\u4e16\u754c\u6700\u597d\u7684\u5927\u8bed\u8a00\u6a21\u578b\u8d44\u6e90\u6c47\u603b \u6301\u7eed\u66f4\u65b0",
    "## \u667a\u80fd\u4f53 Agents",
    "7. [Lagent](https://github.com/InternLM/lagent): A lightweight framework for building LLM-based agents."
   ],
   "repository_evidence": [
    "\u5168\u4e16\u754c\u6700\u597d\u7684\u5927\u8bed\u8a00\u6a21\u578b\u8d44\u6e90\u6c47\u603b \u6301\u7eed\u66f4\u65b0",
    "## \u667a\u80fd\u4f53 Agents",
    "7. [Lagent](https://github.com/InternLM/lagent): A lightweight framework for building LLM-based agents."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/WangRongsheng/awesome-LLM-resourses",
   "project": "Qwen-Agent",
   "repository": "https://github.com/QwenLM/Qwen-Agent",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "\u5168\u4e16\u754c\u6700\u597d\u7684\u5927\u8bed\u8a00\u6a21\u578b\u8d44\u6e90\u6c47\u603b \u6301\u7eed\u66f4\u65b0",
    "## \u667a\u80fd\u4f53 Agents",
    "8. [Qwen-Agent](https://github.com/QwenLM/Qwen-Agent): Agent framework and applications built upon Qwen2, featuring Function Calling, Code Interpreter, RAG, and Chrome extension."
   ],
   "repository_evidence": [
    "\u5168\u4e16\u754c\u6700\u597d\u7684\u5927\u8bed\u8a00\u6a21\u578b\u8d44\u6e90\u6c47\u603b \u6301\u7eed\u66f4\u65b0",
    "## \u667a\u80fd\u4f53 Agents",
    "8. [Qwen-Agent](https://github.com/QwenLM/Qwen-Agent): Agent framework and applications built upon Qwen2, featuring Function Calling, Code Interpreter, RAG, and Chrome extension."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/WangRongsheng/awesome-LLM-resourses",
   "project": "agentUniverse",
   "repository": "https://github.com/alipay/agentUniverse",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "\u5168\u4e16\u754c\u6700\u597d\u7684\u5927\u8bed\u8a00\u6a21\u578b\u8d44\u6e90\u6c47\u603b \u6301\u7eed\u66f4\u65b0",
    "## \u667a\u80fd\u4f53 Agents",
    "11. [agentUniverse](https://github.com/alipay/agentUniverse): agentUniverse is a LLM multi-agent framework that allows developers to easily build multi-agent applications. Furthermore, through the community, they can exchange and share practices of patterns across different domains."
   ],
   "repository_evidence": [
    "\u5168\u4e16\u754c\u6700\u597d\u7684\u5927\u8bed\u8a00\u6a21\u578b\u8d44\u6e90\u6c47\u603b \u6301\u7eed\u66f4\u65b0",
    "## \u667a\u80fd\u4f53 Agents",
    "11. [agentUniverse](https://github.com/alipay/agentUniverse): agentUniverse is a LLM multi-agent framework that allows developers to easily build multi-agent applications. Furthermore, through the community, they can exchange and share practices of patterns across different domains."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/WangRongsheng/awesome-LLM-resourses",
   "project": "AgentScope",
   "repository": "https://github.com/modelscope/agentscope",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "\u5168\u4e16\u754c\u6700\u597d\u7684\u5927\u8bed\u8a00\u6a21\u578b\u8d44\u6e90\u6c47\u603b \u6301\u7eed\u66f4\u65b0",
    "## \u667a\u80fd\u4f53 Agents",
    "13. [AgentScope](https://github.com/modelscope/agentscope): Start building LLM-empowered multi-agent applications in an easier way."
   ],
   "repository_evidence": [
    "\u5168\u4e16\u754c\u6700\u597d\u7684\u5927\u8bed\u8a00\u6a21\u578b\u8d44\u6e90\u6c47\u603b \u6301\u7eed\u66f4\u65b0",
    "## \u667a\u80fd\u4f53 Agents",
    "13. [AgentScope](https://github.com/modelscope/agentscope): Start building LLM-empowered multi-agent applications in an easier way."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/WangRongsheng/awesome-LLM-resourses",
   "project": "AgentField",
   "repository": "https://github.com/Agent-Field/agentfield",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "\u5168\u4e16\u754c\u6700\u597d\u7684\u5927\u8bed\u8a00\u6a21\u578b\u8d44\u6e90\u6c47\u603b \u6301\u7eed\u66f4\u65b0",
    "## \u667a\u80fd\u4f53 Agents",
    "14. [AgentField](https://github.com/Agent-Field/agentfield): Open-source control plane for building and operating AI agents like APIs at scale, with routing, memory, observability, identity, auth, and policy controls."
   ],
   "repository_evidence": [
    "\u5168\u4e16\u754c\u6700\u597d\u7684\u5927\u8bed\u8a00\u6a21\u578b\u8d44\u6e90\u6c47\u603b \u6301\u7eed\u66f4\u65b0",
    "## \u667a\u80fd\u4f53 Agents",
    "14. [AgentField](https://github.com/Agent-Field/agentfield): Open-source control plane for building and operating AI agents like APIs at scale, with routing, memory, observability, identity, auth, and policy controls."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/WangRongsheng/awesome-LLM-resourses",
   "project": "MoA",
   "repository": "https://github.com/togethercomputer/MoA",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "\u5168\u4e16\u754c\u6700\u597d\u7684\u5927\u8bed\u8a00\u6a21\u578b\u8d44\u6e90\u6c47\u603b \u6301\u7eed\u66f4\u65b0",
    "## \u667a\u80fd\u4f53 Agents",
    "15. [MoA](https://github.com/togethercomputer/MoA): Mixture of Agents (MoA) is a novel approach that leverages the collective strengths of multiple LLMs to enhance performance, achieving state-of-the-art results."
   ],
   "repository_evidence": [
    "\u5168\u4e16\u754c\u6700\u597d\u7684\u5927\u8bed\u8a00\u6a21\u578b\u8d44\u6e90\u6c47\u603b \u6301\u7eed\u66f4\u65b0",
    "## \u667a\u80fd\u4f53 Agents",
    "15. [MoA](https://github.com/togethercomputer/MoA): Mixture of Agents (MoA) is a novel approach that leverages the collective strengths of multiple LLMs to enhance performance, achieving state-of-the-art results."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/WangRongsheng/awesome-LLM-resourses",
   "project": "Agently",
   "repository": "https://github.com/Maplemx/Agently",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "\u5168\u4e16\u754c\u6700\u597d\u7684\u5927\u8bed\u8a00\u6a21\u578b\u8d44\u6e90\u6c47\u603b \u6301\u7eed\u66f4\u65b0",
    "## \u667a\u80fd\u4f53 Agents",
    "16. [Agently](https://github.com/Maplemx/Agently): AI Agent Application Development Framework."
   ],
   "repository_evidence": [
    "\u5168\u4e16\u754c\u6700\u597d\u7684\u5927\u8bed\u8a00\u6a21\u578b\u8d44\u6e90\u6c47\u603b \u6301\u7eed\u66f4\u65b0",
    "## \u667a\u80fd\u4f53 Agents",
    "16. [Agently](https://github.com/Maplemx/Agently): AI Agent Application Development Framework."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/WangRongsheng/awesome-LLM-resourses",
   "project": "OmAgent",
   "repository": "https://github.com/om-ai-lab/OmAgent",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "\u5168\u4e16\u754c\u6700\u597d\u7684\u5927\u8bed\u8a00\u6a21\u578b\u8d44\u6e90\u6c47\u603b \u6301\u7eed\u66f4\u65b0",
    "## \u667a\u80fd\u4f53 Agents",
    "17. [OmAgent](https://github.com/om-ai-lab/OmAgent): A multimodal agent framework for solving complex tasks."
   ],
   "repository_evidence": [
    "\u5168\u4e16\u754c\u6700\u597d\u7684\u5927\u8bed\u8a00\u6a21\u578b\u8d44\u6e90\u6c47\u603b \u6301\u7eed\u66f4\u65b0",
    "## \u667a\u80fd\u4f53 Agents",
    "17. [OmAgent](https://github.com/om-ai-lab/OmAgent): A multimodal agent framework for solving complex tasks."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/WangRongsheng/awesome-LLM-resourses",
   "project": "CAMEL",
   "repository": "https://github.com/camel-ai/camel",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "\u5168\u4e16\u754c\u6700\u597d\u7684\u5927\u8bed\u8a00\u6a21\u578b\u8d44\u6e90\u6c47\u603b \u6301\u7eed\u66f4\u65b0",
    "## \u667a\u80fd\u4f53 Agents",
    "19. [CAMEL](https://github.com/camel-ai/camel): First LLM multi-agent framework and an open-source community dedicated to finding the scaling law of agents."
   ],
   "repository_evidence": [
    "\u5168\u4e16\u754c\u6700\u597d\u7684\u5927\u8bed\u8a00\u6a21\u578b\u8d44\u6e90\u6c47\u603b \u6301\u7eed\u66f4\u65b0",
    "## \u667a\u80fd\u4f53 Agents",
    "19. [CAMEL](https://github.com/camel-ai/camel): First LLM multi-agent framework and an open-source community dedicated to finding the scaling law of agents."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/WangRongsheng/awesome-LLM-resourses",
   "project": "IoA",
   "repository": "https://github.com/openbmb/ioa",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "\u5168\u4e16\u754c\u6700\u597d\u7684\u5927\u8bed\u8a00\u6a21\u578b\u8d44\u6e90\u6c47\u603b \u6301\u7eed\u66f4\u65b0",
    "## \u667a\u80fd\u4f53 Agents",
    "21. [IoA](https://github.com/openbmb/ioa): An open-source framework for collaborative AI agents, enabling diverse, distributed agents to team up and tackle complex tasks through internet-like connectivity."
   ],
   "repository_evidence": [
    "\u5168\u4e16\u754c\u6700\u597d\u7684\u5927\u8bed\u8a00\u6a21\u578b\u8d44\u6e90\u6c47\u603b \u6301\u7eed\u66f4\u65b0",
    "## \u667a\u80fd\u4f53 Agents",
    "21. [IoA](https://github.com/openbmb/ioa): An open-source framework for collaborative AI agents, enabling diverse, distributed agents to team up and tackle complex tasks through internet-like connectivity."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/WangRongsheng/awesome-LLM-resourses",
   "project": "Agent Zero",
   "repository": "https://github.com/frdel/agent-zero",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "\u5168\u4e16\u754c\u6700\u597d\u7684\u5927\u8bed\u8a00\u6a21\u578b\u8d44\u6e90\u6c47\u603b \u6301\u7eed\u66f4\u65b0",
    "## \u667a\u80fd\u4f53 Agents",
    "23. [Agent Zero](https://github.com/frdel/agent-zero): Agent Zero is not a predefined agentic framework. It is designed to be dynamic, organically growing, and learning as you use it."
   ],
   "repository_evidence": [
    "\u5168\u4e16\u754c\u6700\u597d\u7684\u5927\u8bed\u8a00\u6a21\u578b\u8d44\u6e90\u6c47\u603b \u6301\u7eed\u66f4\u65b0",
    "## \u667a\u80fd\u4f53 Agents",
    "23. [Agent Zero](https://github.com/frdel/agent-zero): Agent Zero is not a predefined agentic framework. It is designed to be dynamic, organically growing, and learning as you use it."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/WangRongsheng/awesome-LLM-resourses",
   "project": "Agents",
   "repository": "https://github.com/aiwaves-cn/agents",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "\u5168\u4e16\u754c\u6700\u597d\u7684\u5927\u8bed\u8a00\u6a21\u578b\u8d44\u6e90\u6c47\u603b \u6301\u7eed\u66f4\u65b0",
    "## \u667a\u80fd\u4f53 Agents",
    "24. [Agents](https://github.com/aiwaves-cn/agents): An Open-source Framework for Data-centric, Self-evolving Autonomous Language Agents."
   ],
   "repository_evidence": [
    "\u5168\u4e16\u754c\u6700\u597d\u7684\u5927\u8bed\u8a00\u6a21\u578b\u8d44\u6e90\u6c47\u603b \u6301\u7eed\u66f4\u65b0",
    "## \u667a\u80fd\u4f53 Agents",
    "24. [Agents](https://github.com/aiwaves-cn/agents): An Open-source Framework for Data-centric, Self-evolving Autonomous Language Agents."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/WangRongsheng/awesome-LLM-resourses",
   "project": "FastAgency",
   "repository": "https://github.com/airtai/fastagency",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "\u5168\u4e16\u754c\u6700\u597d\u7684\u5927\u8bed\u8a00\u6a21\u578b\u8d44\u6e90\u6c47\u603b \u6301\u7eed\u66f4\u65b0",
    "## \u667a\u80fd\u4f53 Agents",
    "26. [FastAgency](https://github.com/airtai/fastagency): The fastest way to bring multi-agent workflows to production."
   ],
   "repository_evidence": [
    "\u5168\u4e16\u754c\u6700\u597d\u7684\u5927\u8bed\u8a00\u6a21\u578b\u8d44\u6e90\u6c47\u603b \u6301\u7eed\u66f4\u65b0",
    "## \u667a\u80fd\u4f53 Agents",
    "26. [FastAgency](https://github.com/airtai/fastagency): The fastest way to bring multi-agent workflows to production."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/WangRongsheng/awesome-LLM-resourses",
   "project": "Swarm",
   "repository": "https://github.com/openai/swarm",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "\u5168\u4e16\u754c\u6700\u597d\u7684\u5927\u8bed\u8a00\u6a21\u578b\u8d44\u6e90\u6c47\u603b \u6301\u7eed\u66f4\u65b0",
    "## \u667a\u80fd\u4f53 Agents",
    "27. [Swarm](https://github.com/openai/swarm): Framework for building, orchestrating and deploying multi-agent systems. Managed by OpenAI Solutions team. Experimental framework."
   ],
   "repository_evidence": [
    "\u5168\u4e16\u754c\u6700\u597d\u7684\u5927\u8bed\u8a00\u6a21\u578b\u8d44\u6e90\u6c47\u603b \u6301\u7eed\u66f4\u65b0",
    "## \u667a\u80fd\u4f53 Agents",
    "27. [Swarm](https://github.com/openai/swarm): Framework for building, orchestrating and deploying multi-agent systems. Managed by OpenAI Solutions team. Experimental framework."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/WangRongsheng/awesome-LLM-resourses",
   "project": "Agent-S",
   "repository": "https://github.com/simular-ai/Agent-S",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "\u5168\u4e16\u754c\u6700\u597d\u7684\u5927\u8bed\u8a00\u6a21\u578b\u8d44\u6e90\u6c47\u603b \u6301\u7eed\u66f4\u65b0",
    "## \u667a\u80fd\u4f53 Agents",
    "28. [Agent-S](https://github.com/simular-ai/Agent-S): an open agentic framework that uses computers like a human."
   ],
   "repository_evidence": [
    "\u5168\u4e16\u754c\u6700\u597d\u7684\u5927\u8bed\u8a00\u6a21\u578b\u8d44\u6e90\u6c47\u603b \u6301\u7eed\u66f4\u65b0",
    "## \u667a\u80fd\u4f53 Agents",
    "28. [Agent-S](https://github.com/simular-ai/Agent-S): an open agentic framework that uses computers like a human."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/WangRongsheng/awesome-LLM-resourses",
   "project": "PydanticAI",
   "repository": "https://github.com/pydantic/pydantic-ai",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "\u5168\u4e16\u754c\u6700\u597d\u7684\u5927\u8bed\u8a00\u6a21\u578b\u8d44\u6e90\u6c47\u603b \u6301\u7eed\u66f4\u65b0",
    "## \u667a\u80fd\u4f53 Agents",
    "29. [PydanticAI](https://github.com/pydantic/pydantic-ai): Agent Framework / shim to use Pydantic with LLMs."
   ],
   "repository_evidence": [
    "\u5168\u4e16\u754c\u6700\u597d\u7684\u5927\u8bed\u8a00\u6a21\u578b\u8d44\u6e90\u6c47\u603b \u6301\u7eed\u66f4\u65b0",
    "## \u667a\u80fd\u4f53 Agents",
    "29. [PydanticAI](https://github.com/pydantic/pydantic-ai): Agent Framework / shim to use Pydantic with LLMs."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/WangRongsheng/awesome-LLM-resourses",
   "project": "Agentarium",
   "repository": "https://github.com/Thytu/Agentarium",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "\u5168\u4e16\u754c\u6700\u597d\u7684\u5927\u8bed\u8a00\u6a21\u578b\u8d44\u6e90\u6c47\u603b \u6301\u7eed\u66f4\u65b0",
    "## \u667a\u80fd\u4f53 Agents",
    "30. [Agentarium](https://github.com/Thytu/Agentarium): open-source framework for creating and managing simulations populated with AI-powered agents."
   ],
   "repository_evidence": [
    "\u5168\u4e16\u754c\u6700\u597d\u7684\u5927\u8bed\u8a00\u6a21\u578b\u8d44\u6e90\u6c47\u603b \u6301\u7eed\u66f4\u65b0",
    "## \u667a\u80fd\u4f53 Agents",
    "30. [Agentarium](https://github.com/Thytu/Agentarium): open-source framework for creating and managing simulations populated with AI-powered agents."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/WangRongsheng/awesome-LLM-resourses",
   "project": "smolagents",
   "repository": "https://github.com/huggingface/smolagents",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "\u5168\u4e16\u754c\u6700\u597d\u7684\u5927\u8bed\u8a00\u6a21\u578b\u8d44\u6e90\u6c47\u603b \u6301\u7eed\u66f4\u65b0",
    "## \u667a\u80fd\u4f53 Agents",
    "31. [smolagents](https://github.com/huggingface/smolagents): a barebones library for agents. Agents write python code to call tools and orchestrate other agents."
   ],
   "repository_evidence": [
    "\u5168\u4e16\u754c\u6700\u597d\u7684\u5927\u8bed\u8a00\u6a21\u578b\u8d44\u6e90\u6c47\u603b \u6301\u7eed\u66f4\u65b0",
    "## \u667a\u80fd\u4f53 Agents",
    "31. [smolagents](https://github.com/huggingface/smolagents): a barebones library for agents. Agents write python code to call tools and orchestrate other agents."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/WangRongsheng/awesome-LLM-resourses",
   "project": "EvoAgentX",
   "repository": "https://github.com/EvoAgentX/EvoAgentX",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "\u5168\u4e16\u754c\u6700\u597d\u7684\u5927\u8bed\u8a00\u6a21\u578b\u8d44\u6e90\u6c47\u603b \u6301\u7eed\u66f4\u65b0",
    "## \u667a\u80fd\u4f53 Agents",
    "36. [EvoAgentX](https://github.com/EvoAgentX/EvoAgentX): Building a Self-Evolving Ecosystem of AI Agents."
   ],
   "repository_evidence": [
    "\u5168\u4e16\u754c\u6700\u597d\u7684\u5927\u8bed\u8a00\u6a21\u578b\u8d44\u6e90\u6c47\u603b \u6301\u7eed\u66f4\u65b0",
    "## \u667a\u80fd\u4f53 Agents",
    "36. [EvoAgentX](https://github.com/EvoAgentX/EvoAgentX): Building a Self-Evolving Ecosystem of AI Agents."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/WangRongsheng/awesome-LLM-resourses",
   "project": "ii-agent",
   "repository": "https://github.com/Intelligent-Internet/ii-agent",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "\u5168\u4e16\u754c\u6700\u597d\u7684\u5927\u8bed\u8a00\u6a21\u578b\u8d44\u6e90\u6c47\u603b \u6301\u7eed\u66f4\u65b0",
    "## \u667a\u80fd\u4f53 Agents",
    "37. [ii-agent](https://github.com/Intelligent-Internet/ii-agent): a new open-source framework to build and deploy intelligent agents."
   ],
   "repository_evidence": [
    "\u5168\u4e16\u754c\u6700\u597d\u7684\u5927\u8bed\u8a00\u6a21\u578b\u8d44\u6e90\u6c47\u603b \u6301\u7eed\u66f4\u65b0",
    "## \u667a\u80fd\u4f53 Agents",
    "37. [ii-agent](https://github.com/Intelligent-Internet/ii-agent): a new open-source framework to build and deploy intelligent agents."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/WangRongsheng/awesome-LLM-resourses",
   "project": "OxyGent",
   "repository": "https://github.com/jd-opensource/OxyGent",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "\u5168\u4e16\u754c\u6700\u597d\u7684\u5927\u8bed\u8a00\u6a21\u578b\u8d44\u6e90\u6c47\u603b \u6301\u7eed\u66f4\u65b0",
    "## \u667a\u80fd\u4f53 Agents",
    "42. [OxyGent](https://github.com/jd-opensource/OxyGent): An advanced Python framework that empowers developers to quickly build production-ready intelligent systems."
   ],
   "repository_evidence": [
    "\u5168\u4e16\u754c\u6700\u597d\u7684\u5927\u8bed\u8a00\u6a21\u578b\u8d44\u6e90\u6c47\u603b \u6301\u7eed\u66f4\u65b0",
    "## \u667a\u80fd\u4f53 Agents",
    "42. [OxyGent](https://github.com/jd-opensource/OxyGent): An advanced Python framework that empowers developers to quickly build production-ready intelligent systems."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/WangRongsheng/awesome-LLM-resourses",
   "project": "Youtu-Agent",
   "repository": "https://github.com/TencentCloudADP/youtu-agent",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "\u5168\u4e16\u754c\u6700\u597d\u7684\u5927\u8bed\u8a00\u6a21\u578b\u8d44\u6e90\u6c47\u603b \u6301\u7eed\u66f4\u65b0",
    "## \u667a\u80fd\u4f53 Agents",
    "48. [Youtu-Agent](https://github.com/TencentCloudADP/youtu-agent): A simple yet powerful agent framework that delivers with open-source models."
   ],
   "repository_evidence": [
    "\u5168\u4e16\u754c\u6700\u597d\u7684\u5927\u8bed\u8a00\u6a21\u578b\u8d44\u6e90\u6c47\u603b \u6301\u7eed\u66f4\u65b0",
    "## \u667a\u80fd\u4f53 Agents",
    "48. [Youtu-Agent](https://github.com/TencentCloudADP/youtu-agent): A simple yet powerful agent framework that delivers with open-source models."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://agentic-ai.readthedocs.io/en/latest/AgenticFrameworks/solutions",
   "project": "LangChain",
   "repository": "https://github.com/langchain-ai/langchain",
   "stars": "100000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Agentic Framework Solutions",
    "This page consolidates all agentic AI development frameworks \u2014 open-source libraries, managed cloud SDKs, and specialized platforms \u2014 and maps them to a **Technology Radar** adapted from the [Thoughtworks Radar](https://www.thoughtworks.com/radar) methodology.",
    "#### LangChain"
   ],
   "repository_evidence": [
    "# Agentic Framework Solutions",
    "This page consolidates all agentic AI development frameworks \u2014 open-source libraries, managed cloud SDKs, and specialized platforms \u2014 and maps them to a **Technology Radar** adapted from the [Thoughtworks Radar](https://www.thoughtworks.com/radar) methodology.",
    "#### LangChain",
    "**Type**: Open-source framework (MIT) **Language(s)**: Python, TypeScript **GitHub**: [langchain-ai/langchain](https://github.com/langchain-ai/langchain) \u2014 ~100K stars, 1M+ builders **Deployment**: Self-hosted"
   ],
   "stars_evidence": [
    "# Agentic Framework Solutions",
    "This page consolidates all agentic AI development frameworks \u2014 open-source libraries, managed cloud SDKs, and specialized platforms \u2014 and maps them to a **Technology Radar** adapted from the [Thoughtworks Radar](https://www.thoughtworks.com/radar) methodology.",
    "#### LangChain",
    "**Type**: Open-source framework (MIT) **Language(s)**: Python, TypeScript **GitHub**: [langchain-ai/langchain](https://github.com/langchain-ai/langchain) \u2014 ~100K stars, 1M+ builders **Deployment**: Self-hosted",
    "| GitHub stars | ~100K |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://agentic-ai.readthedocs.io/en/latest/AgenticFrameworks/solutions",
   "project": "LangGraph",
   "repository": "https://github.com/langchain-ai/langgraph",
   "stars": "8000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Agentic Framework Solutions",
    "This page consolidates all agentic AI development frameworks \u2014 open-source libraries, managed cloud SDKs, and specialized platforms \u2014 and maps them to a **Technology Radar** adapted from the [Thoughtworks Radar](https://www.thoughtworks.com/radar) methodology.",
    "#### LangGraph"
   ],
   "repository_evidence": [
    "# Agentic Framework Solutions",
    "This page consolidates all agentic AI development frameworks \u2014 open-source libraries, managed cloud SDKs, and specialized platforms \u2014 and maps them to a **Technology Radar** adapted from the [Thoughtworks Radar](https://www.thoughtworks.com/radar) methodology.",
    "#### LangGraph",
    "**Type**: Open-source graph-based workflow framework (MIT) + commercial platform **Language(s)**: Python, TypeScript **GitHub**: [langchain-ai/langgraph](https://github.com/langchain-ai/langgraph) \u2014 ~8K stars **Deployment**: SaaS (LangGraph Platform) + Self-hosted"
   ],
   "stars_evidence": [
    "# Agentic Framework Solutions",
    "This page consolidates all agentic AI development frameworks \u2014 open-source libraries, managed cloud SDKs, and specialized platforms \u2014 and maps them to a **Technology Radar** adapted from the [Thoughtworks Radar](https://www.thoughtworks.com/radar) methodology.",
    "#### LangGraph",
    "**Type**: Open-source graph-based workflow framework (MIT) + commercial platform **Language(s)**: Python, TypeScript **GitHub**: [langchain-ai/langgraph](https://github.com/langchain-ai/langgraph) \u2014 ~8K stars **Deployment**: SaaS (LangGraph Platform) + Self-hosted",
    "| GitHub stars | ~8K |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://agentic-ai.readthedocs.io/en/latest/AgenticFrameworks/solutions",
   "project": "CrewAI",
   "repository": "https://github.com/joaomdmoura/crewAI",
   "stars": "25000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Agentic Framework Solutions",
    "This page consolidates all agentic AI development frameworks \u2014 open-source libraries, managed cloud SDKs, and specialized platforms \u2014 and maps them to a **Technology Radar** adapted from the [Thoughtworks Radar](https://www.thoughtworks.com/radar) methodology.",
    "#### CrewAI"
   ],
   "repository_evidence": [
    "# Agentic Framework Solutions",
    "This page consolidates all agentic AI development frameworks \u2014 open-source libraries, managed cloud SDKs, and specialized platforms \u2014 and maps them to a **Technology Radar** adapted from the [Thoughtworks Radar](https://www.thoughtworks.com/radar) methodology.",
    "#### CrewAI",
    "**Type**: Open-source multi-agent framework (MIT) + SaaS platform **Language(s)**: Python **GitHub**: [crewAIInc/crewAI](https://github.com/joaomdmoura/crewAI) \u2014 ~25K stars **Funding**: $18M (Oct 2024) **Deployment**: SaaS + Self-hosted"
   ],
   "stars_evidence": [
    "# Agentic Framework Solutions",
    "This page consolidates all agentic AI development frameworks \u2014 open-source libraries, managed cloud SDKs, and specialized platforms \u2014 and maps them to a **Technology Radar** adapted from the [Thoughtworks Radar](https://www.thoughtworks.com/radar) methodology.",
    "#### CrewAI",
    "**Type**: Open-source multi-agent framework (MIT) + SaaS platform **Language(s)**: Python **GitHub**: [crewAIInc/crewAI](https://github.com/joaomdmoura/crewAI) \u2014 ~25K stars **Funding**: $18M (Oct 2024) **Deployment**: SaaS + Self-hosted",
    "| GitHub stars | ~25K |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://agentic-ai.readthedocs.io/en/latest/AgenticFrameworks/solutions",
   "project": "AutoGen",
   "repository": "https://github.com/microsoft/autogen",
   "stars": "38000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Agentic Framework Solutions",
    "This page consolidates all agentic AI development frameworks \u2014 open-source libraries, managed cloud SDKs, and specialized platforms \u2014 and maps them to a **Technology Radar** adapted from the [Thoughtworks Radar](https://www.thoughtworks.com/radar) methodology.",
    "#### AutoGen (Microsoft)"
   ],
   "repository_evidence": [
    "# Agentic Framework Solutions",
    "This page consolidates all agentic AI development frameworks \u2014 open-source libraries, managed cloud SDKs, and specialized platforms \u2014 and maps them to a **Technology Radar** adapted from the [Thoughtworks Radar](https://www.thoughtworks.com/radar) methodology.",
    "#### AutoGen (Microsoft)",
    "**Type**: Open-source multi-agent conversational framework (MIT) **Language(s)**: Python (multi-language support) **GitHub**: [microsoft/autogen](https://github.com/microsoft/autogen) \u2014 ~38K stars **Deployment**: Self-hosted"
   ],
   "stars_evidence": [
    "# Agentic Framework Solutions",
    "This page consolidates all agentic AI development frameworks \u2014 open-source libraries, managed cloud SDKs, and specialized platforms \u2014 and maps them to a **Technology Radar** adapted from the [Thoughtworks Radar](https://www.thoughtworks.com/radar) methodology.",
    "#### AutoGen (Microsoft)",
    "**Type**: Open-source multi-agent conversational framework (MIT) **Language(s)**: Python (multi-language support) **GitHub**: [microsoft/autogen](https://github.com/microsoft/autogen) \u2014 ~38K stars **Deployment**: Self-hosted",
    "| GitHub stars | ~38K |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://agentic-ai.readthedocs.io/en/latest/AgenticFrameworks/solutions",
   "project": "LlamaIndex",
   "repository": "https://github.com/run-llama/llama_index",
   "stars": "38000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Agentic Framework Solutions",
    "This page consolidates all agentic AI development frameworks \u2014 open-source libraries, managed cloud SDKs, and specialized platforms \u2014 and maps them to a **Technology Radar** adapted from the [Thoughtworks Radar](https://www.thoughtworks.com/radar) methodology.",
    "#### LlamaIndex"
   ],
   "repository_evidence": [
    "# Agentic Framework Solutions",
    "This page consolidates all agentic AI development frameworks \u2014 open-source libraries, managed cloud SDKs, and specialized platforms \u2014 and maps them to a **Technology Radar** adapted from the [Thoughtworks Radar](https://www.thoughtworks.com/radar) methodology.",
    "#### LlamaIndex",
    "**Type**: Open-source data framework for LLM applications (MIT) + SaaS (LlamaCloud) **Language(s)**: Python, TypeScript **GitHub**: [run-llama/llama_index](https://github.com/run-llama/llama_index) \u2014 ~38K stars **Deployment**: SaaS (LlamaCloud) + Self-hosted"
   ],
   "stars_evidence": [
    "# Agentic Framework Solutions",
    "This page consolidates all agentic AI development frameworks \u2014 open-source libraries, managed cloud SDKs, and specialized platforms \u2014 and maps them to a **Technology Radar** adapted from the [Thoughtworks Radar](https://www.thoughtworks.com/radar) methodology.",
    "#### LlamaIndex",
    "**Type**: Open-source data framework for LLM applications (MIT) + SaaS (LlamaCloud) **Language(s)**: Python, TypeScript **GitHub**: [run-llama/llama_index](https://github.com/run-llama/llama_index) \u2014 ~38K stars **Deployment**: SaaS (LlamaCloud) + Self-hosted",
    "| GitHub stars | ~38K |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://agentic-ai.readthedocs.io/en/latest/AgenticFrameworks/solutions",
   "project": "Semantic Kernel",
   "repository": "https://github.com/microsoft/semantic-kernel",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Agentic Framework Solutions",
    "This page consolidates all agentic AI development frameworks \u2014 open-source libraries, managed cloud SDKs, and specialized platforms \u2014 and maps them to a **Technology Radar** adapted from the [Thoughtworks Radar](https://www.thoughtworks.com/radar) methodology.",
    "#### Semantic Kernel (Microsoft)"
   ],
   "repository_evidence": [
    "# Agentic Framework Solutions",
    "This page consolidates all agentic AI development frameworks \u2014 open-source libraries, managed cloud SDKs, and specialized platforms \u2014 and maps them to a **Technology Radar** adapted from the [Thoughtworks Radar](https://www.thoughtworks.com/radar) methodology.",
    "#### Semantic Kernel (Microsoft)",
    "**Type**: Production-ready SDK (MIT) \u2014 enterprise-grade **Language(s)**: Python, C#, Java **GitHub**: [microsoft/semantic-kernel](https://github.com/microsoft/semantic-kernel)**Deployment**: SDK (enterprise) + Azure integration"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://agentic-ai.readthedocs.io/en/latest/AgenticFrameworks/solutions",
   "project": "AWS Strands Agents",
   "repository": "https://github.com/strands-agents/sdk-python",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Agentic Framework Solutions",
    "This page consolidates all agentic AI development frameworks \u2014 open-source libraries, managed cloud SDKs, and specialized platforms \u2014 and maps them to a **Technology Radar** adapted from the [Thoughtworks Radar](https://www.thoughtworks.com/radar) methodology.",
    "#### AWS Strands Agents"
   ],
   "repository_evidence": [
    "# Agentic Framework Solutions",
    "This page consolidates all agentic AI development frameworks \u2014 open-source libraries, managed cloud SDKs, and specialized platforms \u2014 and maps them to a **Technology Radar** adapted from the [Thoughtworks Radar](https://www.thoughtworks.com/radar) methodology.",
    "#### AWS Strands Agents",
    "**Type**: Open-source agent SDK (Apache 2.0) **Language(s)**: Python **GitHub**: [strands-agents/sdk-python](https://github.com/strands-agents/sdk-python)**Deployment**: Self-hosted + AWS ecosystem"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://agentic-ai.readthedocs.io/en/latest/AgenticFrameworks/solutions",
   "project": "Google ADK (Agent Development Kit)",
   "repository": "https://github.com/google/adk-python",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Agentic Framework Solutions",
    "This page consolidates all agentic AI development frameworks \u2014 open-source libraries, managed cloud SDKs, and specialized platforms \u2014 and maps them to a **Technology Radar** adapted from the [Thoughtworks Radar](https://www.thoughtworks.com/radar) methodology.",
    "#### Google ADK (Agent Development Kit)"
   ],
   "repository_evidence": [
    "# Agentic Framework Solutions",
    "This page consolidates all agentic AI development frameworks \u2014 open-source libraries, managed cloud SDKs, and specialized platforms \u2014 and maps them to a **Technology Radar** adapted from the [Thoughtworks Radar](https://www.thoughtworks.com/radar) methodology.",
    "#### Google ADK (Agent Development Kit)",
    "**Type**: Open-source agent framework **Language(s)**: Python, Java **GitHub**: [google/adk-python](https://github.com/google/adk-python)**Deployment**: Self-hosted + Google Cloud (Vertex AI Agent Engine)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://agentic-ai.readthedocs.io/en/latest/AgenticFrameworks/solutions",
   "project": "Haystack",
   "repository": "https://github.com/deepset-ai/haystack",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Agentic Framework Solutions",
    "This page consolidates all agentic AI development frameworks \u2014 open-source libraries, managed cloud SDKs, and specialized platforms \u2014 and maps them to a **Technology Radar** adapted from the [Thoughtworks Radar](https://www.thoughtworks.com/radar) methodology.",
    "#### Haystack (deepset)"
   ],
   "repository_evidence": [
    "# Agentic Framework Solutions",
    "This page consolidates all agentic AI development frameworks \u2014 open-source libraries, managed cloud SDKs, and specialized platforms \u2014 and maps them to a **Technology Radar** adapted from the [Thoughtworks Radar](https://www.thoughtworks.com/radar) methodology.",
    "#### Haystack (deepset)",
    "**Type**: Open-source production RAG/search pipeline framework (MIT) + deepsetCloud **Language(s)**: Python **GitHub**: [deepset-ai/haystack](https://github.com/deepset-ai/haystack)**Deployment**: Self-hosted + deepsetCloud"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://agentic-ai.readthedocs.io/en/latest/AgenticFrameworks/solutions",
   "project": "Agno",
   "repository": "https://github.com/agno-agi/agno",
   "stars": "34000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Agentic Framework Solutions",
    "This page consolidates all agentic AI development frameworks \u2014 open-source libraries, managed cloud SDKs, and specialized platforms \u2014 and maps them to a **Technology Radar** adapted from the [Thoughtworks Radar](https://www.thoughtworks.com/radar) methodology.",
    "#### Agno"
   ],
   "repository_evidence": [
    "# Agentic Framework Solutions",
    "This page consolidates all agentic AI development frameworks \u2014 open-source libraries, managed cloud SDKs, and specialized platforms \u2014 and maps them to a **Technology Radar** adapted from the [Thoughtworks Radar](https://www.thoughtworks.com/radar) methodology.",
    "#### Agno",
    "**Type**: Open-source full-stack multi-agent framework (MPL-2.0) **Language(s)**: Python **GitHub**: [agno-agi/agno](https://github.com/agno-agi/agno) \u2014 ~34K stars **Deployment**: Self-hosted"
   ],
   "stars_evidence": [
    "# Agentic Framework Solutions",
    "This page consolidates all agentic AI development frameworks \u2014 open-source libraries, managed cloud SDKs, and specialized platforms \u2014 and maps them to a **Technology Radar** adapted from the [Thoughtworks Radar](https://www.thoughtworks.com/radar) methodology.",
    "#### Agno",
    "**Type**: Open-source full-stack multi-agent framework (MPL-2.0) **Language(s)**: Python **GitHub**: [agno-agi/agno](https://github.com/agno-agi/agno) \u2014 ~34K stars **Deployment**: Self-hosted",
    "| GitHub stars | ~34K |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://agentic-ai.readthedocs.io/en/latest/AgenticFrameworks/solutions",
   "project": "PydanticAI",
   "repository": "https://github.com/pydantic/pydantic-ai",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Agentic Framework Solutions",
    "This page consolidates all agentic AI development frameworks \u2014 open-source libraries, managed cloud SDKs, and specialized platforms \u2014 and maps them to a **Technology Radar** adapted from the [Thoughtworks Radar](https://www.thoughtworks.com/radar) methodology.",
    "#### PydanticAI"
   ],
   "repository_evidence": [
    "# Agentic Framework Solutions",
    "This page consolidates all agentic AI development frameworks \u2014 open-source libraries, managed cloud SDKs, and specialized platforms \u2014 and maps them to a **Technology Radar** adapted from the [Thoughtworks Radar](https://www.thoughtworks.com/radar) methodology.",
    "#### PydanticAI",
    "**Type**: Open-source type-safe agent framework (MIT) **Language(s)**: Python **GitHub**: [pydantic/pydantic-ai](https://github.com/pydantic/pydantic-ai)**Deployment**: Self-hosted"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://agentic-ai.readthedocs.io/en/latest/AgenticFrameworks/solutions",
   "project": "Spring AI",
   "repository": "https://github.com/spring-projects/spring-ai",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Agentic Framework Solutions",
    "This page consolidates all agentic AI development frameworks \u2014 open-source libraries, managed cloud SDKs, and specialized platforms \u2014 and maps them to a **Technology Radar** adapted from the [Thoughtworks Radar](https://www.thoughtworks.com/radar) methodology.",
    "#### Spring AI"
   ],
   "repository_evidence": [
    "# Agentic Framework Solutions",
    "This page consolidates all agentic AI development frameworks \u2014 open-source libraries, managed cloud SDKs, and specialized platforms \u2014 and maps them to a **Technology Radar** adapted from the [Thoughtworks Radar](https://www.thoughtworks.com/radar) methodology.",
    "#### Spring AI",
    "**Type**: Open-source LangChain-inspired framework for Java/Spring (MIT) **Language(s)**: Java / Spring **GitHub**: [spring-projects/spring-ai](https://github.com/spring-projects/spring-ai)**Deployment**: Self-hosted (Spring ecosystem)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://agentic-ai.readthedocs.io/en/latest/AgenticFrameworks/solutions",
   "project": "Mastra",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Agentic Framework Solutions",
    "This page consolidates all agentic AI development frameworks \u2014 open-source libraries, managed cloud SDKs, and specialized platforms \u2014 and maps them to a **Technology Radar** adapted from the [Thoughtworks Radar](https://www.thoughtworks.com/radar) methodology.",
    "#### Mastra"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://agentic-ai.readthedocs.io/en/latest/AgenticFrameworks/solutions",
   "project": "Microsoft Agent Framework",
   "repository": "https://github.com/microsoft/agent-framework",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Agentic Framework Solutions",
    "This page consolidates all agentic AI development frameworks \u2014 open-source libraries, managed cloud SDKs, and specialized platforms \u2014 and maps them to a **Technology Radar** adapted from the [Thoughtworks Radar](https://www.thoughtworks.com/radar) methodology.",
    "#### Microsoft Agent Framework"
   ],
   "repository_evidence": [
    "# Agentic Framework Solutions",
    "This page consolidates all agentic AI development frameworks \u2014 open-source libraries, managed cloud SDKs, and specialized platforms \u2014 and maps them to a **Technology Radar** adapted from the [Thoughtworks Radar](https://www.thoughtworks.com/radar) methodology.",
    "#### Microsoft Agent Framework",
    "**Type**: Open-source unified SDK for .NET and Python (MIT) **Language(s)**: .NET, Python **GitHub**: [microsoft/agent-framework](https://github.com/microsoft/agent-framework)**Deployment**: Self-hosted + Azure"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://agentic-ai.readthedocs.io/en/latest/AgenticFrameworks/solutions",
   "project": "AutoGPT",
   "repository": "https://github.com/Significant-Gravitas/AutoGPT",
   "stars": "171000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Agentic Framework Solutions",
    "This page consolidates all agentic AI development frameworks \u2014 open-source libraries, managed cloud SDKs, and specialized platforms \u2014 and maps them to a **Technology Radar** adapted from the [Thoughtworks Radar](https://www.thoughtworks.com/radar) methodology.",
    "#### AutoGPT"
   ],
   "repository_evidence": [
    "# Agentic Framework Solutions",
    "This page consolidates all agentic AI development frameworks \u2014 open-source libraries, managed cloud SDKs, and specialized platforms \u2014 and maps them to a **Technology Radar** adapted from the [Thoughtworks Radar](https://www.thoughtworks.com/radar) methodology.",
    "#### AutoGPT",
    "**Type**: Open-source autonomous agent platform (MIT) + SaaS **Language(s)**: Python **GitHub**: [Significant-Gravitas/AutoGPT](https://github.com/Significant-Gravitas/AutoGPT) \u2014 ~171K stars **Deployment**: SaaS + Self-hosted"
   ],
   "stars_evidence": [
    "# Agentic Framework Solutions",
    "This page consolidates all agentic AI development frameworks \u2014 open-source libraries, managed cloud SDKs, and specialized platforms \u2014 and maps them to a **Technology Radar** adapted from the [Thoughtworks Radar](https://www.thoughtworks.com/radar) methodology.",
    "#### AutoGPT",
    "**Type**: Open-source autonomous agent platform (MIT) + SaaS **Language(s)**: Python **GitHub**: [Significant-Gravitas/AutoGPT](https://github.com/Significant-Gravitas/AutoGPT) \u2014 ~171K stars **Deployment**: SaaS + Self-hosted",
    "| GitHub stars | ~171K (historical signal) |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "http://github.com/cpacker/memgpt",
   "project": "Letta",
   "repository": "https://github.com/letta-ai/letta-code",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# letta-ai/letta",
    "# Letta (formerly MemGPT)",
    "Build AI with advanced memory that can learn and self-improve over time."
   ],
   "repository_evidence": [
    "# letta-ai/letta",
    "1. Install the [Letta Code](https://github.com/letta-ai/letta-code) CLI tool: `npm install -g @letta-ai/letta-code`"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://olud.ai/blog/best-open-source-coding-assistants-2026",
   "project": "OpenCode",
   "repository": null,
   "stars": "189000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Best Open-Source AI Coding Assistants in *2026*",
    "1. OpenCode \u2014 Terminal agent, 75+ providers",
    "## #1 \u2014 OpenCode"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# Best Open-Source AI Coding Assistants in *2026*",
    "This guide covers the **8 best open-source AI coding assistants**, all tested in 2026, with **GitHub star counts verified in July 2026** \u2014 plus which local model to pair with each.",
    "\u2605 189,000 \u00b7 MIT \u00b7 TypeScript \u00b7 Terminal agent"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://olud.ai/blog/best-open-source-coding-assistants-2026",
   "project": "Cline",
   "repository": null,
   "stars": "65000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Best Open-Source AI Coding Assistants in *2026*",
    "2. Cline \u2014 Autonomous agent for VS Code",
    "## #2 \u2014 Cline"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# Best Open-Source AI Coding Assistants in *2026*",
    "This guide covers the **8 best open-source AI coding assistants**, all tested in 2026, with **GitHub star counts verified in July 2026** \u2014 plus which local model to pair with each.",
    "\u2605 65,000 \u00b7 Apache-2.0 \u00b7 TypeScript \u00b7 VS Code agent"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://olud.ai/blog/best-open-source-coding-assistants-2026",
   "project": "Goose",
   "repository": null,
   "stars": "52000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Best Open-Source AI Coding Assistants in *2026*",
    "3. Goose \u2014 Local extensible agent (Block)",
    "## #3 \u2014 Goose"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# Best Open-Source AI Coding Assistants in *2026*",
    "This guide covers the **8 best open-source AI coding assistants**, all tested in 2026, with **GitHub star counts verified in July 2026** \u2014 plus which local model to pair with each.",
    "\u2605 52,000 \u00b7 Apache-2.0 \u00b7 Rust \u00b7 Local agent"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://olud.ai/blog/best-open-source-coding-assistants-2026",
   "project": "Aider",
   "repository": null,
   "stars": "48000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Best Open-Source AI Coding Assistants in *2026*",
    "4. Aider \u2014 Git-native terminal pair programmer",
    "## #4 \u2014 Aider"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# Best Open-Source AI Coding Assistants in *2026*",
    "This guide covers the **8 best open-source AI coding assistants**, all tested in 2026, with **GitHub star counts verified in July 2026** \u2014 plus which local model to pair with each.",
    "\u2605 48,000 \u00b7 Apache-2.0 \u00b7 Python \u00b7 Terminal pair programmer"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://olud.ai/blog/best-open-source-coding-assistants-2026",
   "project": "Continue",
   "repository": null,
   "stars": "35000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Best Open-Source AI Coding Assistants in *2026*",
    "5. Continue \u2014 Copilot-style autocomplete",
    "## #5 \u2014 Continue"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# Best Open-Source AI Coding Assistants in *2026*",
    "This guide covers the **8 best open-source AI coding assistants**, all tested in 2026, with **GitHub star counts verified in July 2026** \u2014 plus which local model to pair with each.",
    "\u2605 35,000 \u00b7 Apache-2.0 \u00b7 TypeScript \u00b7 IDE autocomplete + chat"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://olud.ai/blog/best-open-source-coding-assistants-2026",
   "project": "Tabby",
   "repository": null,
   "stars": "34000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Best Open-Source AI Coding Assistants in *2026*",
    "6. Tabby \u2014 Self-hosted for teams",
    "## #6 \u2014 Tabby"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# Best Open-Source AI Coding Assistants in *2026*",
    "This guide covers the **8 best open-source AI coding assistants**, all tested in 2026, with **GitHub star counts verified in July 2026** \u2014 plus which local model to pair with each.",
    "\u2605 34,000 \u00b7 Source-available \u00b7 Rust \u00b7 Self-hosted server"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://olud.ai/blog/best-open-source-coding-assistants-2026",
   "project": "Void",
   "repository": null,
   "stars": "29000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Best Open-Source AI Coding Assistants in *2026*",
    "7. Void \u2014 Open-source Cursor alternative",
    "## #7 \u2014 Void"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# Best Open-Source AI Coding Assistants in *2026*",
    "This guide covers the **8 best open-source AI coding assistants**, all tested in 2026, with **GitHub star counts verified in July 2026** \u2014 plus which local model to pair with each.",
    "\u2605 29,000 \u00b7 Apache-2.0 \u00b7 TypeScript \u00b7 Full editor"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://olud.ai/blog/best-open-source-coding-assistants-2026",
   "project": "Roo Code",
   "repository": null,
   "stars": "24000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Best Open-Source AI Coding Assistants in *2026*",
    "8. Roo Code \u2014 Configurable agent modes",
    "## #8 \u2014 Roo Code"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# Best Open-Source AI Coding Assistants in *2026*",
    "This guide covers the **8 best open-source AI coding assistants**, all tested in 2026, with **GitHub star counts verified in July 2026** \u2014 plus which local model to pair with each.",
    "\u2605 24,000 \u00b7 Apache-2.0 \u00b7 TypeScript \u00b7 VS Code agent"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://stevengonsalvez.com/blog/browser-tools-part2-frameworks",
   "project": "browser-use",
   "repository": null,
   "stars": "85000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Browser Tools for AI Agents Part 2: The Framework Wars (browser-use, Stagehand, Skyvern)",
    "## browser-use: The Python Gorilla"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# Browser Tools for AI Agents Part 2: The Framework Wars (browser-use, Stagehand, Skyvern)",
    "## browser-use: The Python Gorilla",
    "85,000 GitHub stars. 9,000 forks. MIT licensed. If you've Googled \"AI browser automation\" at any point in the last year, you've found browser-use. It's the 800-pound gorilla of this space."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://stevengonsalvez.com/blog/browser-tools-part2-frameworks",
   "project": "Stagehand",
   "repository": null,
   "stars": "21800",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Browser Tools for AI Agents Part 2: The Framework Wars (browser-use, Stagehand, Skyvern)",
    "## Stagehand: The TypeScript Caching Play"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# Browser Tools for AI Agents Part 2: The Framework Wars (browser-use, Stagehand, Skyvern)",
    "## Stagehand: The TypeScript Caching Play",
    "21,800 stars. Browserbase's baby. TypeScript-native. And here's where the economics get interesting, because the Stagehand team figured out something that the browser-use crowd seems to be ignoring."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://stevengonsalvez.com/blog/browser-tools-part2-frameworks",
   "project": "Skyvern",
   "repository": null,
   "stars": "21000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Browser Tools for AI Agents Part 2: The Framework Wars (browser-use, Stagehand, Skyvern)",
    "## Skyvern: The Vision Bet"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# Browser Tools for AI Agents Part 2: The Framework Wars (browser-use, Stagehand, Skyvern)",
    "## Skyvern: The Vision Bet",
    "21,000 stars. The one that looks at screenshots instead of parsing HTML."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://stevengonsalvez.com/blog/browser-tools-part2-frameworks",
   "project": "Notte",
   "repository": null,
   "stars": "1900",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Browser Tools for AI Agents Part 2: The Framework Wars (browser-use, Stagehand, Skyvern)",
    "## Notte: The Full-Stack Edge Play"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# Browser Tools for AI Agents Part 2: The Framework Wars (browser-use, Stagehand, Skyvern)",
    "## Notte: The Full-Stack Edge Play",
    "1,900 stars. YC S25. SSPL licensed. And here's where you need to pay attention to the fine print."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://stevengonsalvez.com/blog/browser-tools-part2-frameworks",
   "project": "expect",
   "repository": null,
   "stars": "3000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Browser Tools for AI Agents Part 2: The Framework Wars (browser-use, Stagehand, Skyvern)",
    "## expect: The Categorical Misfit (and Something I Use Daily)"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# Browser Tools for AI Agents Part 2: The Framework Wars (browser-use, Stagehand, Skyvern)",
    "## expect: The Categorical Misfit (and Something I Use Daily)",
    "3,000 stars. FSL-1.1-MIT license (functional source license). And this one is fundamentally different from everything else on this page."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://arxiv.org/html/2507.16075v1",
   "project": "DeerFlow",
   "repository": "https://github.com/bytedance/deer-flow",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Deep Researcher with Test-Time Diffusion",
    "- DeerFlow (2025) DeerFlow. Deerflow, 2025. URL [https://github.com/bytedance/deer-flow](https://github.com/bytedance/deer-flow)."
   ],
   "repository_evidence": [
    "# Deep Researcher with Test-Time Diffusion",
    "- DeerFlow (2025) DeerFlow. Deerflow, 2025. URL [https://github.com/bytedance/deer-flow](https://github.com/bytedance/deer-flow)."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://arxiv.org/html/2507.16075v1",
   "project": "DeepConsult",
   "repository": "https://github.com/Su-Sea/ydc-deep-research-evals",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Deep Researcher with Test-Time Diffusion",
    "- Lim et al. (2025) A. Lim, S. Jain, and V. Seng. Deepconsult: A deep research benchmark for consulting / business queries, 2025. URL [https://github.com/Su-Sea/ydc-deep-research-evals](https://github.com/Su-Sea/ydc-deep-research-evals)."
   ],
   "repository_evidence": [
    "# Deep Researcher with Test-Time Diffusion",
    "- Lim et al. (2025) A. Lim, S. Jain, and V. Seng. Deepconsult: A deep research benchmark for consulting / business queries, 2025. URL [https://github.com/Su-Sea/ydc-deep-research-evals](https://github.com/Su-Sea/ydc-deep-research-evals)."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://arxiv.org/html/2507.16075v1",
   "project": "GPT-Researcher",
   "repository": "https://github.com/assafelovic/gpt-researcher",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Deep Researcher with Test-Time Diffusion",
    "- Researcher (2025) G. Researcher. Gpt researcher, 2025. URL [https://github.com/assafelovic/gpt-researcher](https://github.com/assafelovic/gpt-researcher)."
   ],
   "repository_evidence": [
    "# Deep Researcher with Test-Time Diffusion",
    "- Researcher (2025) G. Researcher. Gpt researcher, 2025. URL [https://github.com/assafelovic/gpt-researcher](https://github.com/assafelovic/gpt-researcher)."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://arxiv.org/html/2507.16075v1",
   "project": "Open Deep Research",
   "repository": "https://github.com/langchain-ai/open_deep_research",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Deep Researcher with Test-Time Diffusion",
    "- Research (2025) O. D. Research. Open deep research, 2025. URL [https://github.com/langchain-ai/open_deep_research](https://github.com/langchain-ai/open_deep_research)."
   ],
   "repository_evidence": [
    "# Deep Researcher with Test-Time Diffusion",
    "- Research (2025) O. D. Research. Open deep research, 2025. URL [https://github.com/langchain-ai/open_deep_research](https://github.com/langchain-ai/open_deep_research)."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://spiritindex.org/auto-gpt",
   "project": "Auto-GPT",
   "repository": "https://github.com/Significant-Gravitas/AutoGPT",
   "stars": "182000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## Auto-GPT",
    "Auto-GPT, released by Toran Bruce Richards in March 2023, ignited the autonomous AI agent craze."
   ],
   "repository_evidence": [
    "Website[github.com](https://github.com/Significant-Gravitas/AutoGPT)"
   ],
   "stars_evidence": [
    "Survived the initial hype cycle and continued shipping (v0.6.49 Feb 2026, v0.6.50 Mar 2026). 182K GitHub stars.",
    "[Persistence](/rubric#persistence) \u2014 Active for 3+ years since March 2023."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://microsoft.github.io/UFO/getting_started/migration_ufo2_to_galaxy",
   "project": "UFO",
   "repository": "https://github.com/microsoft/UFO",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "For questions or issues, please open an issue on [GitHub](https://github.com/microsoft/UFO) or check the [documentation](https://microsoft.github.io/UFO/)."
   ],
   "repository_evidence": [
    "For questions or issues, please open an issue on [GitHub](https://github.com/microsoft/UFO) or check the [documentation](https://microsoft.github.io/UFO/)."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://aifor.dev/open-source/openmanus",
   "project": "OpenManus",
   "repository": "https://github.com/mannaandpoem/OpenManus",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# OpenManus",
    "Open-source clone of [Manus AI](../tools/manus)\u2019s general-agent loop."
   ],
   "repository_evidence": [
    "# OpenManus",
    "Repository: [github.com/mannaandpoem/OpenManus](https://github.com/mannaandpoem/OpenManus)."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://engineersofai.com/blog-visuals/ai-letters-10/timeline.html",
   "project": "LangChain",
   "repository": null,
   "stars": "97000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# LLM Framework Landscape \u2014 History & Evolution",
    "Scale at a Glance (2026)",
    "LangChain",
    "97k",
    "GitHub stars"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# LLM Framework Landscape \u2014 History & Evolution",
    "Scale at a Glance (2026)",
    "LangChain",
    "97k",
    "GitHub stars"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://engineersofai.com/blog-visuals/ai-letters-10/timeline.html",
   "project": "LlamaIndex",
   "repository": null,
   "stars": "38000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# LLM Framework Landscape \u2014 History & Evolution",
    "Scale at a Glance (2026)",
    "LlamaIndex",
    "38k",
    "GitHub stars"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# LLM Framework Landscape \u2014 History & Evolution",
    "Scale at a Glance (2026)",
    "LlamaIndex",
    "38k",
    "GitHub stars"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://engineersofai.com/blog-visuals/ai-letters-10/timeline.html",
   "project": "SynapseKit",
   "repository": null,
   "stars": "4200",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# LLM Framework Landscape \u2014 History & Evolution",
    "Scale at a Glance (2026)",
    "SynapseKit",
    "4.2k",
    "GitHub stars"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# LLM Framework Landscape \u2014 History & Evolution",
    "Scale at a Glance (2026)",
    "SynapseKit",
    "4.2k",
    "GitHub stars"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "http://wetheflywheel.com/en/guides/open-source-ai-coding-agents-2026",
   "project": "Cline",
   "repository": null,
   "stars": "57900",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Open-Source AI Coding Agents 2026: The Complete Comparison",
    "Compare the 8 leading open-source AI coding agents in 2026. Cline, Roo Code, Kilo Code, OpenHands, OpenCode, Aider, Continue, and OpenAI Codex CLI \u2014 features, architecture, pricing, and which to choose.",
    "- **Cline** \u2014 The pioneer. 57.9K stars, 4M+ developers. Best-in-class governance with step-by-step approval. Ideal for teams needing audit trails and regulatory compliance."
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# Open-Source AI Coding Agents 2026: The Complete Comparison",
    "Compare the 8 leading open-source AI coding agents in 2026. Cline, Roo Code, Kilo Code, OpenHands, OpenCode, Aider, Continue, and OpenAI Codex CLI \u2014 features, architecture, pricing, and which to choose.",
    "- **Cline** \u2014 The pioneer. 57.9K stars, 4M+ developers. Best-in-class governance with step-by-step approval. Ideal for teams needing audit trails and regulatory compliance."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "http://wetheflywheel.com/en/guides/open-source-ai-coding-agents-2026",
   "project": "Roo Code",
   "repository": null,
   "stars": "22000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Open-Source AI Coding Agents 2026: The Complete Comparison",
    "Compare the 8 leading open-source AI coding agents in 2026. Cline, Roo Code, Kilo Code, OpenHands, OpenCode, Aider, Continue, and OpenAI Codex CLI \u2014 features, architecture, pricing, and which to choose.",
    "- **Roo Code** \u2014 The customizer. Cline fork with multi-agent modes (Architect, Code, Debug, Custom). Perfect 5.0 user rating. 97% cost savings possible with DeepSeek-R1."
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "## Head-to-Head Comparison",
    "| Feature | Cline | Roo Code | Kilo Code | OpenHands | OpenCode | Aider | Continue | Codex CLI |",
    "| GitHub Stars | 57,900 | 22,000 | New (2025) | 65,000 | 100,000+ | 40,400 | 26,000 | 60,000 |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "http://wetheflywheel.com/en/guides/open-source-ai-coding-agents-2026",
   "project": "Kilo Code",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Open-Source AI Coding Agents 2026: The Complete Comparison",
    "Compare the 8 leading open-source AI coding agents in 2026. Cline, Roo Code, Kilo Code, OpenHands, OpenCode, Aider, Continue, and OpenAI Codex CLI \u2014 features, architecture, pricing, and which to choose.",
    "- **Kilo Code** \u2014 The platform. $8M seed, GitLab co-founder on board. 500+ models, parallel agents, one-click deploy. Combines Cline + Roo Code features into all-in-one platform."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "http://wetheflywheel.com/en/guides/open-source-ai-coding-agents-2026",
   "project": "OpenHands",
   "repository": null,
   "stars": "65000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Open-Source AI Coding Agents 2026: The Complete Comparison",
    "Compare the 8 leading open-source AI coding agents in 2026. Cline, Roo Code, Kilo Code, OpenHands, OpenCode, Aider, Continue, and OpenAI Codex CLI \u2014 features, architecture, pricing, and which to choose.",
    "- **OpenHands** \u2014 The enterprise. $18.8M Series A, 65K stars. Solves 50%+ of real GitHub issues. SDK for building custom agents. Best for enterprise-scale deployment."
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# Open-Source AI Coding Agents 2026: The Complete Comparison",
    "Compare the 8 leading open-source AI coding agents in 2026. Cline, Roo Code, Kilo Code, OpenHands, OpenCode, Aider, Continue, and OpenAI Codex CLI \u2014 features, architecture, pricing, and which to choose.",
    "- **OpenHands** \u2014 The enterprise. $18.8M Series A, 65K stars. Solves 50%+ of real GitHub issues. SDK for building custom agents. Best for enterprise-scale deployment."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "http://wetheflywheel.com/en/guides/open-source-ai-coding-agents-2026",
   "project": "OpenCode",
   "repository": null,
   "stars": "100000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Open-Source AI Coding Agents 2026: The Complete Comparison",
    "Compare the 8 leading open-source AI coding agents in 2026. Cline, Roo Code, Kilo Code, OpenHands, OpenCode, Aider, Continue, and OpenAI Codex CLI \u2014 features, architecture, pricing, and which to choose.",
    "- **OpenCode** \u2014 The terminal native. 100K+ GitHub stars, Go-based TUI. 75+ LLM providers, local model support. Privacy-first, works offline. Fastest community growth."
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# Open-Source AI Coding Agents 2026: The Complete Comparison",
    "Compare the 8 leading open-source AI coding agents in 2026. Cline, Roo Code, Kilo Code, OpenHands, OpenCode, Aider, Continue, and OpenAI Codex CLI \u2014 features, architecture, pricing, and which to choose.",
    "- **OpenCode** \u2014 The terminal native. 100K+ GitHub stars, Go-based TUI. 75+ LLM providers, local model support. Privacy-first, works offline. Fastest community growth."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "http://wetheflywheel.com/en/guides/open-source-ai-coding-agents-2026",
   "project": "Aider",
   "repository": null,
   "stars": "40400",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Open-Source AI Coding Agents 2026: The Complete Comparison",
    "Compare the 8 leading open-source AI coding agents in 2026. Cline, Roo Code, Kilo Code, OpenHands, OpenCode, Aider, Continue, and OpenAI Codex CLI \u2014 features, architecture, pricing, and which to choose.",
    "- **Aider** \u2014 The Git native. 40K+ stars, 4.1M installs. Deep Git integration with auto-commits. Most mature and battle-tested. Best pair-programming workflow."
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "## Head-to-Head Comparison",
    "| Feature | Cline | Roo Code | Kilo Code | OpenHands | OpenCode | Aider | Continue | Codex CLI |",
    "| GitHub Stars | 57,900 | 22,000 | New (2025) | 65,000 | 100,000+ | 40,400 | 26,000 | 60,000 |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "http://wetheflywheel.com/en/guides/open-source-ai-coding-agents-2026",
   "project": "Continue",
   "repository": null,
   "stars": "26000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Open-Source AI Coding Agents 2026: The Complete Comparison",
    "Compare the 8 leading open-source AI coding agents in 2026. Cline, Roo Code, Kilo Code, OpenHands, OpenCode, Aider, Continue, and OpenAI Codex CLI \u2014 features, architecture, pricing, and which to choose.",
    "- **Continue** \u2014 The IDE native. 26K stars. Only tool with full VS Code + JetBrains support. Agent, Chat, Edit, and Autocomplete modes. Free tier includes everything."
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "## Head-to-Head Comparison",
    "| Feature | Cline | Roo Code | Kilo Code | OpenHands | OpenCode | Aider | Continue | Codex CLI |",
    "| GitHub Stars | 57,900 | 22,000 | New (2025) | 65,000 | 100,000+ | 40,400 | 26,000 | 60,000 |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "http://wetheflywheel.com/en/guides/open-source-ai-coding-agents-2026",
   "project": "Codex CLI",
   "repository": null,
   "stars": "60000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Open-Source AI Coding Agents 2026: The Complete Comparison",
    "Compare the 8 leading open-source AI coding agents in 2026. Cline, Roo Code, Kilo Code, OpenHands, OpenCode, Aider, Continue, and OpenAI Codex CLI \u2014 features, architecture, pricing, and which to choose.",
    "- **Codex CLI** \u2014 The official choice. OpenAI's 60K-star agent. Best raw performance benchmarks. Native GitHub integration. Requires $20-200/mo subscription. OpenAI models only."
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "## Head-to-Head Comparison",
    "| Feature | Cline | Roo Code | Kilo Code | OpenHands | OpenCode | Aider | Continue | Codex CLI |",
    "| GitHub Stars | 57,900 | 22,000 | New (2025) | 65,000 | 100,000+ | 40,400 | 26,000 | 60,000 |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://agentburner.com/blog/browser-agents-and-the-registration-wall",
   "project": "Browser-Use",
   "repository": null,
   "stars": "81000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Browser Agents and the Registration Wall",
    "There are four major browser agent frameworks in March 2026:",
    "**Browser-Use** (81k stars, Python) is the largest."
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# Browser Agents and the Registration Wall",
    "There are four major browser agent frameworks in March 2026:",
    "**Browser-Use** (81k stars, Python) is the largest."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://agentburner.com/blog/browser-agents-and-the-registration-wall",
   "project": "Stagehand",
   "repository": null,
   "stars": "21000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Browser Agents and the Registration Wall",
    "There are four major browser agent frameworks in March 2026:",
    "**Stagehand** (21k stars, TypeScript) is backed by Browserbase ($67.5M raised)."
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# Browser Agents and the Registration Wall",
    "There are four major browser agent frameworks in March 2026:",
    "**Stagehand** (21k stars, TypeScript) is backed by Browserbase ($67.5M raised)."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://agentburner.com/blog/browser-agents-and-the-registration-wall",
   "project": "Skyvern",
   "repository": null,
   "stars": "20000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Browser Agents and the Registration Wall",
    "There are four major browser agent frameworks in March 2026:",
    "**Skyvern** (20k stars, Python) has the most developed email story, and it\u2019s still clunky."
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# Browser Agents and the Registration Wall",
    "There are four major browser agent frameworks in March 2026:",
    "**Skyvern** (20k stars, Python) has the most developed email story, and it\u2019s still clunky."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://agentburner.com/blog/browser-agents-and-the-registration-wall",
   "project": "Notte",
   "repository": null,
   "stars": "1800",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Browser Agents and the Registration Wall",
    "There are four major browser agent frameworks in March 2026:",
    "**Notte** (1.8k stars, Python) is the smallest but has the most integrated approach."
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# Browser Agents and the Registration Wall",
    "There are four major browser agent frameworks in March 2026:",
    "**Notte** (1.8k stars, Python) is the smallest but has the most integrated approach."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://graphcanon.com/compare/assafelovic-gpt-researcher-vs-dzhng-deep-research",
   "project": "gpt-researcher",
   "repository": "https://github.com/assafelovic/gpt-researcher",
   "stars": "28317",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Comparison",
    "# gpt-researcher vs deep-research",
    "- [GitHub stars (assafelovic/gpt-researcher)](https://github.com/assafelovic/gpt-researcher) \u00b7 observed Jul 15, 2026",
    "What is the difference between gpt-researcher and deep-research?gpt-researcher: An autonomous agent that conducts deep research using LLM providers. deep-research: An AI-powered research assistant that refines its topic focus over time using search engines, web scraping, and large language models.. See the comparison table for live GitHub stats and shared categories."
   ],
   "repository_evidence": [
    "Comparison",
    "# gpt-researcher vs deep-research",
    "- [GitHub stars (assafelovic/gpt-researcher)](https://github.com/assafelovic/gpt-researcher) \u00b7 observed Jul 15, 2026"
   ],
   "stars_evidence": [
    "Comparison",
    "# gpt-researcher vs deep-research",
    "GitHub stars on cards: gpt-researcher 28k \u00b7 deep-research 19k (synced Jul 15, 2026).",
    "Is gpt-researcher or deep-research more popular on GitHub?gpt-researcher has more GitHub stars (28,317 vs 19,376). Stars measure visibility, not whether either tool fits your constraints."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://graphcanon.com/compare/assafelovic-gpt-researcher-vs-dzhng-deep-research",
   "project": "deep-research",
   "repository": "https://github.com/dzhng/deep-research",
   "stars": "19376",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Comparison",
    "# gpt-researcher vs deep-research",
    "- [GitHub stars (dzhng/deep-research)](https://github.com/dzhng/deep-research) \u00b7 observed Jul 19, 2026",
    "What is the difference between gpt-researcher and deep-research?gpt-researcher: An autonomous agent that conducts deep research using LLM providers. deep-research: An AI-powered research assistant that refines its topic focus over time using search engines, web scraping, and large language models.. See the comparison table for live GitHub stats and shared categories."
   ],
   "repository_evidence": [
    "Comparison",
    "# gpt-researcher vs deep-research",
    "- [GitHub stars (dzhng/deep-research)](https://github.com/dzhng/deep-research) \u00b7 observed Jul 19, 2026"
   ],
   "stars_evidence": [
    "Comparison",
    "# gpt-researcher vs deep-research",
    "GitHub stars on cards: gpt-researcher 28k \u00b7 deep-research 19k (synced Jul 15, 2026).",
    "Is gpt-researcher or deep-research more popular on GitHub?gpt-researcher has more GitHub stars (28,317 vs 19,376). Stars measure visibility, not whether either tool fits your constraints."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://threadreaderapp.com/thread/1646101184384573446.html",
   "project": "BabyAGI",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "AutoGPTs are improving at a blazingly fast speed and could soon transform the face of business.",
    "The most popular ones are BabyAGI by [@yoheinakajima](https://twitter.com/yoheinakajima) and Auto-GPT by [@SigGravitas](https://twitter.com/SigGravitas)."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://threadreaderapp.com/thread/1646101184384573446.html",
   "project": "Auto-GPT",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "AutoGPTs are improving at a blazingly fast speed and could soon transform the face of business.",
    "The most popular ones are BabyAGI by [@yoheinakajima](https://twitter.com/yoheinakajima) and Auto-GPT by [@SigGravitas](https://twitter.com/SigGravitas)."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://threadreaderapp.com/thread/1646101184384573446.html",
   "project": "TeenageAGI",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "AutoGPTs are improving at a blazingly fast speed and could soon transform the face of business.",
    "Such as TeenageAGI which has improved memory."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://threadreaderapp.com/thread/1646101184384573446.html",
   "project": "AgentGPT",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "AutoGPTs are improving at a blazingly fast speed and could soon transform the face of business.",
    "And even a web-based AutoGPT called AgentGPT that you can use with zero technical knowledge."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://arxiv.org/html/2511.11332v1",
   "project": "UFO3",
   "repository": "https://github.com/microsoft/UFO/",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# UFO3: Weaving the Digital Agent Galaxy ![[Uncaptioned image]](images/ufo_y.png)",
    "The entire project is open-sourced at [https://github.com/microsoft/UFO/](https://github.com/microsoft/UFO/), accompanied by detailed documentation and tutorials at [https://microsoft.github.io/UFO/](https://microsoft.github.io/UFO/)"
   ],
   "repository_evidence": [
    "# UFO3: Weaving the Digital Agent Galaxy ![[Uncaptioned image]](images/ufo_y.png)",
    "The entire project is open-sourced at [https://github.com/microsoft/UFO/](https://github.com/microsoft/UFO/), accompanied by detailed documentation and tutorials at [https://microsoft.github.io/UFO/](https://microsoft.github.io/UFO/)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://bestaiagents.ai/categories/ai-agent-builder",
   "project": "BrowserAgent",
   "repository": null,
   "stars": "990",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# AI Agent Builders",
    "### BrowserAgent"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# AI Agent Builders",
    "### BrowserAgent",
    "990"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://bestaiagents.ai/categories/ai-agent-builder",
   "project": "Griptape",
   "repository": null,
   "stars": "2.2k",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# AI Agent Builders",
    "### Griptape"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# AI Agent Builders",
    "### Griptape",
    "2.2k"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://bestaiagents.ai/categories/ai-agent-builder",
   "project": "Supavec",
   "repository": null,
   "stars": "559",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# AI Agent Builders",
    "### Supavec"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# AI Agent Builders",
    "### Supavec",
    "559"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://bestaiagents.ai/categories/ai-agent-builder",
   "project": "txtai",
   "repository": null,
   "stars": "10.6k",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# AI Agent Builders",
    "### txtai"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# AI Agent Builders",
    "### txtai",
    "10.6k"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://bestaiagents.ai/categories/ai-agent-builder",
   "project": "AgentOps",
   "repository": null,
   "stars": "4.1k",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# AI Agent Builders",
    "### AgentOps"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# AI Agent Builders",
    "### AgentOps",
    "4.1k"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://bestaiagents.ai/categories/ai-agent-builder",
   "project": "Atomic Agents",
   "repository": null,
   "stars": "3.2k",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# AI Agent Builders",
    "### Atomic Agents"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# AI Agent Builders",
    "### Atomic Agents",
    "3.2k"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://bestaiagents.ai/categories/ai-agent-builder",
   "project": "Synthora",
   "repository": null,
   "stars": "70",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# AI Agent Builders",
    "### Synthora"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# AI Agent Builders",
    "### Synthora",
    "70"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://bestaiagents.ai/categories/ai-agent-builder",
   "project": "Pipecat",
   "repository": null,
   "stars": "5.3k",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# AI Agent Builders",
    "### Pipecat"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# AI Agent Builders",
    "### Pipecat",
    "5.3k"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://bestaiagents.ai/categories/ai-agent-builder",
   "project": "Smolagents",
   "repository": null,
   "stars": "15.7k",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# AI Agent Builders",
    "### Smolagents"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# AI Agent Builders",
    "### Smolagents",
    "15.7k"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://bestaiagents.ai/categories/ai-agent-builder",
   "project": "Lecca.io",
   "repository": null,
   "stars": "323",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# AI Agent Builders",
    "### Lecca.io"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# AI Agent Builders",
    "### Lecca.io",
    "323"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://bestaiagents.ai/categories/ai-agent-builder",
   "project": "Magma",
   "repository": null,
   "stars": "67",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# AI Agent Builders",
    "### Magma"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# AI Agent Builders",
    "### Magma",
    "67"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://bestaiagents.ai/categories/ai-agent-builder",
   "project": "Dify",
   "repository": null,
   "stars": "85.6k",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# AI Agent Builders",
    "### Dify"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# AI Agent Builders",
    "### Dify",
    "85.6k"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://bestaiagents.ai/categories/ai-agent-builder",
   "project": "Inferable",
   "repository": null,
   "stars": "351",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# AI Agent Builders",
    "### Inferable"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# AI Agent Builders",
    "### Inferable",
    "351"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://bestaiagents.ai/categories/ai-agent-builder",
   "project": "Hexabot",
   "repository": null,
   "stars": "680",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# AI Agent Builders",
    "### Hexabot"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# AI Agent Builders",
    "### Hexabot",
    "680"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://bestaiagents.ai/categories/ai-agent-builder",
   "project": "PydanticAI",
   "repository": null,
   "stars": "7.6k",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# AI Agent Builders",
    "### PydanticAI"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# AI Agent Builders",
    "### PydanticAI",
    "7.6k"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://bestaiagents.ai/categories/ai-agent-builder",
   "project": "CAMEL",
   "repository": null,
   "stars": "11.1k",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# AI Agent Builders",
    "### CAMEL"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# AI Agent Builders",
    "### CAMEL",
    "11.1k"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://bestaiagents.ai/categories/ai-agent-builder",
   "project": "Anything LLM",
   "repository": null,
   "stars": "41.7k",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# AI Agent Builders",
    "### Anything LLM"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# AI Agent Builders",
    "### Anything LLM",
    "41.7k"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://bestaiagents.ai/categories/ai-agent-builder",
   "project": "SmythOS",
   "repository": null,
   "stars": "19",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# AI Agent Builders",
    "### SmythOS"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# AI Agent Builders",
    "### SmythOS",
    "19"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://bestaiagents.ai/categories/ai-agent-builder",
   "project": "Swarm",
   "repository": null,
   "stars": "19.4k",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# AI Agent Builders",
    "### Swarm"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# AI Agent Builders",
    "### Swarm",
    "19.4k"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://bestaiagents.ai/categories/ai-agent-builder",
   "project": "LlamaIndex",
   "repository": null,
   "stars": "40.4k",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# AI Agent Builders",
    "### LlamaIndex"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# AI Agent Builders",
    "### LlamaIndex",
    "40.4k"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://bestaiagents.ai/categories/ai-agent-builder",
   "project": "Semantic Kernel",
   "repository": null,
   "stars": "23.7k",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# AI Agent Builders",
    "### Semantic Kernel"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# AI Agent Builders",
    "### Semantic Kernel",
    "23.7k"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://bestaiagents.ai/categories/ai-agent-builder",
   "project": "Composio",
   "repository": null,
   "stars": "24.6k",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# AI Agent Builders",
    "### Composio"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# AI Agent Builders",
    "### Composio",
    "24.6k"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://bestaiagents.ai/categories/ai-agent-builder",
   "project": "ControlFlow",
   "repository": null,
   "stars": "1.2k",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# AI Agent Builders",
    "### ControlFlow"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# AI Agent Builders",
    "### ControlFlow",
    "1.2k"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://bestaiagents.ai/categories/ai-agent-builder",
   "project": "HumanLayer",
   "repository": null,
   "stars": "652",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# AI Agent Builders",
    "### HumanLayer"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# AI Agent Builders",
    "### HumanLayer",
    "652"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://bestaiagents.ai/categories/ai-agent-builder",
   "project": "Zep",
   "repository": null,
   "stars": "3.2k",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# AI Agent Builders",
    "### Zep"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# AI Agent Builders",
    "### Zep",
    "3.2k"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://bestaiagents.ai/categories/ai-agent-builder",
   "project": "Letta",
   "repository": null,
   "stars": "15.6k",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# AI Agent Builders",
    "### Letta"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# AI Agent Builders",
    "### Letta",
    "15.6k"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://bestaiagents.ai/categories/ai-agent-builder",
   "project": "Agno (Phidata)",
   "repository": null,
   "stars": "21.9k",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# AI Agent Builders",
    "### Agno (Phidata)"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# AI Agent Builders",
    "### Agno (Phidata)",
    "21.9k"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://bestaiagents.ai/categories/ai-agent-builder",
   "project": "BabyAGI",
   "repository": null,
   "stars": "21.3k",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# AI Agent Builders",
    "### BabyAGI"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# AI Agent Builders",
    "### BabyAGI",
    "21.3k"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://bestaiagents.ai/categories/ai-agent-builder",
   "project": "LangGraph",
   "repository": null,
   "stars": "10.6k",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# AI Agent Builders",
    "### LangGraph"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# AI Agent Builders",
    "### LangGraph",
    "10.6k"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://bestaiagents.ai/categories/ai-agent-builder",
   "project": "CrewAI",
   "repository": null,
   "stars": "29.0k",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# AI Agent Builders",
    "### CrewAI"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# AI Agent Builders",
    "### CrewAI",
    "29.0k"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://bestaiagents.ai/categories/ai-agent-builder",
   "project": "Ailice",
   "repository": null,
   "stars": "1.1k",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# AI Agent Builders",
    "### Ailice"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# AI Agent Builders",
    "### Ailice",
    "1.1k"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://bestaiagents.ai/categories/ai-agent-builder",
   "project": "AutoGen",
   "repository": null,
   "stars": "42.1k",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# AI Agent Builders",
    "### AutoGen"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# AI Agent Builders",
    "### AutoGen",
    "42.1k"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://bestaiagents.ai/categories/ai-agent-builder",
   "project": "AutoGPT",
   "repository": null,
   "stars": "173.8k",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# AI Agent Builders",
    "### AutoGPT"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# AI Agent Builders",
    "### AutoGPT",
    "173.8k"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://bestaiagents.ai/categories/ai-agent-builder",
   "project": "AgentPilot",
   "repository": null,
   "stars": "423",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# AI Agent Builders",
    "### AgentPilot"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# AI Agent Builders",
    "### AgentPilot",
    "423"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://10beasts.net/manus-vs-openmanus/amp",
   "project": "OpenManus",
   "repository": "https://github.com/mannaandpoem/OpenManus",
   "stars": "29000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "OpenManus by MetaGPT four-member team in just three hours to replicate the core functions of Manus, and open source on GitHub, the open source project has received more than 29k stars."
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "OpenManus by MetaGPT four-member team in just three hours to replicate the core functions of Manus, and open source on GitHub, the open source project has received more than 29k stars."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://starlog.is/articles/ai-agents/ag2ai-fastagency",
   "project": "FastAgency",
   "repository": "https://github.com/ag2ai/fastagency",
   "stars": "538",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# FastAgency: The Adapter Pattern That Makes AutoGen Agents Production-Ready",
    "[ [ View on GitHub ] ](https://github.com/ag2ai/fastagency)"
   ],
   "repository_evidence": [
    "# FastAgency: The Adapter Pattern That Makes AutoGen Agents Production-Ready",
    "[ [ View on GitHub ] ](https://github.com/ag2ai/fastagency)"
   ],
   "stars_evidence": [
    "# FastAgency: The Adapter Pattern That Makes AutoGen Agents Production-Ready",
    "\u2605 538 Python 93/100 May 9, 2026"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/0xnyk%2Fawesome-agent-cortex",
   "project": "AG2",
   "repository": "https://github.com/ag2ai/ag2",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-agent-cortex",
    "- ## Agent Frameworks",
    "  - [AG2](/projects/github.com%2Fag2ai%2Fag2) - Open-source AgentOS for building multi-agent systems (evolved from AutoGen)."
   ],
   "repository_evidence": [
    "# awesome-agent-cortex",
    "- ## Agent Frameworks",
    "  - [AG2](/projects/github.com%2Fag2ai%2Fag2) - Open-source AgentOS for building multi-agent systems (evolved from AutoGen)."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/0xnyk%2Fawesome-agent-cortex",
   "project": "Agno",
   "repository": "https://github.com/agno-agi/agno",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-agent-cortex",
    "- ## Agent Frameworks",
    "  - [Agno](/projects/github.com%2Fagno-agi%2Fagno) - Framework for building and running agentic software at scale."
   ],
   "repository_evidence": [
    "# awesome-agent-cortex",
    "- ## Agent Frameworks",
    "  - [Agno](/projects/github.com%2Fagno-agi%2Fagno) - Framework for building and running agentic software at scale."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/0xnyk%2Fawesome-agent-cortex",
   "project": "AutoGen",
   "repository": "https://github.com/microsoft/autogen",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-agent-cortex",
    "- ## Agent Frameworks",
    "  - [AutoGen](/projects/github.com%2Fmicrosoft%2Fautogen) - Multi-agent conversation framework from Microsoft Research."
   ],
   "repository_evidence": [
    "# awesome-agent-cortex",
    "- ## Agent Frameworks",
    "  - [AutoGen](/projects/github.com%2Fmicrosoft%2Fautogen) - Multi-agent conversation framework from Microsoft Research."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/0xnyk%2Fawesome-agent-cortex",
   "project": "Claude Agent SDK",
   "repository": "https://github.com/anthropics/anthropic-sdk-python",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-agent-cortex",
    "- ## Agent Frameworks",
    "  - [Claude Agent SDK](/projects/github.com%2Fanthropics%2Fanthropic-sdk-python) - Official Python SDK for building agents with Claude models."
   ],
   "repository_evidence": [
    "# awesome-agent-cortex",
    "- ## Agent Frameworks",
    "  - [Claude Agent SDK](/projects/github.com%2Fanthropics%2Fanthropic-sdk-python) - Official Python SDK for building agents with Claude models."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/0xnyk%2Fawesome-agent-cortex",
   "project": "CrewAI",
   "repository": "https://github.com/crewAIInc/crewAI",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-agent-cortex",
    "- ## Agent Frameworks",
    "  - [CrewAI](/projects/github.com%2FcrewAIInc%2FcrewAI) - Role-based multi-agent orchestration framework."
   ],
   "repository_evidence": [
    "# awesome-agent-cortex",
    "- ## Agent Frameworks",
    "  - [CrewAI](/projects/github.com%2FcrewAIInc%2FcrewAI) - Role-based multi-agent orchestration framework."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/0xnyk%2Fawesome-agent-cortex",
   "project": "ElizaOS",
   "repository": "https://github.com/elizaOS/eliza",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-agent-cortex",
    "- ## Agent Frameworks",
    "  - [ElizaOS](/projects/github.com%2FelizaOS%2Feliza) - Multi-agent simulation framework for autonomous characters."
   ],
   "repository_evidence": [
    "# awesome-agent-cortex",
    "- ## Agent Frameworks",
    "  - [ElizaOS](/projects/github.com%2FelizaOS%2Feliza) - Multi-agent simulation framework for autonomous characters."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/0xnyk%2Fawesome-agent-cortex",
   "project": "Google A2A",
   "repository": "https://github.com/google/A2A",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-agent-cortex",
    "- ## Agent Frameworks",
    "  - [Google A2A](/projects/github.com%2Fgoogle%2FA2A) - Agent-to-Agent protocol for cross-framework agent communication."
   ],
   "repository_evidence": [
    "# awesome-agent-cortex",
    "- ## Agent Frameworks",
    "  - [Google A2A](/projects/github.com%2Fgoogle%2FA2A) - Agent-to-Agent protocol for cross-framework agent communication."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/0xnyk%2Fawesome-agent-cortex",
   "project": "Google ADK",
   "repository": "https://github.com/google/adk-python",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-agent-cortex",
    "- ## Agent Frameworks",
    "  - [Google ADK](/projects/github.com%2Fgoogle%2Fadk-python) - Agent Development Kit for building agents with Gemini."
   ],
   "repository_evidence": [
    "# awesome-agent-cortex",
    "- ## Agent Frameworks",
    "  - [Google ADK](/projects/github.com%2Fgoogle%2Fadk-python) - Agent Development Kit for building agents with Gemini."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/0xnyk%2Fawesome-agent-cortex",
   "project": "Haystack",
   "repository": "https://github.com/deepset-ai/haystack",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-agent-cortex",
    "- ## Agent Frameworks",
    "  - [Haystack](/projects/github.com%2Fdeepset-ai%2Fhaystack) - LLM orchestration framework for building search and RAG pipelines."
   ],
   "repository_evidence": [
    "# awesome-agent-cortex",
    "- ## Agent Frameworks",
    "  - [Haystack](/projects/github.com%2Fdeepset-ai%2Fhaystack) - LLM orchestration framework for building search and RAG pipelines."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/0xnyk%2Fawesome-agent-cortex",
   "project": "Hermes Agent",
   "repository": "https://github.com/NousResearch/hermes-agent",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-agent-cortex",
    "- ## Agent Frameworks",
    "  - [Hermes Agent](/projects/github.com%2FNousResearch%2Fhermes-agent) - Tool-using autonomous agent platform with memory, skills, delegation, and MCP support."
   ],
   "repository_evidence": [
    "# awesome-agent-cortex",
    "- ## Agent Frameworks",
    "  - [Hermes Agent](/projects/github.com%2FNousResearch%2Fhermes-agent) - Tool-using autonomous agent platform with memory, skills, delegation, and MCP support."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/0xnyk%2Fawesome-agent-cortex",
   "project": "Julep",
   "repository": "https://github.com/julep-ai/julep",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-agent-cortex",
    "- ## Agent Frameworks",
    "  - [Julep](/projects/github.com%2Fjulep-ai%2Fjulep) - Stateful agent platform with built-in persistence and task workflows."
   ],
   "repository_evidence": [
    "# awesome-agent-cortex",
    "- ## Agent Frameworks",
    "  - [Julep](/projects/github.com%2Fjulep-ai%2Fjulep) - Stateful agent platform with built-in persistence and task workflows."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/0xnyk%2Fawesome-agent-cortex",
   "project": "LangChain",
   "repository": "https://github.com/langchain-ai/langchain",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-agent-cortex",
    "- ## Agent Frameworks",
    "  - [LangChain](/projects/github.com%2Flangchain-ai%2Flangchain) - Composable framework for building LLM-powered applications."
   ],
   "repository_evidence": [
    "# awesome-agent-cortex",
    "- ## Agent Frameworks",
    "  - [LangChain](/projects/github.com%2Flangchain-ai%2Flangchain) - Composable framework for building LLM-powered applications."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/0xnyk%2Fawesome-agent-cortex",
   "project": "LangGraph",
   "repository": "https://github.com/langchain-ai/langgraph",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-agent-cortex",
    "- ## Agent Frameworks",
    "  - [LangGraph](/projects/github.com%2Flangchain-ai%2Flanggraph) - Library for building stateful multi-agent workflows as graphs."
   ],
   "repository_evidence": [
    "# awesome-agent-cortex",
    "- ## Agent Frameworks",
    "  - [LangGraph](/projects/github.com%2Flangchain-ai%2Flanggraph) - Library for building stateful multi-agent workflows as graphs."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/0xnyk%2Fawesome-agent-cortex",
   "project": "Letta",
   "repository": "https://github.com/letta-ai/letta",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-agent-cortex",
    "- ## Agent Frameworks",
    "  - [Letta](/projects/github.com%2Fletta-ai%2Fletta) - Stateful agents with long-term memory (formerly MemGPT)."
   ],
   "repository_evidence": [
    "# awesome-agent-cortex",
    "- ## Agent Frameworks",
    "  - [Letta](/projects/github.com%2Fletta-ai%2Fletta) - Stateful agents with long-term memory (formerly MemGPT)."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/0xnyk%2Fawesome-agent-cortex",
   "project": "LlamaIndex",
   "repository": "https://github.com/run-llama/llama_index",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-agent-cortex",
    "- ## Agent Frameworks",
    "  - [LlamaIndex](/projects/github.com%2Frun-llama%2Fllama_index) - Data framework for document agents, retrieval, and workflow orchestration."
   ],
   "repository_evidence": [
    "# awesome-agent-cortex",
    "- ## Agent Frameworks",
    "  - [LlamaIndex](/projects/github.com%2Frun-llama%2Fllama_index) - Data framework for document agents, retrieval, and workflow orchestration."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/0xnyk%2Fawesome-agent-cortex",
   "project": "Magentic-One",
   "repository": "https://github.com/microsoft/autogen/tree/main/python/packages/autogen-magentic-one",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-agent-cortex",
    "- ## Agent Frameworks",
    "  - [Magentic-One](/projects/github.com%2Fmicrosoft%2Fautogen%2Ftree%2Fmain%2Fpython%2Fpackages%2Fautogen-magentic-one) - Multi-agent team for complex web and file tasks."
   ],
   "repository_evidence": [
    "# awesome-agent-cortex",
    "- ## Agent Frameworks",
    "  - [Magentic-One](/projects/github.com%2Fmicrosoft%2Fautogen%2Ftree%2Fmain%2Fpython%2Fpackages%2Fautogen-magentic-one) - Multi-agent team for complex web and file tasks."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/0xnyk%2Fawesome-agent-cortex",
   "project": "Mastra",
   "repository": "https://github.com/mastra-ai/mastra",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-agent-cortex",
    "- ## Agent Frameworks",
    "  - [Mastra](/projects/github.com%2Fmastra-ai%2Fmastra) - TypeScript framework for building AI applications and agents."
   ],
   "repository_evidence": [
    "# awesome-agent-cortex",
    "- ## Agent Frameworks",
    "  - [Mastra](/projects/github.com%2Fmastra-ai%2Fmastra) - TypeScript framework for building AI applications and agents."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/0xnyk%2Fawesome-agent-cortex",
   "project": "Microsoft Agent Framework",
   "repository": "https://github.com/microsoft/agent-framework",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-agent-cortex",
    "- ## Agent Frameworks",
    "  - [Microsoft Agent Framework](/projects/github.com%2Fmicrosoft%2Fagent-framework) - Framework for building, orchestrating, and deploying agents with Python and .NET support."
   ],
   "repository_evidence": [
    "# awesome-agent-cortex",
    "- ## Agent Frameworks",
    "  - [Microsoft Agent Framework](/projects/github.com%2Fmicrosoft%2Fagent-framework) - Framework for building, orchestrating, and deploying agents with Python and .NET support."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/0xnyk%2Fawesome-agent-cortex",
   "project": "OpenAI Agents SDK",
   "repository": "https://github.com/openai/openai-agents-python",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-agent-cortex",
    "- ## Agent Frameworks",
    "  - [OpenAI Agents SDK](/projects/github.com%2Fopenai%2Fopenai-agents-python) - Official SDK for building agents with OpenAI models."
   ],
   "repository_evidence": [
    "# awesome-agent-cortex",
    "- ## Agent Frameworks",
    "  - [OpenAI Agents SDK](/projects/github.com%2Fopenai%2Fopenai-agents-python) - Official SDK for building agents with OpenAI models."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/0xnyk%2Fawesome-agent-cortex",
   "project": "OpenClaw",
   "repository": "https://github.com/openclaw/openclaw",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-agent-cortex",
    "- ## Agent Frameworks",
    "  - [OpenClaw](/projects/github.com%2Fopenclaw%2Fopenclaw) - Self-hosted personal AI agent with multi-platform messaging and skill registry."
   ],
   "repository_evidence": [
    "# awesome-agent-cortex",
    "- ## Agent Frameworks",
    "  - [OpenClaw](/projects/github.com%2Fopenclaw%2Fopenclaw) - Self-hosted personal AI agent with multi-platform messaging and skill registry."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/0xnyk%2Fawesome-agent-cortex",
   "project": "Phidata",
   "repository": "https://github.com/phidatahq/phidata",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-agent-cortex",
    "- ## Agent Frameworks",
    "  - [Phidata](/projects/github.com%2Fphidatahq%2Fphidata) - Toolkit for building AI assistants with memory and tools."
   ],
   "repository_evidence": [
    "# awesome-agent-cortex",
    "- ## Agent Frameworks",
    "  - [Phidata](/projects/github.com%2Fphidatahq%2Fphidata) - Toolkit for building AI assistants with memory and tools."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/0xnyk%2Fawesome-agent-cortex",
   "project": "PydanticAI",
   "repository": "https://github.com/pydantic/pydantic-ai",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-agent-cortex",
    "- ## Agent Frameworks",
    "  - [PydanticAI](/projects/github.com%2Fpydantic%2Fpydantic-ai) - Type-safe agent framework built around Pydantic."
   ],
   "repository_evidence": [
    "# awesome-agent-cortex",
    "- ## Agent Frameworks",
    "  - [PydanticAI](/projects/github.com%2Fpydantic%2Fpydantic-ai) - Type-safe agent framework built around Pydantic."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/0xnyk%2Fawesome-agent-cortex",
   "project": "Rig",
   "repository": "https://github.com/0xPlaygrounds/rig",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-agent-cortex",
    "- ## Agent Frameworks",
    "  - [Rig](/projects/github.com%2F0xPlaygrounds%2Frig) - Rust framework for building LLM-powered applications."
   ],
   "repository_evidence": [
    "# awesome-agent-cortex",
    "- ## Agent Frameworks",
    "  - [Rig](/projects/github.com%2F0xPlaygrounds%2Frig) - Rust framework for building LLM-powered applications."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/0xnyk%2Fawesome-agent-cortex",
   "project": "Semantic Kernel",
   "repository": "https://github.com/microsoft/semantic-kernel",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-agent-cortex",
    "- ## Agent Frameworks",
    "  - [Semantic Kernel](/projects/github.com%2Fmicrosoft%2Fsemantic-kernel) - SDK for integrating LLMs into apps with plugin architecture."
   ],
   "repository_evidence": [
    "# awesome-agent-cortex",
    "- ## Agent Frameworks",
    "  - [Semantic Kernel](/projects/github.com%2Fmicrosoft%2Fsemantic-kernel) - SDK for integrating LLMs into apps with plugin architecture."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/0xnyk%2Fawesome-agent-cortex",
   "project": "Smolagents",
   "repository": "https://github.com/huggingface/smolagents",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-agent-cortex",
    "- ## Agent Frameworks",
    "  - [Smolagents](/projects/github.com%2Fhuggingface%2Fsmolagents) - Lightweight agent framework from Hugging Face."
   ],
   "repository_evidence": [
    "# awesome-agent-cortex",
    "- ## Agent Frameworks",
    "  - [Smolagents](/projects/github.com%2Fhuggingface%2Fsmolagents) - Lightweight agent framework from Hugging Face."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/0xnyk%2Fawesome-agent-cortex",
   "project": "Swarm",
   "repository": "https://github.com/openai/swarm",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-agent-cortex",
    "- ## Agent Frameworks",
    "  - [Swarm](/projects/github.com%2Fopenai%2Fswarm) - Educational framework for multi-agent handoffs and routines."
   ],
   "repository_evidence": [
    "# awesome-agent-cortex",
    "- ## Agent Frameworks",
    "  - [Swarm](/projects/github.com%2Fopenai%2Fswarm) - Educational framework for multi-agent handoffs and routines."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://docs.mnemosyne.site/comparisons/letta",
   "project": "Letta",
   "repository": null,
   "stars": "21800",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Mnemosyne vs Letta (MemGPT)",
    "Letta is what you deploy when context windows are the bottleneck; Mnemosyne is what you use when you want memory that just works without standing up a database cluster.",
    "Architecture",
    "| Dimension | Mnemosyne | Letta Self-Hosted |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# Mnemosyne vs Letta (MemGPT)",
    "Architecture",
    "| Dimension | Mnemosyne | Letta Self-Hosted |",
    "| **Stars / community** | New | ~21.8K GitHub stars, active research community |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://the-agent-report.com/2026/05/ultimate-guide-open-source-ai-agent-frameworks",
   "project": "LangChain / LangGraph",
   "repository": null,
   "stars": "137k / 33k",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "The open-source AI agent framework landscape in 2026 is both richer and more turbulent than it was even twelve months ago.",
    "**Quick links:**Comparison Table \u00b7 LangChain / LangGraph \u00b7 AutoGen / AG2 \u00b7 CrewAI \u00b7 OpenAI Agents SDK \u00b7 Haystack \u00b7 Semantic Kernel \u00b7 Mastra \u00b7 Vercel AI SDK \u00b7 How to Choose \u00b7 FAQ",
    "| Framework | Language(s) | Agent Types | Key Features | Learning Curve | Production Readiness | Best Use Case | ~ GitHub Stars |",
    "| **LangChain / LangGraph** | Python, JavaScript | Single, Multi, Hierarchical, Swarm | Stateful graphs, checkpointing, memory, human-in-the-loop, LangSmith tracing | Advanced | Mature | Complex stateful workflows, enterprise orchestration | 137k / 33k |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "The open-source AI agent framework landscape in 2026 is both richer and more turbulent than it was even twelve months ago.",
    "The table below compares all eight frameworks across eight essential dimensions. Star counts are approximate and sourced from GitHub and third-party trackers as of early June 2026. Production readiness reflects consensus across multiple independent comparisons, not vendor claims.",
    "| Framework | Language(s) | Agent Types | Key Features | Learning Curve | Production Readiness | Best Use Case | ~ GitHub Stars |",
    "| **LangChain / LangGraph** | Python, JavaScript | Single, Multi, Hierarchical, Swarm | Stateful graphs, checkpointing, memory, human-in-the-loop, LangSmith tracing | Advanced | Mature | Complex stateful workflows, enterprise orchestration | 137k / 33k |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://the-agent-report.com/2026/05/ultimate-guide-open-source-ai-agent-frameworks",
   "project": "LangGraph Deep Agents",
   "repository": "https://github.com/langchain-ai/langgraph",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "The open-source AI agent framework landscape in 2026 is both richer and more turbulent than it was even twelve months ago.",
    "- **Building a coding agent \u2192** Consider [LangGraph Deep Agents](https://github.com/langchain-ai/langgraph) for planning + sub-agent spawning, or [Mastra](https://mastra.ai) for TypeScript-native tool execution."
   ],
   "repository_evidence": [
    "The open-source AI agent framework landscape in 2026 is both richer and more turbulent than it was even twelve months ago.",
    "- **Building a coding agent \u2192** Consider [LangGraph Deep Agents](https://github.com/langchain-ai/langgraph) for planning + sub-agent spawning, or [Mastra](https://mastra.ai) for TypeScript-native tool execution."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://the-agent-report.com/2026/05/ultimate-guide-open-source-ai-agent-frameworks",
   "project": "AutoGen (AG2)",
   "repository": null,
   "stars": "48k",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "The open-source AI agent framework landscape in 2026 is both richer and more turbulent than it was even twelve months ago.",
    "**Quick links:**Comparison Table \u00b7 LangChain / LangGraph \u00b7 AutoGen / AG2 \u00b7 CrewAI \u00b7 OpenAI Agents SDK \u00b7 Haystack \u00b7 Semantic Kernel \u00b7 Mastra \u00b7 Vercel AI SDK \u00b7 How to Choose \u00b7 FAQ",
    "| Framework | Language(s) | Agent Types | Key Features | Learning Curve | Production Readiness | Best Use Case | ~ GitHub Stars |",
    "| **AutoGen (AG2)** | Python | Multi, Conversational, GroupChat | Event-driven, async messaging, code execution sandboxes | Intermediate | Maintenance Mode | Legacy multi-agent research systems (use MAF for new builds) | ~48k |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "The open-source AI agent framework landscape in 2026 is both richer and more turbulent than it was even twelve months ago.",
    "The table below compares all eight frameworks across eight essential dimensions. Star counts are approximate and sourced from GitHub and third-party trackers as of early June 2026. Production readiness reflects consensus across multiple independent comparisons, not vendor claims.",
    "| Framework | Language(s) | Agent Types | Key Features | Learning Curve | Production Readiness | Best Use Case | ~ GitHub Stars |",
    "| **AutoGen (AG2)** | Python | Multi, Conversational, GroupChat | Event-driven, async messaging, code execution sandboxes | Intermediate | Maintenance Mode | Legacy multi-agent research systems (use MAF for new builds) | ~48k |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://the-agent-report.com/2026/05/ultimate-guide-open-source-ai-agent-frameworks",
   "project": "CrewAI",
   "repository": null,
   "stars": "38k",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "The open-source AI agent framework landscape in 2026 is both richer and more turbulent than it was even twelve months ago.",
    "**Quick links:**Comparison Table \u00b7 LangChain / LangGraph \u00b7 AutoGen / AG2 \u00b7 CrewAI \u00b7 OpenAI Agents SDK \u00b7 Haystack \u00b7 Semantic Kernel \u00b7 Mastra \u00b7 Vercel AI SDK \u00b7 How to Choose \u00b7 FAQ",
    "| Framework | Language(s) | Agent Types | Key Features | Learning Curve | Production Readiness | Best Use Case | ~ GitHub Stars |",
    "| **CrewAI** | Python | Multi, Hierarchical, Role-based | Role/Goal/Backstory agents, sequential & hierarchical processes, Flows, MCP native | Beginner | Stable | Rapid multi-agent prototyping, marketing automation | ~38k |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "The open-source AI agent framework landscape in 2026 is both richer and more turbulent than it was even twelve months ago.",
    "The table below compares all eight frameworks across eight essential dimensions. Star counts are approximate and sourced from GitHub and third-party trackers as of early June 2026. Production readiness reflects consensus across multiple independent comparisons, not vendor claims.",
    "| Framework | Language(s) | Agent Types | Key Features | Learning Curve | Production Readiness | Best Use Case | ~ GitHub Stars |",
    "| **CrewAI** | Python | Multi, Hierarchical, Role-based | Role/Goal/Backstory agents, sequential & hierarchical processes, Flows, MCP native | Beginner | Stable | Rapid multi-agent prototyping, marketing automation | ~38k |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://the-agent-report.com/2026/05/ultimate-guide-open-source-ai-agent-frameworks",
   "project": "OpenAI Agents SDK",
   "repository": null,
   "stars": "19k",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "The open-source AI agent framework landscape in 2026 is both richer and more turbulent than it was even twelve months ago.",
    "**Quick links:**Comparison Table \u00b7 LangChain / LangGraph \u00b7 AutoGen / AG2 \u00b7 CrewAI \u00b7 OpenAI Agents SDK \u00b7 Haystack \u00b7 Semantic Kernel \u00b7 Mastra \u00b7 Vercel AI SDK \u00b7 How to Choose \u00b7 FAQ",
    "| Framework | Language(s) | Agent Types | Key Features | Learning Curve | Production Readiness | Best Use Case | ~ GitHub Stars |",
    "| **OpenAI Agents SDK** | Python, TypeScript | Single, Multi (handoff) | Handoff delegation, guardrails, tracing, sandboxed execution, provider-agnostic (100+ LLMs) | Beginner | Stable | Delegation chains, TypeScript/Next.js teams, rapid prototyping | ~19k |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "The open-source AI agent framework landscape in 2026 is both richer and more turbulent than it was even twelve months ago.",
    "The table below compares all eight frameworks across eight essential dimensions. Star counts are approximate and sourced from GitHub and third-party trackers as of early June 2026. Production readiness reflects consensus across multiple independent comparisons, not vendor claims.",
    "| Framework | Language(s) | Agent Types | Key Features | Learning Curve | Production Readiness | Best Use Case | ~ GitHub Stars |",
    "| **OpenAI Agents SDK** | Python, TypeScript | Single, Multi (handoff) | Handoff delegation, guardrails, tracing, sandboxed execution, provider-agnostic (100+ LLMs) | Beginner | Stable | Delegation chains, TypeScript/Next.js teams, rapid prototyping | ~19k |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://the-agent-report.com/2026/05/ultimate-guide-open-source-ai-agent-frameworks",
   "project": "Haystack",
   "repository": null,
   "stars": "22k",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "The open-source AI agent framework landscape in 2026 is both richer and more turbulent than it was even twelve months ago.",
    "**Quick links:**Comparison Table \u00b7 LangChain / LangGraph \u00b7 AutoGen / AG2 \u00b7 CrewAI \u00b7 OpenAI Agents SDK \u00b7 Haystack \u00b7 Semantic Kernel \u00b7 Mastra \u00b7 Vercel AI SDK \u00b7 How to Choose \u00b7 FAQ",
    "| Framework | Language(s) | Agent Types | Key Features | Learning Curve | Production Readiness | Best Use Case | ~ GitHub Stars |",
    "| **Haystack** | Python | Single, Multi (pipeline agents) | Typed pipelines, 50+ document stores, RAG-native, multimodal, agentic pipelines | Intermediate | Stable | Production RAG, semantic search, question answering | ~22k |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "The open-source AI agent framework landscape in 2026 is both richer and more turbulent than it was even twelve months ago.",
    "The table below compares all eight frameworks across eight essential dimensions. Star counts are approximate and sourced from GitHub and third-party trackers as of early June 2026. Production readiness reflects consensus across multiple independent comparisons, not vendor claims.",
    "| Framework | Language(s) | Agent Types | Key Features | Learning Curve | Production Readiness | Best Use Case | ~ GitHub Stars |",
    "| **Haystack** | Python | Single, Multi (pipeline agents) | Typed pipelines, 50+ document stores, RAG-native, multimodal, agentic pipelines | Intermediate | Stable | Production RAG, semantic search, question answering | ~22k |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://the-agent-report.com/2026/05/ultimate-guide-open-source-ai-agent-frameworks",
   "project": "Semantic Kernel",
   "repository": null,
   "stars": "28k",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "The open-source AI agent framework landscape in 2026 is both richer and more turbulent than it was even twelve months ago.",
    "**Quick links:**Comparison Table \u00b7 LangChain / LangGraph \u00b7 AutoGen / AG2 \u00b7 CrewAI \u00b7 OpenAI Agents SDK \u00b7 Haystack \u00b7 Semantic Kernel \u00b7 Mastra \u00b7 Vercel AI SDK \u00b7 How to Choose \u00b7 FAQ",
    "| Framework | Language(s) | Agent Types | Key Features | Learning Curve | Production Readiness | Best Use Case | ~ GitHub Stars |",
    "| **Semantic Kernel** | .NET, Python, Java | Single, Multi, Planner | Enterprise SDK, Azure integration, OpenTelemetry, A2A protocol, plugin architecture | Intermediate | Mature | .NET enterprise teams, Azure-native AI applications | ~28k |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "The open-source AI agent framework landscape in 2026 is both richer and more turbulent than it was even twelve months ago.",
    "The table below compares all eight frameworks across eight essential dimensions. Star counts are approximate and sourced from GitHub and third-party trackers as of early June 2026. Production readiness reflects consensus across multiple independent comparisons, not vendor claims.",
    "| Framework | Language(s) | Agent Types | Key Features | Learning Curve | Production Readiness | Best Use Case | ~ GitHub Stars |",
    "| **Semantic Kernel** | .NET, Python, Java | Single, Multi, Planner | Enterprise SDK, Azure integration, OpenTelemetry, A2A protocol, plugin architecture | Intermediate | Mature | .NET enterprise teams, Azure-native AI applications | ~28k |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://the-agent-report.com/2026/05/ultimate-guide-open-source-ai-agent-frameworks",
   "project": "Mastra",
   "repository": "https://mastra.ai",
   "stars": "21k",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "The open-source AI agent framework landscape in 2026 is both richer and more turbulent than it was even twelve months ago.",
    "**Quick links:**Comparison Table \u00b7 LangChain / LangGraph \u00b7 AutoGen / AG2 \u00b7 CrewAI \u00b7 OpenAI Agents SDK \u00b7 Haystack \u00b7 Semantic Kernel \u00b7 Mastra \u00b7 Vercel AI SDK \u00b7 How to Choose \u00b7 FAQ",
    "| Framework | Language(s) | Agent Types | Key Features | Learning Curve | Production Readiness | Best Use Case | ~ GitHub Stars |",
    "| **Mastra** | TypeScript | Single, Multi, Graph-based | Graph workflows (then/branch/parallel), RAG, MCP, evals, 4-tier memory, 81+ providers | Intermediate | Stable | TypeScript-native production agents, integrated framework | ~21k |"
   ],
   "repository_evidence": [
    "The open-source AI agent framework landscape in 2026 is both richer and more turbulent than it was even twelve months ago.",
    "- **Building a coding agent \u2192** Consider [LangGraph Deep Agents](https://github.com/langchain-ai/langgraph) for planning + sub-agent spawning, or [Mastra](https://mastra.ai) for TypeScript-native tool execution."
   ],
   "stars_evidence": [
    "The open-source AI agent framework landscape in 2026 is both richer and more turbulent than it was even twelve months ago.",
    "The table below compares all eight frameworks across eight essential dimensions. Star counts are approximate and sourced from GitHub and third-party trackers as of early June 2026. Production readiness reflects consensus across multiple independent comparisons, not vendor claims.",
    "| Framework | Language(s) | Agent Types | Key Features | Learning Curve | Production Readiness | Best Use Case | ~ GitHub Stars |",
    "| **Mastra** | TypeScript | Single, Multi, Graph-based | Graph workflows (then/branch/parallel), RAG, MCP, evals, 4-tier memory, 81+ providers | Intermediate | Stable | TypeScript-native production agents, integrated framework | ~21k |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://the-agent-report.com/2026/05/ultimate-guide-open-source-ai-agent-frameworks",
   "project": "Vercel AI SDK",
   "repository": null,
   "stars": "20k",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "The open-source AI agent framework landscape in 2026 is both richer and more turbulent than it was even twelve months ago.",
    "**Quick links:**Comparison Table \u00b7 LangChain / LangGraph \u00b7 AutoGen / AG2 \u00b7 CrewAI \u00b7 OpenAI Agents SDK \u00b7 Haystack \u00b7 Semantic Kernel \u00b7 Mastra \u00b7 Vercel AI SDK \u00b7 How to Choose \u00b7 FAQ",
    "| Framework | Language(s) | Agent Types | Key Features | Learning Curve | Production Readiness | Best Use Case | ~ GitHub Stars |",
    "| **Vercel AI SDK** | TypeScript, JavaScript | Single, Multi (tools-based) | Streaming, React hooks, 2.8M weekly downloads, Next.js native, provider-agnostic | Beginner | Mature | Web app AI features, React/Next.js teams, chatbots | ~20k |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "The open-source AI agent framework landscape in 2026 is both richer and more turbulent than it was even twelve months ago.",
    "The table below compares all eight frameworks across eight essential dimensions. Star counts are approximate and sourced from GitHub and third-party trackers as of early June 2026. Production readiness reflects consensus across multiple independent comparisons, not vendor claims.",
    "| Framework | Language(s) | Agent Types | Key Features | Learning Curve | Production Readiness | Best Use Case | ~ GitHub Stars |",
    "| **Vercel AI SDK** | TypeScript, JavaScript | Single, Multi (tools-based) | Streaming, React hooks, 2.8M weekly downloads, Next.js native, provider-agnostic | Beginner | Mature | Web app AI features, React/Next.js teams, chatbots | ~20k |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://the-agent-report.com/2026/05/ultimate-guide-open-source-ai-agent-frameworks",
   "project": "Dify",
   "repository": null,
   "stars": "143k",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "The open-source AI agent framework landscape in 2026 is both richer and more turbulent than it was even twelve months ago.",
    "Hosted platforms like Dify (~143k stars, visual builder), LangSmith (observability), and deepset Cloud (managed Haystack) operate at a higher level of abstraction."
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "The open-source AI agent framework landscape in 2026 is both richer and more turbulent than it was even twelve months ago.",
    "Hosted platforms like Dify (~143k stars, visual builder), LangSmith (observability), and deepset Cloud (managed Haystack) operate at a higher level of abstraction."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/bradAGI/awesome-cli-coding-agents",
   "project": "Hermes Agent",
   "repository": "https://github.com/NousResearch/hermes-agent",
   "stars": "232000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome CLI Coding Agents",
    "### Open Source",
    "Forkable, extensible, and community-driven. Sorted by GitHub stars. Provider tags `[Company]` indicate the backing organization.",
    "- **[Hermes Agent](https://github.com/NousResearch/hermes-agent)** `\u2b50 232k` \u2014 Nous Research's self-improving CLI agent with persistent memory, automated skill creation, sandboxed code execution via Unix socket RPC, and multi-platform reach (Telegram/Slack/Discord/WhatsApp); supports 300+ models across multiple providers."
   ],
   "repository_evidence": [
    "# Awesome CLI Coding Agents",
    "### Open Source",
    "Forkable, extensible, and community-driven. Sorted by GitHub stars. Provider tags `[Company]` indicate the backing organization.",
    "- **[Hermes Agent](https://github.com/NousResearch/hermes-agent)** `\u2b50 232k` \u2014 Nous Research's self-improving CLI agent with persistent memory, automated skill creation, sandboxed code execution via Unix socket RPC, and multi-platform reach (Telegram/Slack/Discord/WhatsApp); supports 300+ models across multiple providers."
   ],
   "stars_evidence": [
    "# Awesome CLI Coding Agents",
    "### Open Source",
    "Forkable, extensible, and community-driven. Sorted by GitHub stars. Provider tags `[Company]` indicate the backing organization.",
    "- **[Hermes Agent](https://github.com/NousResearch/hermes-agent)** `\u2b50 232k` \u2014 Nous Research's self-improving CLI agent with persistent memory, automated skill creation, sandboxed code execution via Unix socket RPC, and multi-platform reach (Telegram/Slack/Discord/WhatsApp); supports 300+ models across multiple providers."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/feder-cr/invisible_playwright/wiki/ai-browser-agents-stealth",
   "project": "browser-use",
   "repository": null,
   "stars": "107000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# AI browser agents and stealth: what fits and what does not",
    "## What each project actually exposes",
    "| Project | Stars | Family | Custom binary | Firefox |",
    "| browser-use | 107k | CDP, Chrome | `executable_path` on `BrowserProfile` | no |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# AI browser agents and stealth: what fits and what does not",
    "## What each project actually exposes",
    "| Project | Stars | Family | Custom binary | Firefox |",
    "| browser-use | 107k | CDP, Chrome | `executable_path` on `BrowserProfile` | no |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/feder-cr/invisible_playwright/wiki/ai-browser-agents-stealth",
   "project": "Stagehand",
   "repository": null,
   "stars": "24000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# AI browser agents and stealth: what fits and what does not",
    "## What each project actually exposes",
    "| Project | Stars | Family | Custom binary | Firefox |",
    "| Stagehand | 24k | CDP, Chromium | `executablePath`, documented | no |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# AI browser agents and stealth: what fits and what does not",
    "## What each project actually exposes",
    "| Project | Stars | Family | Custom binary | Firefox |",
    "| Stagehand | 24k | CDP, Chromium | `executablePath`, documented | no |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/feder-cr/invisible_playwright/wiki/ai-browser-agents-stealth",
   "project": "Skyvern",
   "repository": null,
   "stars": "23000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# AI browser agents and stealth: what fits and what does not",
    "## What each project actually exposes",
    "| Project | Stars | Family | Custom binary | Firefox |",
    "| Skyvern | 23k | CDP | not exposed | no |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# AI browser agents and stealth: what fits and what does not",
    "## What each project actually exposes",
    "| Project | Stars | Family | Custom binary | Firefox |",
    "| Skyvern | 23k | CDP | not exposed | no |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/feder-cr/invisible_playwright/wiki/ai-browser-agents-stealth",
   "project": "crawl4ai",
   "repository": null,
   "stars": "75000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# AI browser agents and stealth: what fits and what does not",
    "## What each project actually exposes",
    "| Project | Stars | Family | Custom binary | Firefox |",
    "| crawl4ai | 75k | Playwright | **no `executable_path`** | `browser_type=\"firefox\"` |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# AI browser agents and stealth: what fits and what does not",
    "## What each project actually exposes",
    "| Project | Stars | Family | Custom binary | Firefox |",
    "| crawl4ai | 75k | Playwright | **no `executable_path`** | `browser_type=\"firefox\"` |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/feder-cr/invisible_playwright/wiki/ai-browser-agents-stealth",
   "project": "Maxun",
   "repository": null,
   "stars": "17000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# AI browser agents and stealth: what fits and what does not",
    "## What each project actually exposes",
    "| Project | Stars | Family | Custom binary | Firefox |",
    "| Maxun | 17k | Playwright | not exposed | not exposed |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# AI browser agents and stealth: what fits and what does not",
    "## What each project actually exposes",
    "| Project | Stars | Family | Custom binary | Firefox |",
    "| Maxun | 17k | Playwright | not exposed | not exposed |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://arxiv.org/pdf/2505.19253v3",
   "project": "GPT-Researcher",
   "repository": "https://github.com/assafelovic/gpt-researcher",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "A complementary line of work has advanced towards comprehensive long-form report generation frameworks.",
    "GPTResearcher (Elovic, 2025) orchestrates agentic workflows to coordinate planning, retrieval, and drafting\nacross hybrid data sources, incorporating techniques such as report planning (Wang et al., 2023) and query\ndecomposition (Bonchi et al., 2008) to enhance long-form synthesis, while enforcing completeness."
   ],
   "repository_evidence": [
    "Assaf Elovic. GPT Researcher: LLM-based Autonomous Agent for Deep Research, 2025. URL https:"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://arxiv.org/pdf/2505.19253v3",
   "project": "OpenDeepSearch",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Building on these paradigms, other deep research systems emphasize agentic tool use to extend reasoning\ncapabilities beyond pure text-based retrieval (Han et al., 2025; Nguyen et al., 2025).",
    "For instance, Open-\nDeepSearch (Alzubi et al., 2025) implements two agentic variants: one that follows an action-observation\ncycle, allowing the model to iteratively query external resources and refine its reasoning; and another that\naugments this by generating and executing Python scripts for more complex computational tasks."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://arxiv.org/pdf/2505.19253v3",
   "project": "OpenDeepResearch",
   "repository": "https://github.com/huggingface/smolagents/tree/main/examples/open_deep_research",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Building on these paradigms, other deep research systems emphasize agentic tool use to extend reasoning\ncapabilities beyond pure text-based retrieval (Han et al., 2025; Nguyen et al., 2025).",
    "HuggingFace\u2019s OpenDeepResearch initiative (HuggingFace, 2025) fol-\nlows similar directions in an open-source framework while emphasizing transparency and modularity."
   ],
   "repository_evidence": [
    "HuggingFace.\nOpen Deep Research, 2025.\nURL https://github.com/huggingface/"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://githublb.vercel.app/repo/microsoft/UFO",
   "project": "UFO",
   "repository": "/owner/microsoft",
   "stars": "9512",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# UFO",
    "[microsoft](/owner/microsoft)/UFO",
    "UFO\u00b3: Weaving the Digital Agent Galaxy"
   ],
   "repository_evidence": [
    "# UFO",
    "[microsoft](/owner/microsoft)/UFO"
   ],
   "stars_evidence": [
    "9,512stars"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://toolerific.ai/ai-tools/opensource/i-am-bee-bee-agent-framework",
   "project": "bee-agent-framework",
   "repository": "https://github.com/i-am-bee/bee-agent-framework",
   "stars": "1550",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# bee-agent-framework",
    "bee-agent-framework"
   ],
   "repository_evidence": [
    "For a full changelog, see the [releases page](https://github.com/i-am-bee/bee-agent-framework/releases).",
    "bee-agent-framework"
   ],
   "stars_evidence": [
    "Stars: 1550",
    "bee-agent-framework"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/FoundationAgents/OpenManus/blob/main",
   "project": "OpenManus",
   "repository": "https://github.com/FoundationAgents/OpenManus.git",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# FoundationAgents/OpenManus",
    "# \ud83d\udc4b OpenManus",
    "OpenManus is built by contributors from MetaGPT."
   ],
   "repository_evidence": [
    "# FoundationAgents/OpenManus",
    "1. Clone the repository:\n\n```\n git clone https://github.com/FoundationAgents/OpenManus.git cd OpenManus\n```"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/FoundationAgents/OpenManus/blob/main",
   "project": "OpenManus-RL",
   "repository": "https://github.com/OpenManus/OpenManus-RL",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "We're also excited to introduce [OpenManus-RL](https://github.com/OpenManus/OpenManus-RL), an open-source project dedicated to reinforcement learning (RL)- based (such as GRPO) tuning methods for LLM agents, developed collaboratively by researchers from UIUC and OpenManus."
   ],
   "repository_evidence": [
    "We're also excited to introduce [OpenManus-RL](https://github.com/OpenManus/OpenManus-RL), an open-source project dedicated to reinforcement learning (RL)- based (such as GRPO) tuning methods for LLM agents, developed collaboratively by researchers from UIUC and OpenManus."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/FoundationAgents/OpenManus/blob/main",
   "project": "anthropic-computer-use",
   "repository": "https://github.com/anthropics/anthropic-quickstarts/tree/main/computer-use-demo",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Thanks to [anthropic-computer-use](https://github.com/anthropics/anthropic-quickstarts/tree/main/computer-use-demo), [browser-use](https://github.com/browser-use/browser-use) and [crawl4ai](https://github.com/unclecode/crawl4ai) for providing basic support for this project!"
   ],
   "repository_evidence": [
    "Thanks to [anthropic-computer-use](https://github.com/anthropics/anthropic-quickstarts/tree/main/computer-use-demo), [browser-use](https://github.com/browser-use/browser-use) and [crawl4ai](https://github.com/unclecode/crawl4ai) for providing basic support for this project!"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/FoundationAgents/OpenManus/blob/main",
   "project": "browser-use",
   "repository": "https://github.com/browser-use/browser-use",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Thanks to [anthropic-computer-use](https://github.com/anthropics/anthropic-quickstarts/tree/main/computer-use-demo), [browser-use](https://github.com/browser-use/browser-use) and [crawl4ai](https://github.com/unclecode/crawl4ai) for providing basic support for this project!"
   ],
   "repository_evidence": [
    "Thanks to [anthropic-computer-use](https://github.com/anthropics/anthropic-quickstarts/tree/main/computer-use-demo), [browser-use](https://github.com/browser-use/browser-use) and [crawl4ai](https://github.com/unclecode/crawl4ai) for providing basic support for this project!"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/FoundationAgents/OpenManus/blob/main",
   "project": "crawl4ai",
   "repository": "https://github.com/unclecode/crawl4ai",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Thanks to [anthropic-computer-use](https://github.com/anthropics/anthropic-quickstarts/tree/main/computer-use-demo), [browser-use](https://github.com/browser-use/browser-use) and [crawl4ai](https://github.com/unclecode/crawl4ai) for providing basic support for this project!"
   ],
   "repository_evidence": [
    "Thanks to [anthropic-computer-use](https://github.com/anthropics/anthropic-quickstarts/tree/main/computer-use-demo), [browser-use](https://github.com/browser-use/browser-use) and [crawl4ai](https://github.com/unclecode/crawl4ai) for providing basic support for this project!"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/FoundationAgents/OpenManus/blob/main",
   "project": "AAAJ",
   "repository": "https://github.com/metauto-ai/agent-as-a-judge",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Additionally, we are grateful to [AAAJ](https://github.com/metauto-ai/agent-as-a-judge), [MetaGPT](https://github.com/geekan/MetaGPT), [OpenHands](https://github.com/All-Hands-AI/OpenHands) and [SWE-agent](https://github.com/SWE-agent/SWE-agent)."
   ],
   "repository_evidence": [
    "Additionally, we are grateful to [AAAJ](https://github.com/metauto-ai/agent-as-a-judge), [MetaGPT](https://github.com/geekan/MetaGPT), [OpenHands](https://github.com/All-Hands-AI/OpenHands) and [SWE-agent](https://github.com/SWE-agent/SWE-agent)."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/FoundationAgents/OpenManus/blob/main",
   "project": "MetaGPT",
   "repository": "https://github.com/geekan/MetaGPT",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Additionally, we are grateful to [AAAJ](https://github.com/metauto-ai/agent-as-a-judge), [MetaGPT](https://github.com/geekan/MetaGPT), [OpenHands](https://github.com/All-Hands-AI/OpenHands) and [SWE-agent](https://github.com/SWE-agent/SWE-agent)."
   ],
   "repository_evidence": [
    "Additionally, we are grateful to [AAAJ](https://github.com/metauto-ai/agent-as-a-judge), [MetaGPT](https://github.com/geekan/MetaGPT), [OpenHands](https://github.com/All-Hands-AI/OpenHands) and [SWE-agent](https://github.com/SWE-agent/SWE-agent)."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/FoundationAgents/OpenManus/blob/main",
   "project": "OpenHands",
   "repository": "https://github.com/All-Hands-AI/OpenHands",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Additionally, we are grateful to [AAAJ](https://github.com/metauto-ai/agent-as-a-judge), [MetaGPT](https://github.com/geekan/MetaGPT), [OpenHands](https://github.com/All-Hands-AI/OpenHands) and [SWE-agent](https://github.com/SWE-agent/SWE-agent)."
   ],
   "repository_evidence": [
    "Additionally, we are grateful to [AAAJ](https://github.com/metauto-ai/agent-as-a-judge), [MetaGPT](https://github.com/geekan/MetaGPT), [OpenHands](https://github.com/All-Hands-AI/OpenHands) and [SWE-agent](https://github.com/SWE-agent/SWE-agent)."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/FoundationAgents/OpenManus/blob/main",
   "project": "SWE-agent",
   "repository": "https://github.com/SWE-agent/SWE-agent",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Additionally, we are grateful to [AAAJ](https://github.com/metauto-ai/agent-as-a-judge), [MetaGPT](https://github.com/geekan/MetaGPT), [OpenHands](https://github.com/All-Hands-AI/OpenHands) and [SWE-agent](https://github.com/SWE-agent/SWE-agent)."
   ],
   "repository_evidence": [
    "Additionally, we are grateful to [AAAJ](https://github.com/metauto-ai/agent-as-a-judge), [MetaGPT](https://github.com/geekan/MetaGPT), [OpenHands](https://github.com/All-Hands-AI/OpenHands) and [SWE-agent](https://github.com/SWE-agent/SWE-agent)."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/NousResearch/agent-governance-toolkit/blob/main/agent-governance-python/agent-os/README.md",
   "project": "Dify",
   "repository": "https://github.com/langgenius/dify-plugins/pull/2060",
   "stars": "65000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Agent OS \u2014 Public Preview",
    "| Framework | Stars | Status | Link |",
    "| **Dify** | 65K \u2b50 | \u2705 Merged | [dify-plugins#2060](https://github.com/langgenius/dify-plugins/pull/2060) |"
   ],
   "repository_evidence": [
    "# Agent OS \u2014 Public Preview",
    "| Framework | Stars | Status | Link |",
    "| **Dify** | 65K \u2b50 | \u2705 Merged | [dify-plugins#2060](https://github.com/langgenius/dify-plugins/pull/2060) |"
   ],
   "stars_evidence": [
    "# Agent OS \u2014 Public Preview",
    "| Framework | Stars | Status | Link |",
    "| **Dify** | 65K \u2b50 | \u2705 Merged | [dify-plugins#2060](https://github.com/langgenius/dify-plugins/pull/2060) |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/NousResearch/agent-governance-toolkit/blob/main/agent-governance-python/agent-os/README.md",
   "project": "LlamaIndex",
   "repository": "https://github.com/run-llama/llama_index/pull/20644",
   "stars": "47000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Agent OS \u2014 Public Preview",
    "| Framework | Stars | Status | Link |",
    "| **LlamaIndex** | 47K \u2b50 | \u2705 Merged | [llama_index#20644](https://github.com/run-llama/llama_index/pull/20644) |"
   ],
   "repository_evidence": [
    "# Agent OS \u2014 Public Preview",
    "| Framework | Stars | Status | Link |",
    "| **LlamaIndex** | 47K \u2b50 | \u2705 Merged | [llama_index#20644](https://github.com/run-llama/llama_index/pull/20644) |"
   ],
   "stars_evidence": [
    "# Agent OS \u2014 Public Preview",
    "| Framework | Stars | Status | Link |",
    "| **LlamaIndex** | 47K \u2b50 | \u2705 Merged | [llama_index#20644](https://github.com/run-llama/llama_index/pull/20644) |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/NousResearch/agent-governance-toolkit/blob/main/agent-governance-python/agent-os/README.md",
   "project": "Microsoft Agent-Lightning",
   "repository": "https://github.com/microsoft/agent-governance-python/agent-lightning/pull/478",
   "stars": "15000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Agent OS \u2014 Public Preview",
    "| Framework | Stars | Status | Link |",
    "| **Microsoft Agent-Lightning** | 15K \u2b50 | \u2705 Merged | [agent-lightning#478](https://github.com/microsoft/agent-governance-python/agent-lightning/pull/478) |"
   ],
   "repository_evidence": [
    "# Agent OS \u2014 Public Preview",
    "| Framework | Stars | Status | Link |",
    "| **Microsoft Agent-Lightning** | 15K \u2b50 | \u2705 Merged | [agent-lightning#478](https://github.com/microsoft/agent-governance-python/agent-lightning/pull/478) |"
   ],
   "stars_evidence": [
    "# Agent OS \u2014 Public Preview",
    "| Framework | Stars | Status | Link |",
    "| **Microsoft Agent-Lightning** | 15K \u2b50 | \u2705 Merged | [agent-lightning#478](https://github.com/microsoft/agent-governance-python/agent-lightning/pull/478) |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/NousResearch/agent-governance-toolkit/blob/main/agent-governance-python/agent-os/README.md",
   "project": "LangGraph",
   "repository": "https://pypi.org/project/langgraph-trust/",
   "stars": "24000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Agent OS \u2014 Public Preview",
    "| Framework | Stars | Status | Link |",
    "| **LangGraph** | 24K \u2b50 | \ud83d\udce6 Published on PyPI | [langgraph-trust](https://pypi.org/project/langgraph-trust/) |"
   ],
   "repository_evidence": [
    "# Agent OS \u2014 Public Preview",
    "| Framework | Stars | Status | Link |",
    "| **LangGraph** | 24K \u2b50 | \ud83d\udce6 Published on PyPI | [langgraph-trust](https://pypi.org/project/langgraph-trust/) |"
   ],
   "stars_evidence": [
    "# Agent OS \u2014 Public Preview",
    "| Framework | Stars | Status | Link |",
    "| **LangGraph** | 24K \u2b50 | \ud83d\udce6 Published on PyPI | [langgraph-trust](https://pypi.org/project/langgraph-trust/) |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/NousResearch/agent-governance-toolkit/blob/main/agent-governance-python/agent-os/README.md",
   "project": "OpenAI Agents SDK",
   "repository": "https://pypi.org/project/agentmesh-openai-agents-trust/",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Agent OS \u2014 Public Preview",
    "| Framework | Stars | Status | Link |",
    "| **OpenAI Agents SDK** | \u2014 | \ud83d\udce6 Published on PyPI | [agentmesh-openai-agents-trust](https://pypi.org/project/agentmesh-openai-agents-trust/) |"
   ],
   "repository_evidence": [
    "# Agent OS \u2014 Public Preview",
    "| Framework | Stars | Status | Link |",
    "| **OpenAI Agents SDK** | \u2014 | \ud83d\udce6 Published on PyPI | [agentmesh-openai-agents-trust](https://pypi.org/project/agentmesh-openai-agents-trust/) |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/NousResearch/agent-governance-toolkit/blob/main/agent-governance-python/agent-os/README.md",
   "project": "OpenClaw",
   "repository": "https://clawhub.ai/microsoft/agentmesh-governance",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Agent OS \u2014 Public Preview",
    "| Framework | Stars | Status | Link |",
    "| **OpenClaw** | \u2014 | \ud83d\udce6 Published on ClawHub | [agentmesh-governance](https://clawhub.ai/microsoft/agentmesh-governance) |"
   ],
   "repository_evidence": [
    "# Agent OS \u2014 Public Preview",
    "| Framework | Stars | Status | Link |",
    "| **OpenClaw** | \u2014 | \ud83d\udce6 Published on ClawHub | [agentmesh-governance](https://clawhub.ai/microsoft/agentmesh-governance) |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/NousResearch/agent-governance-toolkit/blob/main/agent-governance-python/agent-os/README.md",
   "project": "AutoGen",
   "repository": "https://github.com/microsoft/autogen/issues/7242",
   "stars": "54000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Agent OS \u2014 Public Preview",
    "**\ud83d\udccb Proposals under review at 10+ frameworks (click to expand)**",
    "| Framework | Stars | Proposal |",
    "| AutoGen | 54K \u2b50 | [microsoft/autogen#7242](https://github.com/microsoft/autogen/issues/7242) |"
   ],
   "repository_evidence": [
    "# Agent OS \u2014 Public Preview",
    "**\ud83d\udccb Proposals under review at 10+ frameworks (click to expand)**",
    "| Framework | Stars | Proposal |",
    "| AutoGen | 54K \u2b50 | [microsoft/autogen#7242](https://github.com/microsoft/autogen/issues/7242) |"
   ],
   "stars_evidence": [
    "# Agent OS \u2014 Public Preview",
    "**\ud83d\udccb Proposals under review at 10+ frameworks (click to expand)**",
    "| Framework | Stars | Proposal |",
    "| AutoGen | 54K \u2b50 | [microsoft/autogen#7242](https://github.com/microsoft/autogen/issues/7242) |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/NousResearch/agent-governance-toolkit/blob/main/agent-governance-python/agent-os/README.md",
   "project": "CrewAI",
   "repository": "https://github.com/crewAIInc/crewAI/issues/4502",
   "stars": "44000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Agent OS \u2014 Public Preview",
    "**\ud83d\udccb Proposals under review at 10+ frameworks (click to expand)**",
    "| Framework | Stars | Proposal |",
    "| CrewAI | 44K \u2b50 | [crewAIInc/crewAI#4502](https://github.com/crewAIInc/crewAI/issues/4502) |"
   ],
   "repository_evidence": [
    "# Agent OS \u2014 Public Preview",
    "**\ud83d\udccb Proposals under review at 10+ frameworks (click to expand)**",
    "| Framework | Stars | Proposal |",
    "| CrewAI | 44K \u2b50 | [crewAIInc/crewAI#4502](https://github.com/crewAIInc/crewAI/issues/4502) |"
   ],
   "stars_evidence": [
    "# Agent OS \u2014 Public Preview",
    "**\ud83d\udccb Proposals under review at 10+ frameworks (click to expand)**",
    "| Framework | Stars | Proposal |",
    "| CrewAI | 44K \u2b50 | [crewAIInc/crewAI#4502](https://github.com/crewAIInc/crewAI/issues/4502) |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/NousResearch/agent-governance-toolkit/blob/main/agent-governance-python/agent-os/README.md",
   "project": "Haystack",
   "repository": "https://github.com/deepset-ai/haystack/issues/10615",
   "stars": "22000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Agent OS \u2014 Public Preview",
    "**\ud83d\udccb Proposals under review at 10+ frameworks (click to expand)**",
    "| Framework | Stars | Proposal |",
    "| Haystack | 22K \u2b50 | [deepset-ai/haystack#10615](https://github.com/deepset-ai/haystack/issues/10615) |"
   ],
   "repository_evidence": [
    "# Agent OS \u2014 Public Preview",
    "**\ud83d\udccb Proposals under review at 10+ frameworks (click to expand)**",
    "| Framework | Stars | Proposal |",
    "| Haystack | 22K \u2b50 | [deepset-ai/haystack#10615](https://github.com/deepset-ai/haystack/issues/10615) |"
   ],
   "stars_evidence": [
    "# Agent OS \u2014 Public Preview",
    "**\ud83d\udccb Proposals under review at 10+ frameworks (click to expand)**",
    "| Framework | Stars | Proposal |",
    "| Haystack | 22K \u2b50 | [deepset-ai/haystack#10615](https://github.com/deepset-ai/haystack/issues/10615) |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/NousResearch/agent-governance-toolkit/blob/main/agent-governance-python/agent-os/README.md",
   "project": "Semantic Kernel",
   "repository": "https://github.com/microsoft/semantic-kernel/issues/13556",
   "stars": "27000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Agent OS \u2014 Public Preview",
    "**\ud83d\udccb Proposals under review at 10+ frameworks (click to expand)**",
    "| Framework | Stars | Proposal |",
    "| Semantic Kernel | 27K \u2b50 | [microsoft/semantic-kernel#13556](https://github.com/microsoft/semantic-kernel/issues/13556) |"
   ],
   "repository_evidence": [
    "# Agent OS \u2014 Public Preview",
    "**\ud83d\udccb Proposals under review at 10+ frameworks (click to expand)**",
    "| Framework | Stars | Proposal |",
    "| Semantic Kernel | 27K \u2b50 | [microsoft/semantic-kernel#13556](https://github.com/microsoft/semantic-kernel/issues/13556) |"
   ],
   "stars_evidence": [
    "# Agent OS \u2014 Public Preview",
    "**\ud83d\udccb Proposals under review at 10+ frameworks (click to expand)**",
    "| Framework | Stars | Proposal |",
    "| Semantic Kernel | 27K \u2b50 | [microsoft/semantic-kernel#13556](https://github.com/microsoft/semantic-kernel/issues/13556) |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/NousResearch/agent-governance-toolkit/blob/main/agent-governance-python/agent-os/README.md",
   "project": "smolagents",
   "repository": "https://github.com/huggingface/smolagents/issues/1989",
   "stars": "25000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Agent OS \u2014 Public Preview",
    "**\ud83d\udccb Proposals under review at 10+ frameworks (click to expand)**",
    "| Framework | Stars | Proposal |",
    "| smolagents | 25K \u2b50 | \u2705 Adapter built \u2014 [huggingface/smolagents#1989](https://github.com/huggingface/smolagents/issues/1989) |"
   ],
   "repository_evidence": [
    "# Agent OS \u2014 Public Preview",
    "**\ud83d\udccb Proposals under review at 10+ frameworks (click to expand)**",
    "| Framework | Stars | Proposal |",
    "| smolagents | 25K \u2b50 | \u2705 Adapter built \u2014 [huggingface/smolagents#1989](https://github.com/huggingface/smolagents/issues/1989) |"
   ],
   "stars_evidence": [
    "# Agent OS \u2014 Public Preview",
    "**\ud83d\udccb Proposals under review at 10+ frameworks (click to expand)**",
    "| Framework | Stars | Proposal |",
    "| smolagents | 25K \u2b50 | \u2705 Adapter built \u2014 [huggingface/smolagents#1989](https://github.com/huggingface/smolagents/issues/1989) |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/NousResearch/agent-governance-toolkit/blob/main/agent-governance-python/agent-os/README.md",
   "project": "Google ADK",
   "repository": "https://github.com/google/adk-python/issues/4517",
   "stars": "18000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Agent OS \u2014 Public Preview",
    "**\ud83d\udccb Proposals under review at 10+ frameworks (click to expand)**",
    "| Framework | Stars | Proposal |",
    "| Google ADK | 18K \u2b50 | \u2705 Adapter + GovernancePlugin \u2014 [google/adk-python#4517](https://github.com/google/adk-python/issues/4517) |"
   ],
   "repository_evidence": [
    "# Agent OS \u2014 Public Preview",
    "**\ud83d\udccb Proposals under review at 10+ frameworks (click to expand)**",
    "| Framework | Stars | Proposal |",
    "| Google ADK | 18K \u2b50 | \u2705 Adapter + GovernancePlugin \u2014 [google/adk-python#4517](https://github.com/google/adk-python/issues/4517) |"
   ],
   "stars_evidence": [
    "# Agent OS \u2014 Public Preview",
    "**\ud83d\udccb Proposals under review at 10+ frameworks (click to expand)**",
    "| Framework | Stars | Proposal |",
    "| Google ADK | 18K \u2b50 | \u2705 Adapter + GovernancePlugin \u2014 [google/adk-python#4517](https://github.com/google/adk-python/issues/4517) |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/NousResearch/agent-governance-toolkit/blob/main/agent-governance-python/agent-os/README.md",
   "project": "PydanticAI",
   "repository": "https://github.com/pydantic/pydantic-ai/issues/4335",
   "stars": "15000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Agent OS \u2014 Public Preview",
    "**\ud83d\udccb Proposals under review at 10+ frameworks (click to expand)**",
    "| Framework | Stars | Proposal |",
    "| PydanticAI | 15K \u2b50 | \u2705 Adapter built \u2014 [pydantic/pydantic-ai#4335](https://github.com/pydantic/pydantic-ai/issues/4335) |"
   ],
   "repository_evidence": [
    "# Agent OS \u2014 Public Preview",
    "**\ud83d\udccb Proposals under review at 10+ frameworks (click to expand)**",
    "| Framework | Stars | Proposal |",
    "| PydanticAI | 15K \u2b50 | \u2705 Adapter built \u2014 [pydantic/pydantic-ai#4335](https://github.com/pydantic/pydantic-ai/issues/4335) |"
   ],
   "stars_evidence": [
    "# Agent OS \u2014 Public Preview",
    "**\ud83d\udccb Proposals under review at 10+ frameworks (click to expand)**",
    "| Framework | Stars | Proposal |",
    "| PydanticAI | 15K \u2b50 | \u2705 Adapter built \u2014 [pydantic/pydantic-ai#4335](https://github.com/pydantic/pydantic-ai/issues/4335) |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/NousResearch/agent-governance-toolkit/blob/main/agent-governance-python/agent-os/README.md",
   "project": "OpenAI Agents SDK",
   "repository": "https://github.com/openai/openai-agents-python/issues/2515",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Agent OS \u2014 Public Preview",
    "**\ud83d\udccb Proposals under review at 10+ frameworks (click to expand)**",
    "| Framework | Stars | Proposal |",
    "| OpenAI Agents SDK | \u2014 | [openai/openai-agents-python#2515](https://github.com/openai/openai-agents-python/issues/2515) |"
   ],
   "repository_evidence": [
    "# Agent OS \u2014 Public Preview",
    "**\ud83d\udccb Proposals under review at 10+ frameworks (click to expand)**",
    "| Framework | Stars | Proposal |",
    "| OpenAI Agents SDK | \u2014 | [openai/openai-agents-python#2515](https://github.com/openai/openai-agents-python/issues/2515) |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/NousResearch/agent-governance-toolkit/blob/main/agent-governance-python/agent-os/README.md",
   "project": "A2A Protocol",
   "repository": "https://github.com/a2aproject/A2A/issues/1501",
   "stars": "21000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Agent OS \u2014 Public Preview",
    "**\ud83d\udccb Proposals under review at 10+ frameworks (click to expand)**",
    "| Framework | Stars | Proposal |",
    "| A2A Protocol | 21K \u2b50 | [a2aproject/A2A#1501](https://github.com/a2aproject/A2A/issues/1501) |"
   ],
   "repository_evidence": [
    "# Agent OS \u2014 Public Preview",
    "**\ud83d\udccb Proposals under review at 10+ frameworks (click to expand)**",
    "| Framework | Stars | Proposal |",
    "| A2A Protocol | 21K \u2b50 | [a2aproject/A2A#1501](https://github.com/a2aproject/A2A/issues/1501) |"
   ],
   "stars_evidence": [
    "# Agent OS \u2014 Public Preview",
    "**\ud83d\udccb Proposals under review at 10+ frameworks (click to expand)**",
    "| Framework | Stars | Proposal |",
    "| A2A Protocol | 21K \u2b50 | [a2aproject/A2A#1501](https://github.com/a2aproject/A2A/issues/1501) |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/NousResearch/agent-governance-toolkit/blob/main/agent-governance-python/agent-os/README.md",
   "project": "Oracle Agent Spec",
   "repository": "https://github.com/oracle/agent-spec/issues/105",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Agent OS \u2014 Public Preview",
    "**\ud83d\udccb Proposals under review at 10+ frameworks (click to expand)**",
    "| Framework | Stars | Proposal |",
    "| Oracle Agent Spec | \u2014 | [oracle/agent-spec#105](https://github.com/oracle/agent-spec/issues/105) |"
   ],
   "repository_evidence": [
    "# Agent OS \u2014 Public Preview",
    "**\ud83d\udccb Proposals under review at 10+ frameworks (click to expand)**",
    "| Framework | Stars | Proposal |",
    "| Oracle Agent Spec | \u2014 | [oracle/agent-spec#105](https://github.com/oracle/agent-spec/issues/105) |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/NousResearch/agent-governance-toolkit/blob/main/agent-governance-python/agent-os/README.md",
   "project": "AI Card Spec",
   "repository": "https://github.com/Agent-Card/ai-card/issues/16",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Agent OS \u2014 Public Preview",
    "**\ud83d\udccb Proposals under review at 10+ frameworks (click to expand)**",
    "| Framework | Stars | Proposal |",
    "| AI Card Spec | \u2014 | [agent-card/ai-card#16](https://github.com/Agent-Card/ai-card/issues/16) |"
   ],
   "repository_evidence": [
    "# Agent OS \u2014 Public Preview",
    "**\ud83d\udccb Proposals under review at 10+ frameworks (click to expand)**",
    "| Framework | Stars | Proposal |",
    "| AI Card Spec | \u2014 | [agent-card/ai-card#16](https://github.com/Agent-Card/ai-card/issues/16) |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://microsoft.github.io/agent-governance-toolkit/packages/agent-os",
   "project": "Dify",
   "repository": "https://github.com/langgenius/dify-plugins/pull/2060",
   "stars": "65000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Agent OS \u2014 Public Preview **A kernel architecture for governing autonomous AI agents**",
    "### \ud83c\udfe2 Adopted By Leading AI Frameworks[\u00b6](https://microsoft.github.io/agent-governance-toolkit/packages/agent-os/#adopted-by-leading-ai-frameworks)",
    "| Framework | Stars | Status | Link |",
    "| **Dify** | 65K \u2b50 | \u2705 Merged | [dify-plugins#2060](https://github.com/langgenius/dify-plugins/pull/2060) |"
   ],
   "repository_evidence": [
    "# Agent OS \u2014 Public Preview **A kernel architecture for governing autonomous AI agents**",
    "### \ud83c\udfe2 Adopted By Leading AI Frameworks[\u00b6](https://microsoft.github.io/agent-governance-toolkit/packages/agent-os/#adopted-by-leading-ai-frameworks)",
    "| Framework | Stars | Status | Link |",
    "| **Dify** | 65K \u2b50 | \u2705 Merged | [dify-plugins#2060](https://github.com/langgenius/dify-plugins/pull/2060) |"
   ],
   "stars_evidence": [
    "# Agent OS \u2014 Public Preview **A kernel architecture for governing autonomous AI agents**",
    "### \ud83c\udfe2 Adopted By Leading AI Frameworks[\u00b6](https://microsoft.github.io/agent-governance-toolkit/packages/agent-os/#adopted-by-leading-ai-frameworks)",
    "| Framework | Stars | Status | Link |",
    "| **Dify** | 65K \u2b50 | \u2705 Merged | [dify-plugins#2060](https://github.com/langgenius/dify-plugins/pull/2060) |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://microsoft.github.io/agent-governance-toolkit/packages/agent-os",
   "project": "LlamaIndex",
   "repository": "https://github.com/run-llama/llama_index/pull/20644",
   "stars": "47000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Agent OS \u2014 Public Preview **A kernel architecture for governing autonomous AI agents**",
    "### \ud83c\udfe2 Adopted By Leading AI Frameworks[\u00b6](https://microsoft.github.io/agent-governance-toolkit/packages/agent-os/#adopted-by-leading-ai-frameworks)",
    "| Framework | Stars | Status | Link |",
    "| **LlamaIndex** | 47K \u2b50 | \u2705 Merged | [llama_index#20644](https://github.com/run-llama/llama_index/pull/20644) |"
   ],
   "repository_evidence": [
    "# Agent OS \u2014 Public Preview **A kernel architecture for governing autonomous AI agents**",
    "### \ud83c\udfe2 Adopted By Leading AI Frameworks[\u00b6](https://microsoft.github.io/agent-governance-toolkit/packages/agent-os/#adopted-by-leading-ai-frameworks)",
    "| Framework | Stars | Status | Link |",
    "| **LlamaIndex** | 47K \u2b50 | \u2705 Merged | [llama_index#20644](https://github.com/run-llama/llama_index/pull/20644) |"
   ],
   "stars_evidence": [
    "# Agent OS \u2014 Public Preview **A kernel architecture for governing autonomous AI agents**",
    "### \ud83c\udfe2 Adopted By Leading AI Frameworks[\u00b6](https://microsoft.github.io/agent-governance-toolkit/packages/agent-os/#adopted-by-leading-ai-frameworks)",
    "| Framework | Stars | Status | Link |",
    "| **LlamaIndex** | 47K \u2b50 | \u2705 Merged | [llama_index#20644](https://github.com/run-llama/llama_index/pull/20644) |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://microsoft.github.io/agent-governance-toolkit/packages/agent-os",
   "project": "Microsoft Agent-Lightning",
   "repository": "https://github.com/microsoft/agent-governance-python/agent-lightning/pull/478",
   "stars": "15000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Agent OS \u2014 Public Preview **A kernel architecture for governing autonomous AI agents**",
    "### \ud83c\udfe2 Adopted By Leading AI Frameworks[\u00b6](https://microsoft.github.io/agent-governance-toolkit/packages/agent-os/#adopted-by-leading-ai-frameworks)",
    "| Framework | Stars | Status | Link |",
    "| **Microsoft Agent-Lightning** | 15K \u2b50 | \u2705 Merged | [agent-lightning#478](https://github.com/microsoft/agent-governance-python/agent-lightning/pull/478) |"
   ],
   "repository_evidence": [
    "# Agent OS \u2014 Public Preview **A kernel architecture for governing autonomous AI agents**",
    "### \ud83c\udfe2 Adopted By Leading AI Frameworks[\u00b6](https://microsoft.github.io/agent-governance-toolkit/packages/agent-os/#adopted-by-leading-ai-frameworks)",
    "| Framework | Stars | Status | Link |",
    "| **Microsoft Agent-Lightning** | 15K \u2b50 | \u2705 Merged | [agent-lightning#478](https://github.com/microsoft/agent-governance-python/agent-lightning/pull/478) |"
   ],
   "stars_evidence": [
    "# Agent OS \u2014 Public Preview **A kernel architecture for governing autonomous AI agents**",
    "### \ud83c\udfe2 Adopted By Leading AI Frameworks[\u00b6](https://microsoft.github.io/agent-governance-toolkit/packages/agent-os/#adopted-by-leading-ai-frameworks)",
    "| Framework | Stars | Status | Link |",
    "| **Microsoft Agent-Lightning** | 15K \u2b50 | \u2705 Merged | [agent-lightning#478](https://github.com/microsoft/agent-governance-python/agent-lightning/pull/478) |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://microsoft.github.io/agent-governance-toolkit/packages/agent-os",
   "project": "LangGraph",
   "repository": "https://pypi.org/project/langgraph-trust/",
   "stars": "24000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Agent OS \u2014 Public Preview **A kernel architecture for governing autonomous AI agents**",
    "### \ud83c\udfe2 Adopted By Leading AI Frameworks[\u00b6](https://microsoft.github.io/agent-governance-toolkit/packages/agent-os/#adopted-by-leading-ai-frameworks)",
    "| Framework | Stars | Status | Link |",
    "| **LangGraph** | 24K \u2b50 | \ud83d\udce6 Published on PyPI | [langgraph-trust](https://pypi.org/project/langgraph-trust/) |"
   ],
   "repository_evidence": [
    "# Agent OS \u2014 Public Preview **A kernel architecture for governing autonomous AI agents**",
    "### \ud83c\udfe2 Adopted By Leading AI Frameworks[\u00b6](https://microsoft.github.io/agent-governance-toolkit/packages/agent-os/#adopted-by-leading-ai-frameworks)",
    "| Framework | Stars | Status | Link |",
    "| **LangGraph** | 24K \u2b50 | \ud83d\udce6 Published on PyPI | [langgraph-trust](https://pypi.org/project/langgraph-trust/) |"
   ],
   "stars_evidence": [
    "# Agent OS \u2014 Public Preview **A kernel architecture for governing autonomous AI agents**",
    "### \ud83c\udfe2 Adopted By Leading AI Frameworks[\u00b6](https://microsoft.github.io/agent-governance-toolkit/packages/agent-os/#adopted-by-leading-ai-frameworks)",
    "| Framework | Stars | Status | Link |",
    "| **LangGraph** | 24K \u2b50 | \ud83d\udce6 Published on PyPI | [langgraph-trust](https://pypi.org/project/langgraph-trust/) |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://microsoft.github.io/agent-governance-toolkit/packages/agent-os",
   "project": "OpenAI Agents SDK",
   "repository": "https://pypi.org/project/agentmesh-openai-agents-trust/",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Agent OS \u2014 Public Preview **A kernel architecture for governing autonomous AI agents**",
    "### \ud83c\udfe2 Adopted By Leading AI Frameworks[\u00b6](https://microsoft.github.io/agent-governance-toolkit/packages/agent-os/#adopted-by-leading-ai-frameworks)",
    "| Framework | Stars | Status | Link |",
    "| **OpenAI Agents SDK** | \u2014 | \ud83d\udce6 Published on PyPI | [agentmesh-openai-agents-trust](https://pypi.org/project/agentmesh-openai-agents-trust/) |"
   ],
   "repository_evidence": [
    "# Agent OS \u2014 Public Preview **A kernel architecture for governing autonomous AI agents**",
    "### \ud83c\udfe2 Adopted By Leading AI Frameworks[\u00b6](https://microsoft.github.io/agent-governance-toolkit/packages/agent-os/#adopted-by-leading-ai-frameworks)",
    "| Framework | Stars | Status | Link |",
    "| **OpenAI Agents SDK** | \u2014 | \ud83d\udce6 Published on PyPI | [agentmesh-openai-agents-trust](https://pypi.org/project/agentmesh-openai-agents-trust/) |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://microsoft.github.io/agent-governance-toolkit/packages/agent-os",
   "project": "OpenClaw",
   "repository": "https://clawhub.ai/microsoft/agentmesh-governance",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Agent OS \u2014 Public Preview **A kernel architecture for governing autonomous AI agents**",
    "### \ud83c\udfe2 Adopted By Leading AI Frameworks[\u00b6](https://microsoft.github.io/agent-governance-toolkit/packages/agent-os/#adopted-by-leading-ai-frameworks)",
    "| Framework | Stars | Status | Link |",
    "| **OpenClaw** | \u2014 | \ud83d\udce6 Published on ClawHub | [agentmesh-governance](https://clawhub.ai/microsoft/agentmesh-governance) |"
   ],
   "repository_evidence": [
    "# Agent OS \u2014 Public Preview **A kernel architecture for governing autonomous AI agents**",
    "### \ud83c\udfe2 Adopted By Leading AI Frameworks[\u00b6](https://microsoft.github.io/agent-governance-toolkit/packages/agent-os/#adopted-by-leading-ai-frameworks)",
    "| Framework | Stars | Status | Link |",
    "| **OpenClaw** | \u2014 | \ud83d\udce6 Published on ClawHub | [agentmesh-governance](https://clawhub.ai/microsoft/agentmesh-governance) |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://microsoft.github.io/agent-governance-toolkit/packages/agent-os",
   "project": "AutoGen",
   "repository": "https://github.com/microsoft/autogen/issues/7242",
   "stars": "54000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Agent OS \u2014 Public Preview **A kernel architecture for governing autonomous AI agents**",
    "**\ud83d\udccb Proposals under review at 10+ frameworks (click to expand)** | Framework | Stars | Proposal | |-----------|-------|----------| | AutoGen | 54K \u2b50 | [microsoft/autogen#7242](https://github.com/microsoft/autogen/issues/7242) |"
   ],
   "repository_evidence": [
    "# Agent OS \u2014 Public Preview **A kernel architecture for governing autonomous AI agents**",
    "**\ud83d\udccb Proposals under review at 10+ frameworks (click to expand)** | Framework | Stars | Proposal | |-----------|-------|----------| | AutoGen | 54K \u2b50 | [microsoft/autogen#7242](https://github.com/microsoft/autogen/issues/7242) |"
   ],
   "stars_evidence": [
    "# Agent OS \u2014 Public Preview **A kernel architecture for governing autonomous AI agents**",
    "**\ud83d\udccb Proposals under review at 10+ frameworks (click to expand)** | Framework | Stars | Proposal | |-----------|-------|----------| | AutoGen | 54K \u2b50 | [microsoft/autogen#7242](https://github.com/microsoft/autogen/issues/7242) |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://microsoft.github.io/agent-governance-toolkit/packages/agent-os",
   "project": "CrewAI",
   "repository": "https://github.com/crewAIInc/crewAI/issues/4502",
   "stars": "44000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Agent OS \u2014 Public Preview **A kernel architecture for governing autonomous AI agents**",
    "**\ud83d\udccb Proposals under review at 10+ frameworks (click to expand)** | Framework | Stars | Proposal | |-----------|-------|----------| | AutoGen | 54K \u2b50 | [microsoft/autogen#7242](https://github.com/microsoft/autogen/issues/7242) | | CrewAI | 44K \u2b50 | [crewAIInc/crewAI#4502](https://github.com/crewAIInc/crewAI/issues/4502) |"
   ],
   "repository_evidence": [
    "# Agent OS \u2014 Public Preview **A kernel architecture for governing autonomous AI agents**",
    "**\ud83d\udccb Proposals under review at 10+ frameworks (click to expand)** | Framework | Stars | Proposal | |-----------|-------|----------| | AutoGen | 54K \u2b50 | [microsoft/autogen#7242](https://github.com/microsoft/autogen/issues/7242) | | CrewAI | 44K \u2b50 | [crewAIInc/crewAI#4502](https://github.com/crewAIInc/crewAI/issues/4502) |"
   ],
   "stars_evidence": [
    "# Agent OS \u2014 Public Preview **A kernel architecture for governing autonomous AI agents**",
    "**\ud83d\udccb Proposals under review at 10+ frameworks (click to expand)** | Framework | Stars | Proposal | |-----------|-------|----------| | AutoGen | 54K \u2b50 | [microsoft/autogen#7242](https://github.com/microsoft/autogen/issues/7242) | | CrewAI | 44K \u2b50 | [crewAIInc/crewAI#4502](https://github.com/crewAIInc/crewAI/issues/4502) |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://microsoft.github.io/agent-governance-toolkit/packages/agent-os",
   "project": "Haystack",
   "repository": "https://github.com/deepset-ai/haystack/issues/10615",
   "stars": "22000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Agent OS \u2014 Public Preview **A kernel architecture for governing autonomous AI agents**",
    "**\ud83d\udccb Proposals under review at 10+ frameworks (click to expand)** | Framework | Stars | Proposal | |-----------|-------|----------| | AutoGen | 54K \u2b50 | [microsoft/autogen#7242](https://github.com/microsoft/autogen/issues/7242) | | CrewAI | 44K \u2b50 | [crewAIInc/crewAI#4502](https://github.com/crewAIInc/crewAI/issues/4502) | | Haystack | 22K \u2b50 | [deepset-ai/haystack#10615](https://github.com/deepset-ai/haystack/issues/10615) |"
   ],
   "repository_evidence": [
    "# Agent OS \u2014 Public Preview **A kernel architecture for governing autonomous AI agents**",
    "**\ud83d\udccb Proposals under review at 10+ frameworks (click to expand)** | Framework | Stars | Proposal | |-----------|-------|----------| | AutoGen | 54K \u2b50 | [microsoft/autogen#7242](https://github.com/microsoft/autogen/issues/7242) | | CrewAI | 44K \u2b50 | [crewAIInc/crewAI#4502](https://github.com/crewAIInc/crewAI/issues/4502) | | Haystack | 22K \u2b50 | [deepset-ai/haystack#10615](https://github.com/deepset-ai/haystack/issues/10615) |"
   ],
   "stars_evidence": [
    "# Agent OS \u2014 Public Preview **A kernel architecture for governing autonomous AI agents**",
    "**\ud83d\udccb Proposals under review at 10+ frameworks (click to expand)** | Framework | Stars | Proposal | |-----------|-------|----------| | AutoGen | 54K \u2b50 | [microsoft/autogen#7242](https://github.com/microsoft/autogen/issues/7242) | | CrewAI | 44K \u2b50 | [crewAIInc/crewAI#4502](https://github.com/crewAIInc/crewAI/issues/4502) | | Haystack | 22K \u2b50 | [deepset-ai/haystack#10615](https://github.com/deepset-ai/haystack/issues/10615) |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://microsoft.github.io/agent-governance-toolkit/packages/agent-os",
   "project": "Semantic Kernel",
   "repository": "https://github.com/microsoft/semantic-kernel/issues/13556",
   "stars": "27000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Agent OS \u2014 Public Preview **A kernel architecture for governing autonomous AI agents**",
    "**\ud83d\udccb Proposals under review at 10+ frameworks (click to expand)** | Framework | Stars | Proposal | |-----------|-------|----------| | AutoGen | 54K \u2b50 | [microsoft/autogen#7242](https://github.com/microsoft/autogen/issues/7242) | | CrewAI | 44K \u2b50 | [crewAIInc/crewAI#4502](https://github.com/crewAIInc/crewAI/issues/4502) | | Haystack | 22K \u2b50 | [deepset-ai/haystack#10615](https://github.com/deepset-ai/haystack/issues/10615) | | Semantic Kernel | 27K \u2b50 | [microsoft/semantic-kernel#13556](https://github.com/microsoft/semantic-kernel/issues/13556) |"
   ],
   "repository_evidence": [
    "# Agent OS \u2014 Public Preview **A kernel architecture for governing autonomous AI agents**",
    "**\ud83d\udccb Proposals under review at 10+ frameworks (click to expand)** | Framework | Stars | Proposal | |-----------|-------|----------| | AutoGen | 54K \u2b50 | [microsoft/autogen#7242](https://github.com/microsoft/autogen/issues/7242) | | CrewAI | 44K \u2b50 | [crewAIInc/crewAI#4502](https://github.com/crewAIInc/crewAI/issues/4502) | | Haystack | 22K \u2b50 | [deepset-ai/haystack#10615](https://github.com/deepset-ai/haystack/issues/10615) | | Semantic Kernel | 27K \u2b50 | [microsoft/semantic-kernel#13556](https://github.com/microsoft/semantic-kernel/issues/13556) |"
   ],
   "stars_evidence": [
    "# Agent OS \u2014 Public Preview **A kernel architecture for governing autonomous AI agents**",
    "**\ud83d\udccb Proposals under review at 10+ frameworks (click to expand)** | Framework | Stars | Proposal | |-----------|-------|----------| | AutoGen | 54K \u2b50 | [microsoft/autogen#7242](https://github.com/microsoft/autogen/issues/7242) | | CrewAI | 44K \u2b50 | [crewAIInc/crewAI#4502](https://github.com/crewAIInc/crewAI/issues/4502) | | Haystack | 22K \u2b50 | [deepset-ai/haystack#10615](https://github.com/deepset-ai/haystack/issues/10615) | | Semantic Kernel | 27K \u2b50 | [microsoft/semantic-kernel#13556](https://github.com/microsoft/semantic-kernel/issues/13556) |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://microsoft.github.io/agent-governance-toolkit/packages/agent-os",
   "project": "smolagents",
   "repository": "https://github.com/huggingface/smolagents/issues/1989",
   "stars": "25000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Agent OS \u2014 Public Preview **A kernel architecture for governing autonomous AI agents**"
   ],
   "repository_evidence": [
    "# Agent OS \u2014 Public Preview **A kernel architecture for governing autonomous AI agents**"
   ],
   "stars_evidence": [
    "# Agent OS \u2014 Public Preview **A kernel architecture for governing autonomous AI agents**"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://microsoft.github.io/agent-governance-toolkit/packages/agent-os",
   "project": "Google ADK",
   "repository": "https://github.com/google/adk-python/issues/4517",
   "stars": "18000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Agent OS \u2014 Public Preview **A kernel architecture for governing autonomous AI agents**"
   ],
   "repository_evidence": [
    "# Agent OS \u2014 Public Preview **A kernel architecture for governing autonomous AI agents**"
   ],
   "stars_evidence": [
    "# Agent OS \u2014 Public Preview **A kernel architecture for governing autonomous AI agents**"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://microsoft.github.io/agent-governance-toolkit/packages/agent-os",
   "project": "PydanticAI",
   "repository": "https://github.com/pydantic/pydantic-ai/issues/4335",
   "stars": "15000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Agent OS \u2014 Public Preview **A kernel architecture for governing autonomous AI agents**"
   ],
   "repository_evidence": [
    "# Agent OS \u2014 Public Preview **A kernel architecture for governing autonomous AI agents**"
   ],
   "stars_evidence": [
    "# Agent OS \u2014 Public Preview **A kernel architecture for governing autonomous AI agents**"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://microsoft.github.io/agent-governance-toolkit/packages/agent-os",
   "project": "OpenAI Agents SDK",
   "repository": "https://github.com/openai/openai-agents-python/issues/2515",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Agent OS \u2014 Public Preview **A kernel architecture for governing autonomous AI agents**"
   ],
   "repository_evidence": [
    "# Agent OS \u2014 Public Preview **A kernel architecture for governing autonomous AI agents**"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://microsoft.github.io/agent-governance-toolkit/packages/agent-os",
   "project": "A2A Protocol",
   "repository": "https://github.com/a2aproject/A2A/issues/1501",
   "stars": "21000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Agent OS \u2014 Public Preview **A kernel architecture for governing autonomous AI agents**"
   ],
   "repository_evidence": [
    "# Agent OS \u2014 Public Preview **A kernel architecture for governing autonomous AI agents**"
   ],
   "stars_evidence": [
    "# Agent OS \u2014 Public Preview **A kernel architecture for governing autonomous AI agents**"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://microsoft.github.io/agent-governance-toolkit/packages/agent-os",
   "project": "Oracle Agent Spec",
   "repository": "https://github.com/oracle/agent-spec/issues/105",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Agent OS \u2014 Public Preview **A kernel architecture for governing autonomous AI agents**"
   ],
   "repository_evidence": [
    "# Agent OS \u2014 Public Preview **A kernel architecture for governing autonomous AI agents**"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://futureagi.com/blog/best-haystack-alternatives-2026",
   "project": "Haystack",
   "repository": "github.com/deepset-ai/haystack",
   "stars": "17000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Best 5 Haystack Alternatives in 2026",
    "Haystack started life in 2019 as an open-source framework for neural search, dense retrieval, sparse retrieval, extractive QA on Elasticsearch or OpenSearch."
   ],
   "repository_evidence": [
    "Best 5 Haystack Alternatives in 2026",
    "- Haystack GitHub repository, github.com/deepset-ai/haystack"
   ],
   "stars_evidence": [
    "Best 5 Haystack Alternatives in 2026",
    "Haystack\u2019s repo has roughly 17K stars, strong for the search-framework cohort, trailing LlamaIndex (~37K) and LangChain (~94K) in the LLM-native cohort."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://futureagi.com/blog/best-haystack-alternatives-2026",
   "project": "LlamaIndex",
   "repository": "github.com/run-llama/llama_index",
   "stars": "37000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Best 5 Haystack Alternatives in 2026",
    "LlamaIndex, LangChain, and a cohort of newer projects ship LLM-first abstractions as the core, with retrieval as one component."
   ],
   "repository_evidence": [
    "Best 5 Haystack Alternatives in 2026",
    "- LlamaIndex GitHub repository, github.com/run-llama/llama_index"
   ],
   "stars_evidence": [
    "Best 5 Haystack Alternatives in 2026",
    "Haystack\u2019s repo has roughly 17K stars, strong for the search-framework cohort, trailing LlamaIndex (~37K) and LangChain (~94K) in the LLM-native cohort."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://futureagi.com/blog/best-haystack-alternatives-2026",
   "project": "LangChain",
   "repository": "github.com/langchain-ai/langchain",
   "stars": "94000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Best 5 Haystack Alternatives in 2026",
    "LlamaIndex, LangChain, and a cohort of newer projects ship LLM-first abstractions as the core, with retrieval as one component."
   ],
   "repository_evidence": [
    "Best 5 Haystack Alternatives in 2026",
    "- LangChain GitHub repository, github.com/langchain-ai/langchain"
   ],
   "stars_evidence": [
    "Best 5 Haystack Alternatives in 2026",
    "Haystack\u2019s repo has roughly 17K stars, strong for the search-framework cohort, trailing LlamaIndex (~37K) and LangChain (~94K) in the LLM-native cohort."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://futureagi.com/blog/best-haystack-alternatives-2026",
   "project": "LangGraph",
   "repository": "github.com/langchain-ai/langgraph",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Best 5 Haystack Alternatives in 2026",
    "## 5. LangGraph: Best for graph-native agent runtimes"
   ],
   "repository_evidence": [
    "Best 5 Haystack Alternatives in 2026",
    "- LangGraph GitHub repository, github.com/langchain-ai/langgraph"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://futureagi.com/blog/best-haystack-alternatives-2026",
   "project": "DSPy",
   "repository": "github.com/stanfordnlp/dspy",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Best 5 Haystack Alternatives in 2026",
    "## 3. DSPy: Best for programmatic prompt optimization"
   ],
   "repository_evidence": [
    "Best 5 Haystack Alternatives in 2026",
    "- DSPy GitHub repository, github.com/stanfordnlp/dspy"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://futureagi.com/blog/best-haystack-alternatives-2026",
   "project": "traceAI",
   "repository": "github.com/future-agi/traceAI",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Best 5 Haystack Alternatives in 2026",
    "- **[`traceAI`](https://github.com/future-agi/traceAI).** OpenInference-compatible auto-instrumentation with 35+ framework integrations (OpenAI, Anthropic, LangChain, LlamaIndex, CrewAI, AutoGen, Haystack, DSPy, LangGraph, and more)."
   ],
   "repository_evidence": [
    "Best 5 Haystack Alternatives in 2026",
    "- Future AGI traceAI, github.com/future-agi/traceAI (Apache 2.0)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://futureagi.com/blog/best-haystack-alternatives-2026",
   "project": "ai-evaluation",
   "repository": "github.com/future-agi/ai-evaluation",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Best 5 Haystack Alternatives in 2026",
    "- **[`ai-evaluation`](https://github.com/future-agi/ai-evaluation).** Rubric library covering faithfulness, answer-correctness, context-precision, tool-use correctness, hallucination, and task-completion."
   ],
   "repository_evidence": [
    "Best 5 Haystack Alternatives in 2026",
    "- Future AGI ai-evaluation, github.com/future-agi/ai-evaluation (Apache 2.0)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://futureagi.com/blog/best-haystack-alternatives-2026",
   "project": "agent-opt",
   "repository": "github.com/future-agi/agent-opt",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Best 5 Haystack Alternatives in 2026",
    "- **[`agent-opt`](https://github.com/future-agi/agent-opt).** Prompt optimizer with six optimizers \u2014 ProTeGi, GEPA, Bayesian, MetaPrompt, RandomSearch, PromptWizard algorithms."
   ],
   "repository_evidence": [
    "Best 5 Haystack Alternatives in 2026",
    "- Future AGI agent-opt, github.com/future-agi/agent-opt (Apache 2.0)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://futureagi.com/blog/best-haystack-alternatives-2026",
   "project": "Semantic Kernel",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Best 5 Haystack Alternatives in 2026",
    "Three products show up in other 2026 Haystack-alternatives listicles that we left out: **Semantic Kernel** (.NET-first posture; the Python port lags); **txtai** (competent retrieval framework, but LLM-native ergonomics and community surface are narrower); **AutoGen** (strong multi-agent orchestration, but it\u2019s an agent framework rather than a Haystack replacement."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://futureagi.com/blog/best-haystack-alternatives-2026",
   "project": "txtai",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Best 5 Haystack Alternatives in 2026",
    "Three products show up in other 2026 Haystack-alternatives listicles that we left out: **Semantic Kernel** (.NET-first posture; the Python port lags); **txtai** (competent retrieval framework, but LLM-native ergonomics and community surface are narrower); **AutoGen** (strong multi-agent orchestration, but it\u2019s an agent framework rather than a Haystack replacement."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://futureagi.com/blog/best-haystack-alternatives-2026",
   "project": "AutoGen",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Best 5 Haystack Alternatives in 2026",
    "Three products show up in other 2026 Haystack-alternatives listicles that we left out: **Semantic Kernel** (.NET-first posture; the Python port lags); **txtai** (competent retrieval framework, but LLM-native ergonomics and community surface are narrower); **AutoGen** (strong multi-agent orchestration, but it\u2019s an agent framework rather than a Haystack replacement."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://notes.aimodels.fyi/memgpt-towards-llm-as-operating-system",
   "project": "Letta",
   "repository": "https://github.com/letta-ai/letta",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "MemGPT Is Now Letta - What Changed and Why It Matters",
    "**Letta** is the open-source framework and company that grew out of that work."
   ],
   "repository_evidence": [
    "MemGPT Is Now Letta - What Changed and Why It Matters",
    "The current open-source project lives at [**letta-ai/letta**](https://github.com/letta-ai/letta), which still describes itself as **\u201cLetta (formerly MemGPT)\u201d**."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://tinyagents.dev/vs/aws-strands-vs-mastra",
   "project": "AWS Strands Agents",
   "repository": "https://github.com/strands-agents/sdk-python",
   "stars": "4200",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "AWS Strands Agents vs Mastra: Which Agent Framework to Use?",
    "### AWS Strands Agents"
   ],
   "repository_evidence": [
    "AWS Strands Agents vs Mastra: Which Agent Framework to Use?",
    "[github.com/strands-agents/sdk-python\u2192](https://github.com/strands-agents/sdk-python)"
   ],
   "stars_evidence": [
    "AWS Strands Agents vs Mastra: Which Agent Framework to Use?",
    "GitHub Stars\n4.2k"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://tinyagents.dev/vs/aws-strands-vs-mastra",
   "project": "Mastra",
   "repository": "https://github.com/mastra-ai/mastra",
   "stars": "22700",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "AWS Strands Agents vs Mastra: Which Agent Framework to Use?",
    "### Mastra"
   ],
   "repository_evidence": [
    "AWS Strands Agents vs Mastra: Which Agent Framework to Use?",
    "[github.com/mastra-ai/mastra\u2192](https://github.com/mastra-ai/mastra)"
   ],
   "stars_evidence": [
    "AWS Strands Agents vs Mastra: Which Agent Framework to Use?",
    "GitHub Stars\n22.7k"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://serp.fast/guides/ai-web-agent-benchmarks",
   "project": "WebArena-Verified",
   "repository": "https://github.com/ServiceNow/webarena-verified",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# AI Web Agent Benchmarks: A 2026 Field Guide",
    "Two follow-ups address this. **WebArena-Verified** ([github.com/ServiceNow/webarena-verified](https://github.com/ServiceNow/webarena-verified)) is a curated, manually verified subset that fixes several flaky tasks in the original."
   ],
   "repository_evidence": [
    "# AI Web Agent Benchmarks: A 2026 Field Guide",
    "Two follow-ups address this. **WebArena-Verified** ([github.com/ServiceNow/webarena-verified](https://github.com/ServiceNow/webarena-verified)) is a curated, manually verified subset that fixes several flaky tasks in the original."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://ai.miraheze.org/wiki/BabyAGI",
   "project": "BabyAGI",
   "repository": null,
   "stars": "20000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# BabyAGI",
    "**BabyAGI** is an open-source, task-driven autonomous agent framework created by venture capitalist and software developer Yohei Nakajima."
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# BabyAGI",
    "Despite its small codebase, BabyAGI became one of the most influential early experiments in the wave of autonomous agent development that swept the [artificial intelligence](/wiki/Artificial_intelligence) community in 2023, accumulating over twenty thousand stars on GitHub and inspiring a broad ecosystem of derivative projects."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://everydev.ai/tools/ufo-microsoft",
   "project": "UFO",
   "repository": "https://github.com/microsoft/UFO",
   "stars": "9000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# UFO",
    "UFO\u00b3 is an open-source multi-device GUI agent framework by Microsoft that orchestrates intelligent agents across Windows, Linux, and Android using DAG-based task planning."
   ],
   "repository_evidence": [
    "# UFO",
    "[Visit Website](https://github.com/microsoft/UFO?utm_source=everydev.ai)"
   ],
   "stars_evidence": [
    "# UFO",
    "The project has accumulated over 9,000 GitHub stars since its initial release in February 2024."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://ai.riera.co.uk/new-sources/2026-02-27",
   "project": "OpenClaw",
   "repository": "https://github.com/openclaw/openclaw",
   "stars": "100000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "OpenClaw"
   ],
   "repository_evidence": [
    "https://github.com/openclaw/openclaw"
   ],
   "stars_evidence": [
    "Viral open-source AI agent platform with 100k+ stars."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://ai.riera.co.uk/new-sources/2026-02-27",
   "project": "Browser Use",
   "repository": "https://github.com/browser-use/browser-use",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Browser Use"
   ],
   "repository_evidence": [
    "https://github.com/browser-use/browser-use"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://ai.riera.co.uk/new-sources/2026-02-27",
   "project": "Crawl4AI",
   "repository": "https://github.com/unclecode/crawl4ai",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Crawl4AI"
   ],
   "repository_evidence": [
    "https://github.com/unclecode/crawl4ai"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://ai.riera.co.uk/new-sources/2026-02-27",
   "project": "Firecrawl",
   "repository": "https://github.com/firecrawl/firecrawl",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Firecrawl"
   ],
   "repository_evidence": [
    "https://github.com/firecrawl/firecrawl"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://ai.riera.co.uk/new-sources/2026-02-27",
   "project": "Skyvern",
   "repository": "https://github.com/Skyvern-AI/skyvern",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Skyvern"
   ],
   "repository_evidence": [
    "https://github.com/Skyvern-AI/skyvern"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://ai.riera.co.uk/new-sources/2026-02-27",
   "project": "LangGraph",
   "repository": "https://github.com/langchain-ai/langgraph",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "LangGraph"
   ],
   "repository_evidence": [
    "https://github.com/langchain-ai/langgraph"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://ai.riera.co.uk/new-sources/2026-02-27",
   "project": "Agency Swarm",
   "repository": "https://github.com/VRSEN/agency-swarm",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Agency Swarm"
   ],
   "repository_evidence": [
    "https://github.com/VRSEN/agency-swarm"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://ai.riera.co.uk/new-sources/2026-02-27",
   "project": "Composio",
   "repository": "https://github.com/composiohq/composio",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Composio"
   ],
   "repository_evidence": [
    "https://github.com/composiohq/composio"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://ai.riera.co.uk/new-sources/2026-02-27",
   "project": "Phidata",
   "repository": "https://github.com/phidata-hq/phidata",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Phidata"
   ],
   "repository_evidence": [
    "https://github.com/phidata-hq/phidata"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://ai.riera.co.uk/new-sources/2026-02-27",
   "project": "Bee Agent Framework",
   "repository": "https://github.com/i-am-bee/beeai-framework",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Bee Agent Framework"
   ],
   "repository_evidence": [
    "https://github.com/i-am-bee/beeai-framework"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://ai.riera.co.uk/new-sources/2026-02-27",
   "project": "Agno",
   "repository": "https://github.com/agno-agi/agno",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Agno"
   ],
   "repository_evidence": [
    "https://github.com/agno-agi/agno"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/denverdino/OpenManus",
   "project": "OpenManus",
   "repository": "https://github.com/FoundationAgents/OpenManus",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# denverdino/OpenManus",
    "# \ud83d\udc4b OpenManus"
   ],
   "repository_evidence": [
    "git clone https://github.com/FoundationAgents/OpenManus.git cd OpenManus",
    "# denverdino/OpenManus"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/denverdino/OpenManus",
   "project": "OpenManus-RL",
   "repository": "https://github.com/OpenManus/OpenManus-RL",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "We're also excited to introduce [OpenManus-RL](https://github.com/OpenManus/OpenManus-RL), an open-source project dedicated to reinforcement learning (RL)- based (such as GRPO) tuning methods for LLM agents, developed collaboratively by researchers from UIUC and OpenManus.",
    "# \ud83d\udc4b OpenManus"
   ],
   "repository_evidence": [
    "We're also excited to introduce [OpenManus-RL](https://github.com/OpenManus/OpenManus-RL), an open-source project dedicated to reinforcement learning (RL)- based (such as GRPO) tuning methods for LLM agents, developed collaboratively by researchers from UIUC and OpenManus.",
    "# \ud83d\udc4b OpenManus"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://dev.to/jovan_chan_9500711396d4e6/langchain-vs-llamaindex-vs-haystack-2026-which-to-use-119d",
   "project": "LangChain",
   "repository": null,
   "stars": "100000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# LangChain vs LlamaIndex vs Haystack 2026: Which to Use",
    "The ecosystem has over 100K GitHub stars and the largest community of the three by a significant margin."
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# LangChain vs LlamaIndex vs Haystack 2026: Which to Use",
    "The ecosystem has over 100K GitHub stars and the largest community of the three by a significant margin."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://dev.to/jovan_chan_9500711396d4e6/langchain-vs-llamaindex-vs-haystack-2026-which-to-use-119d",
   "project": "LlamaIndex",
   "repository": null,
   "stars": "40000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# LangChain vs LlamaIndex vs Haystack 2026: Which to Use",
    "The framework has ~40K GitHub stars and a mature integration ecosystem."
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# LangChain vs LlamaIndex vs Haystack 2026: Which to Use",
    "The framework has ~40K GitHub stars and a mature integration ecosystem."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://dev.to/jovan_chan_9500711396d4e6/langchain-vs-llamaindex-vs-haystack-2026-which-to-use-119d",
   "project": "Haystack",
   "repository": null,
   "stars": "15000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# LangChain vs LlamaIndex vs Haystack 2026: Which to Use",
    "Haystack has ~15K GitHub stars \u2014 smaller community means harder debugging when you hit edge cases."
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# LangChain vs LlamaIndex vs Haystack 2026: Which to Use",
    "Haystack has ~15K GitHub stars \u2014 smaller community means harder debugging when you hit edge cases."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://devtoollab.com/ai-tools/letta",
   "project": "Letta",
   "repository": null,
   "stars": "15000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Letta",
    "Letta (formerly MemGPT) is an open-source framework from UC Berkeley researchers for building LLM agents that maintain persistent, long-term memory beyond the context window."
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# Letta",
    "Open-source framework for building stateful LLM agents with persistent memory - formerly MemGPT - with 15K+ GitHub stars and a managed cloud platform."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://devtoollab.com/ai-tools/letta",
   "project": "CrewAI",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Explore similar tools and alternatives",
    "Looking for alternatives to Letta? Here are some similar tools you might like:",
    "[### CrewAI\nOpen-source multi-agent AI framework - 450M+ workflows/month, 60% of Fortune 500 use it; free tier with 50 executions/month, $44.5M raised.\nFreemium](/ai-tools/crewai)"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://devtoollab.com/ai-tools/letta",
   "project": "Phidata",
   "repository": null,
   "stars": "16000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Explore similar tools and alternatives",
    "Looking for alternatives to Letta? Here are some similar tools you might like:",
    "[### Phidata\nOpen-source Python framework for building multi-modal AI agents with memory, knowledge, and tool use - 16k+ GitHub stars.\nFreemium](/ai-tools/phidata)"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "Explore similar tools and alternatives",
    "Looking for alternatives to Letta? Here are some similar tools you might like:",
    "[### Phidata\nOpen-source Python framework for building multi-modal AI agents with memory, knowledge, and tool use - 16k+ GitHub stars.\nFreemium](/ai-tools/phidata)"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://devtoollab.com/ai-tools/letta",
   "project": "AgentGPT",
   "repository": null,
   "stars": "30000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Explore similar tools and alternatives",
    "Looking for alternatives to Letta? Here are some similar tools you might like:",
    "[### AgentGPT\nBrowser-based autonomous AI agent platform that lets users deploy goal-directed AI agents without coding, with 30k+ GitHub stars and free tier access.\nFreemium](/ai-tools/agentgpt)"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "Explore similar tools and alternatives",
    "Looking for alternatives to Letta? Here are some similar tools you might like:",
    "[### AgentGPT\nBrowser-based autonomous AI agent platform that lets users deploy goal-directed AI agents without coding, with 30k+ GitHub stars and free tier access.\nFreemium](/ai-tools/agentgpt)"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://agenticwire.news/article/ai-agent-framework-status-2026",
   "project": "LangGraph",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# AI agent framework status 2026: maintained, deprecated, archived",
    "## Framework status at a glance",
    "| Framework | Status | Latest stable | Since | Language | Notes |",
    "| LangGraph | Actively maintained | 1.0 | Oct 22, 2025 | Python | Powers Uber, LinkedIn, Klarna in production |"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://agenticwire.news/article/ai-agent-framework-status-2026",
   "project": "OpenAI Agents SDK",
   "repository": null,
   "stars": "26000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# AI agent framework status 2026: maintained, deprecated, archived",
    "## Framework status at a glance",
    "| Framework | Status | Latest stable | Since | Language | Notes |",
    "| OpenAI Agents SDK | Actively maintained | 0.17.1 | May 11, 2026 | Python | Successor to Swarm; 26k+ GitHub stars |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# AI agent framework status 2026: maintained, deprecated, archived",
    "## Framework status at a glance",
    "| Framework | Status | Latest stable | Since | Language | Notes |",
    "| OpenAI Agents SDK | Actively maintained | 0.17.1 | May 11, 2026 | Python | Successor to Swarm; 26k+ GitHub stars |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://agenticwire.news/article/ai-agent-framework-status-2026",
   "project": "Mastra",
   "repository": null,
   "stars": "22000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# AI agent framework status 2026: maintained, deprecated, archived",
    "## Framework status at a glance",
    "| Framework | Status | Latest stable | Since | Language | Notes |",
    "| Mastra | Actively maintained | 1.0 | Jan 2026 | TypeScript | 22k+ stars; 300k weekly npm downloads |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# AI agent framework status 2026: maintained, deprecated, archived",
    "## Framework status at a glance",
    "| Framework | Status | Latest stable | Since | Language | Notes |",
    "| Mastra | Actively maintained | 1.0 | Jan 2026 | TypeScript | 22k+ stars; 300k weekly npm downloads |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://agenticwire.news/article/ai-agent-framework-status-2026",
   "project": "CrewAI",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# AI agent framework status 2026: maintained, deprecated, archived",
    "## Framework status at a glance",
    "| Framework | Status | Latest stable | Since | Language | Notes |",
    "| CrewAI | Actively maintained | 1.14.3 | Apr 24, 2026 | Python | Largest standalone framework community |"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://agenticwire.news/article/ai-agent-framework-status-2026",
   "project": "Microsoft Agent Framework",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# AI agent framework status 2026: maintained, deprecated, archived",
    "## Framework status at a glance",
    "| Framework | Status | Latest stable | Since | Language | Notes |",
    "| Microsoft Agent Framework | Actively maintained | 1.0 | Apr 3, 2026 | Python + .NET | Unifies AutoGen + Semantic Kernel |"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://agenticwire.news/article/ai-agent-framework-status-2026",
   "project": "AutoGen",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# AI agent framework status 2026: maintained, deprecated, archived",
    "## Framework status at a glance",
    "| Framework | Status | Latest stable | Since | Language | Notes |",
    "| AutoGen | Maintenance mode | 0.4.x | Oct 2025 | Python | Bug fixes only; migrate to MAF or AG2 |"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://agenticwire.news/article/ai-agent-framework-status-2026",
   "project": "Semantic Kernel",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# AI agent framework status 2026: maintained, deprecated, archived",
    "## Framework status at a glance",
    "| Framework | Status | Latest stable | Since | Language | Notes |",
    "| Semantic Kernel | Maintenance mode | 1.x | Oct 2025 | Python + .NET | Bug fixes only; migrate to MAF |"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://agenticwire.news/article/ai-agent-framework-status-2026",
   "project": "AG2",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# AI agent framework status 2026: maintained, deprecated, archived",
    "## Framework status at a glance",
    "| Framework | Status | Latest stable | Since | Language | Notes |",
    "| AG2 | Community managed | 0.11.2 | Feb 2026 | Python | AutoGen community fork; A2A support |"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://agenticwire.news/article/ai-agent-framework-status-2026",
   "project": "OpenAI Swarm",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# AI agent framework status 2026: maintained, deprecated, archived",
    "## Framework status at a glance",
    "| Framework | Status | Latest stable | Since | Language | Notes |",
    "| OpenAI Swarm | Archived | \u2014 | Mar 2025 | Python | Educational only; superseded by Agents SDK |"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://labs.cloudsecurityalliance.org/research/ciso-daily-briefing-20260711",
   "project": "Aider",
   "repository": null,
   "stars": "548000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "CISO Daily Briefing",
    "## GuardFall: Shell Injection Defeats AI Coding Agent Guardrails",
    "Security researcher Omer Ben Simon\u2019s GuardFall research found that 10 of 11 widely deployed open-source coding agents \u2014 Aider, Cline, Goose, OpenHands, Roo-Code, SWE-agent, and others representing roughly 548,000 GitHub stars \u2014 can be tricked into executing destructive shell commands."
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "CISO Daily Briefing",
    "## GuardFall: Shell Injection Defeats AI Coding Agent Guardrails",
    "Security researcher Omer Ben Simon\u2019s GuardFall research found that 10 of 11 widely deployed open-source coding agents \u2014 Aider, Cline, Goose, OpenHands, Roo-Code, SWE-agent, and others representing roughly 548,000 GitHub stars \u2014 can be tricked into executing destructive shell commands."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://labs.cloudsecurityalliance.org/research/ciso-daily-briefing-20260711",
   "project": "Cline",
   "repository": null,
   "stars": "548000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "CISO Daily Briefing",
    "## GuardFall: Shell Injection Defeats AI Coding Agent Guardrails",
    "Security researcher Omer Ben Simon\u2019s GuardFall research found that 10 of 11 widely deployed open-source coding agents \u2014 Aider, Cline, Goose, OpenHands, Roo-Code, SWE-agent, and others representing roughly 548,000 GitHub stars \u2014 can be tricked into executing destructive shell commands."
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "CISO Daily Briefing",
    "## GuardFall: Shell Injection Defeats AI Coding Agent Guardrails",
    "Security researcher Omer Ben Simon\u2019s GuardFall research found that 10 of 11 widely deployed open-source coding agents \u2014 Aider, Cline, Goose, OpenHands, Roo-Code, SWE-agent, and others representing roughly 548,000 GitHub stars \u2014 can be tricked into executing destructive shell commands."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://labs.cloudsecurityalliance.org/research/ciso-daily-briefing-20260711",
   "project": "Goose",
   "repository": null,
   "stars": "548000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "CISO Daily Briefing",
    "## GuardFall: Shell Injection Defeats AI Coding Agent Guardrails",
    "Security researcher Omer Ben Simon\u2019s GuardFall research found that 10 of 11 widely deployed open-source coding agents \u2014 Aider, Cline, Goose, OpenHands, Roo-Code, SWE-agent, and others representing roughly 548,000 GitHub stars \u2014 can be tricked into executing destructive shell commands."
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "CISO Daily Briefing",
    "## GuardFall: Shell Injection Defeats AI Coding Agent Guardrails",
    "Security researcher Omer Ben Simon\u2019s GuardFall research found that 10 of 11 widely deployed open-source coding agents \u2014 Aider, Cline, Goose, OpenHands, Roo-Code, SWE-agent, and others representing roughly 548,000 GitHub stars \u2014 can be tricked into executing destructive shell commands."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://labs.cloudsecurityalliance.org/research/ciso-daily-briefing-20260711",
   "project": "OpenHands",
   "repository": null,
   "stars": "548000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "CISO Daily Briefing",
    "## GuardFall: Shell Injection Defeats AI Coding Agent Guardrails",
    "Security researcher Omer Ben Simon\u2019s GuardFall research found that 10 of 11 widely deployed open-source coding agents \u2014 Aider, Cline, Goose, OpenHands, Roo-Code, SWE-agent, and others representing roughly 548,000 GitHub stars \u2014 can be tricked into executing destructive shell commands."
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "CISO Daily Briefing",
    "## GuardFall: Shell Injection Defeats AI Coding Agent Guardrails",
    "Security researcher Omer Ben Simon\u2019s GuardFall research found that 10 of 11 widely deployed open-source coding agents \u2014 Aider, Cline, Goose, OpenHands, Roo-Code, SWE-agent, and others representing roughly 548,000 GitHub stars \u2014 can be tricked into executing destructive shell commands."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://labs.cloudsecurityalliance.org/research/ciso-daily-briefing-20260711",
   "project": "Roo-Code",
   "repository": null,
   "stars": "548000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "CISO Daily Briefing",
    "## GuardFall: Shell Injection Defeats AI Coding Agent Guardrails",
    "Security researcher Omer Ben Simon\u2019s GuardFall research found that 10 of 11 widely deployed open-source coding agents \u2014 Aider, Cline, Goose, OpenHands, Roo-Code, SWE-agent, and others representing roughly 548,000 GitHub stars \u2014 can be tricked into executing destructive shell commands."
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "CISO Daily Briefing",
    "## GuardFall: Shell Injection Defeats AI Coding Agent Guardrails",
    "Security researcher Omer Ben Simon\u2019s GuardFall research found that 10 of 11 widely deployed open-source coding agents \u2014 Aider, Cline, Goose, OpenHands, Roo-Code, SWE-agent, and others representing roughly 548,000 GitHub stars \u2014 can be tricked into executing destructive shell commands."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://labs.cloudsecurityalliance.org/research/ciso-daily-briefing-20260711",
   "project": "SWE-agent",
   "repository": null,
   "stars": "548000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "CISO Daily Briefing",
    "## GuardFall: Shell Injection Defeats AI Coding Agent Guardrails",
    "Security researcher Omer Ben Simon\u2019s GuardFall research found that 10 of 11 widely deployed open-source coding agents \u2014 Aider, Cline, Goose, OpenHands, Roo-Code, SWE-agent, and others representing roughly 548,000 GitHub stars \u2014 can be tricked into executing destructive shell commands."
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "CISO Daily Briefing",
    "## GuardFall: Shell Injection Defeats AI Coding Agent Guardrails",
    "Security researcher Omer Ben Simon\u2019s GuardFall research found that 10 of 11 widely deployed open-source coding agents \u2014 Aider, Cline, Goose, OpenHands, Roo-Code, SWE-agent, and others representing roughly 548,000 GitHub stars \u2014 can be tricked into executing destructive shell commands."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://alatirok.com/browser-automation-for-ai-agents-2026",
   "project": "Browser Use",
   "repository": null,
   "stars": "21000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Browser Automation for AI Agents: 2026 SDK Pick",
    "| Dimension | Browser Use | Stagehand v3 | Skyvern |",
    "| GitHub stars (approx.) | ~21k+ | ~22.9k | ~21.6k |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "Browser Automation for AI Agents: 2026 SDK Pick",
    "| Dimension | Browser Use | Stagehand v3 | Skyvern |",
    "| GitHub stars (approx.) | ~21k+ | ~22.9k | ~21.6k |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://alatirok.com/browser-automation-for-ai-agents-2026",
   "project": "Stagehand",
   "repository": "https://github.com/browserbase/stagehand",
   "stars": "22900",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Browser Automation for AI Agents: 2026 SDK Pick",
    "Stagehand, built by Browserbase, takes the opposite philosophy: you write the control flow in code and sprinkle AI in only where you need flexibility.",
    "| Dimension | Browser Use | Stagehand v3 | Skyvern |",
    "| GitHub stars (approx.) | ~21k+ | ~22.9k | ~21.6k |"
   ],
   "repository_evidence": [
    "Browser Automation for AI Agents: 2026 SDK Pick",
    "- [browserbase/stagehand on GitHub](https://github.com/browserbase/stagehand) \u2014 GitHub"
   ],
   "stars_evidence": [
    "Browser Automation for AI Agents: 2026 SDK Pick",
    "Stagehand sits around 22.9k GitHub stars as of mid-2026.",
    "| Dimension | Browser Use | Stagehand v3 | Skyvern |",
    "| GitHub stars (approx.) | ~21k+ | ~22.9k | ~21.6k |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://alatirok.com/browser-automation-for-ai-agents-2026",
   "project": "Skyvern",
   "repository": "https://github.com/Skyvern-AI/skyvern",
   "stars": "21600",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Browser Automation for AI Agents: 2026 SDK Pick",
    "| Dimension | Browser Use | Stagehand v3 | Skyvern |",
    "| GitHub stars (approx.) | ~21k+ | ~22.9k | ~21.6k |"
   ],
   "repository_evidence": [
    "Browser Automation for AI Agents: 2026 SDK Pick",
    "- [Skyvern-AI/skyvern on GitHub](https://github.com/Skyvern-AI/skyvern) \u2014 GitHub"
   ],
   "stars_evidence": [
    "Browser Automation for AI Agents: 2026 SDK Pick",
    "| Dimension | Browser Use | Stagehand v3 | Skyvern |",
    "| GitHub stars (approx.) | ~21k+ | ~22.9k | ~21.6k |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/microsoft/UFO/blob/main/documents/docs/getting_started/migration_ufo2_to_galaxy.md",
   "project": "UFO",
   "repository": "https://github.com/microsoft/UFO",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "For questions or issues, please open an issue on [GitHub](https://github.com/microsoft/UFO) or check the [documentation](https://microsoft.github.io/UFO/)."
   ],
   "repository_evidence": [
    "For questions or issues, please open an issue on [GitHub](https://github.com/microsoft/UFO) or check the [documentation](https://microsoft.github.io/UFO/)."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://rywalker.com/research/agno",
   "project": "Agno",
   "repository": null,
   "stars": "40629",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Executive Summary"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "Executive Summary"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://swarm.beetlix.com/reviews/openmanus-review-2026",
   "project": "OpenManus",
   "repository": "https://github.com/FoundationAgents/OpenManus",
   "stars": "57568",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# OpenManus Review 2026: Open-Source General AI Agent",
    "[OpenManus](/tools/openmanus) is an open-source autonomous agent that emerged as a direct alternative to Manus."
   ],
   "repository_evidence": [
    "# OpenManus Review 2026: Open-Source General AI Agent",
    "As of 2026, the [OpenManus GitHub repository](https://github.com/FoundationAgents/OpenManus) has 57,568 stars."
   ],
   "stars_evidence": [
    "# OpenManus Review 2026: Open-Source General AI Agent",
    "As of 2026, the [OpenManus GitHub repository](https://github.com/FoundationAgents/OpenManus) has 57,568 stars."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://securityboulevard.com/2026/06/9-open-source-ai-coding-agents-worth-self-hosting",
   "project": "Aider",
   "repository": "https://github.com/Aider-AI/aider",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# 9 Open-Source AI Coding Agents Worth Self-Hosting",
    "## Quick Comparison",
    "| Agent | License | Interface | Model Support | Best For |",
    "| Aider | Apache 2.0 | Terminal / git | Any (cloud or local) | Git-native pair programming |",
    "### 1. Aider"
   ],
   "repository_evidence": [
    "# 9 Open-Source AI Coding Agents Worth Self-Hosting",
    "### 1. Aider",
    "Aider is published under the Apache 2.0 license and has crossed 6.8M PyPI installs, per its [GitHub repository](https://github.com/Aider-AI/aider) (verified 2026-06-07)."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://securityboulevard.com/2026/06/9-open-source-ai-coding-agents-worth-self-hosting",
   "project": "OpenCode",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# 9 Open-Source AI Coding Agents Worth Self-Hosting",
    "## Quick Comparison",
    "| Agent | License | Interface | Model Support | Best For |",
    "| OpenCode | MIT | Terminal TUI | Any provider | Provider-agnostic terminal work |",
    "### 2. OpenCode"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://securityboulevard.com/2026/06/9-open-source-ai-coding-agents-worth-self-hosting",
   "project": "Cline",
   "repository": "https://github.com/cline/cline",
   "stars": "60k",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# 9 Open-Source AI Coding Agents Worth Self-Hosting",
    "## Quick Comparison",
    "| Agent | License | Interface | Model Support | Best For |",
    "| Cline | Apache 2.0 | VS Code + IDEs | Any (cloud or local) | Autonomous edits inside the editor |",
    "### 4. Cline"
   ],
   "repository_evidence": [
    "# 9 Open-Source AI Coding Agents Worth Self-Hosting",
    "### 4. Cline",
    "Cline is Apache 2.0 licensed and, per its [GitHub repository](https://github.com/cline/cline), has grown past 60k stars (verified 2026-06-07)."
   ],
   "stars_evidence": [
    "# 9 Open-Source AI Coding Agents Worth Self-Hosting",
    "### 4. Cline",
    "Cline is Apache 2.0 licensed and, per its [GitHub repository](https://github.com/cline/cline), has grown past 60k stars (verified 2026-06-07)."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://securityboulevard.com/2026/06/9-open-source-ai-coding-agents-worth-self-hosting",
   "project": "Continue",
   "repository": "https://github.com/continuedev/continue",
   "stars": "32,000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# 9 Open-Source AI Coding Agents Worth Self-Hosting",
    "## Quick Comparison",
    "| Agent | License | Interface | Model Support | Best For |",
    "| Continue | Apache 2.0 | VS Code / JetBrains | Any + Ollama local | Autocomplete plus chat, fully local |",
    "### 5. Continue"
   ],
   "repository_evidence": [
    "# 9 Open-Source AI Coding Agents Worth Self-Hosting",
    "### 5. Continue",
    "Continue is released under Apache 2.0 by Continue Dev, Inc., with over 32,000 GitHub stars and more than 2.4M Visual Studio Marketplace installs as of March 2026, per its [GitHub repository](https://github.com/continuedev/continue) (verified 2026-06-07)."
   ],
   "stars_evidence": [
    "# 9 Open-Source AI Coding Agents Worth Self-Hosting",
    "### 5. Continue",
    "Continue is released under Apache 2.0 by Continue Dev, Inc., with over 32,000 GitHub stars and more than 2.4M Visual Studio Marketplace installs as of March 2026, per its [GitHub repository](https://github.com/continuedev/continue) (verified 2026-06-07)."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://securityboulevard.com/2026/06/9-open-source-ai-coding-agents-worth-self-hosting",
   "project": "Goose",
   "repository": "https://github.com/block/goose",
   "stars": "27,000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# 9 Open-Source AI Coding Agents Worth Self-Hosting",
    "## Quick Comparison",
    "| Agent | License | Interface | Model Support | Best For |",
    "| Goose | Apache 2.0 | Desktop / CLI | 15+ providers | MCP-heavy agentic workflows |",
    "### 9. Goose"
   ],
   "repository_evidence": [
    "# 9 Open-Source AI Coding Agents Worth Self-Hosting",
    "### 9. Goose",
    "Goose was released in January 2025 by Block under Apache 2.0 and has grown to 27,000+ GitHub stars with 350+ contributors, per its [GitHub repository](https://github.com/block/goose) (verified 2026-06-07)."
   ],
   "stars_evidence": [
    "# 9 Open-Source AI Coding Agents Worth Self-Hosting",
    "### 9. Goose",
    "Goose was released in January 2025 by Block under Apache 2.0 and has grown to 27,000+ GitHub stars with 350+ contributors, per its [GitHub repository](https://github.com/block/goose) (verified 2026-06-07)."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://securityboulevard.com/2026/06/9-open-source-ai-coding-agents-worth-self-hosting",
   "project": "OpenHands",
   "repository": "https://github.com/All-Hands-AI/OpenHands",
   "stars": "70k",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# 9 Open-Source AI Coding Agents Worth Self-Hosting",
    "## Quick Comparison",
    "| Agent | License | Interface | Model Support | Best For |",
    "| OpenHands | MIT | Web / Docker | Any (model-agnostic) | Autonomous, sandboxed task runs |",
    "### 6. OpenHands"
   ],
   "repository_evidence": [
    "# 9 Open-Source AI Coding Agents Worth Self-Hosting",
    "### 6. OpenHands",
    "OpenHands (formerly OpenDevin) is MIT-licensed and the most popular self-hosted autonomous agent, with 70k+ GitHub stars and 490+ contributors, per its [GitHub repository](https://github.com/All-Hands-AI/OpenHands) (verified 2026-06-07)."
   ],
   "stars_evidence": [
    "# 9 Open-Source AI Coding Agents Worth Self-Hosting",
    "### 6. OpenHands",
    "OpenHands (formerly OpenDevin) is MIT-licensed and the most popular self-hosted autonomous agent, with 70k+ GitHub stars and 490+ contributors, per its [GitHub repository](https://github.com/All-Hands-AI/OpenHands) (verified 2026-06-07)."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://securityboulevard.com/2026/06/9-open-source-ai-coding-agents-worth-self-hosting",
   "project": "Roo Code",
   "repository": "https://github.com/RooCodeInc/Roo-Code",
   "stars": "23.7k",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# 9 Open-Source AI Coding Agents Worth Self-Hosting",
    "## Quick Comparison",
    "| Agent | License | Interface | Model Support | Best For |",
    "| Roo Code | Apache 2.0 | VS Code + forks | Any (500+ models) | Multi-mode team-style workflows |",
    "### 7. Roo Code"
   ],
   "repository_evidence": [
    "# 9 Open-Source AI Coding Agents Worth Self-Hosting",
    "### 7. Roo Code",
    "Roo Code, originally forked from Cline, is Apache 2.0 licensed with around 23.7k GitHub stars, per its [GitHub repository](https://github.com/RooCodeInc/Roo-Code) (verified 2026-06-07)."
   ],
   "stars_evidence": [
    "# 9 Open-Source AI Coding Agents Worth Self-Hosting",
    "### 7. Roo Code",
    "Roo Code, originally forked from Cline, is Apache 2.0 licensed with around 23.7k GitHub stars, per its [GitHub repository](https://github.com/RooCodeInc/Roo-Code) (verified 2026-06-07)."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://securityboulevard.com/2026/06/9-open-source-ai-coding-agents-worth-self-hosting",
   "project": "Gemini CLI",
   "repository": "https://github.com/google-gemini/gemini-cli",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# 9 Open-Source AI Coding Agents Worth Self-Hosting",
    "## Quick Comparison",
    "| Agent | License | Interface | Model Support | Best For |",
    "| Gemini CLI | Apache 2.0 | Terminal | Gemini (1M context) | Free-tier terminal agent |",
    "### 3. Gemini CLI"
   ],
   "repository_evidence": [
    "# 9 Open-Source AI Coding Agents Worth Self-Hosting",
    "### 3. Gemini CLI",
    "Gemini CLI is published under Apache 2.0, per its [GitHub repository](https://github.com/google-gemini/gemini-cli) (verified 2026-06-07)."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://securityboulevard.com/2026/06/9-open-source-ai-coding-agents-worth-self-hosting",
   "project": "Kilo Code",
   "repository": "https://github.com/Kilo-Org/kilocode",
   "stars": "10,000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# 9 Open-Source AI Coding Agents Worth Self-Hosting",
    "## Quick Comparison",
    "| Agent | License | Interface | Model Support | Best For |",
    "| Kilo Code | Apache 2.0 | VS Code / JetBrains / CLI | 500+ models | All-in-one editor agent |",
    "### 8. Kilo Code"
   ],
   "repository_evidence": [
    "# 9 Open-Source AI Coding Agents Worth Self-Hosting",
    "### 8. Kilo Code",
    "Kilo Code is Apache 2.0 licensed, has surpassed 10,000 GitHub stars, and has been installed more than 250,000 times, per its [GitHub repository](https://github.com/Kilo-Org/kilocode) and listing (verified 2026-06-07)."
   ],
   "stars_evidence": [
    "# 9 Open-Source AI Coding Agents Worth Self-Hosting",
    "### 8. Kilo Code",
    "Kilo Code is Apache 2.0 licensed, has surpassed 10,000 GitHub stars, and has been installed more than 250,000 times, per its [GitHub repository](https://github.com/Kilo-Org/kilocode) and listing (verified 2026-06-07)."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://paperclipped.de/en/blog/browser-ai-agents-automation",
   "project": "browser-use",
   "repository": "https://github.com/browser-use/browser-use",
   "stars": "65000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Browser AI Agents: How They Automate the Web",
    "The Tools Leading the Space"
   ],
   "repository_evidence": [
    "Browser AI Agents: How They Automate the Web",
    "The Tools Leading the Space",
    "It is [browser-use](https://github.com/browser-use/browser-use), an open-source Python library that lets AI agents control web browsers."
   ],
   "stars_evidence": [
    "Browser AI Agents: How They Automate the Web",
    "The Tools Leading the Space",
    "With over 65,000 stars and $17 million in seed funding, browser-use represents a category that barely existed 18 months ago: AI agents that see, understand, and interact with websites the way humans do."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://paperclipped.de/en/blog/browser-ai-agents-automation",
   "project": "Stagehand",
   "repository": "https://github.com/browserbase/stagehand",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Browser AI Agents: How They Automate the Web",
    "The Tools Leading the Space",
    "Their open-source SDK, [Stagehand](https://github.com/browserbase/stagehand), combines AI with precision DOM interaction."
   ],
   "repository_evidence": [
    "Browser AI Agents: How They Automate the Web",
    "The Tools Leading the Space",
    "Their open-source SDK, [Stagehand](https://github.com/browserbase/stagehand), combines AI with precision DOM interaction."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://paperclipped.de/en/blog/browser-ai-agents-automation",
   "project": "Skyvern",
   "repository": "https://github.com/Skyvern-AI/skyvern",
   "stars": "20000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Browser AI Agents: How They Automate the Web",
    "The Tools Leading the Space"
   ],
   "repository_evidence": [
    "Browser AI Agents: How They Automate the Web",
    "The Tools Leading the Space"
   ],
   "stars_evidence": [
    "Browser AI Agents: How They Automate the Web",
    "The Tools Leading the Space"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://paperclipped.de/en/blog/browser-ai-agents-automation",
   "project": "Playwright MCP",
   "repository": "https://github.com/microsoft/playwright-mcp",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Browser AI Agents: How They Automate the Web",
    "The Tools Leading the Space"
   ],
   "repository_evidence": [
    "Browser AI Agents: How They Automate the Web",
    "The Tools Leading the Space"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://agentradar.net/en/agents/gpt-researcher",
   "project": "GPT Researcher",
   "repository": "https://github.com/assafelovic/gpt-researcher",
   "stars": "27728",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "GPT Researcher is an open-source autonomous research agent that produces detailed, multi-source research reports with inline citations.",
    "## About Gpt Researcher"
   ],
   "repository_evidence": [
    "Gpt Researcher is open-source and free to self-host. See https://github.com/assafelovic/gpt-researcher for installation instructions.",
    "## Frequently Asked Questions"
   ],
   "stars_evidence": [
    "GitHub Stars\n\n27,728",
    "It is one of the most widely adopted projects in the 'deep research' category, with over 27,000 GitHub stars, and it has ranked first on Carnegie Mellon's DeepResearchGym benchmark for end-to-end research quality."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://arxiv.org/pdf/2511.11332v2",
   "project": "UFO3",
   "repository": "https://github.com/microsoft/UFO/",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "UFO3: Weaving the Digital Agent Galaxy",
    "We developed UFO3 as a fully engineered system with over 73K lines of code, encompassing\nagent implementations and integrations for Windows, Linux, and Android mobile devices.",
    "The entire project is open-sourced at https://github.com/microsoft/UFO/, accompanied\nby detailed documentation and tutorials at https://microsoft.github.io/UFO/"
   ],
   "repository_evidence": [
    "UFO3: Weaving the Digital Agent Galaxy",
    "We developed UFO3 as a fully engineered system with over 73K lines of code, encompassing\nagent implementations and integrations for Windows, Linux, and Android mobile devices.",
    "The entire project is open-sourced at https://github.com/microsoft/UFO/, accompanied\nby detailed documentation and tutorials at https://microsoft.github.io/UFO/"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "http://ai.riera.co.uk/tools/agents/bee-agent-framework",
   "project": "Bee Agent Framework",
   "repository": "https://github.com/i-am-bee/beeai-framework",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Bee Agent Framework\u00b6",
    "The Bee Agent Framework is an open-source framework by IBM for building, deploying, and orchestrating AI agents."
   ],
   "repository_evidence": [
    "- [GitHub Repository](https://github.com/i-am-bee/beeai-framework)",
    "# Bee Agent Framework\u00b6"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/zheny5/OpenManus",
   "project": "OpenManus",
   "repository": "https://github.com/FoundationAgents/OpenManus",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Manus is incredible, but OpenManus can achieve any idea without an *Invite Code* \ud83d\udeeb!",
    "# \ud83d\udc4b OpenManus",
    "OpenManus is built by contributors from MetaGPT."
   ],
   "repository_evidence": [
    " git clone https://github.com/FoundationAgents/OpenManus.git cd OpenManus",
    "## Installation"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/zheny5/OpenManus",
   "project": "OpenManus-RL",
   "repository": "https://github.com/OpenManus/OpenManus-RL",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "We're also excited to introduce [OpenManus-RL](https://github.com/OpenManus/OpenManus-RL), an open-source project dedicated to reinforcement learning (RL)- based (such as GRPO) tuning methods for LLM agents, developed collaboratively by researchers from UIUC and OpenManus.",
    "# \ud83d\udc4b OpenManus"
   ],
   "repository_evidence": [
    "We're also excited to introduce [OpenManus-RL](https://github.com/OpenManus/OpenManus-RL), an open-source project dedicated to reinforcement learning (RL)- based (such as GRPO) tuning methods for LLM agents, developed collaboratively by researchers from UIUC and OpenManus.",
    "# \ud83d\udc4b OpenManus"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/zheny5/OpenManus",
   "project": "anthropic-computer-use",
   "repository": "https://github.com/anthropics/anthropic-quickstarts/tree/main/computer-use-demo",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Thanks to [anthropic-computer-use](https://github.com/anthropics/anthropic-quickstarts/tree/main/computer-use-demo), [browser-use](https://github.com/browser-use/browser-use) and [crawl4ai](https://github.com/unclecode/crawl4ai) for providing basic support for this project!",
    "Additionally, we are grateful to [AAAJ](https://github.com/metauto-ai/agent-as-a-judge), [MetaGPT](https://github.com/geekan/MetaGPT), [OpenHands](https://github.com/All-Hands-AI/OpenHands) and [SWE-agent](https://github.com/SWE-agent/SWE-agent)."
   ],
   "repository_evidence": [
    "Thanks to [anthropic-computer-use](https://github.com/anthropics/anthropic-quickstarts/tree/main/computer-use-demo), [browser-use](https://github.com/browser-use/browser-use) and [crawl4ai](https://github.com/unclecode/crawl4ai) for providing basic support for this project!",
    "Additionally, we are grateful to [AAAJ](https://github.com/metauto-ai/agent-as-a-judge), [MetaGPT](https://github.com/geekan/MetaGPT), [OpenHands](https://github.com/All-Hands-AI/OpenHands) and [SWE-agent](https://github.com/SWE-agent/SWE-agent)."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/zheny5/OpenManus",
   "project": "browser-use",
   "repository": "https://github.com/browser-use/browser-use",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Thanks to [anthropic-computer-use](https://github.com/anthropics/anthropic-quickstarts/tree/main/computer-use-demo), [browser-use](https://github.com/browser-use/browser-use) and [crawl4ai](https://github.com/unclecode/crawl4ai) for providing basic support for this project!",
    "Additionally, we are grateful to [AAAJ](https://github.com/metauto-ai/agent-as-a-judge), [MetaGPT](https://github.com/geekan/MetaGPT), [OpenHands](https://github.com/All-Hands-AI/OpenHands) and [SWE-agent](https://github.com/SWE-agent/SWE-agent)."
   ],
   "repository_evidence": [
    "Thanks to [anthropic-computer-use](https://github.com/anthropics/anthropic-quickstarts/tree/main/computer-use-demo), [browser-use](https://github.com/browser-use/browser-use) and [crawl4ai](https://github.com/unclecode/crawl4ai) for providing basic support for this project!",
    "Additionally, we are grateful to [AAAJ](https://github.com/metauto-ai/agent-as-a-judge), [MetaGPT](https://github.com/geekan/MetaGPT), [OpenHands](https://github.com/All-Hands-AI/OpenHands) and [SWE-agent](https://github.com/SWE-agent/SWE-agent)."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/zheny5/OpenManus",
   "project": "crawl4ai",
   "repository": "https://github.com/unclecode/crawl4ai",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Thanks to [anthropic-computer-use](https://github.com/anthropics/anthropic-quickstarts/tree/main/computer-use-demo), [browser-use](https://github.com/browser-use/browser-use) and [crawl4ai](https://github.com/unclecode/crawl4ai) for providing basic support for this project!",
    "Additionally, we are grateful to [AAAJ](https://github.com/metauto-ai/agent-as-a-judge), [MetaGPT](https://github.com/geekan/MetaGPT), [OpenHands](https://github.com/All-Hands-AI/OpenHands) and [SWE-agent](https://github.com/SWE-agent/SWE-agent)."
   ],
   "repository_evidence": [
    "Thanks to [anthropic-computer-use](https://github.com/anthropics/anthropic-quickstarts/tree/main/computer-use-demo), [browser-use](https://github.com/browser-use/browser-use) and [crawl4ai](https://github.com/unclecode/crawl4ai) for providing basic support for this project!",
    "Additionally, we are grateful to [AAAJ](https://github.com/metauto-ai/agent-as-a-judge), [MetaGPT](https://github.com/geekan/MetaGPT), [OpenHands](https://github.com/All-Hands-AI/OpenHands) and [SWE-agent](https://github.com/SWE-agent/SWE-agent)."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/zheny5/OpenManus",
   "project": "AAAJ",
   "repository": "https://github.com/metauto-ai/agent-as-a-judge",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Additionally, we are grateful to [AAAJ](https://github.com/metauto-ai/agent-as-a-judge), [MetaGPT](https://github.com/geekan/MetaGPT), [OpenHands](https://github.com/All-Hands-AI/OpenHands) and [SWE-agent](https://github.com/SWE-agent/SWE-agent).",
    "# \ud83d\udc4b OpenManus"
   ],
   "repository_evidence": [
    "Additionally, we are grateful to [AAAJ](https://github.com/metauto-ai/agent-as-a-judge), [MetaGPT](https://github.com/geekan/MetaGPT), [OpenHands](https://github.com/All-Hands-AI/OpenHands) and [SWE-agent](https://github.com/SWE-agent/SWE-agent).",
    "# \ud83d\udc4b OpenManus"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/zheny5/OpenManus",
   "project": "MetaGPT",
   "repository": "https://github.com/geekan/MetaGPT",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Additionally, we are grateful to [AAAJ](https://github.com/metauto-ai/agent-as-a-judge), [MetaGPT](https://github.com/geekan/MetaGPT), [OpenHands](https://github.com/All-Hands-AI/OpenHands) and [SWE-agent](https://github.com/SWE-agent/SWE-agent).",
    "# \ud83d\udc4b OpenManus"
   ],
   "repository_evidence": [
    "Additionally, we are grateful to [AAAJ](https://github.com/metauto-ai/agent-as-a-judge), [MetaGPT](https://github.com/geekan/MetaGPT), [OpenHands](https://github.com/All-Hands-AI/OpenHands) and [SWE-agent](https://github.com/SWE-agent/SWE-agent).",
    "# \ud83d\udc4b OpenManus"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/zheny5/OpenManus",
   "project": "OpenHands",
   "repository": "https://github.com/All-Hands-AI/OpenHands",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Additionally, we are grateful to [AAAJ](https://github.com/metauto-ai/agent-as-a-judge), [MetaGPT](https://github.com/geekan/MetaGPT), [OpenHands](https://github.com/All-Hands-AI/OpenHands) and [SWE-agent](https://github.com/SWE-agent/SWE-agent).",
    "# \ud83d\udc4b OpenManus"
   ],
   "repository_evidence": [
    "Additionally, we are grateful to [AAAJ](https://github.com/metauto-ai/agent-as-a-judge), [MetaGPT](https://github.com/geekan/MetaGPT), [OpenHands](https://github.com/All-Hands-AI/OpenHands) and [SWE-agent](https://github.com/SWE-agent/SWE-agent).",
    "# \ud83d\udc4b OpenManus"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/zheny5/OpenManus",
   "project": "SWE-agent",
   "repository": "https://github.com/SWE-agent/SWE-agent",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Additionally, we are grateful to [AAAJ](https://github.com/metauto-ai/agent-as-a-judge), [MetaGPT](https://github.com/geekan/MetaGPT), [OpenHands](https://github.com/All-Hands-AI/OpenHands) and [SWE-agent](https://github.com/SWE-agent/SWE-agent).",
    "# \ud83d\udc4b OpenManus"
   ],
   "repository_evidence": [
    "Additionally, we are grateful to [AAAJ](https://github.com/metauto-ai/agent-as-a-judge), [MetaGPT](https://github.com/geekan/MetaGPT), [OpenHands](https://github.com/All-Hands-AI/OpenHands) and [SWE-agent](https://github.com/SWE-agent/SWE-agent).",
    "# \ud83d\udc4b OpenManus"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://pasqualepillitteri.it/en/news/1476/10-open-source-ai-agent-frameworks-2026",
   "project": "AutoGPT",
   "repository": "https://github.com/Significant-Gravitas/AutoGPT",
   "stars": "184000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# 10 Open-Source AI Agent Frameworks to Automate Your Work in 2026",
    "##### Honest review of the 10 most relevant open-source AI agent frameworks of 2026: AutoGPT, LangChain, OpenHands, CrewAI, AutoGen, with verified GitHub stars.",
    "- AutoGPT, 184,000 stars",
    "### 1. AutoGPT, 184,000 stars",
    "[Significant-Gravitas/AutoGPT](https://github.com/Significant-Gravitas/AutoGPT) remains the most-starred project in the category, but its nature has changed profoundly compared to the initial 2023 release."
   ],
   "repository_evidence": [
    "# 10 Open-Source AI Agent Frameworks to Automate Your Work in 2026",
    "The selection that follows favors general-purpose frameworks that allow you to build real applications, discarding single-purpose tools (trading, autonomous driving, etc.).",
    "[Significant-Gravitas/AutoGPT](https://github.com/Significant-Gravitas/AutoGPT) remains the most-starred project in the category, but its nature has changed profoundly compared to the initial 2023 release."
   ],
   "stars_evidence": [
    "# 10 Open-Source AI Agent Frameworks to Automate Your Work in 2026",
    "##### Honest review of the 10 most relevant open-source AI agent frameworks of 2026: AutoGPT, LangChain, OpenHands, CrewAI, AutoGen, with verified GitHub stars.",
    "- AutoGPT, 184,000 stars",
    "### 1. AutoGPT, 184,000 stars"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://pasqualepillitteri.it/en/news/1476/10-open-source-ai-agent-frameworks-2026",
   "project": "LangChain",
   "repository": "https://github.com/langchain-ai/langchain",
   "stars": "135000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# 10 Open-Source AI Agent Frameworks to Automate Your Work in 2026",
    "##### Honest review of the 10 most relevant open-source AI agent frameworks of 2026: AutoGPT, LangChain, OpenHands, CrewAI, AutoGen, with verified GitHub stars.",
    "- LangChain (LangGraph), 135,000 stars",
    "### 2. LangChain (LangGraph), 135,000 stars",
    "[langchain-ai/langchain](https://github.com/langchain-ai/langchain) has rebranded itself \"the agent engineering platform\" and has consolidated its position as the de-facto standard in the agent ecosystem."
   ],
   "repository_evidence": [
    "# 10 Open-Source AI Agent Frameworks to Automate Your Work in 2026",
    "The selection that follows favors general-purpose frameworks that allow you to build real applications, discarding single-purpose tools (trading, autonomous driving, etc.).",
    "[langchain-ai/langchain](https://github.com/langchain-ai/langchain) has rebranded itself \"the agent engineering platform\" and has consolidated its position as the de-facto standard in the agent ecosystem."
   ],
   "stars_evidence": [
    "# 10 Open-Source AI Agent Frameworks to Automate Your Work in 2026",
    "##### Honest review of the 10 most relevant open-source AI agent frameworks of 2026: AutoGPT, LangChain, OpenHands, CrewAI, AutoGen, with verified GitHub stars.",
    "- LangChain (LangGraph), 135,000 stars",
    "### 2. LangChain (LangGraph), 135,000 stars"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://pasqualepillitteri.it/en/news/1476/10-open-source-ai-agent-frameworks-2026",
   "project": "OpenHands",
   "repository": "https://github.com/All-Hands-AI/OpenHands",
   "stars": "72100",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# 10 Open-Source AI Agent Frameworks to Automate Your Work in 2026",
    "##### Honest review of the 10 most relevant open-source AI agent frameworks of 2026: AutoGPT, LangChain, OpenHands, CrewAI, AutoGen, with verified GitHub stars.",
    "- OpenHands, 72,100 stars",
    "### 3. OpenHands, 72,100 stars",
    "[All-Hands-AI/OpenHands](https://github.com/All-Hands-AI/OpenHands) is the legitimate heir to the Devin concept made open-source."
   ],
   "repository_evidence": [
    "# 10 Open-Source AI Agent Frameworks to Automate Your Work in 2026",
    "The selection that follows favors general-purpose frameworks that allow you to build real applications, discarding single-purpose tools (trading, autonomous driving, etc.).",
    "[All-Hands-AI/OpenHands](https://github.com/All-Hands-AI/OpenHands) is the legitimate heir to the Devin concept made open-source."
   ],
   "stars_evidence": [
    "# 10 Open-Source AI Agent Frameworks to Automate Your Work in 2026",
    "##### Honest review of the 10 most relevant open-source AI agent frameworks of 2026: AutoGPT, LangChain, OpenHands, CrewAI, AutoGen, with verified GitHub stars.",
    "- OpenHands, 72,100 stars",
    "### 3. OpenHands, 72,100 stars"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://pasqualepillitteri.it/en/news/1476/10-open-source-ai-agent-frameworks-2026",
   "project": "MetaGPT",
   "repository": "https://github.com/geekan/MetaGPT",
   "stars": "67500",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# 10 Open-Source AI Agent Frameworks to Automate Your Work in 2026",
    "- MetaGPT, 67,500 stars",
    "### 4. MetaGPT, 67,500 stars",
    "[geekan/MetaGPT](https://github.com/geekan/MetaGPT) implements the idea of \"First AI Software Company\": a team of agents simulating the roles of a software house (Product Manager, Architect, Engineer, QA), each with distinct prompts and responsibilities."
   ],
   "repository_evidence": [
    "# 10 Open-Source AI Agent Frameworks to Automate Your Work in 2026",
    "The selection that follows favors general-purpose frameworks that allow you to build real applications, discarding single-purpose tools (trading, autonomous driving, etc.).",
    "[geekan/MetaGPT](https://github.com/geekan/MetaGPT) implements the idea of \"First AI Software Company\": a team of agents simulating the roles of a software house (Product Manager, Architect, Engineer, QA), each with distinct prompts and responsibilities."
   ],
   "stars_evidence": [
    "# 10 Open-Source AI Agent Frameworks to Automate Your Work in 2026",
    "- MetaGPT, 67,500 stars",
    "### 4. MetaGPT, 67,500 stars"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://pasqualepillitteri.it/en/news/1476/10-open-source-ai-agent-frameworks-2026",
   "project": "ByteDance deer-flow",
   "repository": "https://github.com/bytedance/deer-flow",
   "stars": "64000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# 10 Open-Source AI Agent Frameworks to Automate Your Work in 2026",
    "- ByteDance deer-flow, 64,000 stars",
    "### 5. ByteDance deer-flow, 64,000 stars",
    "[bytedance/deer-flow](https://github.com/bytedance/deer-flow) is the SuperAgent harness released by ByteDance (the parent company of TikTok), described as a \"long-horizon agent\" capable of handling tasks lasting from minutes to hours with isolated sandboxes, persistent memory, specialized sub-agents, and inter-agent message gateways."
   ],
   "repository_evidence": [
    "# 10 Open-Source AI Agent Frameworks to Automate Your Work in 2026",
    "The selection that follows favors general-purpose frameworks that allow you to build real applications, discarding single-purpose tools (trading, autonomous driving, etc.).",
    "[bytedance/deer-flow](https://github.com/bytedance/deer-flow) is the SuperAgent harness released by ByteDance (the parent company of TikTok), described as a \"long-horizon agent\" capable of handling tasks lasting from minutes to hours with isolated sandboxes, persistent memory, specialized sub-agents, and inter-agent message gateways."
   ],
   "stars_evidence": [
    "# 10 Open-Source AI Agent Frameworks to Automate Your Work in 2026",
    "- ByteDance deer-flow, 64,000 stars",
    "### 5. ByteDance deer-flow, 64,000 stars"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://pasqualepillitteri.it/en/news/1476/10-open-source-ai-agent-frameworks-2026",
   "project": "Cline",
   "repository": "https://github.com/cline/cline",
   "stars": "61000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# 10 Open-Source AI Agent Frameworks to Automate Your Work in 2026",
    "- Cline, 61,000 stars",
    "### 6. Cline, 61,000 stars",
    "[cline/cline](https://github.com/cline/cline) (formerly Claude Dev) is an autonomous coding agent that lives inside Visual Studio Code and other IDEs."
   ],
   "repository_evidence": [
    "# 10 Open-Source AI Agent Frameworks to Automate Your Work in 2026",
    "The selection that follows favors general-purpose frameworks that allow you to build real applications, discarding single-purpose tools (trading, autonomous driving, etc.).",
    "[cline/cline](https://github.com/cline/cline) (formerly Claude Dev) is an autonomous coding agent that lives inside Visual Studio Code and other IDEs."
   ],
   "stars_evidence": [
    "# 10 Open-Source AI Agent Frameworks to Automate Your Work in 2026",
    "- Cline, 61,000 stars",
    "### 6. Cline, 61,000 stars"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://pasqualepillitteri.it/en/news/1476/10-open-source-ai-agent-frameworks-2026",
   "project": "Microsoft AutoGen",
   "repository": "https://github.com/microsoft/autogen",
   "stars": "57500",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# 10 Open-Source AI Agent Frameworks to Automate Your Work in 2026",
    "##### Honest review of the 10 most relevant open-source AI agent frameworks of 2026: AutoGPT, LangChain, OpenHands, CrewAI, AutoGen, with verified GitHub stars.",
    "- Microsoft AutoGen, 57,500 stars",
    "### 7. Microsoft AutoGen, 57,500 stars",
    "[microsoft/autogen](https://github.com/microsoft/autogen) is Microsoft's framework for agentic AI, particularly strong in conversational multi-agent systems where multiple agents talk to each other, run code, and collaborate on a task."
   ],
   "repository_evidence": [
    "# 10 Open-Source AI Agent Frameworks to Automate Your Work in 2026",
    "The selection that follows favors general-purpose frameworks that allow you to build real applications, discarding single-purpose tools (trading, autonomous driving, etc.).",
    "[microsoft/autogen](https://github.com/microsoft/autogen) is Microsoft's framework for agentic AI, particularly strong in conversational multi-agent systems where multiple agents talk to each other, run code, and collaborate on a task."
   ],
   "stars_evidence": [
    "# 10 Open-Source AI Agent Frameworks to Automate Your Work in 2026",
    "- Microsoft AutoGen, 57,500 stars",
    "### 7. Microsoft AutoGen, 57,500 stars"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://pasqualepillitteri.it/en/news/1476/10-open-source-ai-agent-frameworks-2026",
   "project": "gpt-engineer",
   "repository": "https://github.com/AntonOsika/gpt-engineer",
   "stars": "55200",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# 10 Open-Source AI Agent Frameworks to Automate Your Work in 2026",
    "- gpt-engineer, 55,200 stars",
    "### 8. gpt-engineer, 55,200 stars",
    "[AntonOsika/gpt-engineer](https://github.com/AntonOsika/gpt-engineer) was born with a simple purpose: give an LLM a specification in natural language and obtain a working codebase."
   ],
   "repository_evidence": [
    "# 10 Open-Source AI Agent Frameworks to Automate Your Work in 2026",
    "The selection that follows favors general-purpose frameworks that allow you to build real applications, discarding single-purpose tools (trading, autonomous driving, etc.).",
    "[AntonOsika/gpt-engineer](https://github.com/AntonOsika/gpt-engineer) was born with a simple purpose: give an LLM a specification in natural language and obtain a working codebase."
   ],
   "stars_evidence": [
    "# 10 Open-Source AI Agent Frameworks to Automate Your Work in 2026",
    "- gpt-engineer, 55,200 stars",
    "### 8. gpt-engineer, 55,200 stars"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://pasqualepillitteri.it/en/news/1476/10-open-source-ai-agent-frameworks-2026",
   "project": "CrewAI",
   "repository": "https://github.com/joaomdmoura/crewAI",
   "stars": "50000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# 10 Open-Source AI Agent Frameworks to Automate Your Work in 2026",
    "##### Honest review of the 10 most relevant open-source AI agent frameworks of 2026: AutoGPT, LangChain, OpenHands, CrewAI, AutoGen, with verified GitHub stars.",
    "- CrewAI, 50,000 stars",
    "### 9. CrewAI, 50,000 stars",
    "[joaomdmoura/crewAI](https://github.com/joaomdmoura/crewAI) has the most accessible learning curve of the category."
   ],
   "repository_evidence": [
    "# 10 Open-Source AI Agent Frameworks to Automate Your Work in 2026",
    "The selection that follows favors general-purpose frameworks that allow you to build real applications, discarding single-purpose tools (trading, autonomous driving, etc.).",
    "[joaomdmoura/crewAI](https://github.com/joaomdmoura/crewAI) has the most accessible learning curve of the category."
   ],
   "stars_evidence": [
    "# 10 Open-Source AI Agent Frameworks to Automate Your Work in 2026",
    "- CrewAI, 50,000 stars",
    "### 9. CrewAI, 50,000 stars"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://pasqualepillitteri.it/en/news/1476/10-open-source-ai-agent-frameworks-2026",
   "project": "Aider",
   "repository": "https://github.com/Aider-AI/aider",
   "stars": "44000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# 10 Open-Source AI Agent Frameworks to Automate Your Work in 2026",
    "- Aider, 44,000 stars",
    "### 10. Aider, 44,000 stars",
    "[Aider-AI/aider](https://github.com/Aider-AI/aider) closes the list as the reference for AI pair programming from the terminal."
   ],
   "repository_evidence": [
    "# 10 Open-Source AI Agent Frameworks to Automate Your Work in 2026",
    "The selection that follows favors general-purpose frameworks that allow you to build real applications, discarding single-purpose tools (trading, autonomous driving, etc.).",
    "[Aider-AI/aider](https://github.com/Aider-AI/aider) closes the list as the reference for AI pair programming from the terminal."
   ],
   "stars_evidence": [
    "# 10 Open-Source AI Agent Frameworks to Automate Your Work in 2026",
    "- Aider, 44,000 stars",
    "### 10. Aider, 44,000 stars"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://pasqualepillitteri.it/en/news/1476/10-open-source-ai-agent-frameworks-2026",
   "project": "ai-hedge-fund",
   "repository": "https://github.com/virattt/ai-hedge-fund",
   "stars": "57400",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "On April 26, 2026, a Japanese account named [@so_ainsight](https://x.com/so_ainsight) published a thread on X titled \"10 GitHub repositories that keep earning while you sleep,\" listing a series of repositories almost all dedicated to automated trading with AI agents.",
    "the first repository on the list, [ai-hedge-fund](https://github.com/virattt/ai-hedge-fund) by Virat Singh, states in its README \"for educational and research purposes only, not intended for real trading or investment,\" while most of the other projects are trading agents with a few hundred or a few thousand stars, in a sector where ninety percent of retail traders lose money within the first twelve months of activity."
   ],
   "repository_evidence": [
    "On April 26, 2026, a Japanese account named [@so_ainsight](https://x.com/so_ainsight) published a thread on X titled \"10 GitHub repositories that keep earning while you sleep,\" listing a series of repositories almost all dedicated to automated trading with AI agents.",
    "the first repository on the list, [ai-hedge-fund](https://github.com/virattt/ai-hedge-fund) by Virat Singh, states in its README \"for educational and research purposes only, not intended for real trading or investment,\" while most of the other projects are trading agents with a few hundred or a few thousand stars, in a sector where ninety percent of retail traders lose money within the first twelve months of activity."
   ],
   "stars_evidence": [
    "One concrete data point makes the case clear: [ai-hedge-fund](https://github.com/virattt/ai-hedge-fund) is an excellent educational project with 57,400 stars on GitHub, actively maintained with 828 commits, but its author writes in black and white that the software should not be used for real trading."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://pasqualepillitteri.it/en/news/1476/10-open-source-ai-agent-frameworks-2026",
   "project": "Vibe-Trading",
   "repository": "https://github.com/HKUDS/Vibe-Trading",
   "stars": "3200",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Same story for [Vibe-Trading](https://github.com/HKUDS/Vibe-Trading) by HKUDS (3,200 stars) and [AI-Trader](https://github.com/HKUDS/AI-Trader) (13,800 stars), which remain academic research labs."
   ],
   "repository_evidence": [
    "Same story for [Vibe-Trading](https://github.com/HKUDS/Vibe-Trading) by HKUDS (3,200 stars) and [AI-Trader](https://github.com/HKUDS/AI-Trader) (13,800 stars), which remain academic research labs."
   ],
   "stars_evidence": [
    "Same story for [Vibe-Trading](https://github.com/HKUDS/Vibe-Trading) by HKUDS (3,200 stars) and [AI-Trader](https://github.com/HKUDS/AI-Trader) (13,800 stars), which remain academic research labs."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://pasqualepillitteri.it/en/news/1476/10-open-source-ai-agent-frameworks-2026",
   "project": "AI-Trader",
   "repository": null,
   "stars": "13800",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Same story for [Vibe-Trading](https://github.com/HKUDS/Vibe-Trading) by HKUDS (3,200 stars) and [AI-Trader](https://github.com/HKUDS/AI-Trader) (13,800 stars), which remain academic research labs."
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "Same story for [Vibe-Trading](https://github.com/HKUDS/Vibe-Trading) by HKUDS (3,200 stars) and [AI-Trader](https://github.com/HKUDS/AI-Trader) (13,800 stars), which remain academic research labs."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://pasqualepillitteri.it/en/news/1476/10-open-source-ai-agent-frameworks-2026",
   "project": "storm",
   "repository": "https://github.com/stanford-oval/storm",
   "stars": "28130",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "A CrewAI cluster with three agents (Researcher, Writer, SEO Editor) can produce twenty SEO articles a day for a niche blog. Stanford's [storm](https://github.com/stanford-oval/storm) (28,130 stars) specializes in reports with academic citations."
   ],
   "repository_evidence": [
    "A CrewAI cluster with three agents (Researcher, Writer, SEO Editor) can produce twenty SEO articles a day for a niche blog. Stanford's [storm](https://github.com/stanford-oval/storm) (28,130 stars) specializes in reports with academic citations."
   ],
   "stars_evidence": [
    "A CrewAI cluster with three agents (Researcher, Writer, SEO Editor) can produce twenty SEO articles a day for a niche blog. Stanford's [storm](https://github.com/stanford-oval/storm) (28,130 stars) specializes in reports with academic citations."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://pasqualepillitteri.it/en/news/1476/10-open-source-ai-agent-frameworks-2026",
   "project": "Qwen-Agent",
   "repository": "https://github.com/QwenLM/Qwen-Agent",
   "stars": "16200",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Among the most relevant European projects: [Mistral AI](https://github.com/MistralAI) (France) has released its own agentic SDK, [smolagents](https://huggingface.co/blog/smolagents) from Hugging Face is particularly lightweight, and [Qwen-Agent](https://github.com/QwenLM/Qwen-Agent) from Alibaba (16,200 stars) has grown rapidly thanks to native MCP integration."
   ],
   "repository_evidence": [
    "Among the most relevant European projects: [Mistral AI](https://github.com/MistralAI) (France) has released its own agentic SDK, [smolagents](https://huggingface.co/blog/smolagents) from Hugging Face is particularly lightweight, and [Qwen-Agent](https://github.com/QwenLM/Qwen-Agent) from Alibaba (16,200 stars) has grown rapidly thanks to native MCP integration."
   ],
   "stars_evidence": [
    "Among the most relevant European projects: [Mistral AI](https://github.com/MistralAI) (France) has released its own agentic SDK, [smolagents](https://huggingface.co/blog/smolagents) from Hugging Face is particularly lightweight, and [Qwen-Agent](https://github.com/QwenLM/Qwen-Agent) from Alibaba (16,200 stars) has grown rapidly thanks to native MCP integration."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://dev.co/ai/frameworks/harness-sdk",
   "project": "harness-sdk",
   "repository": "https://github.com/strands-agents/harness-sdk",
   "stars": "6.5k",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "AI Frameworks \u00b7 strands-agents",
    "# harness-sdk",
    "Strands Agents is an open-source Python and TypeScript SDK for building and running AI agents with any LLM provider (OpenAI, Anthropic, Bedrock, Gemini, etc.)."
   ],
   "repository_evidence": [
    "AI Frameworks \u00b7 strands-agents",
    "Source: GitHub \u2014 github.com/strands-agents/harness-sdk"
   ],
   "stars_evidence": [
    "AI Frameworks \u00b7 strands-agents",
    "6.5k",
    "GitHub stars"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://pinggy.io/amp/blog/best_open_source_cli_coding_agents",
   "project": "OpenCode",
   "repository": "https://github.com/anomalyco/opencode",
   "stars": "165000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Below are the open source CLI coding agents worth your time in 2026, ranked by GitHub stars (the clearest popularity signal we have, all pulled live in late May 2026), with honest notes on licenses, local-model support, and which projects are quietly dying.",
    "### Comparison Table for Top Open Source CLI Coding Agents",
    "| CLI Agent | GitHub Stars | License | Local Models | Best For |",
    "| **OpenCode** | ~165k | MIT | Yes (Ollama) | The default open-source pick; provider-agnostic |"
   ],
   "repository_evidence": [
    "1. **The open-source leader**: [OpenCode](https://github.com/anomalyco/opencode) (~165k stars, MIT) is the de facto open-source alternative to Claude Code: provider-agnostic, local models, polished TUI."
   ],
   "stars_evidence": [
    "Open source coding agents had a wild first half of 2026. OpenCode, the most-starred one, blew past **165k GitHub stars** and then got into a public fight with Anthropic over subscription login.",
    "### Comparison Table for Top Open Source CLI Coding Agents",
    "| CLI Agent | GitHub Stars | License | Local Models | Best For |",
    "| **OpenCode** | ~165k | MIT | Yes (Ollama) | The default open-source pick; provider-agnostic |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://pinggy.io/amp/blog/best_open_source_cli_coding_agents",
   "project": "Gemini CLI",
   "repository": null,
   "stars": "104000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Below are the open source CLI coding agents worth your time in 2026, ranked by GitHub stars (the clearest popularity signal we have, all pulled live in late May 2026), with honest notes on licenses, local-model support, and which projects are quietly dying.",
    "Google announced it\u2019s retiring the 104k-star **Gemini CLI** in June and replacing it with a closed-source successor."
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "Below are the open source CLI coding agents worth your time in 2026, ranked by GitHub stars (the clearest popularity signal we have, all pulled live in late May 2026), with honest notes on licenses, local-model support, and which projects are quietly dying.",
    "Google announced it\u2019s retiring the 104k-star **Gemini CLI** in June and replacing it with a closed-source successor."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://pinggy.io/amp/blog/best_open_source_cli_coding_agents",
   "project": "Roo Code",
   "repository": null,
   "stars": "24000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Below are the open source CLI coding agents worth your time in 2026, ranked by GitHub stars (the clearest popularity signal we have, all pulled live in late May 2026), with honest notes on licenses, local-model support, and which projects are quietly dying.",
    "**Roo Code**, at 24k stars, archived itself."
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "Below are the open source CLI coding agents worth your time in 2026, ranked by GitHub stars (the clearest popularity signal we have, all pulled live in late May 2026), with honest notes on licenses, local-model support, and which projects are quietly dying.",
    "**Roo Code**, at 24k stars, archived itself."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://pinggy.io/amp/blog/best_open_source_cli_coding_agents",
   "project": "Pi",
   "repository": "https://github.com/earendil-works/pi",
   "stars": "54000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Below are the open source CLI coding agents worth your time in 2026, ranked by GitHub stars (the clearest popularity signal we have, all pulled live in late May 2026), with honest notes on licenses, local-model support, and which projects are quietly dying.",
    "And a brand-new harness called **Pi** - from Armin Ronacher, the person behind Flask and Jinja2 - showed up and crossed **54k stars** by running on a system prompt under 1,000 tokens."
   ],
   "repository_evidence": [
    "2. **The breakout newcomer**: [Pi](https://github.com/earendil-works/pi) (~54k stars, MIT), from Armin Ronacher and Mario Zechner, runs on a sub-1,000-token system prompt via \u201clazy skills\u201d and is built to be forked and rewired."
   ],
   "stars_evidence": [
    "And a brand-new harness called **Pi** - from Armin Ronacher, the person behind Flask and Jinja2 - showed up and crossed **54k stars** by running on a system prompt under 1,000 tokens.",
    "### Comparison Table for Top Open Source CLI Coding Agents",
    "| CLI Agent | GitHub Stars | License | Local Models | Best For |",
    "| **Pi** | ~54k | MIT | Yes | A lean, hackable, token-efficient harness |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://pinggy.io/amp/blog/best_open_source_cli_coding_agents",
   "project": "OpenAI Codex CLI",
   "repository": "https://github.com/openai/codex",
   "stars": "85000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Below are the open source CLI coding agents worth your time in 2026, ranked by GitHub stars (the clearest popularity signal we have, all pulled live in late May 2026), with honest notes on licenses, local-model support, and which projects are quietly dying.",
    "### Comparison Table for Top Open Source CLI Coding Agents",
    "| CLI Agent | GitHub Stars | License | Local Models | Best For |",
    "| **OpenAI Codex CLI** | ~85k | Apache-2.0 | Yes (`--oss`) | OpenAI users wanting a sandboxed agent |"
   ],
   "repository_evidence": [
    "3. **Top open source CLI agents in 2026 (by GitHub stars)**:",
    "  - OpenCode (~165k) - the default provider-agnostic harness",
    "  - [OpenAI Codex CLI](https://github.com/openai/codex) (~85k) - open source (Apache-2.0), tuned for OpenAI models, sandboxed"
   ],
   "stars_evidence": [
    "Below are the open source CLI coding agents worth your time in 2026, ranked by GitHub stars (the clearest popularity signal we have, all pulled live in late May 2026), with honest notes on licenses, local-model support, and which projects are quietly dying.",
    "### Comparison Table for Top Open Source CLI Coding Agents",
    "| CLI Agent | GitHub Stars | License | Local Models | Best For |",
    "| **OpenAI Codex CLI** | ~85k | Apache-2.0 | Yes (`--oss`) | OpenAI users wanting a sandboxed agent |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://pinggy.io/amp/blog/best_open_source_cli_coding_agents",
   "project": "OpenHands",
   "repository": "https://github.com/OpenHands/OpenHands",
   "stars": "75000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Below are the open source CLI coding agents worth your time in 2026, ranked by GitHub stars (the clearest popularity signal we have, all pulled live in late May 2026), with honest notes on licenses, local-model support, and which projects are quietly dying.",
    "### Comparison Table for Top Open Source CLI Coding Agents",
    "| CLI Agent | GitHub Stars | License | Local Models | Best For |",
    "| **OpenHands** | ~75k | MIT | Yes | Autonomous, sandboxed runs and CI/CD |"
   ],
   "repository_evidence": [
    "3. **Top open source CLI agents in 2026 (by GitHub stars)**:",
    "  - OpenCode (~165k) - the default provider-agnostic harness",
    "  - [OpenAI Codex CLI](https://github.com/openai/codex) (~85k) - open source (Apache-2.0), tuned for OpenAI models, sandboxed",
    "  - [OpenHands](https://github.com/OpenHands/OpenHands) (~75k) - autonomous, sandboxed, runs headless in CI"
   ],
   "stars_evidence": [
    "Below are the open source CLI coding agents worth your time in 2026, ranked by GitHub stars (the clearest popularity signal we have, all pulled live in late May 2026), with honest notes on licenses, local-model support, and which projects are quietly dying.",
    "### Comparison Table for Top Open Source CLI Coding Agents",
    "| CLI Agent | GitHub Stars | License | Local Models | Best For |",
    "| **OpenHands** | ~75k | MIT | Yes | Autonomous, sandboxed runs and CI/CD |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://pinggy.io/amp/blog/best_open_source_cli_coding_agents",
   "project": "Cline",
   "repository": "https://github.com/cline/cline",
   "stars": "62000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Below are the open source CLI coding agents worth your time in 2026, ranked by GitHub stars (the clearest popularity signal we have, all pulled live in late May 2026), with honest notes on licenses, local-model support, and which projects are quietly dying.",
    "### Comparison Table for Top Open Source CLI Coding Agents",
    "| CLI Agent | GitHub Stars | License | Local Models | Best For |",
    "| **Cline** | ~62k | Apache-2.0 | Yes | One agent across IDE, CLI, and SDK |"
   ],
   "repository_evidence": [
    "3. **Top open source CLI agents in 2026 (by GitHub stars)**:",
    "  - OpenCode (~165k) - the default provider-agnostic harness",
    "  - [OpenAI Codex CLI](https://github.com/openai/codex) (~85k) - open source (Apache-2.0), tuned for OpenAI models, sandboxed",
    "  - [OpenHands](https://github.com/OpenHands/OpenHands) (~75k) - autonomous, sandboxed, runs headless in CI",
    "  - [Cline](https://github.com/cline/cline) (~62k) - model-agnostic across IDE, CLI, and SDK"
   ],
   "stars_evidence": [
    "Below are the open source CLI coding agents worth your time in 2026, ranked by GitHub stars (the clearest popularity signal we have, all pulled live in late May 2026), with honest notes on licenses, local-model support, and which projects are quietly dying.",
    "### Comparison Table for Top Open Source CLI Coding Agents",
    "| CLI Agent | GitHub Stars | License | Local Models | Best For |",
    "| **Cline** | ~62k | Apache-2.0 | Yes | One agent across IDE, CLI, and SDK |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://pinggy.io/amp/blog/best_open_source_cli_coding_agents",
   "project": "Goose",
   "repository": "https://github.com/aaif-goose/goose",
   "stars": "46000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Open source coding agents had a wild first half of 2026. OpenCode, the most-starred one, blew past **165k GitHub stars** and then got into a public fight with Anthropic over subscription login. Google announced it\u2019s retiring the 104k-star **Gemini CLI** in June and replacing it with a closed-source successor. Block handed **Goose** to the Linux Foundation.",
    "### Comparison Table for Top Open Source CLI Coding Agents",
    "| CLI Agent | GitHub Stars | License | Local Models | Best For |",
    "| **Goose** | ~46k | Apache-2.0 | Yes | MCP-driven general automation (not just code) |"
   ],
   "repository_evidence": [
    "3. **Top open source CLI agents in 2026 (by GitHub stars)**:",
    "  - OpenCode (~165k) - the default provider-agnostic harness",
    "  - [OpenAI Codex CLI](https://github.com/openai/codex) (~85k) - open source (Apache-2.0), tuned for OpenAI models, sandboxed",
    "  - [OpenHands](https://github.com/OpenHands/OpenHands) (~75k) - autonomous, sandboxed, runs headless in CI",
    "  - [Cline](https://github.com/cline/cline) (~62k) - model-agnostic across IDE, CLI, and SDK",
    "  - Pi (~54k) - lean, token-efficient, hackable",
    "  - [Goose](https://github.com/aaif-goose/goose) (~46k) - general MCP agent, now under the Linux Foundation"
   ],
   "stars_evidence": [
    "Below are the open source CLI coding agents worth your time in 2026, ranked by GitHub stars (the clearest popularity signal we have, all pulled live in late May 2026), with honest notes on licenses, local-model support, and which projects are quietly dying.",
    "### Comparison Table for Top Open Source CLI Coding Agents",
    "| CLI Agent | GitHub Stars | License | Local Models | Best For |",
    "| **Goose** | ~46k | Apache-2.0 | Yes | MCP-driven general automation (not just code) |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://pinggy.io/amp/blog/best_open_source_cli_coding_agents",
   "project": "Aider",
   "repository": "https://github.com/Aider-AI/aider",
   "stars": "45000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Below are the open source CLI coding agents worth your time in 2026, ranked by GitHub stars (the clearest popularity signal we have, all pulled live in late May 2026), with honest notes on licenses, local-model support, and which projects are quietly dying.",
    "### Comparison Table for Top Open Source CLI Coding Agents",
    "| CLI Agent | GitHub Stars | License | Local Models | Best For |",
    "| **Aider** | ~45k | Apache-2.0 | Yes | Git-native, surgical multi-file edits |"
   ],
   "repository_evidence": [
    "3. **Top open source CLI agents in 2026 (by GitHub stars)**:",
    "  - OpenCode (~165k) - the default provider-agnostic harness",
    "  - [OpenAI Codex CLI](https://github.com/openai/codex) (~85k) - open source (Apache-2.0), tuned for OpenAI models, sandboxed",
    "  - [OpenHands](https://github.com/OpenHands/OpenHands) (~75k) - autonomous, sandboxed, runs headless in CI",
    "  - [Cline](https://github.com/cline/cline) (~62k) - model-agnostic across IDE, CLI, and SDK",
    "  - Pi (~54k) - lean, token-efficient, hackable",
    "  - [Goose](https://github.com/aaif-goose/goose) (~46k) - general MCP agent, now under the Linux Foundation",
    "  - [Aider](https://github.com/Aider-AI/aider) (~45k) - Git-native pair programming"
   ],
   "stars_evidence": [
    "Below are the open source CLI coding agents worth your time in 2026, ranked by GitHub stars (the clearest popularity signal we have, all pulled live in late May 2026), with honest notes on licenses, local-model support, and which projects are quietly dying.",
    "### Comparison Table for Top Open Source CLI Coding Agents",
    "| CLI Agent | GitHub Stars | License | Local Models | Best For |",
    "| **Aider** | ~45k | Apache-2.0 | Yes | Git-native, surgical multi-file edits |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://pinggy.io/amp/blog/best_open_source_cli_coding_agents",
   "project": "Continue",
   "repository": "https://github.com/continuedev/continue",
   "stars": "33000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Below are the open source CLI coding agents worth your time in 2026, ranked by GitHub stars (the clearest popularity signal we have, all pulled live in late May 2026), with honest notes on licenses, local-model support, and which projects are quietly dying.",
    "### Comparison Table for Top Open Source CLI Coding Agents",
    "| CLI Agent | GitHub Stars | License | Local Models | Best For |",
    "| **Continue** | ~33k | Apache-2.0 | Yes | Open-source agent wired into CI as PR checks |"
   ],
   "repository_evidence": [
    "[Continue](https://github.com/continuedev/continue) ships an open-source terminal agent called `cn` (install `npm i -g @continuedev/cli`, then run `cn`), the same engine that powers its IDE extensions."
   ],
   "stars_evidence": [
    "Below are the open source CLI coding agents worth your time in 2026, ranked by GitHub stars (the clearest popularity signal we have, all pulled live in late May 2026), with honest notes on licenses, local-model support, and which projects are quietly dying.",
    "### Comparison Table for Top Open Source CLI Coding Agents",
    "| CLI Agent | GitHub Stars | License | Local Models | Best For |",
    "| **Continue** | ~33k | Apache-2.0 | Yes | Open-source agent wired into CI as PR checks |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://pinggy.io/amp/blog/best_open_source_cli_coding_agents",
   "project": "Qwen Code",
   "repository": "https://github.com/QwenLM/qwen-code",
   "stars": "25000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Below are the open source CLI coding agents worth your time in 2026, ranked by GitHub stars (the clearest popularity signal we have, all pulled live in late May 2026), with honest notes on licenses, local-model support, and which projects are quietly dying.",
    "### Comparison Table for Top Open Source CLI Coding Agents",
    "| CLI Agent | GitHub Stars | License | Local Models | Best For |",
    "| **Qwen Code** | ~25k | Apache-2.0 | Yes | Open fork of Gemini CLI + open-weight models |"
   ],
   "repository_evidence": [
    "**[Qwen Code](https://github.com/QwenLM/qwen-code)** (~25k stars, Apache-2.0) - Alibaba\u2019s terminal agent, a fork of Google\u2019s Gemini CLI tuned for Qwen-Coder models."
   ],
   "stars_evidence": [
    "Below are the open source CLI coding agents worth your time in 2026, ranked by GitHub stars (the clearest popularity signal we have, all pulled live in late May 2026), with honest notes on licenses, local-model support, and which projects are quietly dying.",
    "### Comparison Table for Top Open Source CLI Coding Agents",
    "| CLI Agent | GitHub Stars | License | Local Models | Best For |",
    "| **Qwen Code** | ~25k | Apache-2.0 | Yes | Open fork of Gemini CLI + open-weight models |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://pinggy.io/amp/blog/best_open_source_cli_coding_agents",
   "project": "Crush",
   "repository": "https://github.com/charmbracelet/crush",
   "stars": "25000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Below are the open source CLI coding agents worth your time in 2026, ranked by GitHub stars (the clearest popularity signal we have, all pulled live in late May 2026), with honest notes on licenses, local-model support, and which projects are quietly dying.",
    "### Comparison Table for Top Open Source CLI Coding Agents",
    "| CLI Agent | GitHub Stars | License | Local Models | Best For |",
    "| **Crush** | ~25k | FSL-1.1-MIT | Yes | The best-looking terminal UI; mid-session model swaps |"
   ],
   "repository_evidence": [
    "**[Crush](https://github.com/charmbracelet/crush)** (~25k stars, FSL) - Charm\u2019s gorgeous Go TUI, from the team behind Bubble Tea."
   ],
   "stars_evidence": [
    "Below are the open source CLI coding agents worth your time in 2026, ranked by GitHub stars (the clearest popularity signal we have, all pulled live in late May 2026), with honest notes on licenses, local-model support, and which projects are quietly dying.",
    "### Comparison Table for Top Open Source CLI Coding Agents",
    "| CLI Agent | GitHub Stars | License | Local Models | Best For |",
    "| **Crush** | ~25k | FSL-1.1-MIT | Yes | The best-looking terminal UI; mid-session model swaps |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://pinggy.io/amp/blog/best_open_source_cli_coding_agents",
   "project": "Kilo Code",
   "repository": "https://github.com/Kilo-Org/kilocode",
   "stars": "20000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "**[Kilo Code](https://github.com/Kilo-Org/kilocode)** (~20k stars, MIT) - a Roo Code fork (and Roo forked from Cline) whose CLI is itself built on OpenCode."
   ],
   "repository_evidence": [
    "**[Kilo Code](https://github.com/Kilo-Org/kilocode)** (~20k stars, MIT) - a Roo Code fork (and Roo forked from Cline) whose CLI is itself built on OpenCode."
   ],
   "stars_evidence": [
    "**[Kilo Code](https://github.com/Kilo-Org/kilocode)** (~20k stars, MIT) - a Roo Code fork (and Roo forked from Cline) whose CLI is itself built on OpenCode."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://pinggy.io/amp/blog/best_open_source_cli_coding_agents",
   "project": "Forge",
   "repository": "https://github.com/tailcallhq/forgecode",
   "stars": "7000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "**[Forge](https://github.com/tailcallhq/forgecode)** (~7k stars, Apache-2.0) - an independent, model-agnostic Rust harness with a clean three-agent split: `forge` implements, `sage` researches read-only, `muse` plans."
   ],
   "repository_evidence": [
    "**[Forge](https://github.com/tailcallhq/forgecode)** (~7k stars, Apache-2.0) - an independent, model-agnostic Rust harness with a clean three-agent split: `forge` implements, `sage` researches read-only, `muse` plans."
   ],
   "stars_evidence": [
    "**[Forge](https://github.com/tailcallhq/forgecode)** (~7k stars, Apache-2.0) - an independent, model-agnostic Rust harness with a clean three-agent split: `forge` implements, `sage` researches read-only, `muse` plans."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://pinggy.io/amp/blog/best_open_source_cli_coding_agents",
   "project": "gptme",
   "repository": "https://github.com/gptme/gptme",
   "stars": "4000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "**[gptme](https://github.com/gptme/gptme)** (~4k stars, MIT) - a deliberately small Python CLI agent that can use the shell, run Python, and edit files."
   ],
   "repository_evidence": [
    "**[gptme](https://github.com/gptme/gptme)** (~4k stars, MIT) - a deliberately small Python CLI agent that can use the shell, run Python, and edit files."
   ],
   "stars_evidence": [
    "**[gptme](https://github.com/gptme/gptme)** (~4k stars, MIT) - a deliberately small Python CLI agent that can use the shell, run Python, and edit files."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://pinggy.io/amp/blog/best_open_source_cli_coding_agents",
   "project": "Plandex",
   "repository": "https://github.com/plandex-ai/plandex",
   "stars": "15000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "**[Plandex](https://github.com/plandex-ai/plandex)** (~15k stars, MIT) - built for very large, multi-step tasks with up to 2M tokens of context and a diff-review sandbox."
   ],
   "repository_evidence": [
    "**[Plandex](https://github.com/plandex-ai/plandex)** (~15k stars, MIT) - built for very large, multi-step tasks with up to 2M tokens of context and a diff-review sandbox."
   ],
   "stars_evidence": [
    "**[Plandex](https://github.com/plandex-ai/plandex)** (~15k stars, MIT) - built for very large, multi-step tasks with up to 2M tokens of context and a diff-review sandbox."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://pinggy.io/amp/blog/best_open_source_cli_coding_agents",
   "project": "Warp",
   "repository": null,
   "stars": "60000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Warp (~60k stars) released its client under AGPL-3.0 (UI crates are MIT) in April 2026."
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "Warp (~60k stars) released its client under AGPL-3.0 (UI crates are MIT) in April 2026."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://agentscamp.com/guides/comparisons/browser-agents-compared-2026",
   "project": "Browser Use",
   "repository": null,
   "stars": "98000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Browser Agents in 2026: Browser Use vs Stagehand vs Skyvern vs Playwright MCP",
    "Four ways to give AI a browser \u2014 Browser Use, Stagehand, Skyvern, and Playwright MCP compared honestly on control, cost, and reliability for 2026.",
    "| [Browser Use](/tools/browser-use) | Autonomous agent | Task-in/result-out errands; the ecosystem default |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "Browser Agents in 2026: Browser Use vs Stagehand vs Skyvern vs Playwright MCP",
    "Four postures cover browser automation with AI: Browser Use for autonomous task-in/result-out agents (the category's 98k-star breakout), Stagehand for engineers composing code with AI primitives (act/extract/observe), Skyvern for business workflows replacing RPA (CAPTCHA/2FA included), and Playwright MCP or Chrome DevTools MCP for giving an existing coding agent browser hands."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://agentscamp.com/guides/comparisons/browser-agents-compared-2026",
   "project": "Stagehand",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Browser Agents in 2026: Browser Use vs Stagehand vs Skyvern vs Playwright MCP",
    "Four ways to give AI a browser \u2014 Browser Use, Stagehand, Skyvern, and Playwright MCP compared honestly on control, cost, and reliability for 2026.",
    "| [Stagehand](/tools/stagehand) | Code-first SDK | Maintained automations with AI joints |"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://agentscamp.com/guides/comparisons/browser-agents-compared-2026",
   "project": "Skyvern",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Browser Agents in 2026: Browser Use vs Stagehand vs Skyvern vs Playwright MCP",
    "Four ways to give AI a browser \u2014 Browser Use, Stagehand, Skyvern, and Playwright MCP compared honestly on control, cost, and reliability for 2026.",
    "| [Skyvern](/tools/skyvern) | Workflow platform | RPA replacement: forms, portals, CAPTCHA/2FA |"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://agentscamp.com/guides/comparisons/browser-agents-compared-2026",
   "project": "Playwright MCP",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Browser Agents in 2026: Browser Use vs Stagehand vs Skyvern vs Playwright MCP",
    "Four ways to give AI a browser \u2014 Browser Use, Stagehand, Skyvern, and Playwright MCP compared honestly on control, cost, and reliability for 2026.",
    "| [Playwright MCP](/tools/playwright-mcp) / [Chrome DevTools MCP](/tools/chrome-devtools-mcp) | Tools for your agent | Browser hands for Claude Code & friends |"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://agentscamp.com/guides/comparisons/browser-agents-compared-2026",
   "project": "Chrome DevTools MCP",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Browser Agents in 2026: Browser Use vs Stagehand vs Skyvern vs Playwright MCP",
    "Four ways to give AI a browser \u2014 Browser Use, Stagehand, Skyvern, and Playwright MCP compared honestly on control, cost, and reliability for 2026.",
    "| [Playwright MCP](/tools/playwright-mcp) / [Chrome DevTools MCP](/tools/chrome-devtools-mcp) | Tools for your agent | Browser hands for Claude Code & friends |"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://ai.miraheze.org/wiki/AgentGPT",
   "project": "AgentGPT",
   "repository": null,
   "stars": "36000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# AgentGPT",
    "**AgentGPT** is a browser-based autonomous [AI](/wiki/Artificial_intelligence) agent platform developed by Reworkd AI that allows users to configure and deploy AI agents directly from a web interface without any local installation."
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# AgentGPT",
    "At its peak, AgentGPT attracted more than 400,000 users and accumulated over 36,000 stars on GitHub, making it one of the most popular open-source AI agent demonstrations of its era."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://gitsummarize.com/microsoft/UFO",
   "project": "TaskWeaver",
   "repository": "https://github.com/microsoft/TaskWeaver",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "**[TaskWeaver](https://github.com/microsoft/TaskWeaver)** \u2013 Code-first LLM agent framework for data analytics and task automation",
    "**Microsoft Research:**"
   ],
   "repository_evidence": [
    "**[TaskWeaver](https://github.com/microsoft/TaskWeaver)** \u2013 Code-first LLM agent framework for data analytics and task automation",
    "**Microsoft Research:**"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://gitsummarize.com/microsoft/UFO",
   "project": "LLM-Brained GUI Agents Survey",
   "repository": "https://github.com/vyokky/LLM-Brained-GUI-Agents-Survey",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "**[LLM-Brained GUI Agents Survey](https://github.com/vyokky/LLM-Brained-GUI-Agents-Survey)** \u2013 Comprehensive survey of GUI automation agents",
    "**GUI Agent Research:**"
   ],
   "repository_evidence": [
    "**[LLM-Brained GUI Agents Survey](https://github.com/vyokky/LLM-Brained-GUI-Agents-Survey)** \u2013 Comprehensive survey of GUI automation agents",
    "**GUI Agent Research:**"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://gitsummarize.com/microsoft/UFO",
   "project": "Windows Agent Arena (WAA)",
   "repository": "https://github.com/nice-mee/WindowsAgentArena",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "**[Windows Agent Arena (WAA)](https://github.com/nice-mee/WindowsAgentArena)** \u2013 Evaluation benchmark for Windows automation agents",
    "**Benchmarks:**"
   ],
   "repository_evidence": [
    "**[Windows Agent Arena (WAA)](https://github.com/nice-mee/WindowsAgentArena)** \u2013 Evaluation benchmark for Windows automation agents",
    "**Benchmarks:**"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://gitsummarize.com/microsoft/UFO",
   "project": "OSWorld",
   "repository": "https://github.com/nice-mee/WindowsAgentArena/tree/2020-qqtcg/osworld",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "**[OSWorld](https://github.com/nice-mee/WindowsAgentArena/tree/2020-qqtcg/osworld)** \u2013 Cross-application task evaluation suite",
    "**Benchmarks:**"
   ],
   "repository_evidence": [
    "**[OSWorld](https://github.com/nice-mee/WindowsAgentArena/tree/2020-qqtcg/osworld)** \u2013 Cross-application task evaluation suite",
    "**Benchmarks:**"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://ctol.digital/news/ai-agents-no-defense-manus-cloned-open-source-takes-over",
   "project": "OpenManus",
   "repository": "https://github.com/mannaandpoem/OpenManus",
   "stars": "8000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## **AI Agents Have No Moat: The Rapid Open-Source Replication of Manus**",
    "- [**OpenManus**](https://github.com/mannaandpoem/OpenManus): Within **three hours**, a team of developers\u2014many in their early 20s\u2014had produced a working version of Manus and made it fully open-source. Within a day, OpenManus had garnered over **8,000 GitHub stars**."
   ],
   "repository_evidence": [
    "## **AI Agents Have No Moat: The Rapid Open-Source Replication of Manus**",
    "- [**OpenManus**](https://github.com/mannaandpoem/OpenManus): Within **three hours**, a team of developers\u2014many in their early 20s\u2014had produced a working version of Manus and made it fully open-source. Within a day, OpenManus had garnered over **8,000 GitHub stars**."
   ],
   "stars_evidence": [
    "## **AI Agents Have No Moat: The Rapid Open-Source Replication of Manus**",
    "- [**OpenManus**](https://github.com/mannaandpoem/OpenManus): Within **three hours**, a team of developers\u2014many in their early 20s\u2014had produced a working version of Manus and made it fully open-source. Within a day, OpenManus had garnered over **8,000 GitHub stars**."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://ctol.digital/news/ai-agents-no-defense-manus-cloned-open-source-takes-over",
   "project": "OWL",
   "repository": "https://github.com/camel-ai/owl",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## **AI Agents Have No Moat: The Rapid Open-Source Replication of Manus**",
    "- [**OWL (Optimized Workforce Learning)**](https://github.com/camel-ai/owl): Another AI agent, OWL, went live on GitHub with a claim of surpassing **GAIA Benchmark\u2019s top performance**. Its creators had been working on multi-agent frameworks for over two years but leveraged the Manus hype to bring their project to the forefront."
   ],
   "repository_evidence": [
    "## **AI Agents Have No Moat: The Rapid Open-Source Replication of Manus**",
    "- [**OWL (Optimized Workforce Learning)**](https://github.com/camel-ai/owl): Another AI agent, OWL, went live on GitHub with a claim of surpassing **GAIA Benchmark\u2019s top performance**. Its creators had been working on multi-agent frameworks for over two years but leveraged the Manus hype to bring their project to the forefront."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://aistrategy.guide/capabilities/orchestration/frameworks",
   "project": "LangChain",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "AI Orchestration Frameworks in 2026: The Practitioner's Comparison",
    "LangChain plus LangGraph leads decisively on this criterion in mid-2026; it has the largest tool ecosystem, the most public references, and the most documentation by a wide margin.",
    "**LangChain.** The original general-purpose agent framework, and the one most engineering teams encounter first."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://aistrategy.guide/capabilities/orchestration/frameworks",
   "project": "LangGraph",
   "repository": "https://langchain-ai.github.io/langgraph/",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "AI Orchestration Frameworks in 2026: The Practitioner's Comparison",
    "LangChain plus LangGraph leads decisively on this criterion in mid-2026; it has the largest tool ecosystem, the most public references, and the most documentation by a wide margin.",
    "**LangGraph.** The current leader in framework-led orchestration for any workload more complex than tool-using single-agent."
   ],
   "repository_evidence": [
    "AI Orchestration Frameworks in 2026: The Practitioner's Comparison",
    "Sources",
    "- [LangChain \u2014 LangGraph documentation](https://langchain-ai.github.io/langgraph/) \u2014 reference implementation of graph-shaped agent and pipeline patterns"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://aistrategy.guide/capabilities/orchestration/frameworks",
   "project": "CrewAI",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "AI Orchestration Frameworks in 2026: The Practitioner's Comparison",
    "CrewAI expresses role-based multi-agent patterns natively.",
    "**CrewAI.** The framework that expresses role-based multi-agent patterns most cleanly."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://aistrategy.guide/capabilities/orchestration/frameworks",
   "project": "AutoGen",
   "repository": "https://microsoft.github.io/autogen/",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "AI Orchestration Frameworks in 2026: The Practitioner's Comparison",
    "AutoGen expresses conversational multi-agent patterns natively.",
    "**AutoGen (Microsoft).** Microsoft Research\u2019s framework for conversational multi-agent systems."
   ],
   "repository_evidence": [
    "AI Orchestration Frameworks in 2026: The Practitioner's Comparison",
    "Sources",
    "- [Microsoft Research \u2014 AutoGen documentation](https://microsoft.github.io/autogen/) \u2014 reference implementation of conversational multi-agent patterns"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://aistrategy.guide/capabilities/orchestration/frameworks",
   "project": "LlamaIndex",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "AI Orchestration Frameworks in 2026: The Practitioner's Comparison",
    "Framework-by-framework evaluation of the agentic AI orchestration landscape \u2014 LangChain, LangGraph, CrewAI, AutoGen, LlamaIndex, Haystack, Semantic Kernel, DSPy, Model Context Protocol, plus the model-vendor-native surfaces.",
    "**LlamaIndex.** The framework whose centre of gravity is retrieval-augmented generation, with agent capabilities built on top of that foundation."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://aistrategy.guide/capabilities/orchestration/frameworks",
   "project": "Haystack",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "AI Orchestration Frameworks in 2026: The Practitioner's Comparison",
    "Framework-by-framework evaluation of the agentic AI orchestration landscape \u2014 LangChain, LangGraph, CrewAI, AutoGen, LlamaIndex, Haystack, Semantic Kernel, DSPy, Model Context Protocol, plus the model-vendor-native surfaces.",
    "**Haystack.** The deepset-maintained framework with the strongest enterprise references in the European market and the cleanest production hardening story among the open-source options."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://aistrategy.guide/capabilities/orchestration/frameworks",
   "project": "Semantic Kernel",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "AI Orchestration Frameworks in 2026: The Practitioner's Comparison",
    "Framework-by-framework evaluation of the agentic AI orchestration landscape \u2014 LangChain, LangGraph, CrewAI, AutoGen, LlamaIndex, Haystack, Semantic Kernel, DSPy, Model Context Protocol, plus the model-vendor-native surfaces.",
    "**Semantic Kernel (Microsoft).** Microsoft\u2019s general-purpose AI orchestration framework, designed to integrate cleanly with the broader Microsoft developer ecosystem."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://aistrategy.guide/capabilities/orchestration/frameworks",
   "project": "DSPy",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "AI Orchestration Frameworks in 2026: The Practitioner's Comparison",
    "DSPy expresses prompt-optimisation-as-a-first-class-concern uniquely.",
    "**DSPy (Stanford).** The framework whose differentiating thesis is prompt-and-pipeline optimisation as a first-class concern."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://aistrategy.guide/capabilities/orchestration/frameworks",
   "project": "Model Context Protocol",
   "repository": "https://modelcontextprotocol.io/",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "AI Orchestration Frameworks in 2026: The Practitioner's Comparison",
    "MCP (Model Context Protocol) is becoming the de facto standard for the tool-integration layer specifically, with adoption accelerating through 2025\u20132026.",
    "**Model Context Protocol (Anthropic).** Not strictly a framework \u2014 MCP is an open standard for connecting AI assistants to data sources and tools."
   ],
   "repository_evidence": [
    "AI Orchestration Frameworks in 2026: The Practitioner's Comparison",
    "Sources",
    "- [Anthropic \u2014 Model Context Protocol](https://modelcontextprotocol.io/) \u2014 the emerging open standard for the tool-integration layer"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://ecorpit.com/ai-agent-memory-mem0-zep-letta-cloudflare-comparison-2026",
   "project": "Zep",
   "repository": null,
   "stars": "20000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "AI agent memory in 2026: Mem0 vs Zep vs Letta vs Cloudflare compared on price, benchmarks and fit",
    "Zep stores memory as a temporal knowledge graph through its Graphiti engine, which has passed 20,000 GitHub stars."
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "AI agent memory in 2026: Mem0 vs Zep vs Letta vs Cloudflare compared on price, benchmarks and fit",
    "Zep stores memory as a temporal knowledge graph through its Graphiti engine, which has passed 20,000 GitHub stars."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://agentskillshub.top/skill/strands-agents/harness-sdk",
   "project": "harness-sdk",
   "repository": "github.com/strands-agents/harness-sdk",
   "stars": "6900",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# harness-sdk \u2014 MCP Server by strands-agents",
    "## About harness-sdk"
   ],
   "repository_evidence": [
    "You can find installation instructions and usage details in the harness-sdk GitHub repository at github.com/strands-agents/harness-sdk.",
    "How do I install or use harness-sdk?"
   ],
   "stars_evidence": [
    "by [strands-agents](/author/strands-agents/) \u00b7 [MCP Server](/category/mcp-server/) \u00b7 \u2605 6.9k",
    "# harness-sdk \u2014 MCP Server by strands-agents",
    "harness-sdk is Build an agent harness and control it end-to-end. Open-source SDK for production AI agents in Python & TypeScript - any model, any cloud.. It is categorized as a MCP Server with 6.9k GitHub stars.",
    "What is harness-sdk?"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://arxiv.org/html/2604.03515v2",
   "project": "OpenCode",
   "repository": null,
   "stars": "135000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Inside the Scaffold: A Source-Code Taxonomy of Coding Agent Architectures",
    "3 Methodology",
    "3.1 Agent Selection",
    "| OpenCode (3) | CLI | TypeScript | 135k | SST |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "Inside the Scaffold: A Source-Code Taxonomy of Coding Agent Architectures",
    "3 Methodology",
    "3.1 Agent Selection",
    "| OpenCode (3) | CLI | TypeScript | 135k | SST |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://arxiv.org/html/2604.03515v2",
   "project": "Gemini CLI",
   "repository": null,
   "stars": "100000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Inside the Scaffold: A Source-Code Taxonomy of Coding Agent Architectures",
    "3 Methodology",
    "3.1 Agent Selection",
    "| Gemini CLI (25) | CLI | TypeScript | 100k | Google |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "Inside the Scaffold: A Source-Code Taxonomy of Coding Agent Architectures",
    "3 Methodology",
    "3.1 Agent Selection",
    "| Gemini CLI (25) | CLI | TypeScript | 100k | Google |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://arxiv.org/html/2604.03515v2",
   "project": "Codex CLI",
   "repository": null,
   "stars": "72000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Inside the Scaffold: A Source-Code Taxonomy of Coding Agent Architectures",
    "3 Methodology",
    "3.1 Agent Selection",
    "| Codex CLI (39) | CLI | Rust / TS | 72k | OpenAI |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "Inside the Scaffold: A Source-Code Taxonomy of Coding Agent Architectures",
    "3 Methodology",
    "3.1 Agent Selection",
    "| Codex CLI (39) | CLI | Rust / TS | 72k | OpenAI |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://arxiv.org/html/2604.03515v2",
   "project": "OpenHands",
   "repository": null,
   "stars": "70000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Inside the Scaffold: A Source-Code Taxonomy of Coding Agent Architectures",
    "3 Methodology",
    "3.1 Agent Selection",
    "| OpenHands (52) | SWE-bench | Python | 70k | All Hands AI |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "Inside the Scaffold: A Source-Code Taxonomy of Coding Agent Architectures",
    "3 Methodology",
    "3.1 Agent Selection",
    "| OpenHands (52) | SWE-bench | Python | 70k | All Hands AI |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://arxiv.org/html/2604.03515v2",
   "project": "Cline",
   "repository": null,
   "stars": "60000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Inside the Scaffold: A Source-Code Taxonomy of Coding Agent Architectures",
    "3 Methodology",
    "3.1 Agent Selection",
    "| Cline (43) | CLI | TypeScript | 60k | Independent |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "Inside the Scaffold: A Source-Code Taxonomy of Coding Agent Architectures",
    "3 Methodology",
    "3.1 Agent Selection",
    "| Cline (43) | CLI | TypeScript | 60k | Independent |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://arxiv.org/html/2604.03515v2",
   "project": "Aider",
   "repository": null,
   "stars": "43000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Inside the Scaffold: A Source-Code Taxonomy of Coding Agent Architectures",
    "3 Methodology",
    "3.1 Agent Selection",
    "| Aider (23) | CLI | Python | 43k | Independent |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "Inside the Scaffold: A Source-Code Taxonomy of Coding Agent Architectures",
    "3 Methodology",
    "3.1 Agent Selection",
    "| Aider (23) | CLI | Python | 43k | Independent |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://arxiv.org/html/2604.03515v2",
   "project": "SWE-agent",
   "repository": null,
   "stars": "19000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Inside the Scaffold: A Source-Code Taxonomy of Coding Agent Architectures",
    "3 Methodology",
    "3.1 Agent Selection",
    "| SWE-agent (57) | SWE-bench | Python | 19k | Princeton / CMU |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "Inside the Scaffold: A Source-Code Taxonomy of Coding Agent Architectures",
    "3 Methodology",
    "3.1 Agent Selection",
    "| SWE-agent (57) | SWE-bench | Python | 19k | Princeton / CMU |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://arxiv.org/html/2604.03515v2",
   "project": "mini-swe-agent",
   "repository": null,
   "stars": "4000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Inside the Scaffold: A Source-Code Taxonomy of Coding Agent Architectures",
    "3 Methodology",
    "3.1 Agent Selection",
    "| mini-swe-agent (56) | Baseline | Python | 4k | Princeton / CMU |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "Inside the Scaffold: A Source-Code Taxonomy of Coding Agent Architectures",
    "3 Methodology",
    "3.1 Agent Selection",
    "| mini-swe-agent (56) | Baseline | Python | 4k | Princeton / CMU |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://arxiv.org/html/2604.03515v2",
   "project": "AutoCodeRover",
   "repository": null,
   "stars": "3000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Inside the Scaffold: A Source-Code Taxonomy of Coding Agent Architectures",
    "3 Methodology",
    "3.1 Agent Selection",
    "| AutoCodeRover (62) | SWE-bench | Python | 3k | NUS / SonarSource |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "Inside the Scaffold: A Source-Code Taxonomy of Coding Agent Architectures",
    "3 Methodology",
    "3.1 Agent Selection",
    "| AutoCodeRover (62) | SWE-bench | Python | 3k | NUS / SonarSource |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://arxiv.org/html/2604.03515v2",
   "project": "Agentless",
   "repository": null,
   "stars": "2000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Inside the Scaffold: A Source-Code Taxonomy of Coding Agent Architectures",
    "3 Methodology",
    "3.1 Agent Selection",
    "| Agentless (54) | SWE-bench | Python | 2k | UIUC |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "Inside the Scaffold: A Source-Code Taxonomy of Coding Agent Architectures",
    "3 Methodology",
    "3.1 Agent Selection",
    "| Agentless (54) | SWE-bench | Python | 2k | UIUC |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://arxiv.org/html/2604.03515v2",
   "project": "Prometheus",
   "repository": null,
   "stars": "1000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Inside the Scaffold: A Source-Code Taxonomy of Coding Agent Architectures",
    "3 Methodology",
    "3.1 Agent Selection",
    "| Prometheus (41) | SWE-bench | Python | 1k | EuniAI |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "Inside the Scaffold: A Source-Code Taxonomy of Coding Agent Architectures",
    "3 Methodology",
    "3.1 Agent Selection",
    "| Prometheus (41) | SWE-bench | Python | 1k | EuniAI |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://arxiv.org/html/2604.03515v2",
   "project": "Moatless Tools",
   "repository": null,
   "stars": "600",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Inside the Scaffold: A Source-Code Taxonomy of Coding Agent Architectures",
    "3 Methodology",
    "3.1 Agent Selection",
    "| Moatless Tools (40) | SWE-bench | Python | 600 | Independent |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "Inside the Scaffold: A Source-Code Taxonomy of Coding Agent Architectures",
    "3 Methodology",
    "3.1 Agent Selection",
    "| Moatless Tools (40) | SWE-bench | Python | 600 | Independent |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://arxiv.org/html/2604.03515v2",
   "project": "DARS-Agent",
   "repository": null,
   "stars": "70",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Inside the Scaffold: A Source-Code Taxonomy of Coding Agent Architectures",
    "3 Methodology",
    "3.1 Agent Selection",
    "| DARS-Agent (2) | SWE-bench | Python | 70 | Independent |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "Inside the Scaffold: A Source-Code Taxonomy of Coding Agent Architectures",
    "3 Methodology",
    "3.1 Agent Selection",
    "| DARS-Agent (2) | SWE-bench | Python | 70 | Independent |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://agentstant.com/tools/babyagi",
   "project": "BabyAGI",
   "repository": "github.com/yoheinakajima/babyagi",
   "stars": "20000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## What Is BabyAGI \u2014 And Why Does It Still Matter Deeply in 2026?",
    "**BabyAGI** was created by Yohei Nakajima, a venture capitalist at Untapped Capital, and published on April 3, 2023."
   ],
   "repository_evidence": [
    "BabyAGI Pricing in 2026 \u2014 Completely Free, Forever",
    "Its GitHub repository at github.com/yoheinakajima/babyagi has accumulated over 20,000 stars and serves as a living archive of the autonomous agent movement's earliest and most important ideas."
   ],
   "stars_evidence": [
    "BabyAGI Pricing in 2026 \u2014 Completely Free, Forever",
    "Its GitHub repository at github.com/yoheinakajima/babyagi has accumulated over 20,000 stars and serves as a living archive of the autonomous agent movement's earliest and most important ideas."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://arxiv.gg/abs/2402.07939",
   "project": "UFO",
   "repository": "https://github.com/microsoft/UFO",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "We introduce UFO, an innovative UI-Focused agent to fulfill user requests tailored to applications on Windows OS, harnessing the capabilities of GPT-Vision.",
    "The open-source code for UFO is available on https://github.com/microsoft/UFO."
   ],
   "repository_evidence": [
    "We introduce UFO, an innovative UI-Focused agent to fulfill user requests tailored to applications on Windows OS, harnessing the capabilities of GPT-Vision.",
    "The open-source code for UFO is available on https://github.com/microsoft/UFO."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/msaelices/OpenManus",
   "project": "OpenManus",
   "repository": "https://github.com/mannaandpoem/OpenManus",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# msaelices/OpenManus",
    "# \ud83d\udc4b OpenManus",
    "@misc { openmanus2025 , author = { Xinbin Liang and Jinyu Xiang and Zhaoyang Yu and Jiayi Zhang and Sirui Hong } , title = { OpenManus: An open-source framework for building general AI agents } , year = { 2025 } , publisher = { GitHub } , journal = { GitHub repository } , howpublished = { \\url{https://github.com/mannaandpoem/OpenManus} } , }"
   ],
   "repository_evidence": [
    "# msaelices/OpenManus",
    "1. Clone the repository:",
    "git clone https://github.com/mannaandpoem/OpenManus.git cd OpenManus",
    "@misc { openmanus2025 , author = { Xinbin Liang and Jinyu Xiang and Zhaoyang Yu and Jiayi Zhang and Sirui Hong } , title = { OpenManus: An open-source framework for building general AI agents } , year = { 2025 } , publisher = { GitHub } , journal = { GitHub repository } , howpublished = { \\url{https://github.com/mannaandpoem/OpenManus} } , }"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/msaelices/OpenManus",
   "project": "OpenManus-RL",
   "repository": "https://github.com/OpenManus/OpenManus-RL",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# msaelices/OpenManus",
    "We're also excited to introduce [OpenManus-RL](https://github.com/OpenManus/OpenManus-RL), an open-source project dedicated to reinforcement learning (RL)- based (such as GRPO) tuning methods for LLM agents, developed collaboratively by researchers from UIUC and OpenManus."
   ],
   "repository_evidence": [
    "# msaelices/OpenManus",
    "We're also excited to introduce [OpenManus-RL](https://github.com/OpenManus/OpenManus-RL), an open-source project dedicated to reinforcement learning (RL)- based (such as GRPO) tuning methods for LLM agents, developed collaboratively by researchers from UIUC and OpenManus."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/msaelices/OpenManus",
   "project": "anthropic-computer-use",
   "repository": "https://github.com/anthropics/anthropic-quickstarts/tree/main/computer-use-demo",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# msaelices/OpenManus",
    "Thanks to [anthropic-computer-use](https://github.com/anthropics/anthropic-quickstarts/tree/main/computer-use-demo) and [browser-use](https://github.com/browser-use/browser-use) for providing basic support for this project!"
   ],
   "repository_evidence": [
    "# msaelices/OpenManus",
    "Thanks to [anthropic-computer-use](https://github.com/anthropics/anthropic-quickstarts/tree/main/computer-use-demo) and [browser-use](https://github.com/browser-use/browser-use) for providing basic support for this project!"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/msaelices/OpenManus",
   "project": "browser-use",
   "repository": "https://github.com/browser-use/browser-use",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# msaelices/OpenManus",
    "Thanks to [anthropic-computer-use](https://github.com/anthropics/anthropic-quickstarts/tree/main/computer-use-demo) and [browser-use](https://github.com/browser-use/browser-use) for providing basic support for this project!"
   ],
   "repository_evidence": [
    "# msaelices/OpenManus",
    "Thanks to [anthropic-computer-use](https://github.com/anthropics/anthropic-quickstarts/tree/main/computer-use-demo) and [browser-use](https://github.com/browser-use/browser-use) for providing basic support for this project!"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/hemuling%2Fawesome-ai-api-projects",
   "project": "botpress",
   "repository": "https://github.com/botpress/botpress",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-ai-api-projects",
    "A list of projects that can use various ai api \u53ef\u4ee5\u4f7f\u7528ai api\u7684\u5404\u79cd\u9879\u76ee\u5217\u8868",
    "- ## AI Agent",
    "  - ### Framework",
    "    - [botpress](/projects/github.com%2Fbotpress%2Fbotpress) - and-drop interface for visual programming, multi-channel support, natural language understanding, message API, multiple programming language support, and rich modules. | open | Web ui | Loacl, offical | [OpenAI](https://platform.openai.com/playground), [Google Gemini](https://ai.google.dev/gemini-api), [Claude](https://www.anthropic.com/), local models | ![GitHub last commit](https://img.shields.io/github/last-commit/botpress/botpress?label=%20) |"
   ],
   "repository_evidence": [
    "# awesome-ai-api-projects",
    "A list of projects that can use various ai api \u53ef\u4ee5\u4f7f\u7528ai api\u7684\u5404\u79cd\u9879\u76ee\u5217\u8868",
    "- ## AI Agent",
    "  - ### Framework",
    "    - [botpress](/projects/github.com%2Fbotpress%2Fbotpress) - and-drop interface for visual programming, multi-channel support, natural language understanding, message API, multiple programming language support, and rich modules. | open | Web ui | Loacl, offical | [OpenAI](https://platform.openai.com/playground), [Google Gemini](https://ai.google.dev/gemini-api), [Claude](https://www.anthropic.com/), local models | ![GitHub last commit](https://img.shields.io/github/last-commit/botpress/botpress?label=%20) |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/hemuling%2Fawesome-ai-api-projects",
   "project": "dify",
   "repository": "https://github.com/langgenius/dify",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-ai-api-projects",
    "A list of projects that can use various ai api \u53ef\u4ee5\u4f7f\u7528ai api\u7684\u5404\u79cd\u9879\u76ee\u5217\u8868",
    "- ## AI Agent",
    "  - ### Framework",
    "    - [dify](/projects/github.com%2Flanggenius%2Fdify) - and-drop interface, AI workflows, RAG pipelines, Agents, model management, observability features, etc. | open | Web ui | Both, offical | All models, local models | ![GitHub last commit](https://img.shields.io/github/last-commit/langgenius/dify?label=%20) |"
   ],
   "repository_evidence": [
    "# awesome-ai-api-projects",
    "A list of projects that can use various ai api \u53ef\u4ee5\u4f7f\u7528ai api\u7684\u5404\u79cd\u9879\u76ee\u5217\u8868",
    "- ## AI Agent",
    "  - ### Framework",
    "    - [dify](/projects/github.com%2Flanggenius%2Fdify) - and-drop interface, AI workflows, RAG pipelines, Agents, model management, observability features, etc. | open | Web ui | Both, offical | All models, local models | ![GitHub last commit](https://img.shields.io/github/last-commit/langgenius/dify?label=%20) |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/hemuling%2Fawesome-ai-api-projects",
   "project": "DB-GPT",
   "repository": "https://github.com/eosphoros-ai/DB-GPT",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-ai-api-projects",
    "A list of projects that can use various ai api \u53ef\u4ee5\u4f7f\u7528ai api\u7684\u5404\u79cd\u9879\u76ee\u5217\u8868",
    "- ## AI Agent",
    "  - ### Framework",
    "    - [DB-GPT](/projects/github.com%2Feosphoros-ai%2FDB-GPT) - Agents framework collaboration, AWEL (Intelligent Agent Workflow Orchestration), and various other technical capabilities. | open | Web ui | Both | All models, local models | ![GitHub last commit](https://img.shields.io/github/last-commit/eosphoros-ai/DB-GPT?label=%20) |"
   ],
   "repository_evidence": [
    "# awesome-ai-api-projects",
    "A list of projects that can use various ai api \u53ef\u4ee5\u4f7f\u7528ai api\u7684\u5404\u79cd\u9879\u76ee\u5217\u8868",
    "- ## AI Agent",
    "  - ### Framework",
    "    - [DB-GPT](/projects/github.com%2Feosphoros-ai%2FDB-GPT) - Agents framework collaboration, AWEL (Intelligent Agent Workflow Orchestration), and various other technical capabilities. | open | Web ui | Both | All models, local models | ![GitHub last commit](https://img.shields.io/github/last-commit/eosphoros-ai/DB-GPT?label=%20) |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/hemuling%2Fawesome-ai-api-projects",
   "project": "haystack",
   "repository": "https://github.com/deepset-ai/haystack",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-ai-api-projects",
    "A list of projects that can use various ai api \u53ef\u4ee5\u4f7f\u7528ai api\u7684\u5404\u79cd\u9879\u76ee\u5217\u8868",
    "- ## AI Agent",
    "  - ### Framework",
    "    - [haystack](/projects/github.com%2Fdeepset-ai%2Fhaystack) - ready LLM applications. Connect components (models, vector DBs, file converters), builde RAG, question answering, semantic search or conversational agent chatbots. | open | pip package | Both, offical | [OpenAI](https://platform.openai.com/playground), [Google Gemini](https://ai.google.dev/gemini-api), [Claude](https://www.anthropic.com/), local models | ![GitHub last commit](https://img.shields.io/github/last-commit/deepset-ai/haystack?label=%20) |"
   ],
   "repository_evidence": [
    "# awesome-ai-api-projects",
    "A list of projects that can use various ai api \u53ef\u4ee5\u4f7f\u7528ai api\u7684\u5404\u79cd\u9879\u76ee\u5217\u8868",
    "- ## AI Agent",
    "  - ### Framework",
    "    - [haystack](/projects/github.com%2Fdeepset-ai%2Fhaystack) - ready LLM applications. Connect components (models, vector DBs, file converters), builde RAG, question answering, semantic search or conversational agent chatbots. | open | pip package | Both, offical | [OpenAI](https://platform.openai.com/playground), [Google Gemini](https://ai.google.dev/gemini-api), [Claude](https://www.anthropic.com/), local models | ![GitHub last commit](https://img.shields.io/github/last-commit/deepset-ai/haystack?label=%20) |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/hemuling%2Fawesome-ai-api-projects",
   "project": "phidata",
   "repository": "https://github.com/phidatahq/phidata",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-ai-api-projects",
    "A list of projects that can use various ai api \u53ef\u4ee5\u4f7f\u7528ai api\u7684\u5404\u79cd\u9879\u76ee\u5217\u8868",
    "- ## AI Agent",
    "  - ### Framework",
    "    - [phidata](https://github.com/phidatahq/phidata) - term memory, RAG, function calling. | open | pip package | Local | Mainstream models, local models | ![GitHub last commit](https://img.shields.io/github/last-commit/phidatahq/phidata?label=%20) |"
   ],
   "repository_evidence": [
    "# awesome-ai-api-projects",
    "A list of projects that can use various ai api \u53ef\u4ee5\u4f7f\u7528ai api\u7684\u5404\u79cd\u9879\u76ee\u5217\u8868",
    "- ## AI Agent",
    "  - ### Framework",
    "    - [phidata](https://github.com/phidatahq/phidata) - term memory, RAG, function calling. | open | pip package | Local | Mainstream models, local models | ![GitHub last commit](https://img.shields.io/github/last-commit/phidatahq/phidata?label=%20) |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/hemuling%2Fawesome-ai-api-projects",
   "project": "MindSearch",
   "repository": "https://github.com/InternLM/MindSearch",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-ai-api-projects",
    "A list of projects that can use various ai api \u53ef\u4ee5\u4f7f\u7528ai api\u7684\u5404\u79cd\u9879\u76ee\u5217\u8868",
    "- ## AI Agent",
    "  - ### Search",
    "    - [MindSearch](/projects/github.com%2FInternLM%2FMindSearch) - based Multi-agent Framework of Web Search Engine | open | Web ui | Both | All models | ![GitHub last commit](https://img.shields.io/github/last-commit/InternLM/MindSearch?label=%20) |"
   ],
   "repository_evidence": [
    "# awesome-ai-api-projects",
    "A list of projects that can use various ai api \u53ef\u4ee5\u4f7f\u7528ai api\u7684\u5404\u79cd\u9879\u76ee\u5217\u8868",
    "- ## AI Agent",
    "  - ### Search",
    "    - [MindSearch](/projects/github.com%2FInternLM%2FMindSearch) - based Multi-agent Framework of Web Search Engine | open | Web ui | Both | All models | ![GitHub last commit](https://img.shields.io/github/last-commit/InternLM/MindSearch?label=%20) |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://firecrawl.dev/blog/best-open-source-agent-frameworks",
   "project": "LangGraph",
   "repository": "https://github.com/langchain-ai/langgraph",
   "stars": "33900",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "The best open source frameworks for building AI agents in 2026",
    "Top 10 open source frameworks to build AI agents",
    "[LangGraph](https://github.com/langchain-ai/langgraph) is a specialized agent framework within the LangChain ecosystem."
   ],
   "repository_evidence": [
    "The best open source frameworks for building AI agents in 2026",
    "Top 10 open source frameworks to build AI agents",
    "[LangGraph](https://github.com/langchain-ai/langgraph) is a specialized agent framework within the LangChain ecosystem."
   ],
   "stars_evidence": [
    "The best open source frameworks for building AI agents in 2026",
    "Top 10 open source frameworks to build AI agents",
    "Released in 2024, it has over 33,900 GitHub stars and 34.5 million monthly downloads."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://firecrawl.dev/blog/best-open-source-agent-frameworks",
   "project": "OpenAI Agents SDK",
   "repository": "https://github.com/openai/openai-agents-python",
   "stars": "26900",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "The best open source frameworks for building AI agents in 2026",
    "Top 10 open source frameworks to build AI agents",
    "The [OpenAI Agents SDK](https://github.com/openai/openai-agents-python) is a lightweight Python framework released in March 2025 with over 26,900 GitHub stars and 10.3 million monthly downloads."
   ],
   "repository_evidence": [
    "The best open source frameworks for building AI agents in 2026",
    "Top 10 open source frameworks to build AI agents",
    "The [OpenAI Agents SDK](https://github.com/openai/openai-agents-python) is a lightweight Python framework released in March 2025 with over 26,900 GitHub stars and 10.3 million monthly downloads."
   ],
   "stars_evidence": [
    "The best open source frameworks for building AI agents in 2026",
    "Top 10 open source frameworks to build AI agents",
    "The [OpenAI Agents SDK](https://github.com/openai/openai-agents-python) is a lightweight Python framework released in March 2025 with over 26,900 GitHub stars and 10.3 million monthly downloads."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://firecrawl.dev/blog/best-open-source-agent-frameworks",
   "project": "AutoGen",
   "repository": "https://github.com/microsoft/autogen",
   "stars": "58700",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "The best open source frameworks for building AI agents in 2026",
    "Top 10 open source frameworks to build AI agents",
    "[AutoGen](https://github.com/microsoft/autogen) is a multi-agent conversation framework developed by Microsoft Research."
   ],
   "repository_evidence": [
    "The best open source frameworks for building AI agents in 2026",
    "Top 10 open source frameworks to build AI agents",
    "[AutoGen](https://github.com/microsoft/autogen) is a multi-agent conversation framework developed by Microsoft Research."
   ],
   "stars_evidence": [
    "The best open source frameworks for building AI agents in 2026",
    "Top 10 open source frameworks to build AI agents",
    "Released in September 2023, it has grown to over 58,700 GitHub stars and 856,000 monthly downloads."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://firecrawl.dev/blog/best-open-source-agent-frameworks",
   "project": "CrewAI",
   "repository": "https://github.com/crewAIInc/crewAI",
   "stars": "52800",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "The best open source frameworks for building AI agents in 2026",
    "Top 10 open source frameworks to build AI agents",
    "[CrewAI](https://github.com/crewAIInc/crewAI) orchestrates role-playing AI agents for collaborative tasks."
   ],
   "repository_evidence": [
    "The best open source frameworks for building AI agents in 2026",
    "Top 10 open source frameworks to build AI agents",
    "[CrewAI](https://github.com/crewAIInc/crewAI) orchestrates role-playing AI agents for collaborative tasks."
   ],
   "stars_evidence": [
    "The best open source frameworks for building AI agents in 2026",
    "Top 10 open source frameworks to build AI agents",
    "Launched in early 2024, it has over 52,800 GitHub stars and 5.2 million monthly downloads."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://firecrawl.dev/blog/best-open-source-agent-frameworks",
   "project": "Google Agent Development Kit (ADK)",
   "repository": "https://github.com/google/adk-python",
   "stars": "20000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "The best open source frameworks for building AI agents in 2026",
    "Top 10 open source frameworks to build AI agents",
    "The [Google Agent Dev Kit (ADK)](https://github.com/google/adk-python) was announced in April 2025 and has grown to 20,000 GitHub stars with 3.3 million monthly downloads."
   ],
   "repository_evidence": [
    "The best open source frameworks for building AI agents in 2026",
    "Top 10 open source frameworks to build AI agents",
    "The [Google Agent Dev Kit (ADK)](https://github.com/google/adk-python) was announced in April 2025 and has grown to 20,000 GitHub stars with 3.3 million monthly downloads."
   ],
   "stars_evidence": [
    "The best open source frameworks for building AI agents in 2026",
    "Top 10 open source frameworks to build AI agents",
    "The [Google Agent Dev Kit (ADK)](https://github.com/google/adk-python) was announced in April 2025 and has grown to 20,000 GitHub stars with 3.3 million monthly downloads."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://firecrawl.dev/blog/best-open-source-agent-frameworks",
   "project": "Dify",
   "repository": "https://github.com/langgenius/dify",
   "stars": "144000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "The best open source frameworks for building AI agents in 2026",
    "Top 10 open source frameworks to build AI agents",
    "[Dify](https://github.com/langgenius/dify) is a low-code platform for creating AI agents with over 144,000 GitHub stars."
   ],
   "repository_evidence": [
    "The best open source frameworks for building AI agents in 2026",
    "Top 10 open source frameworks to build AI agents",
    "[Dify](https://github.com/langgenius/dify) is a low-code platform for creating AI agents with over 144,000 GitHub stars."
   ],
   "stars_evidence": [
    "The best open source frameworks for building AI agents in 2026",
    "Top 10 open source frameworks to build AI agents",
    "[Dify](https://github.com/langgenius/dify) is a low-code platform for creating AI agents with over 144,000 GitHub stars."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://firecrawl.dev/blog/best-open-source-agent-frameworks",
   "project": "Mastra",
   "repository": "https://github.com/mastra-ai/mastra",
   "stars": "24800",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "The best open source frameworks for building AI agents in 2026",
    "Top 10 open source frameworks to build AI agents",
    "[Mastra](https://github.com/mastra-ai/mastra) is a TypeScript-first agent framework built by the team behind Gatsby (the React static site generator)."
   ],
   "repository_evidence": [
    "The best open source frameworks for building AI agents in 2026",
    "Top 10 open source frameworks to build AI agents",
    "[Mastra](https://github.com/mastra-ai/mastra) is a TypeScript-first agent framework built by the team behind Gatsby (the React static site generator)."
   ],
   "stars_evidence": [
    "The best open source frameworks for building AI agents in 2026",
    "Top 10 open source frameworks to build AI agents",
    "| Mastra | 24.8k | 1.77M | \u2022 TypeScript-first \u2022 Graph-based workflows \u2022 `.network()` multi-agent routing | \u2022 Replit Agent 3 \u2022 Marsh McLennan (75k employees) | JavaScript/TypeScript agent development |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://firecrawl.dev/blog/best-open-source-agent-frameworks",
   "project": "Smolagents",
   "repository": "https://github.com/huggingface/smolagents",
   "stars": "27700",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "The best open source frameworks for building AI agents in 2026",
    "Top 10 open source frameworks to build AI agents",
    "[Smolagents](https://github.com/huggingface/smolagents) is Hugging Face's take on what an agent framework should look like at its simplest."
   ],
   "repository_evidence": [
    "The best open source frameworks for building AI agents in 2026",
    "Top 10 open source frameworks to build AI agents",
    "[Smolagents](https://github.com/huggingface/smolagents) is Hugging Face's take on what an agent framework should look like at its simplest."
   ],
   "stars_evidence": [
    "The best open source frameworks for building AI agents in 2026",
    "Top 10 open source frameworks to build AI agents",
    "Released in January 2025, it has grown to over 27,700 GitHub stars."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://firecrawl.dev/blog/best-open-source-agent-frameworks",
   "project": "Semantic Kernel",
   "repository": "https://github.com/microsoft/semantic-kernel",
   "stars": "28100",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "The best open source frameworks for building AI agents in 2026",
    "Top 10 open source frameworks to build AI agents",
    "[Semantic Kernel](https://github.com/microsoft/semantic-kernel) is Microsoft's enterprise-oriented agent framework and the only one on this list with first-class support for C#, Python, and Java."
   ],
   "repository_evidence": [
    "The best open source frameworks for building AI agents in 2026",
    "Top 10 open source frameworks to build AI agents",
    "[Semantic Kernel](https://github.com/microsoft/semantic-kernel) is Microsoft's enterprise-oriented agent framework and the only one on this list with first-class support for C#, Python, and Java."
   ],
   "stars_evidence": [
    "The best open source frameworks for building AI agents in 2026",
    "Top 10 open source frameworks to build AI agents",
    "| Semantic Kernel | 28.1k | N/A** | \u2022 Multi-language (C#, Python, Java) \u2022 Skill-based architecture \u2022 Azure ecosystem integration | \u2022 Enterprise .NET deployments \u2022 Microsoft 365 integrations | .NET shops and enterprise teams on Azure |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://firecrawl.dev/blog/best-open-source-agent-frameworks",
   "project": "Haystack",
   "repository": "https://github.com/deepset-ai/haystack",
   "stars": "25500",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "The best open source frameworks for building AI agents in 2026",
    "Top 10 open source frameworks to build AI agents",
    "[Haystack](https://github.com/deepset-ai/haystack) by deepset is the most RAG-native framework on this list."
   ],
   "repository_evidence": [
    "The best open source frameworks for building AI agents in 2026",
    "Top 10 open source frameworks to build AI agents",
    "[Haystack](https://github.com/deepset-ai/haystack) by deepset is the most RAG-native framework on this list."
   ],
   "stars_evidence": [
    "The best open source frameworks for building AI agents in 2026",
    "Top 10 open source frameworks to build AI agents",
    "| Haystack | 25.5k | ~1.5M | \u2022 Pipeline-based NLP components \u2022 All major vector DB connectors \u2022 Hybrid search and PDF ingestion | \u2022 Internal knowledge bases \u2022 Legal and financial document search | RAG-first and document-processing workloads |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://crewhaus.ai/docs/reference/ai-harness-systems",
   "project": "LangChain",
   "repository": "langchain-ai/langchain",
   "stars": "135000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "AI Harnesses for Production Agent Systems",
    "Comparative landscape",
    "| **LangChain** | `langchain-ai/langchain` | Python, JS/TS | High-level framework for agents and LLM apps; broad integrations; common entry point into LangGraph-backed execution | MIT | 135k\u2605 GitHub | No neutral public framework benchmark surfaced in primary sources reviewed |"
   ],
   "repository_evidence": [
    "AI Harnesses for Production Agent Systems",
    "Comparative landscape",
    "| **LangChain** | `langchain-ai/langchain` | Python, JS/TS | High-level framework for agents and LLM apps; broad integrations; common entry point into LangGraph-backed execution | MIT | 135k\u2605 GitHub | No neutral public framework benchmark surfaced in primary sources reviewed |"
   ],
   "stars_evidence": [
    "AI Harnesses for Production Agent Systems",
    "Comparative landscape",
    "| **LangChain** | `langchain-ai/langchain` | Python, JS/TS | High-level framework for agents and LLM apps; broad integrations; common entry point into LangGraph-backed execution | MIT | 135k\u2605 GitHub | No neutral public framework benchmark surfaced in primary sources reviewed |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://crewhaus.ai/docs/reference/ai-harness-systems",
   "project": "LangGraph",
   "repository": "langchain-ai/langgraph",
   "stars": "30900",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "AI Harnesses for Production Agent Systems",
    "Comparative landscape",
    "| **LangGraph** | `langchain-ai/langgraph` | Python, JS/TS | Low-level stateful graph orchestration, durable execution, checkpointing, HITL, streaming | MIT | 30.9k\u2605 GitHub | LangChain\u2019s modified \u03c4-bench benchmark reported supervisor-architecture gains of about 50%; useful signal, but not a neutral cross-framework comparison |"
   ],
   "repository_evidence": [
    "AI Harnesses for Production Agent Systems",
    "Comparative landscape",
    "| **LangGraph** | `langchain-ai/langgraph` | Python, JS/TS | Low-level stateful graph orchestration, durable execution, checkpointing, HITL, streaming | MIT | 30.9k\u2605 GitHub | LangChain\u2019s modified \u03c4-bench benchmark reported supervisor-architecture gains of about 50%; useful signal, but not a neutral cross-framework comparison |"
   ],
   "stars_evidence": [
    "AI Harnesses for Production Agent Systems",
    "Comparative landscape",
    "| **LangGraph** | `langchain-ai/langgraph` | Python, JS/TS | Low-level stateful graph orchestration, durable execution, checkpointing, HITL, streaming | MIT | 30.9k\u2605 GitHub | LangChain\u2019s modified \u03c4-bench benchmark reported supervisor-architecture gains of about 50%; useful signal, but not a neutral cross-framework comparison |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://crewhaus.ai/docs/reference/ai-harness-systems",
   "project": "AutoGen",
   "repository": "microsoft/autogen",
   "stars": "57600",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "AI Harnesses for Production Agent Systems",
    "Comparative landscape",
    "| **AutoGen** | `microsoft/autogen` | Python, .NET | Multi-agent conversations, customizable interaction patterns, tools, code execution, GraphFlow-era orchestration | MIT code + CC-BY docs/signaling on repo page | 57.6k\u2605 GitHub | Paper reports better results than single-LLM methods across pilot applications, but not a single standardized benchmark number |"
   ],
   "repository_evidence": [
    "AI Harnesses for Production Agent Systems",
    "Comparative landscape",
    "| **AutoGen** | `microsoft/autogen` | Python, .NET | Multi-agent conversations, customizable interaction patterns, tools, code execution, GraphFlow-era orchestration | MIT code + CC-BY docs/signaling on repo page | 57.6k\u2605 GitHub | Paper reports better results than single-LLM methods across pilot applications, but not a single standardized benchmark number |"
   ],
   "stars_evidence": [
    "AI Harnesses for Production Agent Systems",
    "Comparative landscape",
    "| **AutoGen** | `microsoft/autogen` | Python, .NET | Multi-agent conversations, customizable interaction patterns, tools, code execution, GraphFlow-era orchestration | MIT code + CC-BY docs/signaling on repo page | 57.6k\u2605 GitHub | Paper reports better results than single-LLM methods across pilot applications, but not a single standardized benchmark number |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://crewhaus.ai/docs/reference/ai-harness-systems",
   "project": "LlamaIndex",
   "repository": "run-llama/llama_index",
   "stars": "49100",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "AI Harnesses for Production Agent Systems",
    "Comparative landscape",
    "| **LlamaIndex** | `run-llama/llama_index` | Python | Data-centric/RAG framework, agents, agent workflows, event-driven workflows, OTel integration, deployment guides | MIT | 49.1k\u2605 GitHub | No neutral public framework benchmark surfaced in primary sources reviewed |"
   ],
   "repository_evidence": [
    "AI Harnesses for Production Agent Systems",
    "Comparative landscape",
    "| **LlamaIndex** | `run-llama/llama_index` | Python | Data-centric/RAG framework, agents, agent workflows, event-driven workflows, OTel integration, deployment guides | MIT | 49.1k\u2605 GitHub | No neutral public framework benchmark surfaced in primary sources reviewed |"
   ],
   "stars_evidence": [
    "AI Harnesses for Production Agent Systems",
    "Comparative landscape",
    "| **LlamaIndex** | `run-llama/llama_index` | Python | Data-centric/RAG framework, agents, agent workflows, event-driven workflows, OTel integration, deployment guides | MIT | 49.1k\u2605 GitHub | No neutral public framework benchmark surfaced in primary sources reviewed |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://crewhaus.ai/docs/reference/ai-harness-systems",
   "project": "Haystack",
   "repository": "deepset-ai/haystack",
   "stars": "25000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "AI Harnesses for Production Agent Systems",
    "Comparative landscape",
    "| **Haystack** | `deepset-ai/haystack` | Python | Modular components and pipelines, routers, agents, evaluation, tracing, explicit control over retrieval/memory/generation | Apache-2.0 | 25k\u2605 GitHub | No neutral public framework benchmark surfaced in primary sources reviewed |"
   ],
   "repository_evidence": [
    "AI Harnesses for Production Agent Systems",
    "Comparative landscape",
    "| **Haystack** | `deepset-ai/haystack` | Python | Modular components and pipelines, routers, agents, evaluation, tracing, explicit control over retrieval/memory/generation | Apache-2.0 | 25k\u2605 GitHub | No neutral public framework benchmark surfaced in primary sources reviewed |"
   ],
   "stars_evidence": [
    "AI Harnesses for Production Agent Systems",
    "Comparative landscape",
    "| **Haystack** | `deepset-ai/haystack` | Python | Modular components and pipelines, routers, agents, evaluation, tracing, explicit control over retrieval/memory/generation | Apache-2.0 | 25k\u2605 GitHub | No neutral public framework benchmark surfaced in primary sources reviewed |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://crewhaus.ai/docs/reference/ai-harness-systems",
   "project": "CrewAI",
   "repository": "crewAIInc/crewAI",
   "stars": "50400",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "AI Harnesses for Production Agent Systems",
    "Comparative landscape",
    "| **CrewAI** | `crewAIInc/crewAI` | Python | Multi-agent crews plus structured event-driven flows, guardrails, memory, knowledge, observability, commercial AMP extension | Open-source framework; commercial AMP available | 50.4k\u2605 GitHub; README claims 100k+ certified developers | No neutral public framework benchmark surfaced in primary sources reviewed |"
   ],
   "repository_evidence": [
    "AI Harnesses for Production Agent Systems",
    "Comparative landscape",
    "| **CrewAI** | `crewAIInc/crewAI` | Python | Multi-agent crews plus structured event-driven flows, guardrails, memory, knowledge, observability, commercial AMP extension | Open-source framework; commercial AMP available | 50.4k\u2605 GitHub; README claims 100k+ certified developers | No neutral public framework benchmark surfaced in primary sources reviewed |"
   ],
   "stars_evidence": [
    "AI Harnesses for Production Agent Systems",
    "Comparative landscape",
    "| **CrewAI** | `crewAIInc/crewAI` | Python | Multi-agent crews plus structured event-driven flows, guardrails, memory, knowledge, observability, commercial AMP extension | Open-source framework; commercial AMP available | 50.4k\u2605 GitHub; README claims 100k+ certified developers | No neutral public framework benchmark surfaced in primary sources reviewed |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://crewhaus.ai/docs/reference/ai-harness-systems",
   "project": "DSPy",
   "repository": "stanfordnlp/dspy",
   "stars": "34100",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "AI Harnesses for Production Agent Systems",
    "Comparative landscape",
    "| **DSPy** | `stanfordnlp/dspy` | Python | Declarative LM programs, program optimization, assertions, evaluation, ReAct/RAG/agent modules | MIT | 34.1k\u2605 GitHub | MIPRO paper reports up to **+13% accuracy** on five of seven multi-stage LM programs using Llama-3-8B |"
   ],
   "repository_evidence": [
    "AI Harnesses for Production Agent Systems",
    "Comparative landscape",
    "| **DSPy** | `stanfordnlp/dspy` | Python | Declarative LM programs, program optimization, assertions, evaluation, ReAct/RAG/agent modules | MIT | 34.1k\u2605 GitHub | MIPRO paper reports up to **+13% accuracy** on five of seven multi-stage LM programs using Llama-3-8B |"
   ],
   "stars_evidence": [
    "AI Harnesses for Production Agent Systems",
    "Comparative landscape",
    "| **DSPy** | `stanfordnlp/dspy` | Python | Declarative LM programs, program optimization, assertions, evaluation, ReAct/RAG/agent modules | MIT | 34.1k\u2605 GitHub | MIPRO paper reports up to **+13% accuracy** on five of seven multi-stage LM programs using Llama-3-8B |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://crewhaus.ai/docs/reference/ai-harness-systems",
   "project": "OpenAI Agents SDK",
   "repository": "openai/openai-agents-python",
   "stars": "25600",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "AI Harnesses for Production Agent Systems",
    "Comparative landscape",
    "| **OpenAI Agents SDK** | `openai/openai-agents-python` | Python, JS/TS | Agents, tools, handoffs, guardrails, human review, sessions, tracing, realtime agents, sandbox agents | MIT | 25.6k\u2605 GitHub (Python SDK) | No standardized public framework benchmark cited in official docs reviewed |"
   ],
   "repository_evidence": [
    "AI Harnesses for Production Agent Systems",
    "Comparative landscape",
    "| **OpenAI Agents SDK** | `openai/openai-agents-python` | Python, JS/TS | Agents, tools, handoffs, guardrails, human review, sessions, tracing, realtime agents, sandbox agents | MIT | 25.6k\u2605 GitHub (Python SDK) | No standardized public framework benchmark cited in official docs reviewed |"
   ],
   "stars_evidence": [
    "AI Harnesses for Production Agent Systems",
    "Comparative landscape",
    "| **OpenAI Agents SDK** | `openai/openai-agents-python` | Python, JS/TS | Agents, tools, handoffs, guardrails, human review, sessions, tracing, realtime agents, sandbox agents | MIT | 25.6k\u2605 GitHub (Python SDK) | No standardized public framework benchmark cited in official docs reviewed |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://crewhaus.ai/docs/reference/ai-harness-systems",
   "project": "Microsoft Agent Framework",
   "repository": "microsoft/agent-framework",
   "stars": "10000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "AI Harnesses for Production Agent Systems",
    "Comparative landscape",
    "| **Microsoft Agent Framework** | `microsoft/agent-framework` | Python, .NET | Graph-based workflows, checkpointing, time travel, OTel, middleware, A2A/MCP, multiple providers, hosting paths | MIT | 10k\u2605 GitHub; successor to Semantic Kernel\u2019s 27.8k\u2605 legacy repo | Microsoft\u2019s migration guide claims better performance and memory behavior than the Semantic Kernel agent layer, but no neutral public benchmark was found |"
   ],
   "repository_evidence": [
    "AI Harnesses for Production Agent Systems",
    "Comparative landscape",
    "| **Microsoft Agent Framework** | `microsoft/agent-framework` | Python, .NET | Graph-based workflows, checkpointing, time travel, OTel, middleware, A2A/MCP, multiple providers, hosting paths | MIT | 10k\u2605 GitHub; successor to Semantic Kernel\u2019s 27.8k\u2605 legacy repo | Microsoft\u2019s migration guide claims better performance and memory behavior than the Semantic Kernel agent layer, but no neutral public benchmark was found |"
   ],
   "stars_evidence": [
    "AI Harnesses for Production Agent Systems",
    "Comparative landscape",
    "| **Microsoft Agent Framework** | `microsoft/agent-framework` | Python, .NET | Graph-based workflows, checkpointing, time travel, OTel, middleware, A2A/MCP, multiple providers, hosting paths | MIT | 10k\u2605 GitHub; successor to Semantic Kernel\u2019s 27.8k\u2605 legacy repo | Microsoft\u2019s migration guide claims better performance and memory behavior than the Semantic Kernel agent layer, but no neutral public benchmark was found |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://crewhaus.ai/docs/reference/ai-harness-systems",
   "project": "Google ADK",
   "repository": "google/adk-python",
   "stars": "19400",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "AI Harnesses for Production Agent Systems",
    "Comparative landscape",
    "| **Google ADK** | `google/adk-python` | Python, plus Java/Go/TS ecosystem | Code-first, model/deployment-agnostic, tools, tool confirmation, multi-agent hierarchies, Cloud Run and Agent Engine deployment, evaluation workflows | Apache-2.0 | 19.4k\u2605 GitHub; Google says ADK exceeded 7M downloads | No neutral public framework benchmark surfaced in primary sources reviewed |"
   ],
   "repository_evidence": [
    "AI Harnesses for Production Agent Systems",
    "Comparative landscape",
    "| **Google ADK** | `google/adk-python` | Python, plus Java/Go/TS ecosystem | Code-first, model/deployment-agnostic, tools, tool confirmation, multi-agent hierarchies, Cloud Run and Agent Engine deployment, evaluation workflows | Apache-2.0 | 19.4k\u2605 GitHub; Google says ADK exceeded 7M downloads | No neutral public framework benchmark surfaced in primary sources reviewed |"
   ],
   "stars_evidence": [
    "AI Harnesses for Production Agent Systems",
    "Comparative landscape",
    "| **Google ADK** | `google/adk-python` | Python, plus Java/Go/TS ecosystem | Code-first, model/deployment-agnostic, tools, tool confirmation, multi-agent hierarchies, Cloud Run and Agent Engine deployment, evaluation workflows | Apache-2.0 | 19.4k\u2605 GitHub; Google says ADK exceeded 7M downloads | No neutral public framework benchmark surfaced in primary sources reviewed |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://crewhaus.ai/docs/reference/ai-harness-systems",
   "project": "Semantic Kernel",
   "repository": null,
   "stars": "27800",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "AI Harnesses for Production Agent Systems",
    "Comparative landscape",
    "| **Microsoft Agent Framework** | `microsoft/agent-framework` | Python, .NET | Graph-based workflows, checkpointing, time travel, OTel, middleware, A2A/MCP, multiple providers, hosting paths | MIT | 10k\u2605 GitHub; successor to Semantic Kernel\u2019s 27.8k\u2605 legacy repo | Microsoft\u2019s migration guide claims better performance and memory behavior than the Semantic Kernel agent layer, but no neutral public benchmark was found |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "AI Harnesses for Production Agent Systems",
    "Comparative landscape",
    "| **Microsoft Agent Framework** | `microsoft/agent-framework` | Python, .NET | Graph-based workflows, checkpointing, time travel, OTel, middleware, A2A/MCP, multiple providers, hosting paths | MIT | 10k\u2605 GitHub; successor to Semantic Kernel\u2019s 27.8k\u2605 legacy repo | Microsoft\u2019s migration guide claims better performance and memory behavior than the Semantic Kernel agent layer, but no neutral public benchmark was found |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://techsy.io/es/blog/best-ai-agent-frameworks-2026",
   "project": "LangGraph",
   "repository": null,
   "stars": "24800",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "The 11 Best AI Agent Frameworks in 2026 (with the 3 to Skip)",
    "## TL;DR: The 11 AI Agent Frameworks at a Glance",
    "| Rank | Framework | Language | Best for | GitHub stars | MCP native | Production-ready | Skip if |",
    "| 1 | LangGraph | Python (TS port) | Stateful, durable workflows | 24.8k | Yes | Yes (Klarna, Uber, LinkedIn) | TypeScript-first team |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "The 11 Best AI Agent Frameworks in 2026 (with the 3 to Skip)",
    "## TL;DR: The 11 AI Agent Frameworks at a Glance",
    "| Rank | Framework | Language | Best for | GitHub stars | MCP native | Production-ready | Skip if |",
    "| 1 | LangGraph | Python (TS port) | Stateful, durable workflows | 24.8k | Yes | Yes (Klarna, Uber, LinkedIn) | TypeScript-first team |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://techsy.io/es/blog/best-ai-agent-frameworks-2026",
   "project": "Claude Agent SDK",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "The 11 Best AI Agent Frameworks in 2026 (with the 3 to Skip)",
    "## TL;DR: The 11 AI Agent Frameworks at a Glance",
    "| Rank | Framework | Language | Best for | GitHub stars | MCP native | Production-ready | Skip if |",
    "| 2 | Claude Agent SDK | Python + TS | Anthropic-native (hooks, skills, MCP) | (Anthropic) | Yes | Yes (Claude Code itself) | Multi-provider build |"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://techsy.io/es/blog/best-ai-agent-frameworks-2026",
   "project": "CrewAI",
   "repository": null,
   "stars": "44300",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "The 11 Best AI Agent Frameworks in 2026 (with the 3 to Skip)",
    "## TL;DR: The 11 AI Agent Frameworks at a Glance",
    "| Rank | Framework | Language | Best for | GitHub stars | MCP native | Production-ready | Skip if |",
    "| 3 | CrewAI | Python | Role-based multi-agent prototypes | 44.3k | Shim | Yes (with care) | Need stateful loops / HITL |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "The 11 Best AI Agent Frameworks in 2026 (with the 3 to Skip)",
    "## TL;DR: The 11 AI Agent Frameworks at a Glance",
    "| Rank | Framework | Language | Best for | GitHub stars | MCP native | Production-ready | Skip if |",
    "| 3 | CrewAI | Python | Role-based multi-agent prototypes | 44.3k | Shim | Yes (with care) | Need stateful loops / HITL |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://techsy.io/es/blog/best-ai-agent-frameworks-2026",
   "project": "OpenAI Agents SDK",
   "repository": null,
   "stars": "19000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "The 11 Best AI Agent Frameworks in 2026 (with the 3 to Skip)",
    "## TL;DR: The 11 AI Agent Frameworks at a Glance",
    "| Rank | Framework | Language | Best for | GitHub stars | MCP native | Production-ready | Skip if |",
    "| 4 | OpenAI Agents SDK | Python (TS) | OpenAI-native production runtime | 19k | Yes | Yes | Multi-provider build |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "The 11 Best AI Agent Frameworks in 2026 (with the 3 to Skip)",
    "## TL;DR: The 11 AI Agent Frameworks at a Glance",
    "| Rank | Framework | Language | Best for | GitHub stars | MCP native | Production-ready | Skip if |",
    "| 4 | OpenAI Agents SDK | Python (TS) | OpenAI-native production runtime | 19k | Yes | Yes | Multi-provider build |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://techsy.io/es/blog/best-ai-agent-frameworks-2026",
   "project": "Mastra",
   "repository": "https://github.com/mastra-ai/mastra",
   "stars": "21200",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "The 11 Best AI Agent Frameworks in 2026 (with the 3 to Skip)",
    "## TL;DR: The 11 AI Agent Frameworks at a Glance",
    "| Rank | Framework | Language | Best for | GitHub stars | MCP native | Production-ready | Skip if |",
    "| 5 | Mastra | TypeScript | TS-first agents (Replit, PayPal) | 21.2k | Yes | Yes (150k weekly npm) | Python-default team |"
   ],
   "repository_evidence": [
    "## 5. Mastra: the TypeScript leader",
    "Named enterprise users (Replit, PayPal, Adobe) on the [Mastra GitHub repo](https://github.com/mastra-ai/mastra)."
   ],
   "stars_evidence": [
    "The 11 Best AI Agent Frameworks in 2026 (with the 3 to Skip)",
    "## TL;DR: The 11 AI Agent Frameworks at a Glance",
    "| Rank | Framework | Language | Best for | GitHub stars | MCP native | Production-ready | Skip if |",
    "| 5 | Mastra | TypeScript | TS-first agents (Replit, PayPal) | 21.2k | Yes | Yes (150k weekly npm) | Python-default team |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://techsy.io/es/blog/best-ai-agent-frameworks-2026",
   "project": "Pydantic AI",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "The 11 Best AI Agent Frameworks in 2026 (with the 3 to Skip)",
    "## TL;DR: The 11 AI Agent Frameworks at a Glance",
    "| Rank | Framework | Language | Best for | GitHub stars | MCP native | Production-ready | Skip if |",
    "| 6 | Pydantic AI | Python | Type-safe single-agent | (Pydantic) | Yes | Yes | Need orchestration |"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://techsy.io/es/blog/best-ai-agent-frameworks-2026",
   "project": "Google ADK",
   "repository": null,
   "stars": "17800",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "The 11 Best AI Agent Frameworks in 2026 (with the 3 to Skip)",
    "## TL;DR: The 11 AI Agent Frameworks at a Glance",
    "| Rank | Framework | Language | Best for | GitHub stars | MCP native | Production-ready | Skip if |",
    "| 7 | Google ADK | Python | GCP / Gemini stack | 17.8k | Partial | Yes | Not on GCP |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "The 11 Best AI Agent Frameworks in 2026 (with the 3 to Skip)",
    "## TL;DR: The 11 AI Agent Frameworks at a Glance",
    "| Rank | Framework | Language | Best for | GitHub stars | MCP native | Production-ready | Skip if |",
    "| 7 | Google ADK | Python | GCP / Gemini stack | 17.8k | Partial | Yes | Not on GCP |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://techsy.io/es/blog/best-ai-agent-frameworks-2026",
   "project": "AG2",
   "repository": null,
   "stars": "54600",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "The 11 Best AI Agent Frameworks in 2026 (with the 3 to Skip)",
    "## TL;DR: The 11 AI Agent Frameworks at a Glance",
    "| Rank | Framework | Language | Best for | GitHub stars | MCP native | Production-ready | Skip if |",
    "| 8 | AG2 (was AutoGen) | Python | Research-grade conversation patterns | 54.6k (combined) | Shim | Mixed | High-volume user-facing |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "The 11 Best AI Agent Frameworks in 2026 (with the 3 to Skip)",
    "## TL;DR: The 11 AI Agent Frameworks at a Glance",
    "| Rank | Framework | Language | Best for | GitHub stars | MCP native | Production-ready | Skip if |",
    "| 8 | AG2 (was AutoGen) | Python | Research-grade conversation patterns | 54.6k (combined) | Shim | Mixed | High-volume user-facing |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://techsy.io/es/blog/best-ai-agent-frameworks-2026",
   "project": "LlamaIndex Agents",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "The 11 Best AI Agent Frameworks in 2026 (with the 3 to Skip)",
    "## TL;DR: The 11 AI Agent Frameworks at a Glance",
    "| Rank | Framework | Language | Best for | GitHub stars | MCP native | Production-ready | Skip if |",
    "| 9 | LlamaIndex Agents | Python | RAG-grounded agents | (LlamaIndex) | Shim | Yes | Non-retrieval agents |"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://techsy.io/es/blog/best-ai-agent-frameworks-2026",
   "project": "Strands Agents",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "The 11 Best AI Agent Frameworks in 2026 (with the 3 to Skip)",
    "## TL;DR: The 11 AI Agent Frameworks at a Glance",
    "| Rank | Framework | Language | Best for | GitHub stars | MCP native | Production-ready | Skip if |",
    "| 10 | Strands + AgentCore | Python | AWS-native (IAM/VPC/secrets) | (AWS) | Yes | Yes | Not on AWS |"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://techsy.io/es/blog/best-ai-agent-frameworks-2026",
   "project": "Smolagents",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "The 11 Best AI Agent Frameworks in 2026 (with the 3 to Skip)",
    "## TL;DR: The 11 AI Agent Frameworks at a Glance",
    "| Rank | Framework | Language | Best for | GitHub stars | MCP native | Production-ready | Skip if |",
    "| 11 | Smolagents | Python | Minimal, code-first execution | (HuggingFace) | Shim | No | Production / multi-agent |"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://buildmvpfast.com/blog/open-source-coding-agent-alternatives-copilot-cursor-opencode-2026",
   "project": "OpenCode",
   "repository": null,
   "stars": "140000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Open Source Coding Agent Alternatives to Copilot and Cursor in 2026",
    "A practical comparison of OpenCode, Cline, Aider, Kilo Code, OpenHands, Goose, SWE-agent, Tabby, and other open-source coding agents.",
    "OpenCode is the obvious signal."
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "Open Source Coding Agent Alternatives to Copilot and Cursor in 2026",
    "A practical comparison of OpenCode, Cline, Aider, Kilo Code, OpenHands, Goose, SWE-agent, Tabby, and other open-source coding agents.",
    "The same page says OpenCode has more than 140,000 GitHub stars, 850 contributors, and 6.5 million monthly developers."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://libhunt.com/compare-mcp-agent-vs-beeai-framework",
   "project": "mcp-agent",
   "repository": "https://github.com/lastmile-ai/mcp-agent",
   "stars": "8370",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "SaaSHub - Software Alternatives and Reviews",
    "| [mcp-agent](/r/mcp-agent) | | [beeai-framework](/r/beeai-framework) |",
    "Earlier this year, we shared mcp-agent(https://github.com/lastmile-ai/mcp-agent) [1][2], a lightweight framework for building agents with MCP."
   ],
   "repository_evidence": [
    "SaaSHub - Software Alternatives and Reviews",
    "| [mcp-agent](/r/mcp-agent) | | [beeai-framework](/r/beeai-framework) |",
    "Earlier this year, we shared mcp-agent(https://github.com/lastmile-ai/mcp-agent) [1][2], a lightweight framework for building agents with MCP."
   ],
   "stars_evidence": [
    "SaaSHub - Software Alternatives and Reviews",
    "| [mcp-agent](/r/mcp-agent) | | [beeai-framework](/r/beeai-framework) |",
    "| 8,370 | | 3,288 |",
    "**Stars** - the number of stars that a project has on GitHub. **Growth** - month over month growth in stars."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://libhunt.com/compare-mcp-agent-vs-beeai-framework",
   "project": "beeai-framework",
   "repository": "https://github.com/i-am-bee/beeai-framework",
   "stars": "3288",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "SaaSHub - Software Alternatives and Reviews",
    "| [mcp-agent](/r/mcp-agent) | | [beeai-framework](/r/beeai-framework) |",
    "BeeAI Framework \u2014 open-source framework to implement multi-agent patterns."
   ],
   "repository_evidence": [
    "SaaSHub - Software Alternatives and Reviews",
    "| [mcp-agent](/r/mcp-agent) | | [beeai-framework](/r/beeai-framework) |",
    "https://github.com/i-am-bee/beeai-framework"
   ],
   "stars_evidence": [
    "SaaSHub - Software Alternatives and Reviews",
    "| [mcp-agent](/r/mcp-agent) | | [beeai-framework](/r/beeai-framework) |",
    "| 8,370 | | 3,288 |",
    "**Stars** - the number of stars that a project has on GitHub. **Growth** - month over month growth in stars."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/lewismessthecode/OpenManus",
   "project": "OpenManus",
   "repository": "https://github.com/FoundationAgents/OpenManus",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# \ud83d\udc4b OpenManus",
    "OpenManus: An open-source framework for building general AI agents"
   ],
   "repository_evidence": [
    "# \ud83d\udc4b OpenManus",
    "git clone https://github.com/FoundationAgents/OpenManus.git cd OpenManus"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/lewismessthecode/OpenManus",
   "project": "MetaGPT",
   "repository": "https://github.com/geekan/MetaGPT",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# \ud83d\udc4b OpenManus"
   ],
   "repository_evidence": [
    "# \ud83d\udc4b OpenManus"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/lewismessthecode/OpenManus",
   "project": "OpenManus-RL",
   "repository": "https://github.com/OpenManus/OpenManus-RL",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# \ud83d\udc4b OpenManus",
    "We're also excited to introduce [OpenManus-RL](https://github.com/OpenManus/OpenManus-RL), an open-source project dedicated to reinforcement learning (RL)- based (such as GRPO) tuning methods for LLM agents, developed collaboratively by researchers from UIUC and OpenManus."
   ],
   "repository_evidence": [
    "# \ud83d\udc4b OpenManus",
    "We're also excited to introduce [OpenManus-RL](https://github.com/OpenManus/OpenManus-RL), an open-source project dedicated to reinforcement learning (RL)- based (such as GRPO) tuning methods for LLM agents, developed collaboratively by researchers from UIUC and OpenManus."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/lewismessthecode/OpenManus",
   "project": "anthropic-computer-use",
   "repository": "https://github.com/anthropics/anthropic-quickstarts/tree/main/computer-use-demo",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Acknowledgement",
    "Thanks to [anthropic-computer-use](https://github.com/anthropics/anthropic-quickstarts/tree/main/computer-use-demo), [browser-use](https://github.com/browser-use/browser-use) and [crawl4ai](https://github.com/unclecode/crawl4ai) for providing basic support for this project!"
   ],
   "repository_evidence": [
    "Acknowledgement",
    "Thanks to [anthropic-computer-use](https://github.com/anthropics/anthropic-quickstarts/tree/main/computer-use-demo), [browser-use](https://github.com/browser-use/browser-use) and [crawl4ai](https://github.com/unclecode/crawl4ai) for providing basic support for this project!"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/lewismessthecode/OpenManus",
   "project": "browser-use",
   "repository": "https://github.com/browser-use/browser-use",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Acknowledgement",
    "Thanks to [anthropic-computer-use](https://github.com/anthropics/anthropic-quickstarts/tree/main/computer-use-demo), [browser-use](https://github.com/browser-use/browser-use) and [crawl4ai](https://github.com/unclecode/crawl4ai) for providing basic support for this project!"
   ],
   "repository_evidence": [
    "Acknowledgement",
    "Thanks to [anthropic-computer-use](https://github.com/anthropics/anthropic-quickstarts/tree/main/computer-use-demo), [browser-use](https://github.com/browser-use/browser-use) and [crawl4ai](https://github.com/unclecode/crawl4ai) for providing basic support for this project!"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/lewismessthecode/OpenManus",
   "project": "crawl4ai",
   "repository": "https://github.com/unclecode/crawl4ai",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Acknowledgement",
    "Thanks to [anthropic-computer-use](https://github.com/anthropics/anthropic-quickstarts/tree/main/computer-use-demo), [browser-use](https://github.com/browser-use/browser-use) and [crawl4ai](https://github.com/unclecode/crawl4ai) for providing basic support for this project!"
   ],
   "repository_evidence": [
    "Acknowledgement",
    "Thanks to [anthropic-computer-use](https://github.com/anthropics/anthropic-quickstarts/tree/main/computer-use-demo), [browser-use](https://github.com/browser-use/browser-use) and [crawl4ai](https://github.com/unclecode/crawl4ai) for providing basic support for this project!"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/lewismessthecode/OpenManus",
   "project": "AAAJ",
   "repository": "https://github.com/metauto-ai/agent-as-a-judge",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Acknowledgement",
    "Additionally, we are grateful to [AAAJ](https://github.com/metauto-ai/agent-as-a-judge), [MetaGPT](https://github.com/geekan/MetaGPT), [OpenHands](https://github.com/All-Hands-AI/OpenHands) and [SWE-agent](https://github.com/SWE-agent/SWE-agent)."
   ],
   "repository_evidence": [
    "Acknowledgement",
    "Additionally, we are grateful to [AAAJ](https://github.com/metauto-ai/agent-as-a-judge), [MetaGPT](https://github.com/geekan/MetaGPT), [OpenHands](https://github.com/All-Hands-AI/OpenHands) and [SWE-agent](https://github.com/SWE-agent/SWE-agent)."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/lewismessthecode/OpenManus",
   "project": "OpenHands",
   "repository": "https://github.com/All-Hands-AI/OpenHands",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Acknowledgement",
    "Additionally, we are grateful to [AAAJ](https://github.com/metauto-ai/agent-as-a-judge), [MetaGPT](https://github.com/geekan/MetaGPT), [OpenHands](https://github.com/All-Hands-AI/OpenHands) and [SWE-agent](https://github.com/SWE-agent/SWE-agent)."
   ],
   "repository_evidence": [
    "Acknowledgement",
    "Additionally, we are grateful to [AAAJ](https://github.com/metauto-ai/agent-as-a-judge), [MetaGPT](https://github.com/geekan/MetaGPT), [OpenHands](https://github.com/All-Hands-AI/OpenHands) and [SWE-agent](https://github.com/SWE-agent/SWE-agent)."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/lewismessthecode/OpenManus",
   "project": "SWE-agent",
   "repository": "https://github.com/SWE-agent/SWE-agent",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Acknowledgement",
    "Additionally, we are grateful to [AAAJ](https://github.com/metauto-ai/agent-as-a-judge), [MetaGPT](https://github.com/geekan/MetaGPT), [OpenHands](https://github.com/All-Hands-AI/OpenHands) and [SWE-agent](https://github.com/SWE-agent/SWE-agent)."
   ],
   "repository_evidence": [
    "Acknowledgement",
    "Additionally, we are grateful to [AAAJ](https://github.com/metauto-ai/agent-as-a-judge), [MetaGPT](https://github.com/geekan/MetaGPT), [OpenHands](https://github.com/All-Hands-AI/OpenHands) and [SWE-agent](https://github.com/SWE-agent/SWE-agent)."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://vstorm.co/pydanticai/top-10-open-source-agentic-ai-contributors",
   "project": "PydanticAI OSS suite",
   "repository": "https://github.com/vstorm-co",
   "stars": "1000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Top 10 open source agentic AI companies and contributors in Europe 2026",
    "Quick comparison table",
    "| **Contributor** | **Flagship project (approx. stars)** | **Country** | **Licence** | **Best for** |",
    "| | [PydanticAI OSS suite](https://github.com/vstorm-co) (1,000+ across packages) | Poland | Open source, permissive | Production agents a client fully owns |"
   ],
   "repository_evidence": [
    "Top 10 open source agentic AI companies and contributors in Europe 2026",
    "Quick comparison table",
    "| **Contributor** | **Flagship project (approx. stars)** | **Country** | **Licence** | **Best for** |",
    "| | [PydanticAI OSS suite](https://github.com/vstorm-co) (1,000+ across packages) | Poland | Open source, permissive | Production agents a client fully owns |"
   ],
   "stars_evidence": [
    "Top 10 open source agentic AI companies and contributors in Europe 2026",
    "Quick comparison table",
    "| **Contributor** | **Flagship project (approx. stars)** | **Country** | **Licence** | **Best for** |",
    "| | [PydanticAI OSS suite](https://github.com/vstorm-co) (1,000+ across packages) | Poland | Open source, permissive | Production agents a client fully owns |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://vstorm.co/pydanticai/top-10-open-source-agentic-ai-contributors",
   "project": "Pydantic AI",
   "repository": "https://github.com/pydantic/pydantic-ai",
   "stars": "16500",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Top 10 open source agentic AI companies and contributors in Europe 2026",
    "Quick comparison table",
    "| **Contributor** | **Flagship project (approx. stars)** | **Country** | **Licence** | **Best for** |",
    "| | [Pydantic AI](https://github.com/pydantic/pydantic-ai) (16,500) | United Kingdom | MIT | Type-safe Python agents |"
   ],
   "repository_evidence": [
    "Top 10 open source agentic AI companies and contributors in Europe 2026",
    "Quick comparison table",
    "| **Contributor** | **Flagship project (approx. stars)** | **Country** | **Licence** | **Best for** |",
    "| | [Pydantic AI](https://github.com/pydantic/pydantic-ai) (16,500) | United Kingdom | MIT | Type-safe Python agents |"
   ],
   "stars_evidence": [
    "Top 10 open source agentic AI companies and contributors in Europe 2026",
    "Quick comparison table",
    "| **Contributor** | **Flagship project (approx. stars)** | **Country** | **Licence** | **Best for** |",
    "| | [Pydantic AI](https://github.com/pydantic/pydantic-ai) (16,500) | United Kingdom | MIT | Type-safe Python agents |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://vstorm.co/pydanticai/top-10-open-source-agentic-ai-contributors",
   "project": "mistral-inference",
   "repository": "https://github.com/mistralai",
   "stars": "10800",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Top 10 open source agentic AI companies and contributors in Europe 2026",
    "Quick comparison table",
    "| **Contributor** | **Flagship project (approx. stars)** | **Country** | **Licence** | **Best for** |",
    "| | [mistral-inference](https://github.com/mistralai) (10,800) | France | Apache 2.0 | EU-sovereign open-weight models |"
   ],
   "repository_evidence": [
    "Top 10 open source agentic AI companies and contributors in Europe 2026",
    "Quick comparison table",
    "| **Contributor** | **Flagship project (approx. stars)** | **Country** | **Licence** | **Best for** |",
    "| | [mistral-inference](https://github.com/mistralai) (10,800) | France | Apache 2.0 | EU-sovereign open-weight models |"
   ],
   "stars_evidence": [
    "Top 10 open source agentic AI companies and contributors in Europe 2026",
    "Quick comparison table",
    "| **Contributor** | **Flagship project (approx. stars)** | **Country** | **Licence** | **Best for** |",
    "| | [mistral-inference](https://github.com/mistralai) (10,800) | France | Apache 2.0 | EU-sovereign open-weight models |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://vstorm.co/pydanticai/top-10-open-source-agentic-ai-contributors",
   "project": "Haystack",
   "repository": "https://github.com/deepset-ai/haystack",
   "stars": "25000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Top 10 open source agentic AI companies and contributors in Europe 2026",
    "Quick comparison table",
    "| **Contributor** | **Flagship project (approx. stars)** | **Country** | **Licence** | **Best for** |",
    "| | [Haystack](https://github.com/deepset-ai/haystack) (25,000) | Germany | Apache 2.0 | Production RAG and pipelines |"
   ],
   "repository_evidence": [
    "Top 10 open source agentic AI companies and contributors in Europe 2026",
    "Quick comparison table",
    "| **Contributor** | **Flagship project (approx. stars)** | **Country** | **Licence** | **Best for** |",
    "| | [Haystack](https://github.com/deepset-ai/haystack) (25,000) | Germany | Apache 2.0 | Production RAG and pipelines |"
   ],
   "stars_evidence": [
    "Top 10 open source agentic AI companies and contributors in Europe 2026",
    "Quick comparison table",
    "| **Contributor** | **Flagship project (approx. stars)** | **Country** | **Licence** | **Best for** |",
    "| | [Haystack](https://github.com/deepset-ai/haystack) (25,000) | Germany | Apache 2.0 | Production RAG and pipelines |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://vstorm.co/pydanticai/top-10-open-source-agentic-ai-contributors",
   "project": "spaCy",
   "repository": "https://github.com/explosion/spaCy",
   "stars": "33600",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Top 10 open source agentic AI companies and contributors in Europe 2026",
    "Quick comparison table",
    "| **Contributor** | **Flagship project (approx. stars)** | **Country** | **Licence** | **Best for** |",
    "| | [spaCy](https://github.com/explosion/spaCy) (33,600) | Germany | MIT | Production NLP foundations |"
   ],
   "repository_evidence": [
    "Top 10 open source agentic AI companies and contributors in Europe 2026",
    "Quick comparison table",
    "| **Contributor** | **Flagship project (approx. stars)** | **Country** | **Licence** | **Best for** |",
    "| | [spaCy](https://github.com/explosion/spaCy) (33,600) | Germany | MIT | Production NLP foundations |"
   ],
   "stars_evidence": [
    "Top 10 open source agentic AI companies and contributors in Europe 2026",
    "Quick comparison table",
    "| **Contributor** | **Flagship project (approx. stars)** | **Country** | **Licence** | **Best for** |",
    "| | [spaCy](https://github.com/explosion/spaCy) (33,600) | Germany | MIT | Production NLP foundations |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://vstorm.co/pydanticai/top-10-open-source-agentic-ai-contributors",
   "project": "Qdrant",
   "repository": "https://github.com/qdrant/qdrant",
   "stars": "30000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Top 10 open source agentic AI companies and contributors in Europe 2026",
    "Quick comparison table",
    "| **Contributor** | **Flagship project (approx. stars)** | **Country** | **Licence** | **Best for** |",
    "| | [Qdrant](https://github.com/qdrant/qdrant) (30,000) | Germany | Apache 2.0 | Agent memory and retrieval |"
   ],
   "repository_evidence": [
    "Top 10 open source agentic AI companies and contributors in Europe 2026",
    "Quick comparison table",
    "| **Contributor** | **Flagship project (approx. stars)** | **Country** | **Licence** | **Best for** |",
    "| | [Qdrant](https://github.com/qdrant/qdrant) (30,000) | Germany | Apache 2.0 | Agent memory and retrieval |"
   ],
   "stars_evidence": [
    "Top 10 open source agentic AI companies and contributors in Europe 2026",
    "Quick comparison table",
    "| **Contributor** | **Flagship project (approx. stars)** | **Country** | **Licence** | **Best for** |",
    "| | [Qdrant](https://github.com/qdrant/qdrant) (30,000) | Germany | Apache 2.0 | Agent memory and retrieval |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://vstorm.co/pydanticai/top-10-open-source-agentic-ai-contributors",
   "project": "Weaviate",
   "repository": "https://github.com/weaviate/weaviate",
   "stars": "16000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Top 10 open source agentic AI companies and contributors in Europe 2026",
    "Quick comparison table",
    "| **Contributor** | **Flagship project (approx. stars)** | **Country** | **Licence** | **Best for** |",
    "| | [Weaviate](https://github.com/weaviate/weaviate) (16,000) | Netherlands | BSD-3-Clause | Agentic vector search |"
   ],
   "repository_evidence": [
    "Top 10 open source agentic AI companies and contributors in Europe 2026",
    "Quick comparison table",
    "| **Contributor** | **Flagship project (approx. stars)** | **Country** | **Licence** | **Best for** |",
    "| | [Weaviate](https://github.com/weaviate/weaviate) (16,000) | Netherlands | BSD-3-Clause | Agentic vector search |"
   ],
   "stars_evidence": [
    "Top 10 open source agentic AI companies and contributors in Europe 2026",
    "Quick comparison table",
    "| **Contributor** | **Flagship project (approx. stars)** | **Country** | **Licence** | **Best for** |",
    "| | [Weaviate](https://github.com/weaviate/weaviate) (16,000) | Netherlands | BSD-3-Clause | Agentic vector search |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://vstorm.co/pydanticai/top-10-open-source-agentic-ai-contributors",
   "project": "smolagents",
   "repository": "https://github.com/huggingface/smolagents",
   "stars": "26900",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Top 10 open source agentic AI companies and contributors in Europe 2026",
    "Quick comparison table",
    "| **Contributor** | **Flagship project (approx. stars)** | **Country** | **Licence** | **Best for** |",
    "| | [smolagents](https://github.com/huggingface/smolagents) (26,900) | France | Apache 2.0 | Minimal, code-first agents |"
   ],
   "repository_evidence": [
    "Top 10 open source agentic AI companies and contributors in Europe 2026",
    "Quick comparison table",
    "| **Contributor** | **Flagship project (approx. stars)** | **Country** | **Licence** | **Best for** |",
    "| | [smolagents](https://github.com/huggingface/smolagents) (26,900) | France | Apache 2.0 | Minimal, code-first agents |"
   ],
   "stars_evidence": [
    "Top 10 open source agentic AI companies and contributors in Europe 2026",
    "Quick comparison table",
    "| **Contributor** | **Flagship project (approx. stars)** | **Country** | **Licence** | **Best for** |",
    "| | [smolagents](https://github.com/huggingface/smolagents) (26,900) | France | Apache 2.0 | Minimal, code-first agents |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://vstorm.co/pydanticai/top-10-open-source-agentic-ai-contributors",
   "project": "AutoGPT",
   "repository": "https://github.com/Significant-Gravitas/AutoGPT",
   "stars": "183000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Top 10 open source agentic AI companies and contributors in Europe 2026",
    "Quick comparison table",
    "| **Contributor** | **Flagship project (approx. stars)** | **Country** | **Licence** | **Best for** |",
    "| | [AutoGPT](https://github.com/Significant-Gravitas/AutoGPT) (183,000) | United Kingdom | MIT | The autonomous-agent reference project |"
   ],
   "repository_evidence": [
    "Top 10 open source agentic AI companies and contributors in Europe 2026",
    "Quick comparison table",
    "| **Contributor** | **Flagship project (approx. stars)** | **Country** | **Licence** | **Best for** |",
    "| | [AutoGPT](https://github.com/Significant-Gravitas/AutoGPT) (183,000) | United Kingdom | MIT | The autonomous-agent reference project |"
   ],
   "stars_evidence": [
    "Top 10 open source agentic AI companies and contributors in Europe 2026",
    "Quick comparison table",
    "| **Contributor** | **Flagship project (approx. stars)** | **Country** | **Licence** | **Best for** |",
    "| | [AutoGPT](https://github.com/Significant-Gravitas/AutoGPT) (183,000) | United Kingdom | MIT | The autonomous-agent reference project |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://vstorm.co/pydanticai/top-10-open-source-agentic-ai-contributors",
   "project": "n8n",
   "repository": "https://github.com/n8n-io/n8n",
   "stars": "194000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Top 10 open source agentic AI companies and contributors in Europe 2026",
    "Quick comparison table",
    "| **Contributor** | **Flagship project (approx. stars)** | **Country** | **Licence** | **Best for** |",
    "| | [n8n](https://github.com/n8n-io/n8n) (194,000) | Germany | Fair-code, source-available | Visual, self-hostable workflows |"
   ],
   "repository_evidence": [
    "Top 10 open source agentic AI companies and contributors in Europe 2026",
    "Quick comparison table",
    "| **Contributor** | **Flagship project (approx. stars)** | **Country** | **Licence** | **Best for** |",
    "| | [n8n](https://github.com/n8n-io/n8n) (194,000) | Germany | Fair-code, source-available | Visual, self-hostable workflows |"
   ],
   "stars_evidence": [
    "Top 10 open source agentic AI companies and contributors in Europe 2026",
    "Quick comparison table",
    "| **Contributor** | **Flagship project (approx. stars)** | **Country** | **Licence** | **Best for** |",
    "| | [n8n](https://github.com/n8n-io/n8n) (194,000) | Germany | Fair-code, source-available | Visual, self-hostable workflows |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/ashutoshrana/regulated-ai-governance",
   "project": "CrewAI",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Standard agent frameworks \u2014 CrewAI, AutoGen, LangChain, Semantic Kernel, Haystack \u2014 have no concept of regulated industry access control.",
    "# regulated-ai-governance"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/ashutoshrana/regulated-ai-governance",
   "project": "AutoGen",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Standard agent frameworks \u2014 CrewAI, AutoGen, LangChain, Semantic Kernel, Haystack \u2014 have no concept of regulated industry access control.",
    "# regulated-ai-governance"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/ashutoshrana/regulated-ai-governance",
   "project": "LangChain",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Standard agent frameworks \u2014 CrewAI, AutoGen, LangChain, Semantic Kernel, Haystack \u2014 have no concept of regulated industry access control.",
    "# regulated-ai-governance"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/ashutoshrana/regulated-ai-governance",
   "project": "Semantic Kernel",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Standard agent frameworks \u2014 CrewAI, AutoGen, LangChain, Semantic Kernel, Haystack \u2014 have no concept of regulated industry access control.",
    "# regulated-ai-governance"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/ashutoshrana/regulated-ai-governance",
   "project": "Haystack",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Standard agent frameworks \u2014 CrewAI, AutoGen, LangChain, Semantic Kernel, Haystack \u2014 have no concept of regulated industry access control.",
    "# regulated-ai-governance"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/ashutoshrana/regulated-ai-governance",
   "project": "ferpa-haystack",
   "repository": "https://github.com/ashutoshrana/ferpa-haystack",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "**[ferpa-haystack](https://github.com/ashutoshrana/ferpa-haystack)** \u2014 `FERPAMetadataFilter` as a standalone Haystack 2.x custom component.",
    "## Standalone Haystack Package"
   ],
   "repository_evidence": [
    "**[ferpa-haystack](https://github.com/ashutoshrana/ferpa-haystack)** \u2014 `FERPAMetadataFilter` as a standalone Haystack 2.x custom component.",
    "## Standalone Haystack Package"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://vantaige.io/ai-tool/letta",
   "project": "Letta",
   "repository": null,
   "stars": "22400",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Letta is the open-source agent framework from UC Berkeley's MemGPT research team."
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "The Apache 2.0 repository has accumulated over 22,400 GitHub stars and reached its v0.6.7 release in March 2026.",
    "Letta is the open-source agent framework from UC Berkeley's MemGPT research team."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://techsy.io/nl/blog/best-ai-agent-frameworks-2026",
   "project": "LangGraph",
   "repository": null,
   "stars": "24800",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "The 11 Best AI Agent Frameworks in 2026 (with the 3 to Skip)",
    "## TL;DR: The 11 AI Agent Frameworks at a Glance",
    "| Rank | Framework | Language | Best for | GitHub stars | MCP native | Production-ready | Skip if |",
    "| 1 | LangGraph | Python (TS port) | Stateful, durable workflows | 24.8k | Yes | Yes (Klarna, Uber, LinkedIn) | TypeScript-first team |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "The 11 Best AI Agent Frameworks in 2026 (with the 3 to Skip)",
    "## TL;DR: The 11 AI Agent Frameworks at a Glance",
    "| Rank | Framework | Language | Best for | GitHub stars | MCP native | Production-ready | Skip if |",
    "| 1 | LangGraph | Python (TS port) | Stateful, durable workflows | 24.8k | Yes | Yes (Klarna, Uber, LinkedIn) | TypeScript-first team |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://techsy.io/nl/blog/best-ai-agent-frameworks-2026",
   "project": "CrewAI",
   "repository": null,
   "stars": "44300",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "The 11 Best AI Agent Frameworks in 2026 (with the 3 to Skip)",
    "## TL;DR: The 11 AI Agent Frameworks at a Glance",
    "| Rank | Framework | Language | Best for | GitHub stars | MCP native | Production-ready | Skip if |",
    "| 3 | CrewAI | Python | Role-based multi-agent prototypes | 44.3k | Shim | Yes (with care) | Need stateful loops / HITL |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "The 11 Best AI Agent Frameworks in 2026 (with the 3 to Skip)",
    "## TL;DR: The 11 AI Agent Frameworks at a Glance",
    "| Rank | Framework | Language | Best for | GitHub stars | MCP native | Production-ready | Skip if |",
    "| 3 | CrewAI | Python | Role-based multi-agent prototypes | 44.3k | Shim | Yes (with care) | Need stateful loops / HITL |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://techsy.io/nl/blog/best-ai-agent-frameworks-2026",
   "project": "OpenAI Agents SDK",
   "repository": "https://github.com/openai/openai-agents-python/",
   "stars": "19000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "The 11 Best AI Agent Frameworks in 2026 (with the 3 to Skip)",
    "## TL;DR: The 11 AI Agent Frameworks at a Glance",
    "| Rank | Framework | Language | Best for | GitHub stars | MCP native | Production-ready | Skip if |",
    "| 4 | OpenAI Agents SDK | Python (TS) | OpenAI-native production runtime | 19k | Yes | Yes | Multi-provider build |"
   ],
   "repository_evidence": [
    "The 11 Best AI Agent Frameworks in 2026 (with the 3 to Skip)",
    "### 4. OpenAI Agents SDK: the production-GA successor to Swarm",
    "The [official Agents SDK docs](https://openai.github.io/openai-agents-python/) include benchmarking and tracing examples."
   ],
   "stars_evidence": [
    "The 11 Best AI Agent Frameworks in 2026 (with the 3 to Skip)",
    "## TL;DR: The 11 AI Agent Frameworks at a Glance",
    "| Rank | Framework | Language | Best for | GitHub stars | MCP native | Production-ready | Skip if |",
    "| 4 | OpenAI Agents SDK | Python (TS) | OpenAI-native production runtime | 19k | Yes | Yes | Multi-provider build |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://techsy.io/nl/blog/best-ai-agent-frameworks-2026",
   "project": "Mastra",
   "repository": "https://github.com/mastra-ai/mastra",
   "stars": "21200",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "The 11 Best AI Agent Frameworks in 2026 (with the 3 to Skip)",
    "## TL;DR: The 11 AI Agent Frameworks at a Glance",
    "| Rank | Framework | Language | Best for | GitHub stars | MCP native | Production-ready | Skip if |",
    "| 5 | Mastra | TypeScript | TS-first agents (Replit, PayPal) | 21.2k | Yes | Yes (150k weekly npm) | Python-default team |"
   ],
   "repository_evidence": [
    "The 11 Best AI Agent Frameworks in 2026 (with the 3 to Skip)",
    "### 5. Mastra: the TypeScript leader",
    "Named enterprise users (Replit, PayPal, Adobe) on the [Mastra GitHub repo](https://github.com/mastra-ai/mastra)."
   ],
   "stars_evidence": [
    "The 11 Best AI Agent Frameworks in 2026 (with the 3 to Skip)",
    "## TL;DR: The 11 AI Agent Frameworks at a Glance",
    "| Rank | Framework | Language | Best for | GitHub stars | MCP native | Production-ready | Skip if |",
    "| 5 | Mastra | TypeScript | TS-first agents (Replit, PayPal) | 21.2k | Yes | Yes (150k weekly npm) | Python-default team |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://techsy.io/nl/blog/best-ai-agent-frameworks-2026",
   "project": "Google ADK",
   "repository": null,
   "stars": "17800",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "The 11 Best AI Agent Frameworks in 2026 (with the 3 to Skip)",
    "## TL;DR: The 11 AI Agent Frameworks at a Glance",
    "| Rank | Framework | Language | Best for | GitHub stars | MCP native | Production-ready | Skip if |",
    "| 7 | Google ADK | Python | GCP / Gemini stack | 17.8k | Partial | Yes | Not on GCP |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "The 11 Best AI Agent Frameworks in 2026 (with the 3 to Skip)",
    "## TL;DR: The 11 AI Agent Frameworks at a Glance",
    "| Rank | Framework | Language | Best for | GitHub stars | MCP native | Production-ready | Skip if |",
    "| 7 | Google ADK | Python | GCP / Gemini stack | 17.8k | Partial | Yes | Not on GCP |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://techsy.io/nl/blog/best-ai-agent-frameworks-2026",
   "project": "AG2",
   "repository": null,
   "stars": "54600",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "The 11 Best AI Agent Frameworks in 2026 (with the 3 to Skip)",
    "## TL;DR: The 11 AI Agent Frameworks at a Glance",
    "| Rank | Framework | Language | Best for | GitHub stars | MCP native | Production-ready | Skip if |",
    "| 8 | AG2 (was AutoGen) | Python | Research-grade conversation patterns | 54.6k (combined) | Shim | Mixed | High-volume user-facing |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "The 11 Best AI Agent Frameworks in 2026 (with the 3 to Skip)",
    "## TL;DR: The 11 AI Agent Frameworks at a Glance",
    "| Rank | Framework | Language | Best for | GitHub stars | MCP native | Production-ready | Skip if |",
    "| 8 | AG2 (was AutoGen) | Python | Research-grade conversation patterns | 54.6k (combined) | Shim | Mixed | High-volume user-facing |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://dibi8.com/resources/dev-utils/cursor-alternatives-2026-best-ai-coding-tools",
   "project": "Cline",
   "repository": "https://github.com/cline/cline",
   "stars": "59900",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# AI Coding Tools 2026: The 7 Best Cursor Alternatives",
    "Cursor's monopoly on AI coding is over. We benchmarked 7 open-source and commercial alternatives \u2014 Claude Code, Codex, Windsurf, Aider, Continue.dev, Cline, and Roo Code \u2014 on real-world projects.",
    "### 2. Cline \u2014 Open Source, Zero Subscription #"
   ],
   "repository_evidence": [
    "# AI Coding Tools 2026: The 7 Best Cursor Alternatives",
    "- [Cline](https://github.com/cline/cline)"
   ],
   "stars_evidence": [
    "# AI Coding Tools 2026: The 7 Best Cursor Alternatives",
    "- GitHub Stars: **59.9K+**"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://dibi8.com/resources/dev-utils/cursor-alternatives-2026-best-ai-coding-tools",
   "project": "Continue.dev",
   "repository": "https://github.com/continuedev/continue",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# AI Coding Tools 2026: The 7 Best Cursor Alternatives",
    "Cursor's monopoly on AI coding is over. We benchmarked 7 open-source and commercial alternatives \u2014 Claude Code, Codex, Windsurf, Aider, Continue.dev, Cline, and Roo Code \u2014 on real-world projects.",
    "### 5. Continue.dev \u2014 The Customizable Option #"
   ],
   "repository_evidence": [
    "# AI Coding Tools 2026: The 7 Best Cursor Alternatives",
    "- [Continue.dev](https://github.com/continuedev/continue)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://dibi8.com/resources/dev-utils/cursor-alternatives-2026-best-ai-coding-tools",
   "project": "Aider",
   "repository": "https://github.com/Aider-AI/aider",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# AI Coding Tools 2026: The 7 Best Cursor Alternatives",
    "Cursor's monopoly on AI coding is over. We benchmarked 7 open-source and commercial alternatives \u2014 Claude Code, Codex, Windsurf, Aider, Continue.dev, Cline, and Roo Code \u2014 on real-world projects."
   ],
   "repository_evidence": [
    "# AI Coding Tools 2026: The 7 Best Cursor Alternatives",
    "- [Aider](https://github.com/Aider-AI/aider)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://dibi8.com/resources/dev-utils/cursor-alternatives-2026-best-ai-coding-tools",
   "project": "Roo Code",
   "repository": "https://github.com/RooCodeInc/Roo-Code",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# AI Coding Tools 2026: The 7 Best Cursor Alternatives",
    "Cursor's monopoly on AI coding is over. We benchmarked 7 open-source and commercial alternatives \u2014 Claude Code, Codex, Windsurf, Aider, Continue.dev, Cline, and Roo Code \u2014 on real-world projects."
   ],
   "repository_evidence": [
    "# AI Coding Tools 2026: The 7 Best Cursor Alternatives",
    "- [Roo Code](https://github.com/RooCodeInc/Roo-Code)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://dibi8.com/resources/dev-utils/cursor-alternatives-2026-best-ai-coding-tools",
   "project": "Zed",
   "repository": "https://github.com/zed-industries/zed",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# AI Coding Tools 2026: The 7 Best Cursor Alternatives",
    "### 6. Zed \u2014 Speed First, AI Second #"
   ],
   "repository_evidence": [
    "# AI Coding Tools 2026: The 7 Best Cursor Alternatives",
    "- [Zed](https://github.com/zed-industries/zed)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://dibi8.com/resources/dev-utils/cursor-alternatives-2026-best-ai-coding-tools",
   "project": "Ollama",
   "repository": "https://github.com/ollama/ollama",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# AI Coding Tools 2026: The 7 Best Cursor Alternatives",
    "- [Ollama](https://github.com/ollama/ollama)"
   ],
   "repository_evidence": [
    "# AI Coding Tools 2026: The 7 Best Cursor Alternatives",
    "- [Ollama](https://github.com/ollama/ollama)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://open.substack.com/pub/theairuntime/p/the-complete-field-guide-to-browser?trk=article-ssr-frontend-pulse_little-text-block",
   "project": "Libretto",
   "repository": "https://github.com/saffron-health/libretto",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "The Complete Field Guide to Browser Harnesses in 2026",
    "Topology one: code-first deterministic",
    "The reference open-source implementation is [Libretto](https://github.com/saffron-health/libretto), released by Saffron Health in October 2025."
   ],
   "repository_evidence": [
    "The Complete Field Guide to Browser Harnesses in 2026",
    "Topology one: code-first deterministic",
    "The reference open-source implementation is [Libretto](https://github.com/saffron-health/libretto), released by Saffron Health in October 2025."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://open.substack.com/pub/theairuntime/p/the-complete-field-guide-to-browser?trk=article-ssr-frontend-pulse_little-text-block",
   "project": "Healenium",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "The Complete Field Guide to Browser Harnesses in 2026",
    "Topology one: code-first deterministic",
    "[Healenium](https://medium.com/helpshift-engineering/self-healing-selectors-using-healenium-b1f61e0baffa) is the older sibling pattern, a self-healing wrapper around Selenium and Playwright that uses tree-comparison ML to repair broken selectors at runtime."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://open.substack.com/pub/theairuntime/p/the-complete-field-guide-to-browser?trk=article-ssr-frontend-pulse_little-text-block",
   "project": "AgentQL",
   "repository": "https://github.com/tinyfish-io/agentql",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "The Complete Field Guide to Browser Harnesses in 2026",
    "Topology two: NL-DSL hybrid",
    "[AgentQL](https://github.com/tinyfish-io/agentql), from TinyFish ($47M Series A led by ICONIQ Growth in August 2025), takes a different cut - a semantic query language that sits on top of Playwright and returns schema-typed structured data."
   ],
   "repository_evidence": [
    "The Complete Field Guide to Browser Harnesses in 2026",
    "Topology two: NL-DSL hybrid",
    "[AgentQL](https://github.com/tinyfish-io/agentql), from TinyFish ($47M Series A led by ICONIQ Growth in August 2025), takes a different cut - a semantic query language that sits on top of Playwright and returns schema-typed structured data."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://open.substack.com/pub/theairuntime/p/the-complete-field-guide-to-browser?trk=article-ssr-frontend-pulse_little-text-block",
   "project": "Skyvern",
   "repository": "https://github.com/Skyvern-AI/skyvern",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "The Complete Field Guide to Browser Harnesses in 2026",
    "Topology three: vision-LLM CUA",
    "[Skyvern](https://github.com/Skyvern-AI/skyvern) is the reference open-source vision-CUA harness."
   ],
   "repository_evidence": [
    "The Complete Field Guide to Browser Harnesses in 2026",
    "Topology three: vision-LLM CUA",
    "[Skyvern](https://github.com/Skyvern-AI/skyvern) is the reference open-source vision-CUA harness."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://open.substack.com/pub/theairuntime/p/the-complete-field-guide-to-browser?trk=article-ssr-frontend-pulse_little-text-block",
   "project": "Browser Harness",
   "repository": "https://github.com/browser-use/browser-harness",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "The Complete Field Guide to Browser Harnesses in 2026",
    "Topology four: thin CDP",
    "[Browser Harness](https://github.com/browser-use/browser-harness) (browser-use, January 2026) is roughly 600 lines of code."
   ],
   "repository_evidence": [
    "The Complete Field Guide to Browser Harnesses in 2026",
    "Topology four: thin CDP",
    "[Browser Harness](https://github.com/browser-use/browser-harness) (browser-use, January 2026) is roughly 600 lines of code."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://open.substack.com/pub/theairuntime/p/the-complete-field-guide-to-browser?trk=article-ssr-frontend-pulse_little-text-block",
   "project": "steel-dev/steel-browser",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "The Complete Field Guide to Browser Harnesses in 2026",
    "The browser-as-a-service layer",
    "**[Steel](https://steel.dev/)** ships an open-source core (`steel-dev/steel-browser`, Apache-2.0) and a commercial cloud."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://open.substack.com/pub/theairuntime/p/the-complete-field-guide-to-browser?trk=article-ssr-frontend-pulse_little-text-block",
   "project": "Crawlee library",
   "repository": "https://github.com/apify/crawlee",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "The Complete Field Guide to Browser Harnesses in 2026",
    "The browser-as-a-service layer",
    "The underlying [Crawlee library](https://github.com/apify/crawlee) (Apache-2.0) is the OSS substrate that many third-party scrapers run on."
   ],
   "repository_evidence": [
    "The Complete Field Guide to Browser Harnesses in 2026",
    "The browser-as-a-service layer",
    "The underlying [Crawlee library](https://github.com/apify/crawlee) (Apache-2.0) is the OSS substrate that many third-party scrapers run on."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://claudeers.com/gpt-researcher",
   "project": "gpt-researcher",
   "repository": "https://github.com/assafelovic/gpt-researcher",
   "stars": "28151",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# gpt-researcher",
    "// MCP Servers"
   ],
   "repository_evidence": [
    "git clone https://github.com/assafelovic/gpt-researcher",
    "// MCP Servers"
   ],
   "stars_evidence": [
    "\u2605 28,151 stars",
    "// MCP Servers"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://is4.ai/blog/our-blog-1/autogpt-vs-babyagi-comparison-2026-199",
   "project": "AutoGPT",
   "repository": "https://github.com/Significant-Gravitas/AutoGPT",
   "stars": "165000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "AutoGPT vs BabyAGI: Which Autonomous AI Agent is Best in 2026?",
    "Two pioneering frameworks that sparked this revolution\u2014[AutoGPT](https://github.com/Significant-Gravitas/AutoGPT) and [BabyAGI](https://github.com/yoheinakajima/babyagi)\u2014continue to shape how developers approach task automation and goal-oriented AI systems."
   ],
   "repository_evidence": [
    "AutoGPT vs BabyAGI: Which Autonomous AI Agent is Best in 2026?",
    "Two pioneering frameworks that sparked this revolution\u2014[AutoGPT](https://github.com/Significant-Gravitas/AutoGPT) and [BabyAGI](https://github.com/yoheinakajima/babyagi)\u2014continue to shape how developers approach task automation and goal-oriented AI systems."
   ],
   "stars_evidence": [
    "AutoGPT vs BabyAGI: Which Autonomous AI Agent is Best in 2026?",
    "As of 2026, AutoGPT has matured significantly, with over 165,000 stars on GitHub and a robust plugin ecosystem."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://is4.ai/blog/our-blog-1/autogpt-vs-babyagi-comparison-2026-199",
   "project": "BabyAGI",
   "repository": "https://github.com/yoheinakajima/babyagi",
   "stars": "20000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "AutoGPT vs BabyAGI: Which Autonomous AI Agent is Best in 2026?",
    "Two pioneering frameworks that sparked this revolution\u2014[AutoGPT](https://github.com/Significant-Gravitas/AutoGPT) and [BabyAGI](https://github.com/yoheinakajima/babyagi)\u2014continue to shape how developers approach task automation and goal-oriented AI systems."
   ],
   "repository_evidence": [
    "AutoGPT vs BabyAGI: Which Autonomous AI Agent is Best in 2026?",
    "Two pioneering frameworks that sparked this revolution\u2014[AutoGPT](https://github.com/Significant-Gravitas/AutoGPT) and [BabyAGI](https://github.com/yoheinakajima/babyagi)\u2014continue to shape how developers approach task automation and goal-oriented AI systems."
   ],
   "stars_evidence": [
    "AutoGPT vs BabyAGI: Which Autonomous AI Agent is Best in 2026?",
    "BabyAGI maintains:",
    "- 20,000+ GitHub stars"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://aisignal.dev/repo/microsoft/UFO",
   "project": "microsoft/UFO",
   "repository": null,
   "stars": "8800",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# microsoft/UFO",
    "UFO\u00b3: Weaving the Digital Agent Galaxy"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# microsoft/UFO",
    " 8.8k 1.0k +2/wk",
    "| Metric | UFO | [ipex-llm](/repo/intel/ipex-llm) | [awesome-ml-for-cybersecurity](/repo/jivoi/awesome-ml-for-cybersecurity) | [cai](/repo/aliasrobotics/cai) |",
    "| Stars | 8.8k | 8.8k | 8.8k | 8.8k |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/maomao1996/nephesh",
   "project": "OpenManus",
   "repository": "https://github.com/FoundationAgents/OpenManus",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# \ud83d\udc4b OpenManus"
   ],
   "repository_evidence": [
    "# \ud83d\udc4b OpenManus",
    "git clone https://github.com/FoundationAgents/OpenManus.git"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/maomao1996/nephesh",
   "project": "OpenManus-RL",
   "repository": "https://github.com/OpenManus/OpenManus-RL",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# \ud83d\udc4b OpenManus",
    "We're also excited to introduce [OpenManus-RL](https://github.com/OpenManus/OpenManus-RL), an open-source project dedicated to reinforcement learning (RL)- based (such as GRPO) tuning methods for LLM agents, developed collaboratively by researchers from UIUC and OpenManus."
   ],
   "repository_evidence": [
    "# \ud83d\udc4b OpenManus",
    "We're also excited to introduce [OpenManus-RL](https://github.com/OpenManus/OpenManus-RL), an open-source project dedicated to reinforcement learning (RL)- based (such as GRPO) tuning methods for LLM agents, developed collaboratively by researchers from UIUC and OpenManus."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/maomao1996/nephesh",
   "project": "anthropic-computer-use",
   "repository": "https://github.com/anthropics/anthropic-quickstarts/tree/main/computer-use-demo",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## Acknowledgement"
   ],
   "repository_evidence": [
    "## Acknowledgement",
    "Thanks to [anthropic-computer-use](https://github.com/anthropics/anthropic-quickstarts/tree/main/computer-use-demo), [browser-use](https://github.com/browser-use/browser-use) and [crawl4ai](https://github.com/unclecode/crawl4ai) for providing basic support for this project!"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/maomao1996/nephesh",
   "project": "browser-use",
   "repository": "https://github.com/browser-use/browser-use",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## Acknowledgement"
   ],
   "repository_evidence": [
    "## Acknowledgement",
    "Thanks to [anthropic-computer-use](https://github.com/anthropics/anthropic-quickstarts/tree/main/computer-use-demo), [browser-use](https://github.com/browser-use/browser-use) and [crawl4ai](https://github.com/unclecode/crawl4ai) for providing basic support for this project!"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/maomao1996/nephesh",
   "project": "crawl4ai",
   "repository": "https://github.com/unclecode/crawl4ai",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## Acknowledgement"
   ],
   "repository_evidence": [
    "## Acknowledgement",
    "Thanks to [anthropic-computer-use](https://github.com/anthropics/anthropic-quickstarts/tree/main/computer-use-demo), [browser-use](https://github.com/browser-use/browser-use) and [crawl4ai](https://github.com/unclecode/crawl4ai) for providing basic support for this project!"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/maomao1996/nephesh",
   "project": "AAAJ",
   "repository": "https://github.com/metauto-ai/agent-as-a-judge",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## Acknowledgement"
   ],
   "repository_evidence": [
    "## Acknowledgement",
    "Additionally, we are grateful to [AAAJ](https://github.com/metauto-ai/agent-as-a-judge), [MetaGPT](https://github.com/geekan/MetaGPT), [OpenHands](https://github.com/All-Hands-AI/OpenHands) and [SWE-agent](https://github.com/SWE-agent/SWE-agent)."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/maomao1996/nephesh",
   "project": "MetaGPT",
   "repository": "https://github.com/geekan/MetaGPT",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# \ud83d\udc4b OpenManus"
   ],
   "repository_evidence": [
    "# \ud83d\udc4b OpenManus"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/maomao1996/nephesh",
   "project": "OpenHands",
   "repository": "https://github.com/All-Hands-AI/OpenHands",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## Acknowledgement"
   ],
   "repository_evidence": [
    "## Acknowledgement",
    "Additionally, we are grateful to [AAAJ](https://github.com/metauto-ai/agent-as-a-judge), [MetaGPT](https://github.com/geekan/MetaGPT), [OpenHands](https://github.com/All-Hands-AI/OpenHands) and [SWE-agent](https://github.com/SWE-agent/SWE-agent)."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/maomao1996/nephesh",
   "project": "SWE-agent",
   "repository": "https://github.com/SWE-agent/SWE-agent",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## Acknowledgement"
   ],
   "repository_evidence": [
    "## Acknowledgement",
    "Additionally, we are grateful to [AAAJ](https://github.com/metauto-ai/agent-as-a-judge), [MetaGPT](https://github.com/geekan/MetaGPT), [OpenHands](https://github.com/All-Hands-AI/OpenHands) and [SWE-agent](https://github.com/SWE-agent/SWE-agent)."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://moltbook-ai.com/posts/agent-frameworks-2026",
   "project": "LangGraph",
   "repository": null,
   "stars": "12",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Top 12 AI Agent Frameworks in 2026: The Definitive Comparison Guide",
    "Quick Comparison Table",
    "| Framework | GitHub Stars | Best For | Learning Curve | Model Lock-in |",
    "| **LangGraph** | 12k+ | Complex stateful workflows | Steep | None |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# Top 12 AI Agent Frameworks in 2026: The Definitive Comparison Guide",
    "Quick Comparison Table",
    "| Framework | GitHub Stars | Best For | Learning Curve | Model Lock-in |",
    "| **LangGraph** | 12k+ | Complex stateful workflows | Steep | None |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://moltbook-ai.com/posts/agent-frameworks-2026",
   "project": "AutoGPT",
   "repository": null,
   "stars": "170",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Top 12 AI Agent Frameworks in 2026: The Definitive Comparison Guide",
    "Quick Comparison Table",
    "| Framework | GitHub Stars | Best For | Learning Curve | Model Lock-in |",
    "| **AutoGPT** | 170k+ | Autonomous task completion | Moderate | None |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# Top 12 AI Agent Frameworks in 2026: The Definitive Comparison Guide",
    "Quick Comparison Table",
    "| Framework | GitHub Stars | Best For | Learning Curve | Model Lock-in |",
    "| **AutoGPT** | 170k+ | Autonomous task completion | Moderate | None |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://moltbook-ai.com/posts/agent-frameworks-2026",
   "project": "CrewAI",
   "repository": null,
   "stars": "25",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Top 12 AI Agent Frameworks in 2026: The Definitive Comparison Guide",
    "Quick Comparison Table",
    "| Framework | GitHub Stars | Best For | Learning Curve | Model Lock-in |",
    "| **CrewAI** | 25k+ | Multi-agent team collaboration | Easy | None |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# Top 12 AI Agent Frameworks in 2026: The Definitive Comparison Guide",
    "Quick Comparison Table",
    "| Framework | GitHub Stars | Best For | Learning Curve | Model Lock-in |",
    "| **CrewAI** | 25k+ | Multi-agent team collaboration | Easy | None |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://moltbook-ai.com/posts/agent-frameworks-2026",
   "project": "OpenAI Agents SDK",
   "repository": null,
   "stars": "15",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Top 12 AI Agent Frameworks in 2026: The Definitive Comparison Guide",
    "Quick Comparison Table",
    "| Framework | GitHub Stars | Best For | Learning Curve | Model Lock-in |",
    "| **OpenAI Agents SDK** | 15k+ | OpenAI-stack projects | Easy | High (OpenAI) |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# Top 12 AI Agent Frameworks in 2026: The Definitive Comparison Guide",
    "Quick Comparison Table",
    "| Framework | GitHub Stars | Best For | Learning Curve | Model Lock-in |",
    "| **OpenAI Agents SDK** | 15k+ | OpenAI-stack projects | Easy | High (OpenAI) |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://moltbook-ai.com/posts/agent-frameworks-2026",
   "project": "OpenClaw",
   "repository": null,
   "stars": "100",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Top 12 AI Agent Frameworks in 2026: The Definitive Comparison Guide",
    "Quick Comparison Table",
    "| Framework | GitHub Stars | Best For | Learning Curve | Model Lock-in |",
    "| **OpenClaw** | 100k+ | Full-stack agent deployment | Moderate | None |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# Top 12 AI Agent Frameworks in 2026: The Definitive Comparison Guide",
    "Quick Comparison Table",
    "| Framework | GitHub Stars | Best For | Learning Curve | Model Lock-in |",
    "| **OpenClaw** | 100k+ | Full-stack agent deployment | Moderate | None |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://moltbook-ai.com/posts/agent-frameworks-2026",
   "project": "Microsoft AutoGen",
   "repository": null,
   "stars": "40",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Top 12 AI Agent Frameworks in 2026: The Definitive Comparison Guide",
    "Quick Comparison Table",
    "| Framework | GitHub Stars | Best For | Learning Curve | Model Lock-in |",
    "| **Microsoft AutoGen** | 40k+ | Research & human-in-the-loop | Moderate | None |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# Top 12 AI Agent Frameworks in 2026: The Definitive Comparison Guide",
    "Quick Comparison Table",
    "| Framework | GitHub Stars | Best For | Learning Curve | Model Lock-in |",
    "| **Microsoft AutoGen** | 40k+ | Research & human-in-the-loop | Moderate | None |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://moltbook-ai.com/posts/agent-frameworks-2026",
   "project": "Google ADK",
   "repository": null,
   "stars": "20",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Top 12 AI Agent Frameworks in 2026: The Definitive Comparison Guide",
    "Quick Comparison Table",
    "| Framework | GitHub Stars | Best For | Learning Curve | Model Lock-in |",
    "| **Google ADK** | 20k+ | Google/Gemini ecosystem | Moderate | Medium (Google) |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# Top 12 AI Agent Frameworks in 2026: The Definitive Comparison Guide",
    "Quick Comparison Table",
    "| Framework | GitHub Stars | Best For | Learning Curve | Model Lock-in |",
    "| **Google ADK** | 20k+ | Google/Gemini ecosystem | Moderate | Medium (Google) |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://moltbook-ai.com/posts/agent-frameworks-2026",
   "project": "LlamaIndex",
   "repository": null,
   "stars": "38",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Top 12 AI Agent Frameworks in 2026: The Definitive Comparison Guide",
    "Quick Comparison Table",
    "| Framework | GitHub Stars | Best For | Learning Curve | Model Lock-in |",
    "| **LlamaIndex** | 38k+ | Data & RAG applications | Moderate | None |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# Top 12 AI Agent Frameworks in 2026: The Definitive Comparison Guide",
    "Quick Comparison Table",
    "| Framework | GitHub Stars | Best For | Learning Curve | Model Lock-in |",
    "| **LlamaIndex** | 38k+ | Data & RAG applications | Moderate | None |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://moltbook-ai.com/posts/agent-frameworks-2026",
   "project": "Agno (Phidata)",
   "repository": null,
   "stars": "18",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Top 12 AI Agent Frameworks in 2026: The Definitive Comparison Guide",
    "Quick Comparison Table",
    "| Framework | GitHub Stars | Best For | Learning Curve | Model Lock-in |",
    "| **Agno (Phidata)** | 18k+ | Production-ready agents | Easy | None |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# Top 12 AI Agent Frameworks in 2026: The Definitive Comparison Guide",
    "Quick Comparison Table",
    "| Framework | GitHub Stars | Best For | Learning Curve | Model Lock-in |",
    "| **Agno (Phidata)** | 18k+ | Production-ready agents | Easy | None |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://moltbook-ai.com/posts/agent-frameworks-2026",
   "project": "DSPy",
   "repository": null,
   "stars": "20",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Top 12 AI Agent Frameworks in 2026: The Definitive Comparison Guide",
    "Quick Comparison Table",
    "| Framework | GitHub Stars | Best For | Learning Curve | Model Lock-in |",
    "| **DSPy** | 20k+ | Programmatic prompt optimization | Steep | None |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# Top 12 AI Agent Frameworks in 2026: The Definitive Comparison Guide",
    "Quick Comparison Table",
    "| Framework | GitHub Stars | Best For | Learning Curve | Model Lock-in |",
    "| **DSPy** | 20k+ | Programmatic prompt optimization | Steep | None |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://moltbook-ai.com/posts/agent-frameworks-2026",
   "project": "Semantic Kernel",
   "repository": null,
   "stars": "22",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Top 12 AI Agent Frameworks in 2026: The Definitive Comparison Guide",
    "Quick Comparison Table",
    "| Framework | GitHub Stars | Best For | Learning Curve | Model Lock-in |",
    "| **Semantic Kernel** | 22k+ | Enterprise .NET/Java | Steep | Medium (Microsoft) |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# Top 12 AI Agent Frameworks in 2026: The Definitive Comparison Guide",
    "Quick Comparison Table",
    "| Framework | GitHub Stars | Best For | Learning Curve | Model Lock-in |",
    "| **Semantic Kernel** | 22k+ | Enterprise .NET/Java | Steep | Medium (Microsoft) |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://moltbook-ai.com/posts/agent-frameworks-2026",
   "project": "Haystack",
   "repository": null,
   "stars": "18",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Top 12 AI Agent Frameworks in 2026: The Definitive Comparison Guide",
    "Quick Comparison Table",
    "| Framework | GitHub Stars | Best For | Learning Curve | Model Lock-in |",
    "| **Haystack** | 18k+ | NLP pipelines & search | Moderate | None |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# Top 12 AI Agent Frameworks in 2026: The Definitive Comparison Guide",
    "Quick Comparison Table",
    "| Framework | GitHub Stars | Best For | Learning Curve | Model Lock-in |",
    "| **Haystack** | 18k+ | NLP pipelines & search | Moderate | None |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://kagan.ai/catalog/vol-06",
   "project": "LangGraph",
   "repository": "github.com/langchain-ai/langgraph",
   "stars": "26200",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## Part 2 \u2014 The Substrates",
    "Section A \u2014 Short-term memory and graph state",
    "LangGraph state and checkpointers (cross-reference)",
    "*Source:* github.com/langchain-ai/langgraph (26.2k stars, MIT)"
   ],
   "repository_evidence": [
    "## Part 2 \u2014 The Substrates",
    "Section A \u2014 Short-term memory and graph state",
    "LangGraph state and checkpointers (cross-reference)",
    "*Source:* github.com/langchain-ai/langgraph (26.2k stars, MIT)"
   ],
   "stars_evidence": [
    "## Part 2 \u2014 The Substrates",
    "Section A \u2014 Short-term memory and graph state",
    "LangGraph state and checkpointers (cross-reference)",
    "*Source:* github.com/langchain-ai/langgraph (26.2k stars, MIT)"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://kagan.ai/catalog/vol-06",
   "project": "Chroma",
   "repository": "github.com/chroma-core/chroma",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## Part 2 \u2014 The Substrates",
    "Section B \u2014 Vector databases",
    "Chroma",
    "*Source:* github.com/chroma-core/chroma (Apache-2; Python/TypeScript SDKs; embedded or client/server)"
   ],
   "repository_evidence": [
    "## Part 2 \u2014 The Substrates",
    "Section B \u2014 Vector databases",
    "Chroma",
    "*Source:* github.com/chroma-core/chroma (Apache-2; Python/TypeScript SDKs; embedded or client/server)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://kagan.ai/catalog/vol-06",
   "project": "Qdrant",
   "repository": "github.com/qdrant/qdrant",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## Part 2 \u2014 The Substrates",
    "Section B \u2014 Vector databases",
    "Qdrant",
    "*Source:* github.com/qdrant/qdrant (Apache-2; Rust; client SDKs in Python/TS/Rust/Go/Java)"
   ],
   "repository_evidence": [
    "## Part 2 \u2014 The Substrates",
    "Section B \u2014 Vector databases",
    "Qdrant",
    "*Source:* github.com/qdrant/qdrant (Apache-2; Rust; client SDKs in Python/TS/Rust/Go/Java)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://kagan.ai/catalog/vol-06",
   "project": "Weaviate",
   "repository": "github.com/weaviate/weaviate",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## Part 2 \u2014 The Substrates",
    "Section B \u2014 Vector databases",
    "Weaviate",
    "*Source:* github.com/weaviate/weaviate (BSD-3-Clause; Go; Python/JS/Go clients)"
   ],
   "repository_evidence": [
    "## Part 2 \u2014 The Substrates",
    "Section B \u2014 Vector databases",
    "Weaviate",
    "*Source:* github.com/weaviate/weaviate (BSD-3-Clause; Go; Python/JS/Go clients)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://kagan.ai/catalog/vol-06",
   "project": "Mem0",
   "repository": "github.com/mem0ai/mem0",
   "stars": "55900",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## Part 2 \u2014 The Substrates",
    "Section C \u2014 Dedicated memory layers",
    "Mem0",
    "*Source:* github.com/mem0ai/mem0 (55.9k stars, Apache-2; Python + TypeScript)"
   ],
   "repository_evidence": [
    "## Part 2 \u2014 The Substrates",
    "Section C \u2014 Dedicated memory layers",
    "Mem0",
    "*Source:* github.com/mem0ai/mem0 (55.9k stars, Apache-2; Python + TypeScript)"
   ],
   "stars_evidence": [
    "## Part 2 \u2014 The Substrates",
    "Section C \u2014 Dedicated memory layers",
    "Mem0",
    "*Source:* github.com/mem0ai/mem0 (55.9k stars, Apache-2; Python + TypeScript)"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://kagan.ai/catalog/vol-06",
   "project": "Letta",
   "repository": "github.com/letta-ai/letta",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## Part 2 \u2014 The Substrates",
    "Section C \u2014 Dedicated memory layers",
    "Letta (formerly MemGPT)",
    "*Source:* github.com/letta-ai/letta (Apache-2; Python)"
   ],
   "repository_evidence": [
    "## Part 2 \u2014 The Substrates",
    "Section C \u2014 Dedicated memory layers",
    "Letta (formerly MemGPT)",
    "*Source:* github.com/letta-ai/letta (Apache-2; Python)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://kagan.ai/catalog/vol-06",
   "project": "Zep",
   "repository": "github.com/getzep/zep",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## Part 2 \u2014 The Substrates",
    "Section C \u2014 Dedicated memory layers",
    "Zep",
    "*Source:* github.com/getzep/zep (Apache-2; Go; Python/TypeScript clients)"
   ],
   "repository_evidence": [
    "## Part 2 \u2014 The Substrates",
    "Section C \u2014 Dedicated memory layers",
    "Zep",
    "*Source:* github.com/getzep/zep (Apache-2; Go; Python/TypeScript clients)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://kagan.ai/catalog/vol-06",
   "project": "AutoGen",
   "repository": "github.com/microsoft/autogen",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## Part 2 \u2014 The Substrates",
    "*Source:* github.com/microsoft/autogen (Microsoft; MIT)"
   ],
   "repository_evidence": [
    "## Part 2 \u2014 The Substrates",
    "*Source:* github.com/microsoft/autogen (Microsoft; MIT)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://kagan.ai/catalog/vol-06",
   "project": "CrewAI",
   "repository": "github.com/crewAIInc/crewai",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## Part 2 \u2014 The Substrates",
    "CrewAI memory abstractions",
    "*Source:* github.com/crewAIInc/crewai (Python, MIT)"
   ],
   "repository_evidence": [
    "## Part 2 \u2014 The Substrates",
    "CrewAI memory abstractions",
    "*Source:* github.com/crewAIInc/crewai (Python, MIT)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://kagan.ai/catalog/vol-06",
   "project": "pgvector",
   "repository": "github.com/pgvector/pgvector",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## Part 2 \u2014 The Substrates",
    "Section E \u2014 Hybrid relational + vector",
    "pgvector (the Postgres extension itself)",
    "*Source:* github.com/pgvector/pgvector (PostgreSQL License; C)"
   ],
   "repository_evidence": [
    "## Part 2 \u2014 The Substrates",
    "Section E \u2014 Hybrid relational + vector",
    "pgvector (the Postgres extension itself)",
    "*Source:* github.com/pgvector/pgvector (PostgreSQL License; C)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://kagan.ai/catalog/vol-06",
   "project": "FlagEmbedding",
   "repository": "github.com/FlagOpen/FlagEmbedding",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## Part 2 \u2014 The Substrates",
    "Section F --- Embedding models and evaluation",
    "*Source:* github.com/FlagOpen/FlagEmbedding (BAAI; MIT)"
   ],
   "repository_evidence": [
    "## Part 2 \u2014 The Substrates",
    "Section F --- Embedding models and evaluation",
    "*Source:* github.com/FlagOpen/FlagEmbedding (BAAI; MIT)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://kagan.ai/catalog/vol-06",
   "project": "GraphRAG",
   "repository": "github.com/microsoft/graphrag",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## Part 2 \u2014 The Substrates",
    "Section G \u2014 Knowledge graphs for memory",
    "GraphRAG (Microsoft Research)",
    "*Source:* github.com/microsoft/graphrag (MIT; Python)"
   ],
   "repository_evidence": [
    "## Part 2 \u2014 The Substrates",
    "Section G \u2014 Knowledge graphs for memory",
    "GraphRAG (Microsoft Research)",
    "*Source:* github.com/microsoft/graphrag (MIT; Python)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://tinyagents.dev/vs/aws-strands-vs-haystack",
   "project": "AWS Strands Agents",
   "repository": "https://github.com/strands-agents/sdk-python",
   "stars": "4.2k",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# AWS Strands Agents vs Haystack: Which Agent Framework to Use?",
    "### AWS Strands Agents",
    "[github.com/strands-agents/sdk-python\u2192](https://github.com/strands-agents/sdk-python)"
   ],
   "repository_evidence": [
    "# AWS Strands Agents vs Haystack: Which Agent Framework to Use?",
    "### AWS Strands Agents",
    "[github.com/strands-agents/sdk-python\u2192](https://github.com/strands-agents/sdk-python)"
   ],
   "stars_evidence": [
    "# AWS Strands Agents vs Haystack: Which Agent Framework to Use?",
    "### AWS Strands Agents",
    "GitHub Stars\n4.2k"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://openagentskill.com/skills/microsoft-ufo",
   "project": "Microsoft UFO",
   "repository": "https://github.com/microsoft/UFO",
   "stars": "9000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Use the registry command when your workflow supports the OpenAgentSkill installer.",
    "$ npx skills add microsoft/UFO",
    "Source[microsoft/UFO](https://github.com/microsoft/UFO)"
   ],
   "repository_evidence": [
    "Use the registry command when your workflow supports the OpenAgentSkill installer.",
    "$ npx skills add microsoft/UFO",
    "Source[microsoft/UFO](https://github.com/microsoft/UFO)"
   ],
   "stars_evidence": [
    "High-confidence pick with strong adoption and healthy maintenance signals.",
    "GitHub stars",
    "9.0K",
    "GitHub stars9.0K"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/waldzellai/waldzell-mcp/blob/main/llms.txt",
   "project": "BeeAI Framework",
   "repository": "https://i-am-bee.github.io/beeai-framework",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "This page provides an overview of applications that support the Model Context Protocol (MCP).",
    "## Feature support matrix",
    "| Client                               | [Resources] | [Prompts] | [Tools] | [Sampling] | Roots | Notes                                                              |",
    "| [BeeAI Framework][BeeAI Framework]   | \u274c           | \u274c         | \u2705       | \u274c          | \u274c     | Supports tools in agentic workflows.                               |"
   ],
   "repository_evidence": [
    "This page provides an overview of applications that support the Model Context Protocol (MCP).",
    "[BeeAI Framework]: https://i-am-bee.github.io/beeai-framework"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/waldzellai/waldzell-mcp/blob/main/llms.txt",
   "project": "mcp-agent",
   "repository": "https://github.com/lastmile-ai/mcp-agent",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "This page provides an overview of applications that support the Model Context Protocol (MCP).",
    "## Feature support matrix",
    "| Client                               | [Resources] | [Prompts] | [Tools] | [Sampling] | Roots | Notes                                                              |",
    "| [mcp-agent][mcp-agent]               | \u274c           | \u274c         | \u2705       | \u26a0\ufe0f         | \u274c     | Supports tools, server connection management, and agent workflows. |"
   ],
   "repository_evidence": [
    "This page provides an overview of applications that support the Model Context Protocol (MCP).",
    "[mcp-agent]: https://github.com/lastmile-ai/mcp-agent"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/waldzellai/waldzell-mcp/blob/main/llms.txt",
   "project": "SpinAI",
   "repository": "https://spinai.dev",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "This page provides an overview of applications that support the Model Context Protocol (MCP).",
    "## Feature support matrix",
    "| Client                               | [Resources] | [Prompts] | [Tools] | [Sampling] | Roots | Notes                                                              |",
    "| [SpinAI][SpinAI]                     | \u274c           | \u274c         | \u2705       | \u274c          | \u274c     | Supports tools for Typescript AI Agents                            |"
   ],
   "repository_evidence": [
    "This page provides an overview of applications that support the Model Context Protocol (MCP).",
    "[SpinAI]: https://spinai.dev"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/waldzellai/waldzell-mcp/blob/main/llms.txt",
   "project": "Daydreams Agents",
   "repository": "https://github.com/daydreamsai/daydreams",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "This page provides an overview of applications that support the Model Context Protocol (MCP).",
    "## Feature support matrix",
    "| Client                               | [Resources] | [Prompts] | [Tools] | [Sampling] | Roots | Notes                                                              |",
    "| [Daydreams Agents][Daydreams]        | \u2705           | \u2705         | \u2705       | \u274c          | \u274c     | Support for drop in Servers to Daydreams agents                    |"
   ],
   "repository_evidence": [
    "This page provides an overview of applications that support the Model Context Protocol (MCP).",
    "[Daydreams]: https://github.com/daydreamsai/daydreams"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/waldzellai/waldzell-mcp/blob/main/llms.txt",
   "project": "5ire",
   "repository": "https://github.com/nanbingxyz/5ire",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "This page provides an overview of applications that support the Model Context Protocol (MCP).",
    "## Feature support matrix",
    "| Client                               | [Resources] | [Prompts] | [Tools] | [Sampling] | Roots | Notes                                                              |",
    "| [5ire][5ire]                         | \u274c           | \u274c         | \u2705       | \u274c          | \u274c     | Supports tools.                                                    |"
   ],
   "repository_evidence": [
    "This page provides an overview of applications that support the Model Context Protocol (MCP).",
    "[5ire]: https://github.com/nanbingxyz/5ire"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/waldzellai/waldzell-mcp/blob/main/llms.txt",
   "project": "Cline",
   "repository": "https://github.com/cline/cline",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "This page provides an overview of applications that support the Model Context Protocol (MCP).",
    "## Feature support matrix",
    "| Client                               | [Resources] | [Prompts] | [Tools] | [Sampling] | Roots | Notes                                                              |",
    "| [Cline][Cline]                       | \u2705           | \u274c         | \u2705       | \u274c          | \u274c     | Supports tools and resources.                                      |"
   ],
   "repository_evidence": [
    "This page provides an overview of applications that support the Model Context Protocol (MCP).",
    "[Cline]: https://github.com/cline/cline"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/waldzellai/waldzell-mcp/blob/main/llms.txt",
   "project": "Continue",
   "repository": "https://github.com/continuedev/continue",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "This page provides an overview of applications that support the Model Context Protocol (MCP).",
    "## Feature support matrix",
    "| Client                               | [Resources] | [Prompts] | [Tools] | [Sampling] | Roots | Notes                                                              |",
    "| [Continue][Continue]                 | \u2705           | \u2705         | \u2705       | \u274c          | \u274c     | Full support for all MCP features                                  |"
   ],
   "repository_evidence": [
    "This page provides an overview of applications that support the Model Context Protocol (MCP).",
    "[Continue]: https://github.com/continuedev/continue"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/waldzellai/waldzell-mcp/blob/main/llms.txt",
   "project": "Emacs Mcp",
   "repository": "https://github.com/lizqwerscott/mcp.el",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "This page provides an overview of applications that support the Model Context Protocol (MCP).",
    "## Feature support matrix",
    "| Client                               | [Resources] | [Prompts] | [Tools] | [Sampling] | Roots | Notes                                                              |",
    "| [Emacs Mcp][Mcp.el]                  | \u274c           | \u274c         | \u2705       | \u274c          | \u274c     | Supports tools in Emacs.                                           |"
   ],
   "repository_evidence": [
    "This page provides an overview of applications that support the Model Context Protocol (MCP).",
    "[Mcp.el]: https://github.com/lizqwerscott/mcp.el"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/waldzellai/waldzell-mcp/blob/main/llms.txt",
   "project": "Firebase Genkit",
   "repository": "https://github.com/firebase/genkit",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "This page provides an overview of applications that support the Model Context Protocol (MCP).",
    "## Feature support matrix",
    "| Client                               | [Resources] | [Prompts] | [Tools] | [Sampling] | Roots | Notes                                                              |",
    "| [Firebase Genkit][Genkit]            | \u26a0\ufe0f          | \u2705         | \u2705       | \u274c          | \u274c     | Supports resource list and lookup through tools.                   |"
   ],
   "repository_evidence": [
    "This page provides an overview of applications that support the Model Context Protocol (MCP).",
    "[Genkit]: https://github.com/firebase/genkit"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/waldzellai/waldzell-mcp/blob/main/llms.txt",
   "project": "Goose",
   "repository": "https://block.github.io/goose/docs/goose-architecture/#interoperability-with-extensions",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "This page provides an overview of applications that support the Model Context Protocol (MCP).",
    "## Feature support matrix",
    "| Client                               | [Resources] | [Prompts] | [Tools] | [Sampling] | Roots | Notes                                                              |",
    "| [Goose][Goose]                       | \u274c           | \u274c         | \u2705       | \u274c          | \u274c     | Supports tools.                                                    |"
   ],
   "repository_evidence": [
    "This page provides an overview of applications that support the Model Context Protocol (MCP).",
    "[Goose]: https://block.github.io/goose/docs/goose-architecture/#interoperability-with-extensions"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/waldzellai/waldzell-mcp/blob/main/llms.txt",
   "project": "LibreChat",
   "repository": "https://github.com/danny-avila/LibreChat",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "This page provides an overview of applications that support the Model Context Protocol (MCP).",
    "## Feature support matrix",
    "| Client                               | [Resources] | [Prompts] | [Tools] | [Sampling] | Roots | Notes                                                              |",
    "| [LibreChat][LibreChat]               | \u274c           | \u274c         | \u2705       | \u274c          | \u274c     | Supports tools for Agents                                          |"
   ],
   "repository_evidence": [
    "This page provides an overview of applications that support the Model Context Protocol (MCP).",
    "[LibreChat]: https://github.com/danny-avila/LibreChat"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/waldzellai/waldzell-mcp/blob/main/llms.txt",
   "project": "OpenSumi",
   "repository": "https://github.com/opensumi/core",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "This page provides an overview of applications that support the Model Context Protocol (MCP).",
    "## Feature support matrix",
    "| Client                               | [Resources] | [Prompts] | [Tools] | [Sampling] | Roots | Notes                                                              |",
    "| [OpenSumi][OpenSumi]                 | \u274c           | \u274c         | \u2705       | \u274c          | \u274c     | Supports tools in OpenSumi                                         |"
   ],
   "repository_evidence": [
    "This page provides an overview of applications that support the Model Context Protocol (MCP).",
    "[OpenSumi]: https://github.com/opensumi/core"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/waldzellai/waldzell-mcp/blob/main/llms.txt",
   "project": "oterm",
   "repository": "https://github.com/ggozad/oterm",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "This page provides an overview of applications that support the Model Context Protocol (MCP).",
    "## Feature support matrix",
    "| Client                               | [Resources] | [Prompts] | [Tools] | [Sampling] | Roots | Notes                                                              |",
    "| [oterm][oterm]                       | \u274c           | \u274c         | \u2705       | \u274c          | \u274c     | Supports tools.                                                    |"
   ],
   "repository_evidence": [
    "This page provides an overview of applications that support the Model Context Protocol (MCP).",
    "[oterm]: https://github.com/ggozad/oterm"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://pypi.org/project/workflow_agent",
   "project": "DB-GPT",
   "repository": "https://github.com/eosphoros-ai/DB-GPT",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Workflow Agent AI Agent Directory to Host All Workflow Agent related AI Agents Services, Community, Reviews and More.",
    "### AI Agent List",
    "## [DB-GPT eosphoros-ai](https://github.com/eosphoros-ai/DB-GPT)"
   ],
   "repository_evidence": [
    "Workflow Agent AI Agent Directory to Host All Workflow Agent related AI Agents Services, Community, Reviews and More.",
    "### AI Agent List",
    "## [DB-GPT eosphoros-ai](https://github.com/eosphoros-ai/DB-GPT)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://pypi.org/project/workflow_agent",
   "project": "AgentLaboratory",
   "repository": "https://github.com/SamuelSchmidgall/AgentLaboratory",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Workflow Agent AI Agent Directory to Host All Workflow Agent related AI Agents Services, Community, Reviews and More.",
    "### AI Agent List",
    "## [AgentLaboratory SamuelSchmidgall](https://github.com/SamuelSchmidgall/AgentLaboratory)"
   ],
   "repository_evidence": [
    "Workflow Agent AI Agent Directory to Host All Workflow Agent related AI Agents Services, Community, Reviews and More.",
    "### AI Agent List",
    "## [AgentLaboratory SamuelSchmidgall](https://github.com/SamuelSchmidgall/AgentLaboratory)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://pypi.org/project/workflow_agent",
   "project": "ssh-agent",
   "repository": "https://github.com/webfactory/ssh-agent",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Workflow Agent AI Agent Directory to Host All Workflow Agent related AI Agents Services, Community, Reviews and More.",
    "### AI Agent List",
    "## [ssh-agent webfactory](https://github.com/webfactory/ssh-agent)"
   ],
   "repository_evidence": [
    "Workflow Agent AI Agent Directory to Host All Workflow Agent related AI Agents Services, Community, Reviews and More.",
    "### AI Agent List",
    "## [ssh-agent webfactory](https://github.com/webfactory/ssh-agent)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://pypi.org/project/workflow_agent",
   "project": "vector-vein",
   "repository": "https://github.com/AndersonBY/vector-vein",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Workflow Agent AI Agent Directory to Host All Workflow Agent related AI Agents Services, Community, Reviews and More.",
    "### AI Agent List",
    "## [vector-vein AndersonBY](https://github.com/AndersonBY/vector-vein)"
   ],
   "repository_evidence": [
    "Workflow Agent AI Agent Directory to Host All Workflow Agent related AI Agents Services, Community, Reviews and More.",
    "### AI Agent List",
    "## [vector-vein AndersonBY](https://github.com/AndersonBY/vector-vein)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://pypi.org/project/workflow_agent",
   "project": "Intelli-Agent",
   "repository": "https://github.com/aws-samples/Intelli-Agent",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Workflow Agent AI Agent Directory to Host All Workflow Agent related AI Agents Services, Community, Reviews and More.",
    "### AI Agent List",
    "## [Intelli-Agent aws-samples](https://github.com/aws-samples/Intelli-Agent)"
   ],
   "repository_evidence": [
    "Workflow Agent AI Agent Directory to Host All Workflow Agent related AI Agents Services, Community, Reviews and More.",
    "### AI Agent List",
    "## [Intelli-Agent aws-samples](https://github.com/aws-samples/Intelli-Agent)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://pypi.org/project/workflow_agent",
   "project": "agent",
   "repository": "https://github.com/statelyai/agent",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Workflow Agent AI Agent Directory to Host All Workflow Agent related AI Agents Services, Community, Reviews and More.",
    "### AI Agent List",
    "## [agent statelyai](https://github.com/statelyai/agent)"
   ],
   "repository_evidence": [
    "Workflow Agent AI Agent Directory to Host All Workflow Agent related AI Agents Services, Community, Reviews and More.",
    "### AI Agent List",
    "## [agent statelyai](https://github.com/statelyai/agent)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://pypi.org/project/workflow_agent",
   "project": "agent-workflow-memory",
   "repository": "https://github.com/zorazrw/agent-workflow-memory",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Workflow Agent AI Agent Directory to Host All Workflow Agent related AI Agents Services, Community, Reviews and More.",
    "### AI Agent List",
    "## [agent-workflow-memory zorazrw](https://github.com/zorazrw/agent-workflow-memory)"
   ],
   "repository_evidence": [
    "Workflow Agent AI Agent Directory to Host All Workflow Agent related AI Agents Services, Community, Reviews and More.",
    "### AI Agent List",
    "## [agent-workflow-memory zorazrw](https://github.com/zorazrw/agent-workflow-memory)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://pypi.org/project/workflow_agent",
   "project": "ax",
   "repository": "https://github.com/ax-llm/ax",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Workflow Agent AI Agent Directory to Host All Workflow Agent related AI Agents Services, Community, Reviews and More.",
    "### AI Agent List",
    "## [ax ax-llm](https://github.com/ax-llm/ax)"
   ],
   "repository_evidence": [
    "Workflow Agent AI Agent Directory to Host All Workflow Agent related AI Agents Services, Community, Reviews and More.",
    "### AI Agent List",
    "## [ax ax-llm](https://github.com/ax-llm/ax)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://pypi.org/project/workflow_agent",
   "project": "Agently-Daily-News-Collector",
   "repository": "https://github.com/AgentEra/Agently-Daily-News-Collector",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Workflow Agent AI Agent Directory to Host All Workflow Agent related AI Agents Services, Community, Reviews and More.",
    "### AI Agent List",
    "## [Agently-Daily-News-Collector AgentEra](https://github.com/AgentEra/Agently-Daily-News-Collector)"
   ],
   "repository_evidence": [
    "Workflow Agent AI Agent Directory to Host All Workflow Agent related AI Agents Services, Community, Reviews and More.",
    "### AI Agent List",
    "## [Agently-Daily-News-Collector AgentEra](https://github.com/AgentEra/Agently-Daily-News-Collector)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://pypi.org/project/workflow_agent",
   "project": "metropolis-nim-workflows",
   "repository": "https://github.com/NVIDIA/metropolis-nim-workflows",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Workflow Agent AI Agent Directory to Host All Workflow Agent related AI Agents Services, Community, Reviews and More.",
    "### AI Agent List",
    "## [metropolis-nim-workflows NVIDIA](https://github.com/NVIDIA/metropolis-nim-workflows)"
   ],
   "repository_evidence": [
    "Workflow Agent AI Agent Directory to Host All Workflow Agent related AI Agents Services, Community, Reviews and More.",
    "### AI Agent List",
    "## [metropolis-nim-workflows NVIDIA](https://github.com/NVIDIA/metropolis-nim-workflows)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://pypi.org/project/workflow_agent",
   "project": "ControlFlow",
   "repository": "https://github.com/PrefectHQ/ControlFlow",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Workflow Agent AI Agent Directory to Host All Workflow Agent related AI Agents Services, Community, Reviews and More.",
    "### AI Agent List",
    "## [ControlFlow PrefectHQ](https://github.com/PrefectHQ/ControlFlow)"
   ],
   "repository_evidence": [
    "Workflow Agent AI Agent Directory to Host All Workflow Agent related AI Agents Services, Community, Reviews and More.",
    "### AI Agent List",
    "## [ControlFlow PrefectHQ](https://github.com/PrefectHQ/ControlFlow)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://pypi.org/project/workflow_agent",
   "project": "pyspur",
   "repository": "https://github.com/PySpur-Dev/pyspur",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Workflow Agent AI Agent Directory to Host All Workflow Agent related AI Agents Services, Community, Reviews and More.",
    "### AI Agent List",
    "## [pyspur PySpur-Dev](https://github.com/PySpur-Dev/pyspur)"
   ],
   "repository_evidence": [
    "Workflow Agent AI Agent Directory to Host All Workflow Agent related AI Agents Services, Community, Reviews and More.",
    "### AI Agent List",
    "## [pyspur PySpur-Dev](https://github.com/PySpur-Dev/pyspur)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://pypi.org/project/workflow_agent",
   "project": "Director",
   "repository": "https://github.com/video-db/Director",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Workflow Agent AI Agent Directory to Host All Workflow Agent related AI Agents Services, Community, Reviews and More.",
    "### AI Agent List",
    "## [Director video-db](https://github.com/video-db/Director)"
   ],
   "repository_evidence": [
    "Workflow Agent AI Agent Directory to Host All Workflow Agent related AI Agents Services, Community, Reviews and More.",
    "### AI Agent List",
    "## [Director video-db](https://github.com/video-db/Director)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://pypi.org/project/workflow_agent",
   "project": "docetl",
   "repository": "https://github.com/ucbepic/docetl",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Workflow Agent AI Agent Directory to Host All Workflow Agent related AI Agents Services, Community, Reviews and More.",
    "### AI Agent List",
    "## [docetl ucbepic](https://github.com/ucbepic/docetl)"
   ],
   "repository_evidence": [
    "Workflow Agent AI Agent Directory to Host All Workflow Agent related AI Agents Services, Community, Reviews and More.",
    "### AI Agent List",
    "## [docetl ucbepic](https://github.com/ucbepic/docetl)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://pypi.org/project/workflow_agent",
   "project": "griptape",
   "repository": "https://github.com/griptape-ai/griptape",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Workflow Agent AI Agent Directory to Host All Workflow Agent related AI Agents Services, Community, Reviews and More.",
    "### AI Agent List",
    "## [griptape griptape-ai](https://github.com/griptape-ai/griptape)"
   ],
   "repository_evidence": [
    "Workflow Agent AI Agent Directory to Host All Workflow Agent related AI Agents Services, Community, Reviews and More.",
    "### AI Agent List",
    "## [griptape griptape-ai](https://github.com/griptape-ai/griptape)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://pypi.org/project/workflow_agent",
   "project": "agent-toolkit",
   "repository": "https://github.com/stripe/agent-toolkit",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Workflow Agent AI Agent Directory to Host All Workflow Agent related AI Agents Services, Community, Reviews and More.",
    "### AI Agent List",
    "## [agent-toolkit stripe](https://github.com/stripe/agent-toolkit)"
   ],
   "repository_evidence": [
    "Workflow Agent AI Agent Directory to Host All Workflow Agent related AI Agents Services, Community, Reviews and More.",
    "### AI Agent List",
    "## [agent-toolkit stripe](https://github.com/stripe/agent-toolkit)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://pypi.org/project/workflow_agent",
   "project": "OmAgent",
   "repository": "https://github.com/om-ai-lab/OmAgent",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Workflow Agent AI Agent Directory to Host All Workflow Agent related AI Agents Services, Community, Reviews and More.",
    "### AI Agent List",
    "## [OmAgent om-ai-lab](https://github.com/om-ai-lab/OmAgent)"
   ],
   "repository_evidence": [
    "Workflow Agent AI Agent Directory to Host All Workflow Agent related AI Agents Services, Community, Reviews and More.",
    "### AI Agent List",
    "## [OmAgent om-ai-lab](https://github.com/om-ai-lab/OmAgent)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://pypi.org/project/workflow_agent",
   "project": "Agentic-Workflow-Patterns",
   "repository": "https://github.com/arunpshankar/Agentic-Workflow-Patterns",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Workflow Agent AI Agent Directory to Host All Workflow Agent related AI Agents Services, Community, Reviews and More.",
    "### AI Agent List",
    "## [Agentic-Workflow-Patterns arunpshankar](https://github.com/arunpshankar/Agentic-Workflow-Patterns)"
   ],
   "repository_evidence": [
    "Workflow Agent AI Agent Directory to Host All Workflow Agent related AI Agents Services, Community, Reviews and More.",
    "### AI Agent List",
    "## [Agentic-Workflow-Patterns arunpshankar](https://github.com/arunpshankar/Agentic-Workflow-Patterns)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://pypi.org/project/workflow_agent",
   "project": "superduper",
   "repository": "https://github.com/superduper-io/superduper",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Workflow Agent AI Agent Directory to Host All Workflow Agent related AI Agents Services, Community, Reviews and More.",
    "### AI Agent List",
    "## [superduper superduper-io](https://github.com/superduper-io/superduper)"
   ],
   "repository_evidence": [
    "Workflow Agent AI Agent Directory to Host All Workflow Agent related AI Agents Services, Community, Reviews and More.",
    "### AI Agent List",
    "## [superduper superduper-io](https://github.com/superduper-io/superduper)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://pypi.org/project/workflow_agent",
   "project": "jai-workflow",
   "repository": "https://github.com/czelabueno/jai-workflow",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Workflow Agent AI Agent Directory to Host All Workflow Agent related AI Agents Services, Community, Reviews and More.",
    "### AI Agent List",
    "## [jai-workflow czelabueno](https://github.com/czelabueno/jai-workflow)"
   ],
   "repository_evidence": [
    "Workflow Agent AI Agent Directory to Host All Workflow Agent related AI Agents Services, Community, Reviews and More.",
    "### AI Agent List",
    "## [jai-workflow czelabueno](https://github.com/czelabueno/jai-workflow)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://pypi.org/project/workflow_agent",
   "project": "activepieces",
   "repository": "https://github.com/activepieces/activepieces",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Workflow Agent AI Agent Directory to Host All Workflow Agent related AI Agents Services, Community, Reviews and More.",
    "### AI Agent List",
    "## [activepieces activepieces](https://github.com/activepieces/activepieces)"
   ],
   "repository_evidence": [
    "Workflow Agent AI Agent Directory to Host All Workflow Agent related AI Agents Services, Community, Reviews and More.",
    "### AI Agent List",
    "## [activepieces activepieces](https://github.com/activepieces/activepieces)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://pypi.org/project/workflow_agent",
   "project": "agent-hub",
   "repository": "https://github.com/DjangoPeng/agent-hub",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Workflow Agent AI Agent Directory to Host All Workflow Agent related AI Agents Services, Community, Reviews and More.",
    "### AI Agent List",
    "## [agent-hub DjangoPeng](https://github.com/DjangoPeng/agent-hub)"
   ],
   "repository_evidence": [
    "Workflow Agent AI Agent Directory to Host All Workflow Agent related AI Agents Services, Community, Reviews and More.",
    "### AI Agent List",
    "## [agent-hub DjangoPeng](https://github.com/DjangoPeng/agent-hub)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://pypi.org/project/workflow_agent",
   "project": "project_alice",
   "repository": "https://github.com/MarianoMolina/project_alice",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Workflow Agent AI Agent Directory to Host All Workflow Agent related AI Agents Services, Community, Reviews and More.",
    "### AI Agent List",
    "## [project_alice MarianoMolina](https://github.com/MarianoMolina/project_alice)"
   ],
   "repository_evidence": [
    "Workflow Agent AI Agent Directory to Host All Workflow Agent related AI Agents Services, Community, Reviews and More.",
    "### AI Agent List",
    "## [project_alice MarianoMolina](https://github.com/MarianoMolina/project_alice)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://pypi.org/project/workflow_agent",
   "project": "eclair-agents",
   "repository": "https://github.com/HazyResearch/eclair-agents",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Workflow Agent AI Agent Directory to Host All Workflow Agent related AI Agents Services, Community, Reviews and More.",
    "### AI Agent List",
    "## [eclair-agents HazyResearch](https://github.com/HazyResearch/eclair-agents)"
   ],
   "repository_evidence": [
    "Workflow Agent AI Agent Directory to Host All Workflow Agent related AI Agents Services, Community, Reviews and More.",
    "### AI Agent List",
    "## [eclair-agents HazyResearch](https://github.com/HazyResearch/eclair-agents)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://pypi.org/project/workflow_agent",
   "project": "fastagency",
   "repository": "https://github.com/airtai/fastagency",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Workflow Agent AI Agent Directory to Host All Workflow Agent related AI Agents Services, Community, Reviews and More.",
    "### AI Agent List",
    "## [fastagency airtai](https://github.com/airtai/fastagency)"
   ],
   "repository_evidence": [
    "Workflow Agent AI Agent Directory to Host All Workflow Agent related AI Agents Services, Community, Reviews and More.",
    "### AI Agent List",
    "## [fastagency airtai](https://github.com/airtai/fastagency)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://pypi.org/project/workflow_agent",
   "project": "lecca-io",
   "repository": "https://github.com/lecca-digital/lecca-io",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Workflow Agent AI Agent Directory to Host All Workflow Agent related AI Agents Services, Community, Reviews and More.",
    "### AI Agent List",
    "## [lecca-io lecca-digital](https://github.com/lecca-digital/lecca-io)"
   ],
   "repository_evidence": [
    "Workflow Agent AI Agent Directory to Host All Workflow Agent related AI Agents Services, Community, Reviews and More.",
    "### AI Agent List",
    "## [lecca-io lecca-digital](https://github.com/lecca-digital/lecca-io)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://pypi.org/project/workflow_agent",
   "project": "floki",
   "repository": "https://github.com/Cyb3rWard0g/floki",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Workflow Agent AI Agent Directory to Host All Workflow Agent related AI Agents Services, Community, Reviews and More.",
    "### AI Agent List",
    "## [floki Cyb3rWard0g](https://github.com/Cyb3rWard0g/floki)"
   ],
   "repository_evidence": [
    "Workflow Agent AI Agent Directory to Host All Workflow Agent related AI Agents Services, Community, Reviews and More.",
    "### AI Agent List",
    "## [floki Cyb3rWard0g](https://github.com/Cyb3rWard0g/floki)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://pypi.org/project/workflow_agent",
   "project": "flow",
   "repository": "https://github.com/lmnr-ai/flow",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Workflow Agent AI Agent Directory to Host All Workflow Agent related AI Agents Services, Community, Reviews and More.",
    "### AI Agent List",
    "## [flow lmnr-ai](https://github.com/lmnr-ai/flow)"
   ],
   "repository_evidence": [
    "Workflow Agent AI Agent Directory to Host All Workflow Agent related AI Agents Services, Community, Reviews and More.",
    "### AI Agent List",
    "## [flow lmnr-ai](https://github.com/lmnr-ai/flow)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://pypi.org/project/workflow_agent",
   "project": "multi-agents-workflow",
   "repository": "https://github.com/run-llama/multi-agents-workflow",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Workflow Agent AI Agent Directory to Host All Workflow Agent related AI Agents Services, Community, Reviews and More.",
    "### AI Agent List",
    "## [multi-agents-workflow run-llama](https://github.com/run-llama/multi-agents-workflow)"
   ],
   "repository_evidence": [
    "Workflow Agent AI Agent Directory to Host All Workflow Agent related AI Agents Services, Community, Reviews and More.",
    "### AI Agent List",
    "## [multi-agents-workflow run-llama](https://github.com/run-llama/multi-agents-workflow)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://pypi.org/project/workflow_agent",
   "project": "meadow",
   "repository": "https://github.com/NumbersStationAI/meadow",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Workflow Agent AI Agent Directory to Host All Workflow Agent related AI Agents Services, Community, Reviews and More.",
    "### AI Agent List",
    "## [meadow NumbersStationAI](https://github.com/NumbersStationAI/meadow)"
   ],
   "repository_evidence": [
    "Workflow Agent AI Agent Directory to Host All Workflow Agent related AI Agents Services, Community, Reviews and More.",
    "### AI Agent List",
    "## [meadow NumbersStationAI](https://github.com/NumbersStationAI/meadow)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://pypi.org/project/workflow_agent",
   "project": "AgenticCookBook",
   "repository": "https://github.com/microsoft/AgenticCookBook",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Workflow Agent AI Agent Directory to Host All Workflow Agent related AI Agents Services, Community, Reviews and More.",
    "### AI Agent List",
    "## [AgenticCookBook microsoft](https://github.com/microsoft/AgenticCookBook)"
   ],
   "repository_evidence": [
    "Workflow Agent AI Agent Directory to Host All Workflow Agent related AI Agents Services, Community, Reviews and More.",
    "### AI Agent List",
    "## [AgenticCookBook microsoft](https://github.com/microsoft/AgenticCookBook)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://pypi.org/project/workflow_agent",
   "project": "eko",
   "repository": "https://github.com/FellouAI/eko",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Workflow Agent AI Agent Directory to Host All Workflow Agent related AI Agents Services, Community, Reviews and More.",
    "### AI Agent List",
    "## [eko FellouAI](https://github.com/FellouAI/eko)"
   ],
   "repository_evidence": [
    "Workflow Agent AI Agent Directory to Host All Workflow Agent related AI Agents Services, Community, Reviews and More.",
    "### AI Agent List",
    "## [eko FellouAI](https://github.com/FellouAI/eko)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://pypi.org/project/workflow_agent",
   "project": "humanlayer",
   "repository": "https://github.com/humanlayer/humanlayer",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Workflow Agent AI Agent Directory to Host All Workflow Agent related AI Agents Services, Community, Reviews and More.",
    "### AI Agent List",
    "## [humanlayer humanlayer](https://github.com/humanlayer/humanlayer)"
   ],
   "repository_evidence": [
    "Workflow Agent AI Agent Directory to Host All Workflow Agent related AI Agents Services, Community, Reviews and More.",
    "### AI Agent List",
    "## [humanlayer humanlayer](https://github.com/humanlayer/humanlayer)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://pypi.org/project/workflow_agent",
   "project": "agentic-workshop",
   "repository": "https://github.com/build-on-aws/agentic-workshop",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Workflow Agent AI Agent Directory to Host All Workflow Agent related AI Agents Services, Community, Reviews and More.",
    "### AI Agent List",
    "## [agentic-workshop build-on-aws](https://github.com/build-on-aws/agentic-workshop)"
   ],
   "repository_evidence": [
    "Workflow Agent AI Agent Directory to Host All Workflow Agent related AI Agents Services, Community, Reviews and More.",
    "### AI Agent List",
    "## [agentic-workshop build-on-aws](https://github.com/build-on-aws/agentic-workshop)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://pypi.org/project/workflow_agent",
   "project": "ten_framework",
   "repository": "https://github.com/TEN-framework/ten_framework",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Workflow Agent AI Agent Directory to Host All Workflow Agent related AI Agents Services, Community, Reviews and More.",
    "### AI Agent List",
    "## [ten_framework TEN-framework](https://github.com/TEN-framework/ten_framework)"
   ],
   "repository_evidence": [
    "Workflow Agent AI Agent Directory to Host All Workflow Agent related AI Agents Services, Community, Reviews and More.",
    "### AI Agent List",
    "## [ten_framework TEN-framework](https://github.com/TEN-framework/ten_framework)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://pypi.org/project/workflow_agent",
   "project": "rill-flow",
   "repository": "https://github.com/weibocom/rill-flow",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Workflow Agent AI Agent Directory to Host All Workflow Agent related AI Agents Services, Community, Reviews and More.",
    "### AI Agent List",
    "## [rill-flow weibocom](https://github.com/weibocom/rill-flow)"
   ],
   "repository_evidence": [
    "Workflow Agent AI Agent Directory to Host All Workflow Agent related AI Agents Services, Community, Reviews and More.",
    "### AI Agent List",
    "## [rill-flow weibocom](https://github.com/weibocom/rill-flow)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://pypi.org/project/workflow_agent",
   "project": "comanda",
   "repository": "https://github.com/kris-hansen/comanda",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Workflow Agent AI Agent Directory to Host All Workflow Agent related AI Agents Services, Community, Reviews and More.",
    "### AI Agent List",
    "## [comanda kris-hansen](https://github.com/kris-hansen/comanda)"
   ],
   "repository_evidence": [
    "Workflow Agent AI Agent Directory to Host All Workflow Agent related AI Agents Services, Community, Reviews and More.",
    "### AI Agent List",
    "## [comanda kris-hansen](https://github.com/kris-hansen/comanda)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://pypi.org/project/workflow_agent",
   "project": "agentscript",
   "repository": "https://github.com/AgentScript-AI/agentscript",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Workflow Agent AI Agent Directory to Host All Workflow Agent related AI Agents Services, Community, Reviews and More.",
    "### AI Agent List",
    "## [agentscript AgentScript-AI](https://github.com/AgentScript-AI/agentscript)"
   ],
   "repository_evidence": [
    "Workflow Agent AI Agent Directory to Host All Workflow Agent related AI Agents Services, Community, Reviews and More.",
    "### AI Agent List",
    "## [agentscript AgentScript-AI](https://github.com/AgentScript-AI/agentscript)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://pypi.org/project/workflow_agent",
   "project": "Agentic_Story_Book_Workflow",
   "repository": "https://github.com/breakstring/Agentic_Story_Book_Workflow",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Workflow Agent AI Agent Directory to Host All Workflow Agent related AI Agents Services, Community, Reviews and More.",
    "### AI Agent List",
    "## [Agentic_Story_Book_Workflow breakstring](https://github.com/breakstring/Agentic_Story_Book_Workflow)"
   ],
   "repository_evidence": [
    "Workflow Agent AI Agent Directory to Host All Workflow Agent related AI Agents Services, Community, Reviews and More.",
    "### AI Agent List",
    "## [Agentic_Story_Book_Workflow breakstring](https://github.com/breakstring/Agentic_Story_Book_Workflow)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://pypi.org/project/workflow_agent",
   "project": "agere",
   "repository": "https://github.com/happyapplehorse/agere",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Workflow Agent AI Agent Directory to Host All Workflow Agent related AI Agents Services, Community, Reviews and More.",
    "### AI Agent List",
    "## [agere happyapplehorse](https://github.com/happyapplehorse/agere)"
   ],
   "repository_evidence": [
    "Workflow Agent AI Agent Directory to Host All Workflow Agent related AI Agents Services, Community, Reviews and More.",
    "### AI Agent List",
    "## [agere happyapplehorse](https://github.com/happyapplehorse/agere)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://pypi.org/project/workflow_agent",
   "project": "crewAI-quickstart",
   "repository": "https://github.com/alexfazio/crewAI-quickstart",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Workflow Agent AI Agent Directory to Host All Workflow Agent related AI Agents Services, Community, Reviews and More.",
    "### AI Agent List",
    "## [crewAI-quickstart alexfazio](https://github.com/alexfazio/crewAI-quickstart)"
   ],
   "repository_evidence": [
    "Workflow Agent AI Agent Directory to Host All Workflow Agent related AI Agents Services, Community, Reviews and More.",
    "### AI Agent List",
    "## [crewAI-quickstart alexfazio](https://github.com/alexfazio/crewAI-quickstart)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://pypi.org/project/workflow_agent",
   "project": "graphai",
   "repository": "https://github.com/receptron/graphai",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Workflow Agent AI Agent Directory to Host All Workflow Agent related AI Agents Services, Community, Reviews and More.",
    "### AI Agent List",
    "## [graphai receptron](https://github.com/receptron/graphai)"
   ],
   "repository_evidence": [
    "Workflow Agent AI Agent Directory to Host All Workflow Agent related AI Agents Services, Community, Reviews and More.",
    "### AI Agent List",
    "## [graphai receptron](https://github.com/receptron/graphai)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://pypi.org/project/workflow_agent",
   "project": "multimodal-mcp-client",
   "repository": "https://github.com/Ejb503/multimodal-mcp-client",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Workflow Agent AI Agent Directory to Host All Workflow Agent related AI Agents Services, Community, Reviews and More.",
    "### AI Agent List",
    "## [multimodal-mcp-client Ejb503](https://github.com/Ejb503/multimodal-mcp-client)"
   ],
   "repository_evidence": [
    "Workflow Agent AI Agent Directory to Host All Workflow Agent related AI Agents Services, Community, Reviews and More.",
    "### AI Agent List",
    "## [multimodal-mcp-client Ejb503](https://github.com/Ejb503/multimodal-mcp-client)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://pypi.org/project/workflow_agent",
   "project": "setup-opa",
   "repository": "https://github.com/open-policy-agent/setup-opa",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Workflow Agent AI Agent Directory to Host All Workflow Agent related AI Agents Services, Community, Reviews and More.",
    "### AI Agent List",
    "## [setup-opa open-policy-agent](https://github.com/open-policy-agent/setup-opa)"
   ],
   "repository_evidence": [
    "Workflow Agent AI Agent Directory to Host All Workflow Agent related AI Agents Services, Community, Reviews and More.",
    "### AI Agent List",
    "## [setup-opa open-policy-agent](https://github.com/open-policy-agent/setup-opa)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://pypi.org/project/workflow_agent",
   "project": "agents",
   "repository": "https://github.com/aniketmaurya/agents",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Workflow Agent AI Agent Directory to Host All Workflow Agent related AI Agents Services, Community, Reviews and More.",
    "### AI Agent List",
    "## [agents aniketmaurya](https://github.com/aniketmaurya/agents)"
   ],
   "repository_evidence": [
    "Workflow Agent AI Agent Directory to Host All Workflow Agent related AI Agents Services, Community, Reviews and More.",
    "### AI Agent List",
    "## [agents aniketmaurya](https://github.com/aniketmaurya/agents)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://pypi.org/project/workflow_agent",
   "project": "jido",
   "repository": "https://github.com/agentjido/jido",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Workflow Agent AI Agent Directory to Host All Workflow Agent related AI Agents Services, Community, Reviews and More.",
    "### AI Agent List",
    "## [jido agentjido](https://github.com/agentjido/jido)"
   ],
   "repository_evidence": [
    "Workflow Agent AI Agent Directory to Host All Workflow Agent related AI Agents Services, Community, Reviews and More.",
    "### AI Agent List",
    "## [jido agentjido](https://github.com/agentjido/jido)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://pypi.org/project/workflow_agent",
   "project": "agent-panel",
   "repository": "https://github.com/IncredibleDevHQ/agent-panel",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Workflow Agent AI Agent Directory to Host All Workflow Agent related AI Agents Services, Community, Reviews and More.",
    "### AI Agent List",
    "## [agent-panel IncredibleDevHQ](https://github.com/IncredibleDevHQ/agent-panel)"
   ],
   "repository_evidence": [
    "Workflow Agent AI Agent Directory to Host All Workflow Agent related AI Agents Services, Community, Reviews and More.",
    "### AI Agent List",
    "## [agent-panel IncredibleDevHQ](https://github.com/IncredibleDevHQ/agent-panel)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://pypi.org/project/workflow_agent",
   "project": "ollama-workflows",
   "repository": "https://github.com/andthattoo/ollama-workflows",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Workflow Agent AI Agent Directory to Host All Workflow Agent related AI Agents Services, Community, Reviews and More.",
    "### AI Agent List",
    "## [ollama-workflows andthattoo](https://github.com/andthattoo/ollama-workflows)"
   ],
   "repository_evidence": [
    "Workflow Agent AI Agent Directory to Host All Workflow Agent related AI Agents Services, Community, Reviews and More.",
    "### AI Agent List",
    "## [ollama-workflows andthattoo](https://github.com/andthattoo/ollama-workflows)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://pypi.org/project/workflow_agent",
   "project": "giselle",
   "repository": "https://github.com/giselles-ai/giselle",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Workflow Agent AI Agent Directory to Host All Workflow Agent related AI Agents Services, Community, Reviews and More.",
    "### AI Agent List",
    "## [giselle giselles-ai](https://github.com/giselles-ai/giselle)"
   ],
   "repository_evidence": [
    "Workflow Agent AI Agent Directory to Host All Workflow Agent related AI Agents Services, Community, Reviews and More.",
    "### AI Agent List",
    "## [giselle giselles-ai](https://github.com/giselles-ai/giselle)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://pypi.org/project/workflow_agent",
   "project": "npi",
   "repository": "https://github.com/npi-ai/npi",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Workflow Agent AI Agent Directory to Host All Workflow Agent related AI Agents Services, Community, Reviews and More.",
    "### AI Agent List",
    "## [npi npi-ai](https://github.com/npi-ai/npi)"
   ],
   "repository_evidence": [
    "Workflow Agent AI Agent Directory to Host All Workflow Agent related AI Agents Services, Community, Reviews and More.",
    "### AI Agent List",
    "## [npi npi-ai](https://github.com/npi-ai/npi)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://pypi.org/project/workflow_agent",
   "project": "temporal-ai-agent",
   "repository": "https://github.com/steveandroulakis/temporal-ai-agent",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Workflow Agent AI Agent Directory to Host All Workflow Agent related AI Agents Services, Community, Reviews and More.",
    "### AI Agent List",
    "## [temporal-ai-agent steveandroulakis](https://github.com/steveandroulakis/temporal-ai-agent)"
   ],
   "repository_evidence": [
    "Workflow Agent AI Agent Directory to Host All Workflow Agent related AI Agents Services, Community, Reviews and More.",
    "### AI Agent List",
    "## [temporal-ai-agent steveandroulakis](https://github.com/steveandroulakis/temporal-ai-agent)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://pypi.org/project/workflow_agent",
   "project": "labs-ai-tools-vscode",
   "repository": "https://github.com/docker/labs-ai-tools-vscode",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Workflow Agent AI Agent Directory to Host All Workflow Agent related AI Agents Services, Community, Reviews and More.",
    "### AI Agent List",
    "## [labs-ai-tools-vscode docker](https://github.com/docker/labs-ai-tools-vscode)"
   ],
   "repository_evidence": [
    "Workflow Agent AI Agent Directory to Host All Workflow Agent related AI Agents Services, Community, Reviews and More.",
    "### AI Agent List",
    "## [labs-ai-tools-vscode docker](https://github.com/docker/labs-ai-tools-vscode)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://pypi.org/project/workflow_agent",
   "project": "Intelli",
   "repository": "https://github.com/intelligentnode/Intelli",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Workflow Agent AI Agent Directory to Host All Workflow Agent related AI Agents Services, Community, Reviews and More.",
    "### AI Agent List",
    "## [Intelli intelligentnode](https://github.com/intelligentnode/Intelli)"
   ],
   "repository_evidence": [
    "Workflow Agent AI Agent Directory to Host All Workflow Agent related AI Agents Services, Community, Reviews and More.",
    "### AI Agent List",
    "## [Intelli intelligentnode](https://github.com/intelligentnode/Intelli)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://pypi.org/project/workflow_agent",
   "project": "phantasm",
   "repository": "https://github.com/phantasmlabs/phantasm",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Workflow Agent AI Agent Directory to Host All Workflow Agent related AI Agents Services, Community, Reviews and More.",
    "### AI Agent List",
    "## [phantasm phantasmlabs](https://github.com/phantasmlabs/phantasm)"
   ],
   "repository_evidence": [
    "Workflow Agent AI Agent Directory to Host All Workflow Agent related AI Agents Services, Community, Reviews and More.",
    "### AI Agent List",
    "## [phantasm phantasmlabs](https://github.com/phantasmlabs/phantasm)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://pypi.org/project/workflow_agent",
   "project": "taskflowai",
   "repository": "https://github.com/philippe-page/taskflowai",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Workflow Agent AI Agent Directory to Host All Workflow Agent related AI Agents Services, Community, Reviews and More.",
    "### AI Agent List",
    "## [taskflowai philippe-page](https://github.com/philippe-page/taskflowai)"
   ],
   "repository_evidence": [
    "Workflow Agent AI Agent Directory to Host All Workflow Agent related AI Agents Services, Community, Reviews and More.",
    "### AI Agent List",
    "## [taskflowai philippe-page](https://github.com/philippe-page/taskflowai)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/cpacker/MemGPT",
   "project": "Letta Code",
   "repository": "https://github.com/letta-ai/letta-code",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Letta (formerly MemGPT)",
    "- [Letta Code](https://docs.letta.com/letta-code): run agents locally in your terminal",
    "1. Install the [Letta Code](https://github.com/letta-ai/letta-code) CLI tool: `npm install -g @letta-ai/letta-code`"
   ],
   "repository_evidence": [
    "# Letta (formerly MemGPT)",
    "1. Install the [Letta Code](https://github.com/letta-ai/letta-code) CLI tool: `npm install -g @letta-ai/letta-code`"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://ift.tt/B1p8q4Q",
   "project": "Strands Agents",
   "repository": "https://github.com/strands-agents/sdk-typescript",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Strands Agents just shipped 1.0 of the TypeScript SDK, so now you don't have to.",
    "Stop Reaching for Python: Strands Agents TypeScript SDK Just Hit 1.0"
   ],
   "repository_evidence": [
    "There's a demo in the [`strands-agents/sdk-typescript`](https://github.com/strands-agents/sdk-typescript/tree/main/strands-ts/examples/browser-agent) repo where you chat with an agent and it builds a live HTML canvas in real time.",
    "Stop Reaching for Python: Strands Agents TypeScript SDK Just Hit 1.0"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://libhunt.com/compare-babyagi-vs-AGiXT",
   "project": "babyagi",
   "repository": "https://github.com/yoheinakajima/babyagi",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "SaaSHub - Software Alternatives and Reviews",
    "## babyagi"
   ],
   "repository_evidence": [
    "SaaSHub - Software Alternatives and Reviews",
    "## babyagi",
    "> In my opinion the most interesting Agents: Auto-GPT Github: https://github.com/Significant-Gravitas/Auto-GPT BabyAGI Github: https://github.com/yoheinakajima/babyagi Voyager Github: https://github.com/MineDojo/Voyager / Paper: https://arxiv.org/abs/2305.16291 I would also add: ChemCrow: Augmenting large-language models with chemistry tools Github: https://github.com/ur-whitelab/chemcrow-public/ Paper: https://arxiv.org/abs/2304.05376"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://libhunt.com/compare-babyagi-vs-AGiXT",
   "project": "AGiXT",
   "repository": "https://github.com/Josh-XT/AGiXT",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "SaaSHub - Software Alternatives and Reviews",
    "## AGiXT"
   ],
   "repository_evidence": [
    "SaaSHub - Software Alternatives and Reviews",
    "## AGiXT",
    "> Keep an eye on this project as well. https://github.com/Josh-XT/AGiXT"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://libhunt.com/compare-babyagi-vs-AGiXT",
   "project": "Auto-GPT",
   "repository": "https://github.com/Significant-Gravitas/AutoGPT",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "SaaSHub - Software Alternatives and Reviews",
    "When comparing babyagi and AGiXT you can also consider the following projects:",
    "**Auto-GPT** - An experimental open-source attempt to make GPT-4 fully autonomous. [Moved to: https://github.com/Significant-Gravitas/AutoGPT]"
   ],
   "repository_evidence": [
    "SaaSHub - Software Alternatives and Reviews",
    "When comparing babyagi and AGiXT you can also consider the following projects:",
    "**Auto-GPT** - An experimental open-source attempt to make GPT-4 fully autonomous. [Moved to: https://github.com/Significant-Gravitas/AutoGPT]"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://libhunt.com/compare-babyagi-vs-AGiXT",
   "project": "AgentOoba",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "SaaSHub - Software Alternatives and Reviews",
    "When comparing babyagi and AGiXT you can also consider the following projects:",
    "**AgentOoba** - An autonomous AI agent extension for Oobabooga's web ui"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://libhunt.com/compare-babyagi-vs-AGiXT",
   "project": "Auto-Llama-cpp",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "SaaSHub - Software Alternatives and Reviews",
    "When comparing babyagi and AGiXT you can also consider the following projects:",
    "**Auto-Llama-cpp** - Uses Auto-GPT with Llama.cpp"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://libhunt.com/compare-babyagi-vs-AGiXT",
   "project": "AgentGPT",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "SaaSHub - Software Alternatives and Reviews",
    "When comparing babyagi and AGiXT you can also consider the following projects:",
    "**AgentGPT** - \ud83e\udd16 Assemble, configure, and deploy autonomous AI Agents in your browser."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://libhunt.com/compare-babyagi-vs-AGiXT",
   "project": "HMP",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "SaaSHub - Software Alternatives and Reviews",
    "When comparing babyagi and AGiXT you can also consider the following projects:",
    "**HMP** - HyperCortex Mesh Protocol (HMP): decentralized cognitive mesh for AI agents"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://sotaverified.org/papers/ufo2-the-desktop-agentos",
   "project": "UFO",
   "repository": "https://github.com/microsoft/UFO",
   "stars": "8213",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# UFO2: The Desktop AgentOS",
    "- [github.com/microsoft/UFO](https://github.com/microsoft/UFO)"
   ],
   "repository_evidence": [
    "# UFO2: The Desktop AgentOS",
    "- [github.com/microsoft/UFO](https://github.com/microsoft/UFO)"
   ],
   "stars_evidence": [
    "# UFO2: The Desktop AgentOS",
    "- [github.com/microsoft/UFO](https://github.com/microsoft/UFO)",
    "OfficialIn papernone\u2605 8,213"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/credwise14/bee-agent-framework",
   "project": "BeeAI Framework",
   "repository": "https://github.com/i-am-bee/beeai-framework",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# BeeAI Framework",
    "BeeAI Framework is a comprehensive toolkit for building intelligent, autonomous agents and multi-agent systems."
   ],
   "repository_evidence": [
    "# BeeAI Framework",
    "[![Apache 2.0](https://camo.githubusercontent.com/69afac326f923a9f4a2fd017b02d6edb11dc6a7ef5946abd8f004df1ec6a1715/68747470733a2f2f696d672e736869656c64732e696f2f62616467652f417061636865253230322e302d4c6963656e73652d4541373832363f7374796c653d706c6173746963266c6f676f3d617061636865266c6f676f436f6c6f723d7768697465)](https://github.com/i-am-bee/beeai-framework?tab=Apache-2.0-1-ov-file#readme)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/credwise14/bee-agent-framework",
   "project": "beeai-framework-py-starter",
   "repository": "https://github.com/i-am-bee/beeai-framework-py-starter",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Tip",
    "Get started quickly with the [beeai-framework-py-starter](https://github.com/i-am-bee/beeai-framework-py-starter) [Python] or [beeai-framework-ts-starter](https://github.com/i-am-bee/beeai-framework-ts-starter) [TypeScript] template."
   ],
   "repository_evidence": [
    "Tip",
    "Get started quickly with the [beeai-framework-py-starter](https://github.com/i-am-bee/beeai-framework-py-starter) [Python] or [beeai-framework-ts-starter](https://github.com/i-am-bee/beeai-framework-ts-starter) [TypeScript] template."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/credwise14/bee-agent-framework",
   "project": "beeai-framework-ts-starter",
   "repository": "https://github.com/i-am-bee/beeai-framework-ts-starter",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Tip",
    "Get started quickly with the [beeai-framework-py-starter](https://github.com/i-am-bee/beeai-framework-py-starter) [Python] or [beeai-framework-ts-starter](https://github.com/i-am-bee/beeai-framework-ts-starter) [TypeScript] template."
   ],
   "repository_evidence": [
    "Tip",
    "Get started quickly with the [beeai-framework-py-starter](https://github.com/i-am-bee/beeai-framework-py-starter) [Python] or [beeai-framework-ts-starter](https://github.com/i-am-bee/beeai-framework-ts-starter) [TypeScript] template."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/RabeyaMuna/OpenManus",
   "project": "OpenManus",
   "repository": "https://github.com/FoundationAgents/OpenManus",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# \ud83d\udc4b OpenManus",
    "OpenManus: An open-source framework for building general AI agents"
   ],
   "repository_evidence": [
    "git clone https://github.com/FoundationAgents/OpenManus.git cd OpenManus",
    "# \ud83d\udc4b OpenManus"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/RabeyaMuna/OpenManus",
   "project": "OpenManus-RL",
   "repository": "https://github.com/OpenManus/OpenManus-RL",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "We're also excited to introduce [OpenManus-RL](https://github.com/OpenManus/OpenManus-RL), an open-source project dedicated to reinforcement learning (RL)- based (such as GRPO) tuning methods for LLM agents, developed collaboratively by researchers from UIUC and OpenManus.",
    "# \ud83d\udc4b OpenManus"
   ],
   "repository_evidence": [
    "We're also excited to introduce [OpenManus-RL](https://github.com/OpenManus/OpenManus-RL), an open-source project dedicated to reinforcement learning (RL)- based (such as GRPO) tuning methods for LLM agents, developed collaboratively by researchers from UIUC and OpenManus.",
    "# \ud83d\udc4b OpenManus"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/RabeyaMuna/OpenManus",
   "project": "anthropic-computer-use",
   "repository": "https://github.com/anthropics/anthropic-quickstarts/tree/main/computer-use-demo",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Thanks to [anthropic-computer-use](https://github.com/anthropics/anthropic-quickstarts/tree/main/computer-use-demo), [browser-use](https://github.com/browser-use/browser-use) and [crawl4ai](https://github.com/unclecode/crawl4ai) for providing basic support for this project!",
    "Acknowledgement"
   ],
   "repository_evidence": [
    "Thanks to [anthropic-computer-use](https://github.com/anthropics/anthropic-quickstarts/tree/main/computer-use-demo), [browser-use](https://github.com/browser-use/browser-use) and [crawl4ai](https://github.com/unclecode/crawl4ai) for providing basic support for this project!",
    "Acknowledgement"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/RabeyaMuna/OpenManus",
   "project": "browser-use",
   "repository": "https://github.com/browser-use/browser-use",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Thanks to [anthropic-computer-use](https://github.com/anthropics/anthropic-quickstarts/tree/main/computer-use-demo), [browser-use](https://github.com/browser-use/browser-use) and [crawl4ai](https://github.com/unclecode/crawl4ai) for providing basic support for this project!",
    "Acknowledgement"
   ],
   "repository_evidence": [
    "Thanks to [anthropic-computer-use](https://github.com/anthropics/anthropic-quickstarts/tree/main/computer-use-demo), [browser-use](https://github.com/browser-use/browser-use) and [crawl4ai](https://github.com/unclecode/crawl4ai) for providing basic support for this project!",
    "Acknowledgement"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/RabeyaMuna/OpenManus",
   "project": "crawl4ai",
   "repository": "https://github.com/unclecode/crawl4ai",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Thanks to [anthropic-computer-use](https://github.com/anthropics/anthropic-quickstarts/tree/main/computer-use-demo), [browser-use](https://github.com/browser-use/browser-use) and [crawl4ai](https://github.com/unclecode/crawl4ai) for providing basic support for this project!",
    "Acknowledgement"
   ],
   "repository_evidence": [
    "Thanks to [anthropic-computer-use](https://github.com/anthropics/anthropic-quickstarts/tree/main/computer-use-demo), [browser-use](https://github.com/browser-use/browser-use) and [crawl4ai](https://github.com/unclecode/crawl4ai) for providing basic support for this project!",
    "Acknowledgement"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/RabeyaMuna/OpenManus",
   "project": "AAAJ",
   "repository": "https://github.com/metauto-ai/agent-as-a-judge",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Additionally, we are grateful to [AAAJ](https://github.com/metauto-ai/agent-as-a-judge), [MetaGPT](https://github.com/geekan/MetaGPT), [OpenHands](https://github.com/All-Hands-AI/OpenHands) and [SWE-agent](https://github.com/SWE-agent/SWE-agent).",
    "Acknowledgement"
   ],
   "repository_evidence": [
    "Additionally, we are grateful to [AAAJ](https://github.com/metauto-ai/agent-as-a-judge), [MetaGPT](https://github.com/geekan/MetaGPT), [OpenHands](https://github.com/All-Hands-AI/OpenHands) and [SWE-agent](https://github.com/SWE-agent/SWE-agent).",
    "Acknowledgement"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/RabeyaMuna/OpenManus",
   "project": "MetaGPT",
   "repository": "https://github.com/geekan/MetaGPT",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Additionally, we are grateful to [AAAJ](https://github.com/metauto-ai/agent-as-a-judge), [MetaGPT](https://github.com/geekan/MetaGPT), [OpenHands](https://github.com/All-Hands-AI/OpenHands) and [SWE-agent](https://github.com/SWE-agent/SWE-agent).",
    "Acknowledgement"
   ],
   "repository_evidence": [
    "Additionally, we are grateful to [AAAJ](https://github.com/metauto-ai/agent-as-a-judge), [MetaGPT](https://github.com/geekan/MetaGPT), [OpenHands](https://github.com/All-Hands-AI/OpenHands) and [SWE-agent](https://github.com/SWE-agent/SWE-agent).",
    "Acknowledgement"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/RabeyaMuna/OpenManus",
   "project": "OpenHands",
   "repository": "https://github.com/All-Hands-AI/OpenHands",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Additionally, we are grateful to [AAAJ](https://github.com/metauto-ai/agent-as-a-judge), [MetaGPT](https://github.com/geekan/MetaGPT), [OpenHands](https://github.com/All-Hands-AI/OpenHands) and [SWE-agent](https://github.com/SWE-agent/SWE-agent).",
    "Acknowledgement"
   ],
   "repository_evidence": [
    "Additionally, we are grateful to [AAAJ](https://github.com/metauto-ai/agent-as-a-judge), [MetaGPT](https://github.com/geekan/MetaGPT), [OpenHands](https://github.com/All-Hands-AI/OpenHands) and [SWE-agent](https://github.com/SWE-agent/SWE-agent).",
    "Acknowledgement"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/RabeyaMuna/OpenManus",
   "project": "SWE-agent",
   "repository": "https://github.com/SWE-agent/SWE-agent",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Additionally, we are grateful to [AAAJ](https://github.com/metauto-ai/agent-as-a-judge), [MetaGPT](https://github.com/geekan/MetaGPT), [OpenHands](https://github.com/All-Hands-AI/OpenHands) and [SWE-agent](https://github.com/SWE-agent/SWE-agent).",
    "Acknowledgement"
   ],
   "repository_evidence": [
    "Additionally, we are grateful to [AAAJ](https://github.com/metauto-ai/agent-as-a-judge), [MetaGPT](https://github.com/geekan/MetaGPT), [OpenHands](https://github.com/All-Hands-AI/OpenHands) and [SWE-agent](https://github.com/SWE-agent/SWE-agent).",
    "Acknowledgement"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://skillget.dev/listings/ag2ai-fastagency?lang=en",
   "project": "fastagency",
   "repository": "https://github.com/ag2ai/fastagency",
   "stars": "539",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# fastagency",
    "- **License** \u00e2\u20ac\u201d License: Apache-2.0",
    "The fastest way to bring multi-agent workflows to production."
   ],
   "repository_evidence": [
    "Last but not least, show us your support by giving a star to our [**GitHub repository**](https://github.com/ag2ai/fastagency/).",
    "The fastest way to bring multi-agent workflows to production."
   ],
   "stars_evidence": [
    "- **Community trust** \u00e2\u20ac\u201d 539 GitHub stars",
    "The fastest way to bring multi-agent workflows to production."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://skillget.dev/listings/ag2ai-fastagency?lang=en",
   "project": "AG2",
   "repository": "https://github.com/ag2ai/ag2",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "For start, FastAgency is not yet another agentic AI framework.",
    "There are many such\nframeworks available today, the most popular open-source one is [**AG2** (formerly AutoGen)](https://github.com/ag2ai/ag2)."
   ],
   "repository_evidence": [
    "For start, FastAgency is not yet another agentic AI framework.",
    "There are many such\nframeworks available today, the most popular open-source one is [**AG2** (formerly AutoGen)](https://github.com/ag2ai/ag2)."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://fast.io/resources/best-ai-agent-frameworks-for-python",
   "project": "LangGraph",
   "repository": null,
   "stars": "15000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Here are the 8 strongest Python agent frameworks available right now, ranked by production readiness and ecosystem maturity:",
    "1. **LangGraph:** Best for complex stateful workflows with fine-grained control",
    "### 1. LangGraph"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "Here are the 8 strongest Python agent frameworks available right now, ranked by production readiness and ecosystem maturity:",
    "The framework hit stable 1.0 in 2026 and has accumulated over 15,000 GitHub stars.",
    "### 1. LangGraph"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://fast.io/resources/best-ai-agent-frameworks-for-python",
   "project": "CrewAI",
   "repository": null,
   "stars": "47000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Here are the 8 strongest Python agent frameworks available right now, ranked by production readiness and ecosystem maturity:",
    "2. **CrewAI:** Best for rapid multi-agent prototyping and role-based collaboration",
    "### 2. CrewAI"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "Here are the 8 strongest Python agent frameworks available right now, ranked by production readiness and ecosystem maturity:",
    "It crossed 47,000 GitHub stars and 5 million monthly PyPI downloads by early 2026, making it the most downloaded agent framework in the Python ecosystem.",
    "### 2. CrewAI"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://fast.io/resources/best-ai-agent-frameworks-for-python",
   "project": "PydanticAI",
   "repository": null,
   "stars": "16800",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Here are the 8 strongest Python agent frameworks available right now, ranked by production readiness and ecosystem maturity:",
    "3. **PydanticAI:** Best for type-safe production code with multi-provider support",
    "### 3. PydanticAI"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "Here are the 8 strongest Python agent frameworks available right now, ranked by production readiness and ecosystem maturity:",
    "With 16,800 GitHub stars and a stable 1.x API since late 2025, it has become the default choice for teams that already use Pydantic for data validation.",
    "### 3. PydanticAI"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://fast.io/resources/best-ai-agent-frameworks-for-python",
   "project": "OpenAI Agents SDK",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Here are the 8 strongest Python agent frameworks available right now, ranked by production readiness and ecosystem maturity:",
    "4. **OpenAI Agents SDK:** Best for teams already invested in the OpenAI ecosystem",
    "### 4. OpenAI Agents SDK"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://fast.io/resources/best-ai-agent-frameworks-for-python",
   "project": "Google ADK",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Here are the 8 strongest Python agent frameworks available right now, ranked by production readiness and ecosystem maturity:",
    "5. **Google ADK:** Best for Google Cloud and Gemini-native development",
    "### 5. Google ADK (Agent Development Kit)"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://fast.io/resources/best-ai-agent-frameworks-for-python",
   "project": "Smolagents",
   "repository": null,
   "stars": "26000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Here are the 8 strongest Python agent frameworks available right now, ranked by production readiness and ecosystem maturity:",
    "6. **Smolagents:** Best for lightweight, code-first agent development",
    "### 6. Smolagents"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "Here are the 8 strongest Python agent frameworks available right now, ranked by production readiness and ecosystem maturity:",
    "The entire agent loop fits in roughly 1,000 lines of code, and the framework has attracted 26,000 GitHub stars by keeping things deliberately minimal.",
    "### 6. Smolagents"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://fast.io/resources/best-ai-agent-frameworks-for-python",
   "project": "Agno",
   "repository": null,
   "stars": "39000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Here are the 8 strongest Python agent frameworks available right now, ranked by production readiness and ecosystem maturity:",
    "7. **Agno:** Best for full-stack agent deployment with built-in monitoring",
    "### 7. Agno (formerly Phidata)"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "Here are the 8 strongest Python agent frameworks available right now, ranked by production readiness and ecosystem maturity:",
    "Formerly known as Phidata, it rebranded in early 2026 and has grown to 39,000 GitHub stars with over 400 contributors.",
    "### 7. Agno (formerly Phidata)"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://fast.io/resources/best-ai-agent-frameworks-for-python",
   "project": "Microsoft Agent Framework",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Here are the 8 strongest Python agent frameworks available right now, ranked by production readiness and ecosystem maturity:",
    "8. **Microsoft Agent Framework:** Best for enterprise environments with Azure integration",
    "### 8. Microsoft Agent Framework"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://tinycommand.com/ai-agents/open-source-ai-agent-frameworks",
   "project": "LangGraph",
   "repository": "https://github.com/langchain-ai/langgraph",
   "stars": "34000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "AI Agents \u00b7 Frameworks",
    "# Best Open Source AI Agent Frameworks in 2026",
    "## 1. LangGraph",
    "LangGraph is the agent layer of the LangChain family, and it earned its reputation the slow way: it reached [1.0 in October 2025](https://blog.langchain.com/langchain-langgraph-1dot0/) after more than a year powering production agents at Uber, LinkedIn, and Klarna."
   ],
   "repository_evidence": [
    "AI Agents \u00b7 Frameworks",
    "# Best Open Source AI Agent Frameworks in 2026",
    "## 1. LangGraph",
    "The repo sits around [34,000 GitHub stars](https://github.com/langchain-ai/langgraph)."
   ],
   "stars_evidence": [
    "AI Agents \u00b7 Frameworks",
    "# Best Open Source AI Agent Frameworks in 2026",
    "## 1. LangGraph",
    "The repo sits around [34,000 GitHub stars](https://github.com/langchain-ai/langgraph)."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://tinycommand.com/ai-agents/open-source-ai-agent-frameworks",
   "project": "CrewAI",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "AI Agents \u00b7 Frameworks",
    "# Best Open Source AI Agent Frameworks in 2026",
    "## 2. CrewAI",
    "CrewAI\u2019s metaphor is a crew: you define agents as roles, a researcher, a writer, a reviewer, give each a goal, and the framework runs the handoffs."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://tinycommand.com/ai-agents/open-source-ai-agent-frameworks",
   "project": "AG2",
   "repository": "https://github.com/ag2ai/ag2",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "AI Agents \u00b7 Frameworks",
    "# Best Open Source AI Agent Frameworks in 2026",
    "## 3. Microsoft AutoGen / AG2",
    "In November 2024 the original creators forked it as [AG2](https://github.com/ag2ai/ag2), keeping the conversational API alive."
   ],
   "repository_evidence": [
    "AI Agents \u00b7 Frameworks",
    "# Best Open Source AI Agent Frameworks in 2026",
    "## 3. Microsoft AutoGen / AG2",
    "In November 2024 the original creators forked it as [AG2](https://github.com/ag2ai/ag2), keeping the conversational API alive."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://tinycommand.com/ai-agents/open-source-ai-agent-frameworks",
   "project": "LlamaIndex",
   "repository": "https://github.com/run-llama/llama_index",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "AI Agents \u00b7 Frameworks",
    "# Best Open Source AI Agent Frameworks in 2026",
    "## 4. LlamaIndex",
    "[LlamaIndex](https://github.com/run-llama/llama_index) started as the data framework for LLM apps and grew into a document-first agent framework."
   ],
   "repository_evidence": [
    "AI Agents \u00b7 Frameworks",
    "# Best Open Source AI Agent Frameworks in 2026",
    "## 4. LlamaIndex",
    "[LlamaIndex](https://github.com/run-llama/llama_index) started as the data framework for LLM apps and grew into a document-first agent framework."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://tinycommand.com/ai-agents/open-source-ai-agent-frameworks",
   "project": "OpenAI Agents SDK",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "AI Agents \u00b7 Frameworks",
    "# Best Open Source AI Agent Frameworks in 2026",
    "## 5. OpenAI Agents SDK",
    "OpenAI shipped the [Agents SDK in March 2025](https://www.respan.ai/articles/openai-agents-sdk-vs-swarm) as the production successor to its Swarm experiment."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://tinycommand.com/ai-agents/open-source-ai-agent-frameworks",
   "project": "Haystack",
   "repository": "https://github.com/deepset-ai/haystack",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "AI Agents \u00b7 Frameworks",
    "# Best Open Source AI Agent Frameworks in 2026",
    "## 6. Haystack",
    "[Haystack](https://github.com/deepset-ai/haystack), from the team at deepset, came up through enterprise search, and in 2026 it has grown from a pure RAG framework into a [capable agent orchestration platform](https://pickaxe.co/post/top-ai-agent-frameworks)."
   ],
   "repository_evidence": [
    "AI Agents \u00b7 Frameworks",
    "# Best Open Source AI Agent Frameworks in 2026",
    "## 6. Haystack",
    "[Haystack](https://github.com/deepset-ai/haystack), from the team at deepset, came up through enterprise search, and in 2026 it has grown from a pure RAG framework into a [capable agent orchestration platform](https://pickaxe.co/post/top-ai-agent-frameworks)."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://tinycommand.com/ai-agents/open-source-ai-agent-frameworks",
   "project": "n8n",
   "repository": "https://github.com/n8n-io/n8n",
   "stars": "190000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "AI Agents \u00b7 Frameworks",
    "# Best Open Source AI Agent Frameworks in 2026",
    "## 7. n8n",
    "At roughly 190,000 GitHub stars, it is the most-starred project on this page by a wide margin."
   ],
   "repository_evidence": [
    "AI Agents \u00b7 Frameworks",
    "# Best Open Source AI Agent Frameworks in 2026",
    "## 7. n8n",
    "It is a visual workflow tool with an AI Agent node built on LangChain, [400+ integrations, and free unlimited executions if you self-host](https://github.com/n8n-io/n8n)."
   ],
   "stars_evidence": [
    "AI Agents \u00b7 Frameworks",
    "# Best Open Source AI Agent Frameworks in 2026",
    "## 7. n8n",
    "At roughly 190,000 GitHub stars, it is the most-starred project on this page by a wide margin."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://gitleads.app/blog/github-signals-for-ai-agent-companies",
   "project": "LangChain",
   "repository": "langchain-ai/langchain",
   "stars": "90000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## The AI Agent Ecosystem on GitHub",
    "LangChain has 90k+ stars, CrewAI crossed 25k in months, AutoGen, Mastra, OpenAI Agents SDK, and Google ADK are all competing for developer mindshare."
   ],
   "repository_evidence": [
    "## Signal Types for AI Agent Companies",
    "- Stargazer signals: new stars on langchain-ai/langchain, crewAIInc/crewAI, microsoft/autogen, openai/openai-agents-python, mastra-ai/mastra, google/adk-python"
   ],
   "stars_evidence": [
    "## The AI Agent Ecosystem on GitHub",
    "LangChain has 90k+ stars, CrewAI crossed 25k in months, AutoGen, Mastra, OpenAI Agents SDK, and Google ADK are all competing for developer mindshare."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://gitleads.app/blog/github-signals-for-ai-agent-companies",
   "project": "CrewAI",
   "repository": "crewAIInc/crewAI",
   "stars": "25000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## The AI Agent Ecosystem on GitHub",
    "LangChain has 90k+ stars, CrewAI crossed 25k in months, AutoGen, Mastra, OpenAI Agents SDK, and Google ADK are all competing for developer mindshare."
   ],
   "repository_evidence": [
    "## Signal Types for AI Agent Companies",
    "- Stargazer signals: new stars on langchain-ai/langchain, crewAIInc/crewAI, microsoft/autogen, openai/openai-agents-python, mastra-ai/mastra, google/adk-python"
   ],
   "stars_evidence": [
    "## The AI Agent Ecosystem on GitHub",
    "LangChain has 90k+ stars, CrewAI crossed 25k in months, AutoGen, Mastra, OpenAI Agents SDK, and Google ADK are all competing for developer mindshare."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://gitleads.app/blog/github-signals-for-ai-agent-companies",
   "project": "AutoGen",
   "repository": "microsoft/autogen",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## The AI Agent Ecosystem on GitHub",
    "LangChain has 90k+ stars, CrewAI crossed 25k in months, AutoGen, Mastra, OpenAI Agents SDK, and Google ADK are all competing for developer mindshare."
   ],
   "repository_evidence": [
    "## Signal Types for AI Agent Companies",
    "- Stargazer signals: new stars on langchain-ai/langchain, crewAIInc/crewAI, microsoft/autogen, openai/openai-agents-python, mastra-ai/mastra, google/adk-python"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://gitleads.app/blog/github-signals-for-ai-agent-companies",
   "project": "Mastra",
   "repository": "mastra-ai/mastra",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## The AI Agent Ecosystem on GitHub",
    "LangChain has 90k+ stars, CrewAI crossed 25k in months, AutoGen, Mastra, OpenAI Agents SDK, and Google ADK are all competing for developer mindshare."
   ],
   "repository_evidence": [
    "## Signal Types for AI Agent Companies",
    "- Stargazer signals: new stars on langchain-ai/langchain, crewAIInc/crewAI, microsoft/autogen, openai/openai-agents-python, mastra-ai/mastra, google/adk-python"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://gitleads.app/blog/github-signals-for-ai-agent-companies",
   "project": "OpenAI Agents SDK",
   "repository": "openai/openai-agents-python",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## The AI Agent Ecosystem on GitHub",
    "LangChain has 90k+ stars, CrewAI crossed 25k in months, AutoGen, Mastra, OpenAI Agents SDK, and Google ADK are all competing for developer mindshare."
   ],
   "repository_evidence": [
    "## Signal Types for AI Agent Companies",
    "- Stargazer signals: new stars on langchain-ai/langchain, crewAIInc/crewAI, microsoft/autogen, openai/openai-agents-python, mastra-ai/mastra, google/adk-python"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://gitleads.app/blog/github-signals-for-ai-agent-companies",
   "project": "Google ADK",
   "repository": "google/adk-python",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## The AI Agent Ecosystem on GitHub",
    "LangChain has 90k+ stars, CrewAI crossed 25k in months, AutoGen, Mastra, OpenAI Agents SDK, and Google ADK are all competing for developer mindshare."
   ],
   "repository_evidence": [
    "## Signal Types for AI Agent Companies",
    "- Stargazer signals: new stars on langchain-ai/langchain, crewAIInc/crewAI, microsoft/autogen, openai/openai-agents-python, mastra-ai/mastra, google/adk-python"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://tokrepo.com/en/packs/browser-automation",
   "project": "Browser-Use",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "TOKREPO \u00b7 ARSENAL",
    "# Browser Automation",
    "| 1 | Browser-Use | Python framework | Agent-driven Playwright wrapper, LLM-native API |"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://tokrepo.com/en/packs/browser-automation",
   "project": "Skyvern",
   "repository": null,
   "stars": "21K+",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "TOKREPO \u00b7 ARSENAL",
    "# Browser Automation",
    "| 2 | Skyvern | Python service | Vision + LLM browser automation, runs as a server |",
    "Automate any website using LLMs and computer vision. No selectors needed \u2014 works on sites never seen before. 21K+ stars."
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "TOKREPO \u00b7 ARSENAL",
    "Skill#02",
    "Automate any website using LLMs and computer vision. No selectors needed \u2014 works on sites never seen before. 21K+ stars."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://tokrepo.com/en/packs/browser-automation",
   "project": "Stagehand",
   "repository": null,
   "stars": "10,000+",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "TOKREPO \u00b7 ARSENAL",
    "# Browser Automation",
    "| 3 | Stagehand | TypeScript framework | Production-grade Browserbase SDK |",
    "TypeScript SDK that lets you automate browsers using natural language and visual understanding. AI sees the page like a human does. Built on Playwright. 10,000+ GitHub stars."
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "TOKREPO \u00b7 ARSENAL",
    "Skill#03",
    "TypeScript SDK that lets you automate browsers using natural language and visual understanding. AI sees the page like a human does. Built on Playwright. 10,000+ GitHub stars."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://tokrepo.com/en/packs/browser-automation",
   "project": "Nanobrowser",
   "repository": null,
   "stars": "12K+",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "TOKREPO \u00b7 ARSENAL",
    "Skill#04",
    "Open-source Chrome extension with multi-agent AI for web automation. Free alternative to OpenAI Operator. 12K+ stars."
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "TOKREPO \u00b7 ARSENAL",
    "Skill#04",
    "Open-source Chrome extension with multi-agent AI for web automation. Free alternative to OpenAI Operator. 12K+ stars."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://tokrepo.com/en/packs/browser-automation",
   "project": "Browser-Use Web UI",
   "repository": null,
   "stars": "15,800+",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "TOKREPO \u00b7 ARSENAL",
    "Skill#05",
    "Gradio-based web interface for Browser-Use AI agent. Automate web browsing with visual feedback, persistent sessions, and HD recording. Supports 6+ LLM providers. 15,800+ stars, MIT."
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "TOKREPO \u00b7 ARSENAL",
    "Skill#05",
    "Gradio-based web interface for Browser-Use AI agent. Automate web browsing with visual feedback, persistent sessions, and HD recording. Supports 6+ LLM providers. 15,800+ stars, MIT."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://tokrepo.com/en/packs/browser-automation",
   "project": "Crawlee",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "TOKREPO \u00b7 ARSENAL",
    "Skill#06",
    "Build reliable web scrapers in Node.js or Python. Crawlee handles proxy rotation, browser fingerprints, auto-scaling, and anti-bot bypassing out of the box."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://alphaxiv.org/abs/2505.19253v1",
   "project": "GPT-Researcher",
   "repository": "https://github.com/assafelovic/gpt-researcher",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# DeepResearchGym: A Free, Transparent, and Reproducible Evaluation Sandbox for Deep Research",
    "2 Related Work",
    "GPTResearcher [ 5] orchestrates multi-agent workflows to coordinate planning, retrieval, and drafting across hybrid data sources, incorporating techniques such as report planning [38 ] and query decomposition [ 4] to enhance long-form synthesis, while maintaining coherence and com-"
   ],
   "repository_evidence": [
    "# DeepResearchGym: A Free, Transparent, and Reproducible Evaluation Sandbox for Deep Research",
    "References",
    "[5] Assaf Elovic. GPT Researcher: LLM-based Autonomous Agent for Deep Research, 2025. URL https://github.com/assafelovic/gpt-researcher."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://moltbook-ai.com/best-ai-agents",
   "project": "OpenClaw",
   "repository": null,
   "stars": "100K+",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Best AI Agents in 2026",
    "## Top 10 AI Agents in 2026",
    "| # | Agent | Type | Pricing | GitHub Stars | Best For |",
    "| 1 | [\ud83e\udd9eOpenClaw](/openclaw) | General Purpose | Free (OSS) | 100K+ | All-around AI agent with browser control, file I/O, and 50+ skills |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# Best AI Agents in 2026",
    "## Top 10 AI Agents in 2026",
    "| # | Agent | Type | Pricing | GitHub Stars | Best For |",
    "| 1 | [\ud83e\udd9eOpenClaw](/openclaw) | General Purpose | Free (OSS) | 100K+ | All-around AI agent with browser control, file I/O, and 50+ skills |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://moltbook-ai.com/best-ai-agents",
   "project": "AutoGPT",
   "repository": null,
   "stars": "170K+",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Best AI Agents in 2026",
    "## Top 10 AI Agents in 2026",
    "| # | Agent | Type | Pricing | GitHub Stars | Best For |",
    "| 2 | [\ud83e\udd16AutoGPT](/ai-agents/autogpt) | Autonomous | Free (OSS) | 170K+ | Fully autonomous task execution with self-prompting capabilities |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# Best AI Agents in 2026",
    "## Top 10 AI Agents in 2026",
    "| # | Agent | Type | Pricing | GitHub Stars | Best For |",
    "| 2 | [\ud83e\udd16AutoGPT](/ai-agents/autogpt) | Autonomous | Free (OSS) | 170K+ | Fully autonomous task execution with self-prompting capabilities |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://moltbook-ai.com/best-ai-agents",
   "project": "Claude Agent",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Best AI Agents in 2026",
    "## Top 10 AI Agents in 2026",
    "| # | Agent | Type | Pricing | GitHub Stars | Best For |",
    "| 3 | [\ud83e\udde0Claude Agent (Anthropic)](/posts/openai-frontier-enterprise-agents) | Enterprise | API-based | N/A | Computer use, coding, and complex reasoning with safety controls |"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://moltbook-ai.com/best-ai-agents",
   "project": "CrewAI",
   "repository": null,
   "stars": "25K+",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Best AI Agents in 2026",
    "## Top 10 AI Agents in 2026",
    "| # | Agent | Type | Pricing | GitHub Stars | Best For |",
    "| 4 | [\ud83d\udc65CrewAI](/frameworks/crewai) | Multi-Agent | Free (OSS) | 25K+ | Role-based multi-agent collaboration for business workflows |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# Best AI Agents in 2026",
    "## Top 10 AI Agents in 2026",
    "| # | Agent | Type | Pricing | GitHub Stars | Best For |",
    "| 4 | [\ud83d\udc65CrewAI](/frameworks/crewai) | Multi-Agent | Free (OSS) | 25K+ | Role-based multi-agent collaboration for business workflows |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://moltbook-ai.com/best-ai-agents",
   "project": "BabyAGI",
   "repository": null,
   "stars": "20K+",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Best AI Agents in 2026",
    "## Top 10 AI Agents in 2026",
    "| # | Agent | Type | Pricing | GitHub Stars | Best For |",
    "| 5 | [\ud83d\udc76BabyAGI](/ai-agents/babyagi) | Research | Free (OSS) | 20K+ | Task-driven autonomous agent for research and planning |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# Best AI Agents in 2026",
    "## Top 10 AI Agents in 2026",
    "| # | Agent | Type | Pricing | GitHub Stars | Best For |",
    "| 5 | [\ud83d\udc76BabyAGI](/ai-agents/babyagi) | Research | Free (OSS) | 20K+ | Task-driven autonomous agent for research and planning |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://moltbook-ai.com/best-ai-agents",
   "project": "AgentGPT",
   "repository": null,
   "stars": "32K+",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Best AI Agents in 2026",
    "## Top 10 AI Agents in 2026",
    "| # | Agent | Type | Pricing | GitHub Stars | Best For |",
    "| 6 | [\ud83c\udf10AgentGPT](/ai-agents) | No-Code | Freemium | 32K+ | Browser-based agent builder \u2014 no coding required |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# Best AI Agents in 2026",
    "## Top 10 AI Agents in 2026",
    "| # | Agent | Type | Pricing | GitHub Stars | Best For |",
    "| 6 | [\ud83c\udf10AgentGPT](/ai-agents) | No-Code | Freemium | 32K+ | Browser-based agent builder \u2014 no coding required |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://moltbook-ai.com/best-ai-agents",
   "project": "Devin",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Best AI Agents in 2026",
    "## Top 10 AI Agents in 2026",
    "| # | Agent | Type | Pricing | GitHub Stars | Best For |",
    "| 7 | [\ud83d\udcbbDevin (Cognition)](/ai-agents) | Coding | Paid | N/A | Autonomous software engineer for end-to-end coding tasks |"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://moltbook-ai.com/best-ai-agents",
   "project": "OpenAI Agents SDK",
   "repository": null,
   "stars": "15K+",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Best AI Agents in 2026",
    "## Top 10 AI Agents in 2026",
    "| # | Agent | Type | Pricing | GitHub Stars | Best For |",
    "| 8 | [\ud83d\udd27OpenAI Agents SDK](/ai-agents) | Developer | API-based | 15K+ | Building custom agents with GPT-4o, tool use, and handoffs |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# Best AI Agents in 2026",
    "## Top 10 AI Agents in 2026",
    "| # | Agent | Type | Pricing | GitHub Stars | Best For |",
    "| 8 | [\ud83d\udd27OpenAI Agents SDK](/ai-agents) | Developer | API-based | 15K+ | Building custom agents with GPT-4o, tool use, and handoffs |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://moltbook-ai.com/best-ai-agents",
   "project": "Manus AI",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Best AI Agents in 2026",
    "## Top 10 AI Agents in 2026",
    "| # | Agent | Type | Pricing | GitHub Stars | Best For |",
    "| 9 | [\u270bManus AI](/ai-agents) | General Purpose | Freemium | N/A | Web research, data analysis, and content generation |"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://moltbook-ai.com/best-ai-agents",
   "project": "Google ADK Agents",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Best AI Agents in 2026",
    "## Top 10 AI Agents in 2026",
    "| # | Agent | Type | Pricing | GitHub Stars | Best For |",
    "| 10 | [\ud83d\udd0dGoogle ADK Agents](/ai-agents) | Enterprise | API-based | N/A | Gemini-powered agents with Google ecosystem integration |"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/feder-cr/OpenManus",
   "project": "OpenManus",
   "repository": "https://github.com/FoundationAgents/OpenManus",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# \ud83d\udc4b OpenManus",
    "OpenManus: An open-source framework for building general AI agents"
   ],
   "repository_evidence": [
    "git clone https://github.com/FoundationAgents/OpenManus.git cd OpenManus",
    "OpenManus: An open-source framework for building general AI agents"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/feder-cr/OpenManus",
   "project": "OpenManus-RL",
   "repository": "https://github.com/OpenManus/OpenManus-RL",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "We're also excited to introduce [OpenManus-RL](https://github.com/OpenManus/OpenManus-RL), an open-source project dedicated to reinforcement learning (RL)- based (such as GRPO) tuning methods for LLM agents, developed collaboratively by researchers from UIUC and OpenManus.",
    "OpenManus: An open-source framework for building general AI agents"
   ],
   "repository_evidence": [
    "We're also excited to introduce [OpenManus-RL](https://github.com/OpenManus/OpenManus-RL), an open-source project dedicated to reinforcement learning (RL)- based (such as GRPO) tuning methods for LLM agents, developed collaboratively by researchers from UIUC and OpenManus.",
    "OpenManus: An open-source framework for building general AI agents"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://deepaksood619.github.io/ai/llm/agentic-frameworks-deep-dive-analysis",
   "project": "LangGraph",
   "repository": "https://github.com/langchain-ai/langgraph",
   "stars": "30000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Agentic Frameworks Deep Dive Analysis",
    "The following table provides a high-level architectural comparison of five dominant frameworks analyzed within the context of high-complexity, multi-step reasoning tasks.",
    "| Evaluation Criterion | LangGraph | CrewAI | PydanticAI | AG2 (formerly AutoGen) | Semantic Kernel |",
    "| **Links** | [GitHub - langchain-ai/langgraph: Build resilient language agents as graphs. \u00b7 GitHub](https://github.com/langchain-ai/langgraph) \u2b50 30k [GitHub - langchain-ai/langchain: The agent engineering platform \u00b7 GitHub](https://github.com/langchain-ai/langchain) \u2b50 134k | [GitHub - crewAIInc/crewAI: Framework for orchestrating role-playing, autonomous AI agents. By fostering collaborative intelligence, CrewAI empowers agents to work together seamlessly, tackling complex tasks. \u00b7 GitHub](https://github.com/crewaiinc/crewai) \u2b50 50k | [GitHub - pydantic/pydantic-ai: AI Agent Framework, the Pydantic way \u00b7 GitHub](https://github.com/pydantic/pydantic-ai) \u2b50 17k | [GitHub - microsoft/autogen: A programming framework for agentic AI \u00b7 GitHub](https://github.com/microsoft/autogen) \u2b50 57k[GitHub - ag2ai/ag2: AG2 (formerly AutoGen): The Open-Source AgentOS.Join us at: https://discord.gg/sNGSwQME3x \u00b7 GitHub](https://github.com/ag2ai/ag2) \u2b50 4.5k | [GitHub - microsoft/semantic-kernel: Integrate cutting-edge LLM technology quickly and easily into your apps \u00b7 GitHub](https://github.com/microsoft/semantic-kernel) \u2b50 28k |"
   ],
   "repository_evidence": [
    "# Agentic Frameworks Deep Dive Analysis",
    "The following table provides a high-level architectural comparison of five dominant frameworks analyzed within the context of high-complexity, multi-step reasoning tasks.",
    "| Evaluation Criterion | LangGraph | CrewAI | PydanticAI | AG2 (formerly AutoGen) | Semantic Kernel |",
    "| **Links** | [GitHub - langchain-ai/langgraph: Build resilient language agents as graphs. \u00b7 GitHub](https://github.com/langchain-ai/langgraph) \u2b50 30k [GitHub - langchain-ai/langchain: The agent engineering platform \u00b7 GitHub](https://github.com/langchain-ai/langchain) \u2b50 134k | [GitHub - crewAIInc/crewAI: Framework for orchestrating role-playing, autonomous AI agents. By fostering collaborative intelligence, CrewAI empowers agents to work together seamlessly, tackling complex tasks. \u00b7 GitHub](https://github.com/crewaiinc/crewai) \u2b50 50k | [GitHub - pydantic/pydantic-ai: AI Agent Framework, the Pydantic way \u00b7 GitHub](https://github.com/pydantic/pydantic-ai) \u2b50 17k | [GitHub - microsoft/autogen: A programming framework for agentic AI \u00b7 GitHub](https://github.com/microsoft/autogen) \u2b50 57k[GitHub - ag2ai/ag2: AG2 (formerly AutoGen): The Open-Source AgentOS.Join us at: https://discord.gg/sNGSwQME3x \u00b7 GitHub](https://github.com/ag2ai/ag2) \u2b50 4.5k | [GitHub - microsoft/semantic-kernel: Integrate cutting-edge LLM technology quickly and easily into your apps \u00b7 GitHub](https://github.com/microsoft/semantic-kernel) \u2b50 28k |"
   ],
   "stars_evidence": [
    "# Agentic Frameworks Deep Dive Analysis",
    "The following table provides a high-level architectural comparison of five dominant frameworks analyzed within the context of high-complexity, multi-step reasoning tasks.",
    "| Evaluation Criterion | LangGraph | CrewAI | PydanticAI | AG2 (formerly AutoGen) | Semantic Kernel |",
    "| **Links** | [GitHub - langchain-ai/langgraph: Build resilient language agents as graphs. \u00b7 GitHub](https://github.com/langchain-ai/langgraph) \u2b50 30k [GitHub - langchain-ai/langchain: The agent engineering platform \u00b7 GitHub](https://github.com/langchain-ai/langchain) \u2b50 134k | [GitHub - crewAIInc/crewAI: Framework for orchestrating role-playing, autonomous AI agents. By fostering collaborative intelligence, CrewAI empowers agents to work together seamlessly, tackling complex tasks. \u00b7 GitHub](https://github.com/crewaiinc/crewai) \u2b50 50k | [GitHub - pydantic/pydantic-ai: AI Agent Framework, the Pydantic way \u00b7 GitHub](https://github.com/pydantic/pydantic-ai) \u2b50 17k | [GitHub - microsoft/autogen: A programming framework for agentic AI \u00b7 GitHub](https://github.com/microsoft/autogen) \u2b50 57k[GitHub - ag2ai/ag2: AG2 (formerly AutoGen): The Open-Source AgentOS.Join us at: https://discord.gg/sNGSwQME3x \u00b7 GitHub](https://github.com/ag2ai/ag2) \u2b50 4.5k | [GitHub - microsoft/semantic-kernel: Integrate cutting-edge LLM technology quickly and easily into your apps \u00b7 GitHub](https://github.com/microsoft/semantic-kernel) \u2b50 28k |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://deepaksood619.github.io/ai/llm/agentic-frameworks-deep-dive-analysis",
   "project": "LangChain",
   "repository": "https://github.com/langchain-ai/langchain",
   "stars": "134000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Agentic Frameworks Deep Dive Analysis",
    "The following table provides a high-level architectural comparison of five dominant frameworks analyzed within the context of high-complexity, multi-step reasoning tasks.",
    "| Evaluation Criterion | LangGraph | CrewAI | PydanticAI | AG2 (formerly AutoGen) | Semantic Kernel |",
    "| **Links** | [GitHub - langchain-ai/langgraph: Build resilient language agents as graphs. \u00b7 GitHub](https://github.com/langchain-ai/langgraph) \u2b50 30k [GitHub - langchain-ai/langchain: The agent engineering platform \u00b7 GitHub](https://github.com/langchain-ai/langchain) \u2b50 134k | [GitHub - crewAIInc/crewAI: Framework for orchestrating role-playing, autonomous AI agents. By fostering collaborative intelligence, CrewAI empowers agents to work together seamlessly, tackling complex tasks. \u00b7 GitHub](https://github.com/crewaiinc/crewai) \u2b50 50k | [GitHub - pydantic/pydantic-ai: AI Agent Framework, the Pydantic way \u00b7 GitHub](https://github.com/pydantic/pydantic-ai) \u2b50 17k | [GitHub - microsoft/autogen: A programming framework for agentic AI \u00b7 GitHub](https://github.com/microsoft/autogen) \u2b50 57k[GitHub - ag2ai/ag2: AG2 (formerly AutoGen): The Open-Source AgentOS.Join us at: https://discord.gg/sNGSwQME3x \u00b7 GitHub](https://github.com/ag2ai/ag2) \u2b50 4.5k | [GitHub - microsoft/semantic-kernel: Integrate cutting-edge LLM technology quickly and easily into your apps \u00b7 GitHub](https://github.com/microsoft/semantic-kernel) \u2b50 28k |"
   ],
   "repository_evidence": [
    "# Agentic Frameworks Deep Dive Analysis",
    "The following table provides a high-level architectural comparison of five dominant frameworks analyzed within the context of high-complexity, multi-step reasoning tasks.",
    "| Evaluation Criterion | LangGraph | CrewAI | PydanticAI | AG2 (formerly AutoGen) | Semantic Kernel |",
    "| **Links** | [GitHub - langchain-ai/langgraph: Build resilient language agents as graphs. \u00b7 GitHub](https://github.com/langchain-ai/langgraph) \u2b50 30k [GitHub - langchain-ai/langchain: The agent engineering platform \u00b7 GitHub](https://github.com/langchain-ai/langchain) \u2b50 134k | [GitHub - crewAIInc/crewAI: Framework for orchestrating role-playing, autonomous AI agents. By fostering collaborative intelligence, CrewAI empowers agents to work together seamlessly, tackling complex tasks. \u00b7 GitHub](https://github.com/crewaiinc/crewai) \u2b50 50k | [GitHub - pydantic/pydantic-ai: AI Agent Framework, the Pydantic way \u00b7 GitHub](https://github.com/pydantic/pydantic-ai) \u2b50 17k | [GitHub - microsoft/autogen: A programming framework for agentic AI \u00b7 GitHub](https://github.com/microsoft/autogen) \u2b50 57k[GitHub - ag2ai/ag2: AG2 (formerly AutoGen): The Open-Source AgentOS.Join us at: https://discord.gg/sNGSwQME3x \u00b7 GitHub](https://github.com/ag2ai/ag2) \u2b50 4.5k | [GitHub - microsoft/semantic-kernel: Integrate cutting-edge LLM technology quickly and easily into your apps \u00b7 GitHub](https://github.com/microsoft/semantic-kernel) \u2b50 28k |"
   ],
   "stars_evidence": [
    "# Agentic Frameworks Deep Dive Analysis",
    "The following table provides a high-level architectural comparison of five dominant frameworks analyzed within the context of high-complexity, multi-step reasoning tasks.",
    "| Evaluation Criterion | LangGraph | CrewAI | PydanticAI | AG2 (formerly AutoGen) | Semantic Kernel |",
    "| **Links** | [GitHub - langchain-ai/langgraph: Build resilient language agents as graphs. \u00b7 GitHub](https://github.com/langchain-ai/langgraph) \u2b50 30k [GitHub - langchain-ai/langchain: The agent engineering platform \u00b7 GitHub](https://github.com/langchain-ai/langchain) \u2b50 134k | [GitHub - crewAIInc/crewAI: Framework for orchestrating role-playing, autonomous AI agents. By fostering collaborative intelligence, CrewAI empowers agents to work together seamlessly, tackling complex tasks. \u00b7 GitHub](https://github.com/crewaiinc/crewai) \u2b50 50k | [GitHub - pydantic/pydantic-ai: AI Agent Framework, the Pydantic way \u00b7 GitHub](https://github.com/pydantic/pydantic-ai) \u2b50 17k | [GitHub - microsoft/autogen: A programming framework for agentic AI \u00b7 GitHub](https://github.com/microsoft/autogen) \u2b50 57k[GitHub - ag2ai/ag2: AG2 (formerly AutoGen): The Open-Source AgentOS.Join us at: https://discord.gg/sNGSwQME3x \u00b7 GitHub](https://github.com/ag2ai/ag2) \u2b50 4.5k | [GitHub - microsoft/semantic-kernel: Integrate cutting-edge LLM technology quickly and easily into your apps \u00b7 GitHub](https://github.com/microsoft/semantic-kernel) \u2b50 28k |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://deepaksood619.github.io/ai/llm/agentic-frameworks-deep-dive-analysis",
   "project": "CrewAI",
   "repository": "https://github.com/crewaiinc/crewAI",
   "stars": "50000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Agentic Frameworks Deep Dive Analysis",
    "The following table provides a high-level architectural comparison of five dominant frameworks analyzed within the context of high-complexity, multi-step reasoning tasks.",
    "| Evaluation Criterion | LangGraph | CrewAI | PydanticAI | AG2 (formerly AutoGen) | Semantic Kernel |",
    "| **Links** | [GitHub - langchain-ai/langgraph: Build resilient language agents as graphs. \u00b7 GitHub](https://github.com/langchain-ai/langgraph) \u2b50 30k [GitHub - langchain-ai/langchain: The agent engineering platform \u00b7 GitHub](https://github.com/langchain-ai/langchain) \u2b50 134k | [GitHub - crewAIInc/crewAI: Framework for orchestrating role-playing, autonomous AI agents. By fostering collaborative intelligence, CrewAI empowers agents to work together seamlessly, tackling complex tasks. \u00b7 GitHub](https://github.com/crewaiinc/crewai) \u2b50 50k | [GitHub - pydantic/pydantic-ai: AI Agent Framework, the Pydantic way \u00b7 GitHub](https://github.com/pydantic/pydantic-ai) \u2b50 17k | [GitHub - microsoft/autogen: A programming framework for agentic AI \u00b7 GitHub](https://github.com/microsoft/autogen) \u2b50 57k[GitHub - ag2ai/ag2: AG2 (formerly AutoGen): The Open-Source AgentOS.Join us at: https://discord.gg/sNGSwQME3x \u00b7 GitHub](https://github.com/ag2ai/ag2) \u2b50 4.5k | [GitHub - microsoft/semantic-kernel: Integrate cutting-edge LLM technology quickly and easily into your apps \u00b7 GitHub](https://github.com/microsoft/semantic-kernel) \u2b50 28k |"
   ],
   "repository_evidence": [
    "# Agentic Frameworks Deep Dive Analysis",
    "The following table provides a high-level architectural comparison of five dominant frameworks analyzed within the context of high-complexity, multi-step reasoning tasks.",
    "| Evaluation Criterion | LangGraph | CrewAI | PydanticAI | AG2 (formerly AutoGen) | Semantic Kernel |",
    "| **Links** | [GitHub - langchain-ai/langgraph: Build resilient language agents as graphs. \u00b7 GitHub](https://github.com/langchain-ai/langgraph) \u2b50 30k [GitHub - langchain-ai/langchain: The agent engineering platform \u00b7 GitHub](https://github.com/langchain-ai/langchain) \u2b50 134k | [GitHub - crewAIInc/crewAI: Framework for orchestrating role-playing, autonomous AI agents. By fostering collaborative intelligence, CrewAI empowers agents to work together seamlessly, tackling complex tasks. \u00b7 GitHub](https://github.com/crewaiinc/crewai) \u2b50 50k | [GitHub - pydantic/pydantic-ai: AI Agent Framework, the Pydantic way \u00b7 GitHub](https://github.com/pydantic/pydantic-ai) \u2b50 17k | [GitHub - microsoft/autogen: A programming framework for agentic AI \u00b7 GitHub](https://github.com/microsoft/autogen) \u2b50 57k[GitHub - ag2ai/ag2: AG2 (formerly AutoGen): The Open-Source AgentOS.Join us at: https://discord.gg/sNGSwQME3x \u00b7 GitHub](https://github.com/ag2ai/ag2) \u2b50 4.5k | [GitHub - microsoft/semantic-kernel: Integrate cutting-edge LLM technology quickly and easily into your apps \u00b7 GitHub](https://github.com/microsoft/semantic-kernel) \u2b50 28k |"
   ],
   "stars_evidence": [
    "# Agentic Frameworks Deep Dive Analysis",
    "The following table provides a high-level architectural comparison of five dominant frameworks analyzed within the context of high-complexity, multi-step reasoning tasks.",
    "| Evaluation Criterion | LangGraph | CrewAI | PydanticAI | AG2 (formerly AutoGen) | Semantic Kernel |",
    "| **Links** | [GitHub - langchain-ai/langgraph: Build resilient language agents as graphs. \u00b7 GitHub](https://github.com/langchain-ai/langgraph) \u2b50 30k [GitHub - langchain-ai/langchain: The agent engineering platform \u00b7 GitHub](https://github.com/langchain-ai/langchain) \u2b50 134k | [GitHub - crewAIInc/crewAI: Framework for orchestrating role-playing, autonomous AI agents. By fostering collaborative intelligence, CrewAI empowers agents to work together seamlessly, tackling complex tasks. \u00b7 GitHub](https://github.com/crewaiinc/crewai) \u2b50 50k | [GitHub - pydantic/pydantic-ai: AI Agent Framework, the Pydantic way \u00b7 GitHub](https://github.com/pydantic/pydantic-ai) \u2b50 17k | [GitHub - microsoft/autogen: A programming framework for agentic AI \u00b7 GitHub](https://github.com/microsoft/autogen) \u2b50 57k[GitHub - ag2ai/ag2: AG2 (formerly AutoGen): The Open-Source AgentOS.Join us at: https://discord.gg/sNGSwQME3x \u00b7 GitHub](https://github.com/ag2ai/ag2) \u2b50 4.5k | [GitHub - microsoft/semantic-kernel: Integrate cutting-edge LLM technology quickly and easily into your apps \u00b7 GitHub](https://github.com/microsoft/semantic-kernel) \u2b50 28k |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://deepaksood619.github.io/ai/llm/agentic-frameworks-deep-dive-analysis",
   "project": "PydanticAI",
   "repository": "https://github.com/pydantic/pydantic-ai",
   "stars": "17000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Agentic Frameworks Deep Dive Analysis",
    "The following table provides a high-level architectural comparison of five dominant frameworks analyzed within the context of high-complexity, multi-step reasoning tasks.",
    "| Evaluation Criterion | LangGraph | CrewAI | PydanticAI | AG2 (formerly AutoGen) | Semantic Kernel |",
    "| **Links** | [GitHub - langchain-ai/langgraph: Build resilient language agents as graphs. \u00b7 GitHub](https://github.com/langchain-ai/langgraph) \u2b50 30k [GitHub - langchain-ai/langchain: The agent engineering platform \u00b7 GitHub](https://github.com/langchain-ai/langchain) \u2b50 134k | [GitHub - crewAIInc/crewAI: Framework for orchestrating role-playing, autonomous AI agents. By fostering collaborative intelligence, CrewAI empowers agents to work together seamlessly, tackling complex tasks. \u00b7 GitHub](https://github.com/crewaiinc/crewai) \u2b50 50k | [GitHub - pydantic/pydantic-ai: AI Agent Framework, the Pydantic way \u00b7 GitHub](https://github.com/pydantic/pydantic-ai) \u2b50 17k | [GitHub - microsoft/autogen: A programming framework for agentic AI \u00b7 GitHub](https://github.com/microsoft/autogen) \u2b50 57k[GitHub - ag2ai/ag2: AG2 (formerly AutoGen): The Open-Source AgentOS.Join us at: https://discord.gg/sNGSwQME3x \u00b7 GitHub](https://github.com/ag2ai/ag2) \u2b50 4.5k | [GitHub - microsoft/semantic-kernel: Integrate cutting-edge LLM technology quickly and easily into your apps \u00b7 GitHub](https://github.com/microsoft/semantic-kernel) \u2b50 28k |"
   ],
   "repository_evidence": [
    "# Agentic Frameworks Deep Dive Analysis",
    "The following table provides a high-level architectural comparison of five dominant frameworks analyzed within the context of high-complexity, multi-step reasoning tasks.",
    "| Evaluation Criterion | LangGraph | CrewAI | PydanticAI | AG2 (formerly AutoGen) | Semantic Kernel |",
    "| **Links** | [GitHub - langchain-ai/langgraph: Build resilient language agents as graphs. \u00b7 GitHub](https://github.com/langchain-ai/langgraph) \u2b50 30k [GitHub - langchain-ai/langchain: The agent engineering platform \u00b7 GitHub](https://github.com/langchain-ai/langchain) \u2b50 134k | [GitHub - crewAIInc/crewAI: Framework for orchestrating role-playing, autonomous AI agents. By fostering collaborative intelligence, CrewAI empowers agents to work together seamlessly, tackling complex tasks. \u00b7 GitHub](https://github.com/crewaiinc/crewai) \u2b50 50k | [GitHub - pydantic/pydantic-ai: AI Agent Framework, the Pydantic way \u00b7 GitHub](https://github.com/pydantic/pydantic-ai) \u2b50 17k | [GitHub - microsoft/autogen: A programming framework for agentic AI \u00b7 GitHub](https://github.com/microsoft/autogen) \u2b50 57k[GitHub - ag2ai/ag2: AG2 (formerly AutoGen): The Open-Source AgentOS.Join us at: https://discord.gg/sNGSwQME3x \u00b7 GitHub](https://github.com/ag2ai/ag2) \u2b50 4.5k | [GitHub - microsoft/semantic-kernel: Integrate cutting-edge LLM technology quickly and easily into your apps \u00b7 GitHub](https://github.com/microsoft/semantic-kernel) \u2b50 28k |"
   ],
   "stars_evidence": [
    "# Agentic Frameworks Deep Dive Analysis",
    "The following table provides a high-level architectural comparison of five dominant frameworks analyzed within the context of high-complexity, multi-step reasoning tasks.",
    "| Evaluation Criterion | LangGraph | CrewAI | PydanticAI | AG2 (formerly AutoGen) | Semantic Kernel |",
    "| **Links** | [GitHub - langchain-ai/langgraph: Build resilient language agents as graphs. \u00b7 GitHub](https://github.com/langchain-ai/langgraph) \u2b50 30k [GitHub - langchain-ai/langchain: The agent engineering platform \u00b7 GitHub](https://github.com/langchain-ai/langchain) \u2b50 134k | [GitHub - crewAIInc/crewAI: Framework for orchestrating role-playing, autonomous AI agents. By fostering collaborative intelligence, CrewAI empowers agents to work together seamlessly, tackling complex tasks. \u00b7 GitHub](https://github.com/crewaiinc/crewai) \u2b50 50k | [GitHub - pydantic/pydantic-ai: AI Agent Framework, the Pydantic way \u00b7 GitHub](https://github.com/pydantic/pydantic-ai) \u2b50 17k | [GitHub - microsoft/autogen: A programming framework for agentic AI \u00b7 GitHub](https://github.com/microsoft/autogen) \u2b50 57k[GitHub - ag2ai/ag2: AG2 (formerly AutoGen): The Open-Source AgentOS.Join us at: https://discord.gg/sNGSwQME3x \u00b7 GitHub](https://github.com/ag2ai/ag2) \u2b50 4.5k | [GitHub - microsoft/semantic-kernel: Integrate cutting-edge LLM technology quickly and easily into your apps \u00b7 GitHub](https://github.com/microsoft/semantic-kernel) \u2b50 28k |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://deepaksood619.github.io/ai/llm/agentic-frameworks-deep-dive-analysis",
   "project": "AutoGen",
   "repository": "https://github.com/microsoft/autogen",
   "stars": "57000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Agentic Frameworks Deep Dive Analysis",
    "The following table provides a high-level architectural comparison of five dominant frameworks analyzed within the context of high-complexity, multi-step reasoning tasks.",
    "| Evaluation Criterion | LangGraph | CrewAI | PydanticAI | AG2 (formerly AutoGen) | Semantic Kernel |",
    "| **Links** | [GitHub - langchain-ai/langgraph: Build resilient language agents as graphs. \u00b7 GitHub](https://github.com/langchain-ai/langgraph) \u2b50 30k [GitHub - langchain-ai/langchain: The agent engineering platform \u00b7 GitHub](https://github.com/langchain-ai/langchain) \u2b50 134k | [GitHub - crewAIInc/crewAI: Framework for orchestrating role-playing, autonomous AI agents. By fostering collaborative intelligence, CrewAI empowers agents to work together seamlessly, tackling complex tasks. \u00b7 GitHub](https://github.com/crewaiinc/crewai) \u2b50 50k | [GitHub - pydantic/pydantic-ai: AI Agent Framework, the Pydantic way \u00b7 GitHub](https://github.com/pydantic/pydantic-ai) \u2b50 17k | [GitHub - microsoft/autogen: A programming framework for agentic AI \u00b7 GitHub](https://github.com/microsoft/autogen) \u2b50 57k[GitHub - ag2ai/ag2: AG2 (formerly AutoGen): The Open-Source AgentOS.Join us at: https://discord.gg/sNGSwQME3x \u00b7 GitHub](https://github.com/ag2ai/ag2) \u2b50 4.5k | [GitHub - microsoft/semantic-kernel: Integrate cutting-edge LLM technology quickly and easily into your apps \u00b7 GitHub](https://github.com/microsoft/semantic-kernel) \u2b50 28k |"
   ],
   "repository_evidence": [
    "# Agentic Frameworks Deep Dive Analysis",
    "The following table provides a high-level architectural comparison of five dominant frameworks analyzed within the context of high-complexity, multi-step reasoning tasks.",
    "| Evaluation Criterion | LangGraph | CrewAI | PydanticAI | AG2 (formerly AutoGen) | Semantic Kernel |",
    "| **Links** | [GitHub - langchain-ai/langgraph: Build resilient language agents as graphs. \u00b7 GitHub](https://github.com/langchain-ai/langgraph) \u2b50 30k [GitHub - langchain-ai/langchain: The agent engineering platform \u00b7 GitHub](https://github.com/langchain-ai/langchain) \u2b50 134k | [GitHub - crewAIInc/crewAI: Framework for orchestrating role-playing, autonomous AI agents. By fostering collaborative intelligence, CrewAI empowers agents to work together seamlessly, tackling complex tasks. \u00b7 GitHub](https://github.com/crewaiinc/crewai) \u2b50 50k | [GitHub - pydantic/pydantic-ai: AI Agent Framework, the Pydantic way \u00b7 GitHub](https://github.com/pydantic/pydantic-ai) \u2b50 17k | [GitHub - microsoft/autogen: A programming framework for agentic AI \u00b7 GitHub](https://github.com/microsoft/autogen) \u2b50 57k[GitHub - ag2ai/ag2: AG2 (formerly AutoGen): The Open-Source AgentOS.Join us at: https://discord.gg/sNGSwQME3x \u00b7 GitHub](https://github.com/ag2ai/ag2) \u2b50 4.5k | [GitHub - microsoft/semantic-kernel: Integrate cutting-edge LLM technology quickly and easily into your apps \u00b7 GitHub](https://github.com/microsoft/semantic-kernel) \u2b50 28k |"
   ],
   "stars_evidence": [
    "# Agentic Frameworks Deep Dive Analysis",
    "The following table provides a high-level architectural comparison of five dominant frameworks analyzed within the context of high-complexity, multi-step reasoning tasks.",
    "| Evaluation Criterion | LangGraph | CrewAI | PydanticAI | AG2 (formerly AutoGen) | Semantic Kernel |",
    "| **Links** | [GitHub - langchain-ai/langgraph: Build resilient language agents as graphs. \u00b7 GitHub](https://github.com/langchain-ai/langgraph) \u2b50 30k [GitHub - langchain-ai/langchain: The agent engineering platform \u00b7 GitHub](https://github.com/langchain-ai/langchain) \u2b50 134k | [GitHub - crewAIInc/crewAI: Framework for orchestrating role-playing, autonomous AI agents. By fostering collaborative intelligence, CrewAI empowers agents to work together seamlessly, tackling complex tasks. \u00b7 GitHub](https://github.com/crewaiinc/crewai) \u2b50 50k | [GitHub - pydantic/pydantic-ai: AI Agent Framework, the Pydantic way \u00b7 GitHub](https://github.com/pydantic/pydantic-ai) \u2b50 17k | [GitHub - microsoft/autogen: A programming framework for agentic AI \u00b7 GitHub](https://github.com/microsoft/autogen) \u2b50 57k[GitHub - ag2ai/ag2: AG2 (formerly AutoGen): The Open-Source AgentOS.Join us at: https://discord.gg/sNGSwQME3x \u00b7 GitHub](https://github.com/ag2ai/ag2) \u2b50 4.5k | [GitHub - microsoft/semantic-kernel: Integrate cutting-edge LLM technology quickly and easily into your apps \u00b7 GitHub](https://github.com/microsoft/semantic-kernel) \u2b50 28k |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://deepaksood619.github.io/ai/llm/agentic-frameworks-deep-dive-analysis",
   "project": "AG2",
   "repository": "https://github.com/ag2ai/ag2",
   "stars": "4500",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Agentic Frameworks Deep Dive Analysis",
    "The following table provides a high-level architectural comparison of five dominant frameworks analyzed within the context of high-complexity, multi-step reasoning tasks.",
    "| Evaluation Criterion | LangGraph | CrewAI | PydanticAI | AG2 (formerly AutoGen) | Semantic Kernel |",
    "| **Links** | [GitHub - langchain-ai/langgraph: Build resilient language agents as graphs. \u00b7 GitHub](https://github.com/langchain-ai/langgraph) \u2b50 30k [GitHub - langchain-ai/langchain: The agent engineering platform \u00b7 GitHub](https://github.com/langchain-ai/langchain) \u2b50 134k | [GitHub - crewAIInc/crewAI: Framework for orchestrating role-playing, autonomous AI agents. By fostering collaborative intelligence, CrewAI empowers agents to work together seamlessly, tackling complex tasks. \u00b7 GitHub](https://github.com/crewaiinc/crewai) \u2b50 50k | [GitHub - pydantic/pydantic-ai: AI Agent Framework, the Pydantic way \u00b7 GitHub](https://github.com/pydantic/pydantic-ai) \u2b50 17k | [GitHub - microsoft/autogen: A programming framework for agentic AI \u00b7 GitHub](https://github.com/microsoft/autogen) \u2b50 57k[GitHub - ag2ai/ag2: AG2 (formerly AutoGen): The Open-Source AgentOS.Join us at: https://discord.gg/sNGSwQME3x \u00b7 GitHub](https://github.com/ag2ai/ag2) \u2b50 4.5k | [GitHub - microsoft/semantic-kernel: Integrate cutting-edge LLM technology quickly and easily into your apps \u00b7 GitHub](https://github.com/microsoft/semantic-kernel) \u2b50 28k |"
   ],
   "repository_evidence": [
    "# Agentic Frameworks Deep Dive Analysis",
    "The following table provides a high-level architectural comparison of five dominant frameworks analyzed within the context of high-complexity, multi-step reasoning tasks.",
    "| Evaluation Criterion | LangGraph | CrewAI | PydanticAI | AG2 (formerly AutoGen) | Semantic Kernel |",
    "| **Links** | [GitHub - langchain-ai/langgraph: Build resilient language agents as graphs. \u00b7 GitHub](https://github.com/langchain-ai/langgraph) \u2b50 30k [GitHub - langchain-ai/langchain: The agent engineering platform \u00b7 GitHub](https://github.com/langchain-ai/langchain) \u2b50 134k | [GitHub - crewAIInc/crewAI: Framework for orchestrating role-playing, autonomous AI agents. By fostering collaborative intelligence, CrewAI empowers agents to work together seamlessly, tackling complex tasks. \u00b7 GitHub](https://github.com/crewaiinc/crewai) \u2b50 50k | [GitHub - pydantic/pydantic-ai: AI Agent Framework, the Pydantic way \u00b7 GitHub](https://github.com/pydantic/pydantic-ai) \u2b50 17k | [GitHub - microsoft/autogen: A programming framework for agentic AI \u00b7 GitHub](https://github.com/microsoft/autogen) \u2b50 57k[GitHub - ag2ai/ag2: AG2 (formerly AutoGen): The Open-Source AgentOS.Join us at: https://discord.gg/sNGSwQME3x \u00b7 GitHub](https://github.com/ag2ai/ag2) \u2b50 4.5k | [GitHub - microsoft/semantic-kernel: Integrate cutting-edge LLM technology quickly and easily into your apps \u00b7 GitHub](https://github.com/microsoft/semantic-kernel) \u2b50 28k |"
   ],
   "stars_evidence": [
    "# Agentic Frameworks Deep Dive Analysis",
    "The following table provides a high-level architectural comparison of five dominant frameworks analyzed within the context of high-complexity, multi-step reasoning tasks.",
    "| Evaluation Criterion | LangGraph | CrewAI | PydanticAI | AG2 (formerly AutoGen) | Semantic Kernel |",
    "| **Links** | [GitHub - langchain-ai/langgraph: Build resilient language agents as graphs. \u00b7 GitHub](https://github.com/langchain-ai/langgraph) \u2b50 30k [GitHub - langchain-ai/langchain: The agent engineering platform \u00b7 GitHub](https://github.com/langchain-ai/langchain) \u2b50 134k | [GitHub - crewAIInc/crewAI: Framework for orchestrating role-playing, autonomous AI agents. By fostering collaborative intelligence, CrewAI empowers agents to work together seamlessly, tackling complex tasks. \u00b7 GitHub](https://github.com/crewaiinc/crewai) \u2b50 50k | [GitHub - pydantic/pydantic-ai: AI Agent Framework, the Pydantic way \u00b7 GitHub](https://github.com/pydantic/pydantic-ai) \u2b50 17k | [GitHub - microsoft/autogen: A programming framework for agentic AI \u00b7 GitHub](https://github.com/microsoft/autogen) \u2b50 57k[GitHub - ag2ai/ag2: AG2 (formerly AutoGen): The Open-Source AgentOS.Join us at: https://discord.gg/sNGSwQME3x \u00b7 GitHub](https://github.com/ag2ai/ag2) \u2b50 4.5k | [GitHub - microsoft/semantic-kernel: Integrate cutting-edge LLM technology quickly and easily into your apps \u00b7 GitHub](https://github.com/microsoft/semantic-kernel) \u2b50 28k |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://deepaksood619.github.io/ai/llm/agentic-frameworks-deep-dive-analysis",
   "project": "Semantic Kernel",
   "repository": "https://github.com/microsoft/semantic-kernel",
   "stars": "28000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Agentic Frameworks Deep Dive Analysis",
    "The following table provides a high-level architectural comparison of five dominant frameworks analyzed within the context of high-complexity, multi-step reasoning tasks.",
    "| Evaluation Criterion | LangGraph | CrewAI | PydanticAI | AG2 (formerly AutoGen) | Semantic Kernel |",
    "| **Links** | [GitHub - langchain-ai/langgraph: Build resilient language agents as graphs. \u00b7 GitHub](https://github.com/langchain-ai/langgraph) \u2b50 30k [GitHub - langchain-ai/langchain: The agent engineering platform \u00b7 GitHub](https://github.com/langchain-ai/langchain) \u2b50 134k | [GitHub - crewAIInc/crewAI: Framework for orchestrating role-playing, autonomous AI agents. By fostering collaborative intelligence, CrewAI empowers agents to work together seamlessly, tackling complex tasks. \u00b7 GitHub](https://github.com/crewaiinc/crewai) \u2b50 50k | [GitHub - pydantic/pydantic-ai: AI Agent Framework, the Pydantic way \u00b7 GitHub](https://github.com/pydantic/pydantic-ai) \u2b50 17k | [GitHub - microsoft/autogen: A programming framework for agentic AI \u00b7 GitHub](https://github.com/microsoft/autogen) \u2b50 57k[GitHub - ag2ai/ag2: AG2 (formerly AutoGen): The Open-Source AgentOS.Join us at: https://discord.gg/sNGSwQME3x \u00b7 GitHub](https://github.com/ag2ai/ag2) \u2b50 4.5k | [GitHub - microsoft/semantic-kernel: Integrate cutting-edge LLM technology quickly and easily into your apps \u00b7 GitHub](https://github.com/microsoft/semantic-kernel) \u2b50 28k |"
   ],
   "repository_evidence": [
    "# Agentic Frameworks Deep Dive Analysis",
    "The following table provides a high-level architectural comparison of five dominant frameworks analyzed within the context of high-complexity, multi-step reasoning tasks.",
    "| Evaluation Criterion | LangGraph | CrewAI | PydanticAI | AG2 (formerly AutoGen) | Semantic Kernel |",
    "| **Links** | [GitHub - langchain-ai/langgraph: Build resilient language agents as graphs. \u00b7 GitHub](https://github.com/langchain-ai/langgraph) \u2b50 30k [GitHub - langchain-ai/langchain: The agent engineering platform \u00b7 GitHub](https://github.com/langchain-ai/langchain) \u2b50 134k | [GitHub - crewAIInc/crewAI: Framework for orchestrating role-playing, autonomous AI agents. By fostering collaborative intelligence, CrewAI empowers agents to work together seamlessly, tackling complex tasks. \u00b7 GitHub](https://github.com/crewaiinc/crewai) \u2b50 50k | [GitHub - pydantic/pydantic-ai: AI Agent Framework, the Pydantic way \u00b7 GitHub](https://github.com/pydantic/pydantic-ai) \u2b50 17k | [GitHub - microsoft/autogen: A programming framework for agentic AI \u00b7 GitHub](https://github.com/microsoft/autogen) \u2b50 57k[GitHub - ag2ai/ag2: AG2 (formerly AutoGen): The Open-Source AgentOS.Join us at: https://discord.gg/sNGSwQME3x \u00b7 GitHub](https://github.com/ag2ai/ag2) \u2b50 4.5k | [GitHub - microsoft/semantic-kernel: Integrate cutting-edge LLM technology quickly and easily into your apps \u00b7 GitHub](https://github.com/microsoft/semantic-kernel) \u2b50 28k |"
   ],
   "stars_evidence": [
    "# Agentic Frameworks Deep Dive Analysis",
    "The following table provides a high-level architectural comparison of five dominant frameworks analyzed within the context of high-complexity, multi-step reasoning tasks.",
    "| Evaluation Criterion | LangGraph | CrewAI | PydanticAI | AG2 (formerly AutoGen) | Semantic Kernel |",
    "| **Links** | [GitHub - langchain-ai/langgraph: Build resilient language agents as graphs. \u00b7 GitHub](https://github.com/langchain-ai/langgraph) \u2b50 30k [GitHub - langchain-ai/langchain: The agent engineering platform \u00b7 GitHub](https://github.com/langchain-ai/langchain) \u2b50 134k | [GitHub - crewAIInc/crewAI: Framework for orchestrating role-playing, autonomous AI agents. By fostering collaborative intelligence, CrewAI empowers agents to work together seamlessly, tackling complex tasks. \u00b7 GitHub](https://github.com/crewaiinc/crewai) \u2b50 50k | [GitHub - pydantic/pydantic-ai: AI Agent Framework, the Pydantic way \u00b7 GitHub](https://github.com/pydantic/pydantic-ai) \u2b50 17k | [GitHub - microsoft/autogen: A programming framework for agentic AI \u00b7 GitHub](https://github.com/microsoft/autogen) \u2b50 57k[GitHub - ag2ai/ag2: AG2 (formerly AutoGen): The Open-Source AgentOS.Join us at: https://discord.gg/sNGSwQME3x \u00b7 GitHub](https://github.com/ag2ai/ag2) \u2b50 4.5k | [GitHub - microsoft/semantic-kernel: Integrate cutting-edge LLM technology quickly and easily into your apps \u00b7 GitHub](https://github.com/microsoft/semantic-kernel) \u2b50 28k |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://pypi.org/project/agent_os_kernel/2.0.0",
   "project": "Dify",
   "repository": "https://github.com/langgenius/dify-plugins/pull/2060",
   "stars": "65000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Community Edition \u2014 A kernel architecture for governing autonomous AI agents with Nexus Trust Exchange",
    "### \ud83c\udfe2 Adopted By Leading AI Frameworks",
    "| Framework | Stars | Status | Link |",
    "| **Dify** | 65K \u2b50 | \u2705 Merged | [dify-plugins#2060](https://github.com/langgenius/dify-plugins/pull/2060) |"
   ],
   "repository_evidence": [
    "Community Edition \u2014 A kernel architecture for governing autonomous AI agents with Nexus Trust Exchange",
    "### \ud83c\udfe2 Adopted By Leading AI Frameworks",
    "| Framework | Stars | Status | Link |",
    "| **Dify** | 65K \u2b50 | \u2705 Merged | [dify-plugins#2060](https://github.com/langgenius/dify-plugins/pull/2060) |"
   ],
   "stars_evidence": [
    "Community Edition \u2014 A kernel architecture for governing autonomous AI agents with Nexus Trust Exchange",
    "### \ud83c\udfe2 Adopted By Leading AI Frameworks",
    "| Framework | Stars | Status | Link |",
    "| **Dify** | 65K \u2b50 | \u2705 Merged | [dify-plugins#2060](https://github.com/langgenius/dify-plugins/pull/2060) |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://pypi.org/project/agent_os_kernel/2.0.0",
   "project": "LlamaIndex",
   "repository": "https://github.com/run-llama/llama_index/pull/20644",
   "stars": "47000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Community Edition \u2014 A kernel architecture for governing autonomous AI agents with Nexus Trust Exchange",
    "### \ud83c\udfe2 Adopted By Leading AI Frameworks",
    "| Framework | Stars | Status | Link |",
    "| **LlamaIndex** | 47K \u2b50 | \u2705 Merged | [llama_index#20644](https://github.com/run-llama/llama_index/pull/20644) |"
   ],
   "repository_evidence": [
    "Community Edition \u2014 A kernel architecture for governing autonomous AI agents with Nexus Trust Exchange",
    "### \ud83c\udfe2 Adopted By Leading AI Frameworks",
    "| Framework | Stars | Status | Link |",
    "| **LlamaIndex** | 47K \u2b50 | \u2705 Merged | [llama_index#20644](https://github.com/run-llama/llama_index/pull/20644) |"
   ],
   "stars_evidence": [
    "Community Edition \u2014 A kernel architecture for governing autonomous AI agents with Nexus Trust Exchange",
    "### \ud83c\udfe2 Adopted By Leading AI Frameworks",
    "| Framework | Stars | Status | Link |",
    "| **LlamaIndex** | 47K \u2b50 | \u2705 Merged | [llama_index#20644](https://github.com/run-llama/llama_index/pull/20644) |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://pypi.org/project/agent_os_kernel/2.0.0",
   "project": "Microsoft Agent-Lightning",
   "repository": "https://github.com/microsoft/agent-lightning/pull/478",
   "stars": "15000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Community Edition \u2014 A kernel architecture for governing autonomous AI agents with Nexus Trust Exchange",
    "### \ud83c\udfe2 Adopted By Leading AI Frameworks",
    "| Framework | Stars | Status | Link |",
    "| **Microsoft Agent-Lightning** | 15K \u2b50 | \u2705 Merged | [agent-lightning#478](https://github.com/microsoft/agent-lightning/pull/478) |"
   ],
   "repository_evidence": [
    "Community Edition \u2014 A kernel architecture for governing autonomous AI agents with Nexus Trust Exchange",
    "### \ud83c\udfe2 Adopted By Leading AI Frameworks",
    "| Framework | Stars | Status | Link |",
    "| **Microsoft Agent-Lightning** | 15K \u2b50 | \u2705 Merged | [agent-lightning#478](https://github.com/microsoft/agent-lightning/pull/478) |"
   ],
   "stars_evidence": [
    "Community Edition \u2014 A kernel architecture for governing autonomous AI agents with Nexus Trust Exchange",
    "### \ud83c\udfe2 Adopted By Leading AI Frameworks",
    "| Framework | Stars | Status | Link |",
    "| **Microsoft Agent-Lightning** | 15K \u2b50 | \u2705 Merged | [agent-lightning#478](https://github.com/microsoft/agent-lightning/pull/478) |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://pypi.org/project/agent_os_kernel/2.0.0",
   "project": "LangGraph",
   "repository": "https://pypi.org/project/langgraph-trust/",
   "stars": "24000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Community Edition \u2014 A kernel architecture for governing autonomous AI agents with Nexus Trust Exchange",
    "### \ud83c\udfe2 Adopted By Leading AI Frameworks",
    "| Framework | Stars | Status | Link |",
    "| **LangGraph** | 24K \u2b50 | \ud83d\udce6 Published on PyPI | [langgraph-trust](https://pypi.org/project/langgraph-trust/) |"
   ],
   "repository_evidence": [
    "Community Edition \u2014 A kernel architecture for governing autonomous AI agents with Nexus Trust Exchange",
    "### \ud83c\udfe2 Adopted By Leading AI Frameworks",
    "| Framework | Stars | Status | Link |",
    "| **LangGraph** | 24K \u2b50 | \ud83d\udce6 Published on PyPI | [langgraph-trust](https://pypi.org/project/langgraph-trust/) |"
   ],
   "stars_evidence": [
    "Community Edition \u2014 A kernel architecture for governing autonomous AI agents with Nexus Trust Exchange",
    "### \ud83c\udfe2 Adopted By Leading AI Frameworks",
    "| Framework | Stars | Status | Link |",
    "| **LangGraph** | 24K \u2b50 | \ud83d\udce6 Published on PyPI | [langgraph-trust](https://pypi.org/project/langgraph-trust/) |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://pypi.org/project/agent_os_kernel/2.0.0",
   "project": "OpenAI Agents SDK",
   "repository": "https://pypi.org/project/openai-agents-trust/",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Community Edition \u2014 A kernel architecture for governing autonomous AI agents with Nexus Trust Exchange",
    "### \ud83c\udfe2 Adopted By Leading AI Frameworks",
    "| Framework | Stars | Status | Link |",
    "| **OpenAI Agents SDK** | \u2014 | \ud83d\udce6 Published on PyPI | [openai-agents-trust](https://pypi.org/project/openai-agents-trust/) |"
   ],
   "repository_evidence": [
    "Community Edition \u2014 A kernel architecture for governing autonomous AI agents with Nexus Trust Exchange",
    "### \ud83c\udfe2 Adopted By Leading AI Frameworks",
    "| Framework | Stars | Status | Link |",
    "| **OpenAI Agents SDK** | \u2014 | \ud83d\udce6 Published on PyPI | [openai-agents-trust](https://pypi.org/project/openai-agents-trust/) |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://pypi.org/project/agent_os_kernel/2.0.0",
   "project": "OpenClaw",
   "repository": "https://clawhub.ai/imran-siddique/agentmesh-governance",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Community Edition \u2014 A kernel architecture for governing autonomous AI agents with Nexus Trust Exchange",
    "### \ud83c\udfe2 Adopted By Leading AI Frameworks",
    "| Framework | Stars | Status | Link |",
    "| **OpenClaw** | \u2014 | \ud83d\udce6 Published on ClawHub | [agentmesh-governance](https://clawhub.ai/imran-siddique/agentmesh-governance) |"
   ],
   "repository_evidence": [
    "Community Edition \u2014 A kernel architecture for governing autonomous AI agents with Nexus Trust Exchange",
    "### \ud83c\udfe2 Adopted By Leading AI Frameworks",
    "| Framework | Stars | Status | Link |",
    "| **OpenClaw** | \u2014 | \ud83d\udce6 Published on ClawHub | [agentmesh-governance](https://clawhub.ai/imran-siddique/agentmesh-governance) |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://pypi.org/project/agent_os_kernel/2.0.0",
   "project": "AutoGen",
   "repository": "https://github.com/microsoft/autogen/issues/7242",
   "stars": "54000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Community Edition \u2014 A kernel architecture for governing autonomous AI agents with Nexus Trust Exchange",
    "**\ud83d\udccb Proposals under review at 10+ frameworks (click to expand)**",
    "| Framework | Stars | Proposal |",
    "| AutoGen | 54K \u2b50 | [microsoft/autogen#7242](https://github.com/microsoft/autogen/issues/7242) |"
   ],
   "repository_evidence": [
    "Community Edition \u2014 A kernel architecture for governing autonomous AI agents with Nexus Trust Exchange",
    "**\ud83d\udccb Proposals under review at 10+ frameworks (click to expand)**",
    "| Framework | Stars | Proposal |",
    "| AutoGen | 54K \u2b50 | [microsoft/autogen#7242](https://github.com/microsoft/autogen/issues/7242) |"
   ],
   "stars_evidence": [
    "Community Edition \u2014 A kernel architecture for governing autonomous AI agents with Nexus Trust Exchange",
    "**\ud83d\udccb Proposals under review at 10+ frameworks (click to expand)**",
    "| Framework | Stars | Proposal |",
    "| AutoGen | 54K \u2b50 | [microsoft/autogen#7242](https://github.com/microsoft/autogen/issues/7242) |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://pypi.org/project/agent_os_kernel/2.0.0",
   "project": "CrewAI",
   "repository": "https://github.com/crewAIInc/crewAI/issues/4502",
   "stars": "44000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Community Edition \u2014 A kernel architecture for governing autonomous AI agents with Nexus Trust Exchange",
    "**\ud83d\udccb Proposals under review at 10+ frameworks (click to expand)**",
    "| Framework | Stars | Proposal |",
    "| CrewAI | 44K \u2b50 | [crewAIInc/crewAI#4502](https://github.com/crewAIInc/crewAI/issues/4502) |"
   ],
   "repository_evidence": [
    "Community Edition \u2014 A kernel architecture for governing autonomous AI agents with Nexus Trust Exchange",
    "**\ud83d\udccb Proposals under review at 10+ frameworks (click to expand)**",
    "| Framework | Stars | Proposal |",
    "| CrewAI | 44K \u2b50 | [crewAIInc/crewAI#4502](https://github.com/crewAIInc/crewAI/issues/4502) |"
   ],
   "stars_evidence": [
    "Community Edition \u2014 A kernel architecture for governing autonomous AI agents with Nexus Trust Exchange",
    "**\ud83d\udccb Proposals under review at 10+ frameworks (click to expand)**",
    "| Framework | Stars | Proposal |",
    "| CrewAI | 44K \u2b50 | [crewAIInc/crewAI#4502](https://github.com/crewAIInc/crewAI/issues/4502) |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://pypi.org/project/agent_os_kernel/2.0.0",
   "project": "Haystack",
   "repository": "https://github.com/deepset-ai/haystack/issues/10615",
   "stars": "22000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Community Edition \u2014 A kernel architecture for governing autonomous AI agents with Nexus Trust Exchange",
    "**\ud83d\udccb Proposals under review at 10+ frameworks (click to expand)**",
    "| Framework | Stars | Proposal |",
    "| Haystack | 22K \u2b50 | [deepset-ai/haystack#10615](https://github.com/deepset-ai/haystack/issues/10615) |"
   ],
   "repository_evidence": [
    "Community Edition \u2014 A kernel architecture for governing autonomous AI agents with Nexus Trust Exchange",
    "**\ud83d\udccb Proposals under review at 10+ frameworks (click to expand)**",
    "| Framework | Stars | Proposal |",
    "| Haystack | 22K \u2b50 | [deepset-ai/haystack#10615](https://github.com/deepset-ai/haystack/issues/10615) |"
   ],
   "stars_evidence": [
    "Community Edition \u2014 A kernel architecture for governing autonomous AI agents with Nexus Trust Exchange",
    "**\ud83d\udccb Proposals under review at 10+ frameworks (click to expand)**",
    "| Framework | Stars | Proposal |",
    "| Haystack | 22K \u2b50 | [deepset-ai/haystack#10615](https://github.com/deepset-ai/haystack/issues/10615) |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://pypi.org/project/agent_os_kernel/2.0.0",
   "project": "Semantic Kernel",
   "repository": "https://github.com/microsoft/semantic-kernel/issues/13556",
   "stars": "27000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Community Edition \u2014 A kernel architecture for governing autonomous AI agents with Nexus Trust Exchange",
    "**\ud83d\udccb Proposals under review at 10+ frameworks (click to expand)**",
    "| Framework | Stars | Proposal |",
    "| Semantic Kernel | 27K \u2b50 | [microsoft/semantic-kernel#13556](https://github.com/microsoft/semantic-kernel/issues/13556) |"
   ],
   "repository_evidence": [
    "Community Edition \u2014 A kernel architecture for governing autonomous AI agents with Nexus Trust Exchange",
    "**\ud83d\udccb Proposals under review at 10+ frameworks (click to expand)**",
    "| Framework | Stars | Proposal |",
    "| Semantic Kernel | 27K \u2b50 | [microsoft/semantic-kernel#13556](https://github.com/microsoft/semantic-kernel/issues/13556) |"
   ],
   "stars_evidence": [
    "Community Edition \u2014 A kernel architecture for governing autonomous AI agents with Nexus Trust Exchange",
    "**\ud83d\udccb Proposals under review at 10+ frameworks (click to expand)**",
    "| Framework | Stars | Proposal |",
    "| Semantic Kernel | 27K \u2b50 | [microsoft/semantic-kernel#13556](https://github.com/microsoft/semantic-kernel/issues/13556) |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://pypi.org/project/agent_os_kernel/2.0.0",
   "project": "smolagents",
   "repository": "https://github.com/huggingface/smolagents/issues/1989",
   "stars": "25000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Community Edition \u2014 A kernel architecture for governing autonomous AI agents with Nexus Trust Exchange",
    "**\ud83d\udccb Proposals under review at 10+ frameworks (click to expand)**",
    "| Framework | Stars | Proposal |",
    "| smolagents | 25K \u2b50 | [huggingface/smolagents#1989](https://github.com/huggingface/smolagents/issues/1989) |"
   ],
   "repository_evidence": [
    "Community Edition \u2014 A kernel architecture for governing autonomous AI agents with Nexus Trust Exchange",
    "**\ud83d\udccb Proposals under review at 10+ frameworks (click to expand)**",
    "| Framework | Stars | Proposal |",
    "| smolagents | 25K \u2b50 | [huggingface/smolagents#1989](https://github.com/huggingface/smolagents/issues/1989) |"
   ],
   "stars_evidence": [
    "Community Edition \u2014 A kernel architecture for governing autonomous AI agents with Nexus Trust Exchange",
    "**\ud83d\udccb Proposals under review at 10+ frameworks (click to expand)**",
    "| Framework | Stars | Proposal |",
    "| smolagents | 25K \u2b50 | [huggingface/smolagents#1989](https://github.com/huggingface/smolagents/issues/1989) |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://pypi.org/project/agent_os_kernel/2.0.0",
   "project": "Google ADK",
   "repository": "https://github.com/google/adk-python/issues/4517",
   "stars": "18000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Community Edition \u2014 A kernel architecture for governing autonomous AI agents with Nexus Trust Exchange",
    "**\ud83d\udccb Proposals under review at 10+ frameworks (click to expand)**",
    "| Framework | Stars | Proposal |",
    "| Google ADK | 18K \u2b50 | [google/adk-python#4517](https://github.com/google/adk-python/issues/4517) |"
   ],
   "repository_evidence": [
    "Community Edition \u2014 A kernel architecture for governing autonomous AI agents with Nexus Trust Exchange",
    "**\ud83d\udccb Proposals under review at 10+ frameworks (click to expand)**",
    "| Framework | Stars | Proposal |",
    "| Google ADK | 18K \u2b50 | [google/adk-python#4517](https://github.com/google/adk-python/issues/4517) |"
   ],
   "stars_evidence": [
    "Community Edition \u2014 A kernel architecture for governing autonomous AI agents with Nexus Trust Exchange",
    "**\ud83d\udccb Proposals under review at 10+ frameworks (click to expand)**",
    "| Framework | Stars | Proposal |",
    "| Google ADK | 18K \u2b50 | [google/adk-python#4517](https://github.com/google/adk-python/issues/4517) |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://pypi.org/project/agent_os_kernel/2.0.0",
   "project": "PydanticAI",
   "repository": "https://github.com/pydantic/pydantic-ai/issues/4335",
   "stars": "15000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Community Edition \u2014 A kernel architecture for governing autonomous AI agents with Nexus Trust Exchange",
    "**\ud83d\udccb Proposals under review at 10+ frameworks (click to expand)**",
    "| Framework | Stars | Proposal |",
    "| PydanticAI | 15K \u2b50 | [pydantic/pydantic-ai#4335](https://github.com/pydantic/pydantic-ai/issues/4335) |"
   ],
   "repository_evidence": [
    "Community Edition \u2014 A kernel architecture for governing autonomous AI agents with Nexus Trust Exchange",
    "**\ud83d\udccb Proposals under review at 10+ frameworks (click to expand)**",
    "| Framework | Stars | Proposal |",
    "| PydanticAI | 15K \u2b50 | [pydantic/pydantic-ai#4335](https://github.com/pydantic/pydantic-ai/issues/4335) |"
   ],
   "stars_evidence": [
    "Community Edition \u2014 A kernel architecture for governing autonomous AI agents with Nexus Trust Exchange",
    "**\ud83d\udccb Proposals under review at 10+ frameworks (click to expand)**",
    "| Framework | Stars | Proposal |",
    "| PydanticAI | 15K \u2b50 | [pydantic/pydantic-ai#4335](https://github.com/pydantic/pydantic-ai/issues/4335) |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://pypi.org/project/agent_os_kernel/2.0.0",
   "project": "A2A Protocol",
   "repository": "https://github.com/a2aproject/A2A/issues/1501",
   "stars": "21000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Community Edition \u2014 A kernel architecture for governing autonomous AI agents with Nexus Trust Exchange",
    "**\ud83d\udccb Proposals under review at 10+ frameworks (click to expand)**",
    "| Framework | Stars | Proposal |",
    "| A2A Protocol | 21K \u2b50 | [a2aproject/A2A#1501](https://github.com/a2aproject/A2A/issues/1501) |"
   ],
   "repository_evidence": [
    "Community Edition \u2014 A kernel architecture for governing autonomous AI agents with Nexus Trust Exchange",
    "**\ud83d\udccb Proposals under review at 10+ frameworks (click to expand)**",
    "| Framework | Stars | Proposal |",
    "| A2A Protocol | 21K \u2b50 | [a2aproject/A2A#1501](https://github.com/a2aproject/A2A/issues/1501) |"
   ],
   "stars_evidence": [
    "Community Edition \u2014 A kernel architecture for governing autonomous AI agents with Nexus Trust Exchange",
    "**\ud83d\udccb Proposals under review at 10+ frameworks (click to expand)**",
    "| Framework | Stars | Proposal |",
    "| A2A Protocol | 21K \u2b50 | [a2aproject/A2A#1501](https://github.com/a2aproject/A2A/issues/1501) |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://forage.ai/blog/langchain-vs-llamaindex",
   "project": "LangChain",
   "repository": null,
   "stars": "143400",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Choosing between LlamaIndex and LangChain is **a commitment, not a library import**.",
    "## What Is LangChain in 2026?"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "- **Headline numbers (August 4, 2026):** langchain ~143.4k GitHub stars and ~299M monthly PyPI downloads; llama_index ~51.4k stars and ~23M monthly downloads across core packages.",
    "Quick Digest",
    "| Metric (as of Aug 4, 2026) | LangChain | LlamaIndex |",
    "| **GitHub stars** | ~143.4k + ~38.8k (langgraph) | ~51.4k |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://forage.ai/blog/langchain-vs-llamaindex",
   "project": "LlamaIndex",
   "repository": null,
   "stars": "51400",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Choosing between LlamaIndex and LangChain is **a commitment, not a library import**.",
    "## What Is LlamaIndex in 2026?"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "- **Headline numbers (August 4, 2026):** langchain ~143.4k GitHub stars and ~299M monthly PyPI downloads; llama_index ~51.4k stars and ~23M monthly downloads across core packages.",
    "Quick Digest",
    "| Metric (as of Aug 4, 2026) | LangChain | LlamaIndex |",
    "| **GitHub stars** | ~143.4k + ~38.8k (langgraph) | ~51.4k |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://forage.ai/blog/langchain-vs-llamaindex",
   "project": "LangGraph",
   "repository": null,
   "stars": "38800",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "### LangGraph is the runtime, not a competitor",
    "**Quick Digest**"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "| Metric (as of Aug 4, 2026) | LangChain | LlamaIndex |",
    "| **GitHub stars** | ~143.4k + ~38.8k (langgraph) | ~51.4k |",
    "The verified numbers first, then the dimensions that matter."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://atlan.com/know/mem0-alternatives",
   "project": "Zep / Graphiti",
   "repository": "https://github.com/getzep/graphiti",
   "stars": "20000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## 1. Zep / Graphiti, for temporal reasoning and relationship-aware retrieval",
    "# Best Mem0 Alternatives in 2026: Benchmarks and Pricing"
   ],
   "repository_evidence": [
    "**GitHub:** [github.com/getzep/graphiti](https://github.com/getzep/graphiti) (20,000+ stars, Apache-2.0)",
    "# Best Mem0 Alternatives in 2026: Benchmarks and Pricing",
    "## 1. Zep / Graphiti, for temporal reasoning and relationship-aware retrieval"
   ],
   "stars_evidence": [
    "**GitHub:** [github.com/getzep/graphiti](https://github.com/getzep/graphiti) (20,000+ stars, Apache-2.0)",
    "# Best Mem0 Alternatives in 2026: Benchmarks and Pricing",
    "## 1. Zep / Graphiti, for temporal reasoning and relationship-aware retrieval",
    "Graphiti has 20,000+ GitHub stars (milestone announced November 2025) and 25,000 weekly PyPI downloads."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://atlan.com/know/mem0-alternatives",
   "project": "LangMem",
   "repository": "https://github.com/langchain-ai/langmem",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## 2. LangMem, for LangGraph-native teams who want zero infrastructure",
    "# Best Mem0 Alternatives in 2026: Benchmarks and Pricing"
   ],
   "repository_evidence": [
    "**GitHub:** [github.com/langchain-ai/langmem](https://github.com/langchain-ai/langmem)",
    "# Best Mem0 Alternatives in 2026: Benchmarks and Pricing",
    "## 2. LangMem, for LangGraph-native teams who want zero infrastructure"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://atlan.com/know/mem0-alternatives",
   "project": "Letta",
   "repository": "https://github.com/letta-ai/letta",
   "stars": "13000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## 3. Letta (formerly MemGPT), for self-improving agents with full retrieval depth",
    "# Best Mem0 Alternatives in 2026: Benchmarks and Pricing"
   ],
   "repository_evidence": [
    "**GitHub:** [github.com/letta-ai/letta](https://github.com/letta-ai/letta) (13,000+ stars, Apache-2.0)",
    "# Best Mem0 Alternatives in 2026: Benchmarks and Pricing",
    "## 3. Letta (formerly MemGPT), for self-improving agents with full retrieval depth"
   ],
   "stars_evidence": [
    "**GitHub:** [github.com/letta-ai/letta](https://github.com/letta-ai/letta) (13,000+ stars, Apache-2.0)",
    "# Best Mem0 Alternatives in 2026: Benchmarks and Pricing",
    "## 3. Letta (formerly MemGPT), for self-improving agents with full retrieval depth",
    "Letta has 13,000+ GitHub stars."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://atlan.com/know/mem0-alternatives",
   "project": "Honcho",
   "repository": "https://github.com/plastic-labs/honcho",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## 5. Honcho, for implicit pattern learning and multi-participant conversations",
    "# Best Mem0 Alternatives in 2026: Benchmarks and Pricing"
   ],
   "repository_evidence": [
    "**GitHub:** [github.com/plastic-labs/honcho](https://github.com/plastic-labs/honcho) (AGPL-3.0)",
    "# Best Mem0 Alternatives in 2026: Benchmarks and Pricing",
    "## 5. Honcho, for implicit pattern learning and multi-participant conversations"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://atlan.com/know/mem0-alternatives",
   "project": "Cognee",
   "repository": "https://github.com/topoteretes/cognee",
   "stars": "6000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## 6. Cognee, for air-gapped and data residency environments",
    "# Best Mem0 Alternatives in 2026: Benchmarks and Pricing"
   ],
   "repository_evidence": [
    "**GitHub:** [github.com/topoteretes/cognee](https://github.com/topoteretes/cognee) (6,000+ stars, Apache-2.0)",
    "# Best Mem0 Alternatives in 2026: Benchmarks and Pricing",
    "## 6. Cognee, for air-gapped and data residency environments"
   ],
   "stars_evidence": [
    "**GitHub:** [github.com/topoteretes/cognee](https://github.com/topoteretes/cognee) (6,000+ stars, Apache-2.0)",
    "# Best Mem0 Alternatives in 2026: Benchmarks and Pricing",
    "## 6. Cognee, for air-gapped and data residency environments",
    "With 6,000+ GitHub stars and an Apache-2.0 license, Cognee is the best-positioned tool in this list for teams under strict data residency constraints."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://atlan.com/know/mem0-alternatives",
   "project": "Hindsight",
   "repository": "https://github.com/vectorize-io/hindsight",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## 7. Hindsight, for the highest retrieval accuracy without a graph paywall",
    "# Best Mem0 Alternatives in 2026: Benchmarks and Pricing"
   ],
   "repository_evidence": [
    "**GitHub:** [github.com/vectorize-io/hindsight](https://github.com/vectorize-io/hindsight) (MIT)",
    "# Best Mem0 Alternatives in 2026: Benchmarks and Pricing",
    "## 7. Hindsight, for the highest retrieval accuracy without a graph paywall"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://atlan.com/know/mem0-alternatives",
   "project": "Memori",
   "repository": "https://github.com/MemoriLabs/Memori",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## 8. Memori, for enterprise on-prem and auditable SQL-native memory",
    "# Best Mem0 Alternatives in 2026: Benchmarks and Pricing"
   ],
   "repository_evidence": [
    "**GitHub:** [github.com/MemoriLabs/Memori](https://github.com/MemoriLabs/Memori)",
    "# Best Mem0 Alternatives in 2026: Benchmarks and Pricing",
    "## 8. Memori, for enterprise on-prem and auditable SQL-native memory"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://topaiproduct.com/2026/03/28/alibabas-agentscope-hits-21k-github-stars-what-makes-this-multi-agent-framework-different",
   "project": "AgentScope",
   "repository": null,
   "stars": "21300",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## Alibaba\u2019s AgentScope Hits 21K GitHub Stars \u2014 What Makes This Multi-Agent Framework Different?",
    "The multi-agent framework space is crowded."
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "## Alibaba\u2019s AgentScope Hits 21K GitHub Stars \u2014 What Makes This Multi-Agent Framework Different?",
    "So when Alibaba\u2019s AgentScope climbed to #14 on GitHub Trending this week with 21,300+ stars, the obvious question is: why does this one matter?"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://topaiproduct.com/2026/03/28/alibabas-agentscope-hits-21k-github-stars-what-makes-this-multi-agent-framework-different",
   "project": "CrewAI",
   "repository": null,
   "stars": "44600",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "The multi-agent framework space is crowded. CrewAI, LangGraph, AutoGen, OpenAI Agents SDK \u2014 developers already have plenty of options.",
    "The multi-agent framework market has clear leaders, and AgentScope is positioning itself differently from each."
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "The multi-agent framework market has clear leaders, and AgentScope is positioning itself differently from each.",
    "**vs. CrewAI (44,600+ stars):** CrewAI\u2019s role-based metaphor \u2014 where each agent has a role, goal, and backstory \u2014 gets you from idea to prototype roughly 40% faster."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://topaiproduct.com/2026/03/28/alibabas-agentscope-hits-21k-github-stars-what-makes-this-multi-agent-framework-different",
   "project": "LangGraph",
   "repository": null,
   "stars": "97000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "The multi-agent framework space is crowded. CrewAI, LangGraph, AutoGen, OpenAI Agents SDK \u2014 developers already have plenty of options.",
    "The multi-agent framework market has clear leaders, and AgentScope is positioning itself differently from each."
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "The multi-agent framework market has clear leaders, and AgentScope is positioning itself differently from each.",
    "**vs. LangGraph (part of LangChain\u2019s 97K+ star ecosystem):** LangGraph offers the most fine-grained control \u2014 you define state schemas, nodes, edges, and compile them into a stateful graph."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://topaiproduct.com/2026/03/28/alibabas-agentscope-hits-21k-github-stars-what-makes-this-multi-agent-framework-different",
   "project": "AutoGen",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "The multi-agent framework space is crowded. CrewAI, LangGraph, AutoGen, OpenAI Agents SDK \u2014 developers already have plenty of options.",
    "The multi-agent framework market has clear leaders, and AgentScope is positioning itself differently from each."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://topaiproduct.com/2026/03/28/alibabas-agentscope-hits-21k-github-stars-what-makes-this-multi-agent-framework-different",
   "project": "OpenAI Agents SDK",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "The multi-agent framework space is crowded. CrewAI, LangGraph, AutoGen, OpenAI Agents SDK \u2014 developers already have plenty of options.",
    "The multi-agent framework market has clear leaders, and AgentScope is positioning itself differently from each."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://topaiproduct.com/2026/03/28/alibabas-agentscope-hits-21k-github-stars-what-makes-this-multi-agent-framework-different",
   "project": "CoPaw",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## CoPaw: The Personal Agent Workstation",
    "In late February 2026, the AgentScope team also released CoPaw \u2014 a personal agent workstation built on top of the framework."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://topaiproduct.com/2026/03/28/alibabas-agentscope-hits-21k-github-stars-what-makes-this-multi-agent-framework-different",
   "project": "Insforge",
   "repository": null,
   "stars": "3600",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "- [Insforge Hits 1 on Product Hunt and 3600 Github Stars is This What Agent Native Backends Look Like](https://topaiproduct.com/2026/03/13/insforge-hits-1-on-product-hunt-and-3600-github-stars-is-this-what-agent-native-backends-look-like/)"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "- [Insforge Hits 1 on Product Hunt and 3600 Github Stars is This What Agent Native Backends Look Like](https://topaiproduct.com/2026/03/13/insforge-hits-1-on-product-hunt-and-3600-github-stars-is-this-what-agent-native-backends-look-like/)"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://topaiproduct.com/2026/03/28/alibabas-agentscope-hits-21k-github-stars-what-makes-this-multi-agent-framework-different",
   "project": "Openviking",
   "repository": null,
   "stars": "9000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "- [Openviking Treats ai Agent Memory Like a File System and 9k Github Stars say its Working](https://topaiproduct.com/2026/03/14/openviking-treats-ai-agent-memory-like-a-file-system-and-9k-github-stars-say-its-working/)"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "- [Openviking Treats ai Agent Memory Like a File System and 9k Github Stars say its Working](https://topaiproduct.com/2026/03/14/openviking-treats-ai-agent-memory-like-a-file-system-and-9k-github-stars-say-its-working/)"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://topaiproduct.com/2026/03/28/alibabas-agentscope-hits-21k-github-stars-what-makes-this-multi-agent-framework-different",
   "project": "Tambo",
   "repository": null,
   "stars": "9600",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "- [Tambo Just hit 9600 Stars and it Might Change how you Build ai Powered React Apps](https://topaiproduct.com/2026/02/14/tambo-just-hit-9600-stars-and-it-might-change-how-you-build-ai-powered-react-apps/)"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "- [Tambo Just hit 9600 Stars and it Might Change how you Build ai Powered React Apps](https://topaiproduct.com/2026/02/14/tambo-just-hit-9600-stars-and-it-might-change-how-you-build-ai-powered-react-apps/)"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://topaiproduct.com/2026/03/28/alibabas-agentscope-hits-21k-github-stars-what-makes-this-multi-agent-framework-different",
   "project": "Heretic",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "- [Heretic Just hit Github Trending and the ai World has Opinions](https://topaiproduct.com/2026/02/18/heretic-just-hit-github-trending-and-the-ai-world-has-opinions/)"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://topaiproduct.com/2026/03/28/alibabas-agentscope-hits-21k-github-stars-what-makes-this-multi-agent-framework-different",
   "project": "Pentagi",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "- [Pentagi Just hit 1 on Github Trending and Yeah its Worth the Hype](https://topaiproduct.com/2026/02/20/pentagi-just-hit-1-on-github-trending-and-yeah-its-worth-the-hype/)"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://futureagi.com/blog/best-agent-harness",
   "project": "Codex CLI",
   "repository": "https://github.com/openai/codex",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "The Best Agent Harnesses for AI Builders in 2026",
    "OpenAI\u2019s Codex CLI is an Apache 2.0, Rust-based, sandbox-first tool with tens of millions of monthly installs."
   ],
   "repository_evidence": [
    "The Best Agent Harnesses for AI Builders in 2026"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://futureagi.com/blog/best-agent-harness",
   "project": "OpenHands",
   "repository": "https://github.com/OpenHands/OpenHands",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "The Best Agent Harnesses for AI Builders in 2026",
    "OpenHands runs an event-stream architecture for autonomous work.",
    "[OpenHands](https://github.com/OpenHands/OpenHands), formerly OpenDevin, is MIT-licensed and built in Python around an event stream: every action the agent takes and every observation it gets back flows through one central log, which makes long autonomous runs easier to follow and replay."
   ],
   "repository_evidence": [
    "The Best Agent Harnesses for AI Builders in 2026",
    "[OpenHands](https://github.com/OpenHands/OpenHands), formerly OpenDevin, is MIT-licensed and built in Python around an event stream: every action the agent takes and every observation it gets back flows through one central log, which makes long autonomous runs easier to follow and replay."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://futureagi.com/blog/best-agent-harness",
   "project": "SWE-agent",
   "repository": "https://github.com/SWE-agent/SWE-agent",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "The Best Agent Harnesses for AI Builders in 2026",
    "SWE-agent introduced the agent-computer interface behind much SWE-bench research.",
    "[SWE-agent](https://github.com/SWE-agent/SWE-agent), from Princeton and Stanford, is also MIT and Python, and it introduced the agent-computer interface: the idea that agents need purpose-built commands to browse and edit code."
   ],
   "repository_evidence": [
    "The Best Agent Harnesses for AI Builders in 2026",
    "[SWE-agent](https://github.com/SWE-agent/SWE-agent), from Princeton and Stanford, is also MIT and Python, and it introduced the agent-computer interface: the idea that agents need purpose-built commands to browse and edit code."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://futureagi.com/blog/best-agent-harness",
   "project": "Aider",
   "repository": "https://github.com/Aider-AI/aider",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "The Best Agent Harnesses for AI Builders in 2026",
    "Aider brings a repo map and an Architect/Editor split.",
    "[Aider](https://github.com/Aider-AI/aider) is Apache 2.0 and focuses on pair programming inside an existing repository."
   ],
   "repository_evidence": [
    "The Best Agent Harnesses for AI Builders in 2026",
    "[Aider](https://github.com/Aider-AI/aider) is Apache 2.0 and focuses on pair programming inside an existing repository."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://futureagi.com/blog/best-agent-harness",
   "project": "Cline",
   "repository": "https://github.com/cline/cline",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "The Best Agent Harnesses for AI Builders in 2026",
    "Cline embeds in your editor.",
    "[Cline](https://github.com/cline/cline) is Apache 2.0 and TypeScript, and it lives inside your editor, most visibly as a VS Code extension."
   ],
   "repository_evidence": [
    "The Best Agent Harnesses for AI Builders in 2026",
    "[Cline](https://github.com/cline/cline) is Apache 2.0 and TypeScript, and it lives inside your editor, most visibly as a VS Code extension."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://futureagi.com/blog/best-agent-harness",
   "project": "OpenCode",
   "repository": "https://github.com/anomalyco/opencode",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "The Best Agent Harnesses for AI Builders in 2026",
    "OpenCode and Goose cover the provider-agnostic terminal and MCP-heavy ends.",
    "[OpenCode](https://github.com/anomalyco/opencode) is MIT, TypeScript, and provider-agnostic: you point it at any model provider\u2019s API key."
   ],
   "repository_evidence": [
    "The Best Agent Harnesses for AI Builders in 2026",
    "[OpenCode](https://github.com/anomalyco/opencode) is MIT, TypeScript, and provider-agnostic: you point it at any model provider\u2019s API key."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://futureagi.com/blog/best-agent-harness",
   "project": "Goose",
   "repository": "https://github.com/aaif-goose/goose",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "The Best Agent Harnesses for AI Builders in 2026",
    "OpenCode and Goose cover the provider-agnostic terminal and MCP-heavy ends.",
    "[Goose](https://github.com/aaif-goose/goose), created by Block, is Apache 2.0 and Rust, and its calling card is breadth: it connects to more than 70 tool extensions over MCP, which suits workflows that lean on many external systems."
   ],
   "repository_evidence": [
    "The Best Agent Harnesses for AI Builders in 2026",
    "[Goose](https://github.com/aaif-goose/goose), created by Block, is Apache 2.0 and Rust, and its calling card is breadth: it connects to more than 70 tool extensions over MCP, which suits workflows that lean on many external systems."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://futureagi.com/blog/best-agent-harness",
   "project": "OpenAI Agents SDK",
   "repository": "https://github.com/openai/openai-agents-python",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "The Best Agent Harnesses for AI Builders in 2026",
    "The [OpenAI Agents SDK](https://github.com/openai/openai-agents-python) (MIT) gives you three primitives: agents, handoffs, and guardrails."
   ],
   "repository_evidence": [
    "The Best Agent Harnesses for AI Builders in 2026",
    "The [OpenAI Agents SDK](https://github.com/openai/openai-agents-python) (MIT) gives you three primitives: agents, handoffs, and guardrails."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://futureagi.com/blog/best-agent-harness",
   "project": "Swarm",
   "repository": "https://github.com/openai/swarm",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "The Best Agent Harnesses for AI Builders in 2026",
    "One specific caution: OpenAI [Swarm](https://github.com/openai/swarm) still shows up on lists, but its own README labels it experimental and educational, and OpenAI now points production users to the Agents SDK."
   ],
   "repository_evidence": [
    "The Best Agent Harnesses for AI Builders in 2026",
    "One specific caution: OpenAI [Swarm](https://github.com/openai/swarm) still shows up on lists, but its own README labels it experimental and educational, and OpenAI now points production users to the Agents SDK."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://screencli.sh/blog/browser-automation-frameworks-for-ai-agents",
   "project": "browser-use",
   "repository": null,
   "stars": "78000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "AI agents that control browsers need a framework to do it.",
    "| Framework | Language | GitHub stars | WebVoyager score | Cost per action | Best for |",
    "| **browser-use** | Python | 78,000+ | 89.1% | ~$0.07 / 10 steps | Autonomous agents |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "AI agents that control browsers need a framework to do it.",
    "| Framework | Language | GitHub stars | WebVoyager score | Cost per action | Best for |",
    "| **browser-use** | Python | 78,000+ | 89.1% | ~$0.07 / 10 steps | Autonomous agents |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://screencli.sh/blog/browser-automation-frameworks-for-ai-agents",
   "project": "Stagehand",
   "repository": null,
   "stars": "21000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "AI agents that control browsers need a framework to do it.",
    "| Framework | Language | GitHub stars | WebVoyager score | Cost per action | Best for |",
    "| **Stagehand** | TypeScript | 21,000+ | \u2014 | $0.002\u20130.02 | Hybrid automation |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "AI agents that control browsers need a framework to do it.",
    "| Framework | Language | GitHub stars | WebVoyager score | Cost per action | Best for |",
    "| **Stagehand** | TypeScript | 21,000+ | \u2014 | $0.002\u20130.02 | Hybrid automation |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://screencli.sh/blog/browser-automation-frameworks-for-ai-agents",
   "project": "Skyvern",
   "repository": null,
   "stars": "20000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "AI agents that control browsers need a framework to do it.",
    "| Framework | Language | GitHub stars | WebVoyager score | Cost per action | Best for |",
    "| **Skyvern** | Python | 20,000+ | 85.85% | From $29/mo | Legacy/gov sites |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "AI agents that control browsers need a framework to do it.",
    "| Framework | Language | GitHub stars | WebVoyager score | Cost per action | Best for |",
    "| **Skyvern** | Python | 20,000+ | 85.85% | From $29/mo | Legacy/gov sites |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://kdjingpai.com/en/shenduyanjiudeep",
   "project": "Auto-GPT",
   "repository": "https://www.kdjingpai.com/en/autogpt/",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Open Source Deep Research Intelligence Body Framework",
    "There are numerous general-purpose smartbody frameworks currently on the market (e.g. [`Auto-GPT`](https://www.kdjingpai.com/en/autogpt/)\u3001[`AutoGen`](https://www.kdjingpai.com/en/autogen-2/) etc.) are capable of performing research tasks, but this paper focuses on six open source projects that have been optimized with specific architectures for deep research scenarios."
   ],
   "repository_evidence": [
    "Open Source Deep Research Intelligence Body Framework",
    "There are numerous general-purpose smartbody frameworks currently on the market (e.g. [`Auto-GPT`](https://www.kdjingpai.com/en/autogpt/)\u3001[`AutoGen`](https://www.kdjingpai.com/en/autogen-2/) etc.) are capable of performing research tasks, but this paper focuses on six open source projects that have been optimized with specific architectures for deep research scenarios."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://kdjingpai.com/en/shenduyanjiudeep",
   "project": "AutoGen",
   "repository": "https://www.kdjingpai.com/en/autogen-2/",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Open Source Deep Research Intelligence Body Framework",
    "There are numerous general-purpose smartbody frameworks currently on the market (e.g. [`Auto-GPT`](https://www.kdjingpai.com/en/autogpt/)\u3001[`AutoGen`](https://www.kdjingpai.com/en/autogen-2/) etc.) are capable of performing research tasks, but this paper focuses on six open source projects that have been optimized with specific architectures for deep research scenarios."
   ],
   "repository_evidence": [
    "Open Source Deep Research Intelligence Body Framework",
    "There are numerous general-purpose smartbody frameworks currently on the market (e.g. [`Auto-GPT`](https://www.kdjingpai.com/en/autogpt/)\u3001[`AutoGen`](https://www.kdjingpai.com/en/autogen-2/) etc.) are capable of performing research tasks, but this paper focuses on six open source projects that have been optimized with specific architectures for deep research scenarios."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://kdjingpai.com/en/shenduyanjiudeep",
   "project": "OpenDeepResearch",
   "repository": "https://www.kdjingpai.com/en/opendeepresearcher/",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Open Source Deep Research Intelligence Body Framework",
    "*Note: In the above table **HuggingFace/[OpenDeepResearch](https://www.kdjingpai.com/en/opendeepresearcher/)** The number of Stars comes from its core dependency on **SmolAgents** Project.*"
   ],
   "repository_evidence": [
    "Open Source Deep Research Intelligence Body Framework",
    "*Note: In the above table **HuggingFace/[OpenDeepResearch](https://www.kdjingpai.com/en/opendeepresearcher/)** The number of Stars comes from its core dependency on **SmolAgents** Project.*"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://kdjingpai.com/en/shenduyanjiudeep",
   "project": "browser-use",
   "repository": "https://www.kdjingpai.com/en/browser-use/",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Open Source Deep Research Intelligence Body Framework",
    "Before analyzing each framework in depth, one thing needs to be clear: the essence of in-depth research is information acquisition and integration.",
    "Therefore, a framework like [`browser-use`](https://www.kdjingpai.com/en/browser-use/) Such AI-driven browser automation tools are an important adjunct to all such frameworks."
   ],
   "repository_evidence": [
    "Open Source Deep Research Intelligence Body Framework",
    "Before analyzing each framework in depth, one thing needs to be clear: the essence of in-depth research is information acquisition and integration.",
    "Therefore, a framework like [`browser-use`](https://www.kdjingpai.com/en/browser-use/) Such AI-driven browser automation tools are an important adjunct to all such frameworks."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://kdjingpai.com/en/shenduyanjiudeep",
   "project": "DeerFlow",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Open Source Architecture Analysis",
    "### `ByteDance/DeerFlow`: Graph-based hierarchical multi-intelligent body system"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://kdjingpai.com/en/shenduyanjiudeep",
   "project": "OpenDeepResearch",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Open Source Architecture Analysis",
    "### `HuggingFace/OpenDeepResearch`: The minimalist philosophy of code-as-action"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://kdjingpai.com/en/shenduyanjiudeep",
   "project": "open_deep_research",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Open Source Architecture Analysis",
    "### `LangChainAI/OpenDeepResearch`: Diagrammatic Workflows and Metacognitive Reflection",
    "`LangChain` community-based `open_deep_research` At the core of the project is a multi-stage, iterative and self-reflective workflow designed to mimic the research process of a human expert."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://kdjingpai.com/en/shenduyanjiudeep",
   "project": "DeepResearchAgent",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Open Source Architecture Analysis",
    "### `SkyworkAI/DeepResearchAgent`: Classical Layering and Separation of Concerns"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://kdjingpai.com/en/shenduyanjiudeep",
   "project": "Researcher",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Open Source Architecture Analysis",
    "### `zhu-minjun/Researcher`: confrontational self-criticism mechanisms"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://libhunt.com/compare-AutoGPT-vs-babyagi",
   "project": "AutoGPT",
   "repository": "https://github.com/Significant-Gravitas/AutoGPT",
   "stars": "180000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "SaaSHub - Software Alternatives and Reviews",
    "## AutoGPT",
    "AutoGPT (agpt.co): Open-source autonomous agent framework, released in 2023."
   ],
   "repository_evidence": [
    "SaaSHub - Software Alternatives and Reviews",
    "## AutoGPT",
    "Next gen is with similar options to: https://github.com/Significant-Gravitas/AutoGPT"
   ],
   "stars_evidence": [
    "SaaSHub - Software Alternatives and Reviews",
    "## AutoGPT",
    "AutoGPT peaked at 180K+ GitHub stars doing exactly this \u2014 and fell into infinite loops because it could act on the world but couldn't see it."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://libhunt.com/compare-AutoGPT-vs-babyagi",
   "project": "CrewAI",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "SaaSHub - Software Alternatives and Reviews",
    "## AutoGPT",
    "This is the realm of Auto-GPT, CrewAI, and LangGraph."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://libhunt.com/compare-AutoGPT-vs-babyagi",
   "project": "LangGraph",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "SaaSHub - Software Alternatives and Reviews",
    "## AutoGPT",
    "This is the realm of Auto-GPT, CrewAI, and LangGraph."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://libhunt.com/compare-AutoGPT-vs-babyagi",
   "project": "BabyAGI",
   "repository": "github.com/yoheinakajima/babyagi",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "SaaSHub - Software Alternatives and Reviews",
    "## babyagi",
    "BabyAGI: github.com/yoheinakajima/babyagi"
   ],
   "repository_evidence": [
    "SaaSHub - Software Alternatives and Reviews",
    "## babyagi",
    "BabyAGI: github.com/yoheinakajima/babyagi"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://libhunt.com/compare-AutoGPT-vs-babyagi",
   "project": "EvoAgent",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "SaaSHub - Software Alternatives and Reviews",
    "## babyagi",
    "Tools like BabyAGI and EvoAgent are experimenting with agents that evolve themselves."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://libhunt.com/compare-AutoGPT-vs-babyagi",
   "project": "Voyager",
   "repository": "https://github.com/MineDojo/Voyager",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "SaaSHub - Software Alternatives and Reviews",
    "## babyagi",
    "In my opinion the most interesting Agents: Auto-GPT Github: https://github.com/Significant-Gravitas/Auto-GPT BabyAGI Github: https://github.com/yoheinakajima/babyagi Voyager Github: https://github.com/MineDojo/Voyager / Paper: https://arxiv.org/abs/2305.16291 I would also add: ChemCrow: Augmenting large-language models with chemistry tools Github: https://github.com/ur-whitelab/chemcrow-public/ Paper: https://arxiv.org/abs/2304.05376"
   ],
   "repository_evidence": [
    "SaaSHub - Software Alternatives and Reviews",
    "## babyagi",
    "In my opinion the most interesting Agents: Auto-GPT Github: https://github.com/Significant-Gravitas/Auto-GPT BabyAGI Github: https://github.com/yoheinakajima/babyagi Voyager Github: https://github.com/MineDojo/Voyager / Paper: https://arxiv.org/abs/2305.16291 I would also add: ChemCrow: Augmenting large-language models with chemistry tools Github: https://github.com/ur-whitelab/chemcrow-public/ Paper: https://arxiv.org/abs/2304.05376"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://libhunt.com/compare-AutoGPT-vs-babyagi",
   "project": "ChemCrow",
   "repository": "https://github.com/ur-whitelab/chemcrow-public/",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "SaaSHub - Software Alternatives and Reviews",
    "## babyagi",
    "In my opinion the most interesting Agents: Auto-GPT Github: https://github.com/Significant-Gravitas/Auto-GPT BabyAGI Github: https://github.com/yoheinakajima/babyagi Voyager Github: https://github.com/MineDojo/Voyager / Paper: https://arxiv.org/abs/2305.16291 I would also add: ChemCrow: Augmenting large-language models with chemistry tools Github: https://github.com/ur-whitelab/chemcrow-public/ Paper: https://arxiv.org/abs/2304.05376"
   ],
   "repository_evidence": [
    "SaaSHub - Software Alternatives and Reviews",
    "## babyagi",
    "In my opinion the most interesting Agents: Auto-GPT Github: https://github.com/Significant-Gravitas/Auto-GPT BabyAGI Github: https://github.com/yoheinakajima/babyagi Voyager Github: https://github.com/MineDojo/Voyager / Paper: https://arxiv.org/abs/2305.16291 I would also add: ChemCrow: Augmenting large-language models with chemistry tools Github: https://github.com/ur-whitelab/chemcrow-public/ Paper: https://arxiv.org/abs/2304.05376"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://libhunt.com/compare-AutoGPT-vs-babyagi",
   "project": "ChaosGPT",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "SaaSHub - Software Alternatives and Reviews",
    "## babyagi",
    "Yes, we haven't seen anything like that yet. But we do see the people trying to build these things (see AutoGPT, babyagi, ChaosGPT, etc) today, and with the last few years of advancement in LLMs they now have the fundamental building blocks to succeed in the near term (say the next 5 years) rather than in some imaginary far future."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://libhunt.com/compare-AutoGPT-vs-babyagi",
   "project": "MetaGPT",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "SaaSHub - Software Alternatives and Reviews",
    "## What are some alternatives?",
    "**MetaGPT** - \ud83c\udf1f The Multi-Agent Framework: First AI Software Company, Towards Natural Language Programming"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://libhunt.com/compare-AutoGPT-vs-babyagi",
   "project": "Auto-GPT",
   "repository": "https://github.com/Significant-Gravitas/AutoGPT",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "SaaSHub - Software Alternatives and Reviews",
    "## What are some alternatives?",
    "**Auto-GPT** - An experimental open-source attempt to make GPT-4 fully autonomous. [Moved to: https://github.com/Significant-Gravitas/AutoGPT]"
   ],
   "repository_evidence": [
    "SaaSHub - Software Alternatives and Reviews",
    "## What are some alternatives?",
    "**Auto-GPT** - An experimental open-source attempt to make GPT-4 fully autonomous. [Moved to: https://github.com/Significant-Gravitas/AutoGPT]"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://libhunt.com/compare-AutoGPT-vs-babyagi",
   "project": "AgentGPT",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "SaaSHub - Software Alternatives and Reviews",
    "## What are some alternatives?",
    "**AgentGPT** - \ud83e\udd16 Assemble, configure, and deploy autonomous AI Agents in your browser."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://libhunt.com/compare-AutoGPT-vs-babyagi",
   "project": "AGiXT",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "SaaSHub - Software Alternatives and Reviews",
    "## What are some alternatives?",
    "**AGiXT** - AGiXT is a dynamic AI Agent Automation Platform that seamlessly orchestrates instruction management and complex task execution across diverse AI providers. Combining adaptive memory, smart features, and a versatile plugin system, AGiXT delivers efficient and comprehensive AI solutions."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://libhunt.com/compare-AutoGPT-vs-babyagi",
   "project": "Auto-Llama-cpp",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "SaaSHub - Software Alternatives and Reviews",
    "## What are some alternatives?",
    "**Auto-Llama-cpp** - Uses Auto-GPT with Llama.cpp"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://catalyzex.com/paper/ufo2-the-desktop-agentos",
   "project": "UFO2",
   "repository": "https://github.com/microsoft/UFO/",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# **UFO2: The Desktop AgentOS**",
    "** The source code of UFO2 is publicly available at [https://github.com/microsoft/UFO/](https://github.com/microsoft/UFO/), with comprehensive documentation provided at [https://microsoft.github.io/UFO/](https://microsoft.github.io/UFO/)*"
   ],
   "repository_evidence": [
    "# **UFO2: The Desktop AgentOS**",
    "** The source code of UFO2 is publicly available at [https://github.com/microsoft/UFO/](https://github.com/microsoft/UFO/), with comprehensive documentation provided at [https://microsoft.github.io/UFO/](https://microsoft.github.io/UFO/)*"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://deepwiki.com/henryalps/OpenManus",
   "project": "OpenManus",
   "repository": "https://github.com/henryalps/OpenManus",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "This page provides a comprehensive introduction to OpenManus, an open-source multi-agent system designed to replicate the capabilities of the Manus AI agent.",
    "# Overview"
   ],
   "repository_evidence": [
    "- [README.md](https://github.com/henryalps/OpenManus/blob/fcb43dcb/README.md?plain=1)",
    "# Overview"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://gist.github.com/roman-rr/0569fc487cc620f54a70c90ab50d32e3",
   "project": "MemPalace",
   "repository": "github.com/MemPalace/mempalace",
   "stars": "42497",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# MemPalace Exposed: 42,000 Purchased Stars, Zero Innovation \u2014 It's ChromaDB With a Celebrity Name",
    "A deep technical audit of MemPalace (github.com/MemPalace/mempalace) \u2014 what it claims vs what it actually is."
   ],
   "repository_evidence": [
    "A deep technical audit of MemPalace (github.com/MemPalace/mempalace) \u2014 what it claims vs what it actually is."
   ],
   "stars_evidence": [
    "# MemPalace Exposed: 42,000 Purchased Stars, Zero Innovation \u2014 It's ChromaDB With a Celebrity Name",
    "After auditing all 11,139 lines of Python, 32 test files, 19 benchmark files, 24 MCP tools, and 42,497 GitHub stars \u2014 here's the truth:",
    "42,497 stars in 7 days."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://gist.github.com/roman-rr/0569fc487cc620f54a70c90ab50d32e3",
   "project": "Mem0",
   "repository": null,
   "stars": "52745",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "A deep technical audit of MemPalace (github.com/MemPalace/mempalace) \u2014 what it claims vs what it actually is.",
    "Compared against Mem0, Zep/Graphiti, and Letta/MemGPT."
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "We compared against the 3 most grounded AI memory systems that use similar approaches:",
    "| **Stars** | 52,745 (3 years organic) | 24,802 (2 years organic) | 22,018 (2.5 years organic) | 42,497 (**7 days, purchased**) |",
    "Architecture Comparison"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://gist.github.com/roman-rr/0569fc487cc620f54a70c90ab50d32e3",
   "project": "Zep/Graphiti",
   "repository": null,
   "stars": "24802",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Compared against Mem0, Zep/Graphiti, and Letta/MemGPT.",
    "We compared against the 3 most grounded AI memory systems that use similar approaches:"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "We compared against the 3 most grounded AI memory systems that use similar approaches:",
    "| **Stars** | 52,745 (3 years organic) | 24,802 (2 years organic) | 22,018 (2.5 years organic) | 42,497 (**7 days, purchased**) |",
    "Architecture Comparison"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://gist.github.com/roman-rr/0569fc487cc620f54a70c90ab50d32e3",
   "project": "Letta/MemGPT",
   "repository": null,
   "stars": "22018",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Compared against Mem0, Zep/Graphiti, and Letta/MemGPT.",
    "We compared against the 3 most grounded AI memory systems that use similar approaches:"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "We compared against the 3 most grounded AI memory systems that use similar approaches:",
    "| **Stars** | 52,745 (3 years organic) | 24,802 (2 years organic) | 22,018 (2.5 years organic) | 42,497 (**7 days, purchased**) |",
    "Architecture Comparison"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://the-agent-report.com/2026/07/ai-agent-frameworks-comparison-2026-langgraph-crewai-autogen",
   "project": "LangGraph",
   "repository": "https://github.com/langchain-ai/langgraph",
   "stars": "33900",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# AI Agent Frameworks in Mid-2026: The Complete Landscape \u2014 LangGraph, OpenAI SDK, CrewAI, AutoGen, and Everything In Between",
    "Framework Deep Dives",
    "[LangGraph](https://github.com/langchain-ai/langgraph) is the most widely deployed agent framework in production."
   ],
   "repository_evidence": [
    "# AI Agent Frameworks in Mid-2026: The Complete Landscape \u2014 LangGraph, OpenAI SDK, CrewAI, AutoGen, and Everything In Between",
    "Framework Deep Dives",
    "[LangGraph](https://github.com/langchain-ai/langgraph) is the most widely deployed agent framework in production."
   ],
   "stars_evidence": [
    "# AI Agent Frameworks in Mid-2026: The Complete Landscape \u2014 LangGraph, OpenAI SDK, CrewAI, AutoGen, and Everything In Between",
    "Framework Deep Dives",
    "With 33.9K GitHub stars and 34.5 million monthly PyPI downloads, it leads every adoption metric among developer-centric frameworks."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://the-agent-report.com/2026/07/ai-agent-frameworks-comparison-2026-langgraph-crewai-autogen",
   "project": "OpenAI Agents SDK",
   "repository": "https://github.com/openai/openai-agents-python",
   "stars": "26900",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# AI Agent Frameworks in Mid-2026: The Complete Landscape \u2014 LangGraph, OpenAI SDK, CrewAI, AutoGen, and Everything In Between",
    "Framework Deep Dives",
    "The [OpenAI Agents SDK](https://github.com/openai/openai-agents-python) packages OpenAI\u2019s agent patterns into a small set of primitives: agents (an LLM with instructions and tools), handoffs for delegating between agents, guardrails for validating inputs and outputs, and sessions that manage conversation history automatically."
   ],
   "repository_evidence": [
    "# AI Agent Frameworks in Mid-2026: The Complete Landscape \u2014 LangGraph, OpenAI SDK, CrewAI, AutoGen, and Everything In Between",
    "Framework Deep Dives",
    "The [OpenAI Agents SDK](https://github.com/openai/openai-agents-python) packages OpenAI\u2019s agent patterns into a small set of primitives: agents (an LLM with instructions and tools), handoffs for delegating between agents, guardrails for validating inputs and outputs, and sessions that manage conversation history automatically."
   ],
   "stars_evidence": [
    "# AI Agent Frameworks in Mid-2026: The Complete Landscape \u2014 LangGraph, OpenAI SDK, CrewAI, AutoGen, and Everything In Between",
    "Framework Deep Dives",
    "It has 26.9K GitHub stars and 10.3 million monthly downloads."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://the-agent-report.com/2026/07/ai-agent-frameworks-comparison-2026-langgraph-crewai-autogen",
   "project": "CrewAI",
   "repository": "https://github.com/crewAIInc/crewAI",
   "stars": "52800",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# AI Agent Frameworks in Mid-2026: The Complete Landscape \u2014 LangGraph, OpenAI SDK, CrewAI, AutoGen, and Everything In Between",
    "Framework Deep Dives",
    "[CrewAI](https://github.com/crewAIInc/crewAI) orchestrates role-playing AI agents for collaborative tasks."
   ],
   "repository_evidence": [
    "# AI Agent Frameworks in Mid-2026: The Complete Landscape \u2014 LangGraph, OpenAI SDK, CrewAI, AutoGen, and Everything In Between",
    "Framework Deep Dives",
    "[CrewAI](https://github.com/crewAIInc/crewAI) orchestrates role-playing AI agents for collaborative tasks."
   ],
   "stars_evidence": [
    "# AI Agent Frameworks in Mid-2026: The Complete Landscape \u2014 LangGraph, OpenAI SDK, CrewAI, AutoGen, and Everything In Between",
    "Framework Deep Dives",
    "With 52.8K GitHub stars and 5.2 million monthly downloads, it is the second most popular multi-agent framework by community size."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://the-agent-report.com/2026/07/ai-agent-frameworks-comparison-2026-langgraph-crewai-autogen",
   "project": "AutoGen",
   "repository": "https://github.com/microsoft/autogen",
   "stars": "58700",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# AI Agent Frameworks in Mid-2026: The Complete Landscape \u2014 LangGraph, OpenAI SDK, CrewAI, AutoGen, and Everything In Between",
    "Framework Deep Dives",
    "[AutoGen](https://github.com/microsoft/autogen), developed by Microsoft Research, popularized the idea of agents collaborating through structured conversation."
   ],
   "repository_evidence": [
    "# AI Agent Frameworks in Mid-2026: The Complete Landscape \u2014 LangGraph, OpenAI SDK, CrewAI, AutoGen, and Everything In Between",
    "Framework Deep Dives",
    "[AutoGen](https://github.com/microsoft/autogen), developed by Microsoft Research, popularized the idea of agents collaborating through structured conversation."
   ],
   "stars_evidence": [
    "# AI Agent Frameworks in Mid-2026: The Complete Landscape \u2014 LangGraph, OpenAI SDK, CrewAI, AutoGen, and Everything In Between",
    "Framework Deep Dives",
    "It accumulated 58.7K GitHub stars and 856K monthly downloads, excelling at code generation workflows and research tasks where agents iterate, critique, and improve each other\u2019s outputs."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://the-agent-report.com/2026/07/ai-agent-frameworks-comparison-2026-langgraph-crewai-autogen",
   "project": "Claude Agent SDK",
   "repository": "https://github.com/anthropics/claude-agent-sdk-python",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# AI Agent Frameworks in Mid-2026: The Complete Landscape \u2014 LangGraph, OpenAI SDK, CrewAI, AutoGen, and Everything In Between",
    "Framework Deep Dives",
    "The [Claude Agent SDK](https://github.com/anthropics/claude-agent-sdk-python) bundles the Claude Code runtime and exposes it programmatically \u2014 you get the same production-tested agent loop with hooks for intercepting execution, in-process MCP servers for custom tools, and granular permission allowlists."
   ],
   "repository_evidence": [
    "# AI Agent Frameworks in Mid-2026: The Complete Landscape \u2014 LangGraph, OpenAI SDK, CrewAI, AutoGen, and Everything In Between",
    "Framework Deep Dives",
    "The [Claude Agent SDK](https://github.com/anthropics/claude-agent-sdk-python) bundles the Claude Code runtime and exposes it programmatically \u2014 you get the same production-tested agent loop with hooks for intercepting execution, in-process MCP servers for custom tools, and granular permission allowlists."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://the-agent-report.com/2026/07/ai-agent-frameworks-comparison-2026-langgraph-crewai-autogen",
   "project": "Google ADK",
   "repository": "https://github.com/google/adk-python",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# AI Agent Frameworks in Mid-2026: The Complete Landscape \u2014 LangGraph, OpenAI SDK, CrewAI, AutoGen, and Everything In Between",
    "Framework Deep Dives",
    "[Google ADK](https://github.com/google/adk-python) is Google\u2019s open-source, code-first framework for building, evaluating, and deploying AI agents."
   ],
   "repository_evidence": [
    "# AI Agent Frameworks in Mid-2026: The Complete Landscape \u2014 LangGraph, OpenAI SDK, CrewAI, AutoGen, and Everything In Between",
    "Framework Deep Dives",
    "[Google ADK](https://github.com/google/adk-python) is Google\u2019s open-source, code-first framework for building, evaluating, and deploying AI agents."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://the-agent-report.com/2026/07/ai-agent-frameworks-comparison-2026-langgraph-crewai-autogen",
   "project": "Mastra",
   "repository": "https://github.com/mastra-ai/mastra",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# AI Agent Frameworks in Mid-2026: The Complete Landscape \u2014 LangGraph, OpenAI SDK, CrewAI, AutoGen, and Everything In Between",
    "Framework Deep Dives",
    "**[Mastra](https://github.com/mastra-ai/mastra)** is a TypeScript-first agent framework now on a stable 1.x line."
   ],
   "repository_evidence": [
    "# AI Agent Frameworks in Mid-2026: The Complete Landscape \u2014 LangGraph, OpenAI SDK, CrewAI, AutoGen, and Everything In Between",
    "Framework Deep Dives",
    "**[Mastra](https://github.com/mastra-ai/mastra)** is a TypeScript-first agent framework now on a stable 1.x line."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://the-agent-report.com/2026/07/ai-agent-frameworks-comparison-2026-langgraph-crewai-autogen",
   "project": "Vercel AI SDK",
   "repository": "https://github.com/vercel/ai",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# AI Agent Frameworks in Mid-2026: The Complete Landscape \u2014 LangGraph, OpenAI SDK, CrewAI, AutoGen, and Everything In Between",
    "Framework Deep Dives",
    "The **[Vercel AI SDK](https://github.com/vercel/ai)** started as LLM primitives for TypeScript and has grown into a full agent toolkit."
   ],
   "repository_evidence": [
    "# AI Agent Frameworks in Mid-2026: The Complete Landscape \u2014 LangGraph, OpenAI SDK, CrewAI, AutoGen, and Everything In Between",
    "Framework Deep Dives",
    "The **[Vercel AI SDK](https://github.com/vercel/ai)** started as LLM primitives for TypeScript and has grown into a full agent toolkit."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://the-agent-report.com/2026/07/ai-agent-frameworks-comparison-2026-langgraph-crewai-autogen",
   "project": "Microsoft Agent Framework",
   "repository": "https://github.com/microsoft/agent-framework",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# AI Agent Frameworks in Mid-2026: The Complete Landscape \u2014 LangGraph, OpenAI SDK, CrewAI, AutoGen, and Everything In Between",
    "Framework Deep Dives",
    "The [Microsoft Agent Framework](https://github.com/microsoft/agent-framework) is Microsoft\u2019s consolidated agent framework and the successor to both AutoGen and Semantic Kernel."
   ],
   "repository_evidence": [
    "# AI Agent Frameworks in Mid-2026: The Complete Landscape \u2014 LangGraph, OpenAI SDK, CrewAI, AutoGen, and Everything In Between",
    "Framework Deep Dives",
    "The [Microsoft Agent Framework](https://github.com/microsoft/agent-framework) is Microsoft\u2019s consolidated agent framework and the successor to both AutoGen and Semantic Kernel."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://the-agent-report.com/2026/07/ai-agent-frameworks-comparison-2026-langgraph-crewai-autogen",
   "project": "Smolagents",
   "repository": "https://github.com/huggingface/smolagents",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# AI Agent Frameworks in Mid-2026: The Complete Landscape \u2014 LangGraph, OpenAI SDK, CrewAI, AutoGen, and Everything In Between",
    "Framework Deep Dives",
    "Hugging Face\u2019s [Smolagents](https://github.com/huggingface/smolagents) takes a radically simple approach: its core logic is ~1,000 lines of code, and its `CodeAgent` writes actions as executable Python instead of JSON tool calls."
   ],
   "repository_evidence": [
    "# AI Agent Frameworks in Mid-2026: The Complete Landscape \u2014 LangGraph, OpenAI SDK, CrewAI, AutoGen, and Everything In Between",
    "Framework Deep Dives",
    "Hugging Face\u2019s [Smolagents](https://github.com/huggingface/smolagents) takes a radically simple approach: its core logic is ~1,000 lines of code, and its `CodeAgent` writes actions as executable Python instead of JSON tool calls."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://the-agent-report.com/2026/07/ai-agent-frameworks-comparison-2026-langgraph-crewai-autogen",
   "project": "Strands Agents",
   "repository": "https://github.com/strands-agents/sdk-python",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# AI Agent Frameworks in Mid-2026: The Complete Landscape \u2014 LangGraph, OpenAI SDK, CrewAI, AutoGen, and Everything In Between",
    "Framework Deep Dives",
    "[Strands Agents](https://github.com/strands-agents/sdk-python) is AWS\u2019s open-source, model-driven agent framework."
   ],
   "repository_evidence": [
    "# AI Agent Frameworks in Mid-2026: The Complete Landscape \u2014 LangGraph, OpenAI SDK, CrewAI, AutoGen, and Everything In Between",
    "Framework Deep Dives",
    "[Strands Agents](https://github.com/strands-agents/sdk-python) is AWS\u2019s open-source, model-driven agent framework."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://the-agent-report.com/2026/07/ai-agent-frameworks-comparison-2026-langgraph-crewai-autogen",
   "project": "Dify",
   "repository": "https://github.com/langgenius/dify",
   "stars": "144000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# AI Agent Frameworks in Mid-2026: The Complete Landscape \u2014 LangGraph, OpenAI SDK, CrewAI, AutoGen, and Everything In Between",
    "Framework Deep Dives",
    "[Dify](https://github.com/langgenius/dify) is a low-code platform with 144K GitHub stars \u2014 the most starred project in the agent ecosystem."
   ],
   "repository_evidence": [
    "# AI Agent Frameworks in Mid-2026: The Complete Landscape \u2014 LangGraph, OpenAI SDK, CrewAI, AutoGen, and Everything In Between",
    "Framework Deep Dives",
    "[Dify](https://github.com/langgenius/dify) is a low-code platform with 144K GitHub stars \u2014 the most starred project in the agent ecosystem."
   ],
   "stars_evidence": [
    "# AI Agent Frameworks in Mid-2026: The Complete Landscape \u2014 LangGraph, OpenAI SDK, CrewAI, AutoGen, and Everything In Between",
    "Framework Deep Dives",
    "[Dify](https://github.com/langgenius/dify) is a low-code platform with 144K GitHub stars \u2014 the most starred project in the agent ecosystem."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://sloppish.com/ten-of-eleven.html",
   "project": "Hermes",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Adversa names Hermes, opencode, Goose, Cline, Roo-Code, Aider, Plandex, Open Interpreter, OpenHands, and SWE-agent.",
    "## Ten of eleven"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://sloppish.com/ten-of-eleven.html",
   "project": "opencode",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Adversa names Hermes, opencode, Goose, Cline, Roo-Code, Aider, Plandex, Open Interpreter, OpenHands, and SWE-agent.",
    "## Ten of eleven"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://sloppish.com/ten-of-eleven.html",
   "project": "Goose",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Adversa names Hermes, opencode, Goose, Cline, Roo-Code, Aider, Plandex, Open Interpreter, OpenHands, and SWE-agent.",
    "## Ten of eleven"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://sloppish.com/ten-of-eleven.html",
   "project": "Cline",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Adversa names Hermes, opencode, Goose, Cline, Roo-Code, Aider, Plandex, Open Interpreter, OpenHands, and SWE-agent.",
    "## Ten of eleven"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://sloppish.com/ten-of-eleven.html",
   "project": "Roo-Code",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Adversa names Hermes, opencode, Goose, Cline, Roo-Code, Aider, Plandex, Open Interpreter, OpenHands, and SWE-agent.",
    "## Ten of eleven"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://sloppish.com/ten-of-eleven.html",
   "project": "Aider",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Adversa names Hermes, opencode, Goose, Cline, Roo-Code, Aider, Plandex, Open Interpreter, OpenHands, and SWE-agent.",
    "## Ten of eleven"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://sloppish.com/ten-of-eleven.html",
   "project": "Plandex",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Adversa names Hermes, opencode, Goose, Cline, Roo-Code, Aider, Plandex, Open Interpreter, OpenHands, and SWE-agent.",
    "## Ten of eleven"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://sloppish.com/ten-of-eleven.html",
   "project": "Open Interpreter",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Adversa names Hermes, opencode, Goose, Cline, Roo-Code, Aider, Plandex, Open Interpreter, OpenHands, and SWE-agent.",
    "## Ten of eleven"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://sloppish.com/ten-of-eleven.html",
   "project": "OpenHands",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Adversa names Hermes, opencode, Goose, Cline, Roo-Code, Aider, Plandex, Open Interpreter, OpenHands, and SWE-agent.",
    "## Ten of eleven"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://sloppish.com/ten-of-eleven.html",
   "project": "SWE-agent",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Adversa names Hermes, opencode, Goose, Cline, Roo-Code, Aider, Plandex, Open Interpreter, OpenHands, and SWE-agent.",
    "## Ten of eleven"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://sloppish.com/ten-of-eleven.html",
   "project": "Continue",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "The reason this is not simply a doom report is the eleventh agent.",
    "Continue defended against all five bypass classes, and Adversa is specific about how: it tokenizes the command, detects variable expansion, recursively evaluates command substitution, checks the destination of a pipe, and works from a canonical list of disabled operations rather than a list of forbidden strings.2",
    "## The one that held"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://starlog.is/articles/developer-tools/yoheinakajima-babyagi",
   "project": "BabyAGI",
   "repository": "https://github.com/yoheinakajima/babyagi",
   "stars": "22300",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# BabyAGI: The Autonomous Agent That Stores Its Brain in a Database",
    "That's the radical premise behind BabyAGI, which has captured 22,000+ GitHub stars with an architecture that treats executable functions as database records."
   ],
   "repository_evidence": [
    "[ [ View on GitHub ] ](https://github.com/yoheinakajima/babyagi)",
    "# BabyAGI: The Autonomous Agent That Stores Its Brain in a Database"
   ],
   "stars_evidence": [
    "\u2605 22.3k Python 93/100 May 11, 2026",
    "# BabyAGI: The Autonomous Agent That Stores Its Brain in a Database"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://fugumt.com/fugumt/paper_check/2402.07939v5_enmode",
   "project": "UFO",
   "repository": "https://github.com/microsoft/UFO",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "This list is automatically generated from the titles and abstracts of the papers in this site.",
    "UFO: A UI-Focused Agent for Windows OS Interaction",
    "The open-source code for UFO is available on https://github.com/microsoft/UFO."
   ],
   "repository_evidence": [
    "This list is automatically generated from the titles and abstracts of the papers in this site.",
    "UFO: A UI-Focused Agent for Windows OS Interaction",
    "The open-source code for UFO is available on https://github.com/microsoft/UFO."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://atalupadhyay.wordpress.com/2026/05/08/open-manus-building-configuring-scaling-open-source-ai-agents",
   "project": "Open Manus",
   "repository": "https://github.com/mannaandpoem/OpenManus",
   "stars": "56000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Open Manus: Building, Configuring & Scaling Open-Source AI Agents",
    "Enter **Open Manus**: a fully open-source, MIT-licensed alternative built in ~3 hours by the MetaGPT team."
   ],
   "repository_evidence": [
    "## \ud83d\udccb Quick Reference: Open Manus Cheat Sheet",
    "- Open Manus GitHub: [https://github.com/mannaandpoem/OpenManus](https://github.com/mannaandpoem/OpenManus)"
   ],
   "stars_evidence": [
    "# Open Manus: Building, Configuring & Scaling Open-Source AI Agents",
    "56,000+ GitHub stars."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://codepointer.substack.com/p/agent-memory-systems-and-knowledge",
   "project": "Letta",
   "repository": "https://github.com/letta-ai/letta",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Agent Memory Systems and Knowledge Graphs: Letta, Mem0, Graphiti, and Cognee",
    "[Letta](https://github.com/letta-ai/letta) edits plain text blocks and files."
   ],
   "repository_evidence": [
    "Agent Memory Systems and Knowledge Graphs: Letta, Mem0, Graphiti, and Cognee",
    "[Letta](https://github.com/letta-ai/letta) edits plain text blocks and files."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://codepointer.substack.com/p/agent-memory-systems-and-knowledge",
   "project": "Mem0",
   "repository": "https://github.com/mem0ai/mem0",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Agent Memory Systems and Knowledge Graphs: Letta, Mem0, Graphiti, and Cognee",
    "[Mem0](https://github.com/mem0ai/mem0) keeps a vector store with entity hints."
   ],
   "repository_evidence": [
    "Agent Memory Systems and Knowledge Graphs: Letta, Mem0, Graphiti, and Cognee",
    "[Mem0](https://github.com/mem0ai/mem0) keeps a vector store with entity hints."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://codepointer.substack.com/p/agent-memory-systems-and-knowledge",
   "project": "Graphiti",
   "repository": "https://github.com/getzep/graphiti",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Agent Memory Systems and Knowledge Graphs: Letta, Mem0, Graphiti, and Cognee",
    "[Graphiti](https://github.com/getzep/graphiti) indexes facts as time-stamped relationships."
   ],
   "repository_evidence": [
    "Agent Memory Systems and Knowledge Graphs: Letta, Mem0, Graphiti, and Cognee",
    "[Graphiti](https://github.com/getzep/graphiti) indexes facts as time-stamped relationships."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://codepointer.substack.com/p/agent-memory-systems-and-knowledge",
   "project": "Cognee",
   "repository": "https://github.com/topoteretes/cognee",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Agent Memory Systems and Knowledge Graphs: Letta, Mem0, Graphiti, and Cognee",
    "[Cognee](https://github.com/topoteretes/cognee) runs an entity extraction pipeline."
   ],
   "repository_evidence": [
    "Agent Memory Systems and Knowledge Graphs: Letta, Mem0, Graphiti, and Cognee",
    "[Cognee](https://github.com/topoteretes/cognee) runs an entity extraction pipeline."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/evomap%2Fawesome-agent-swarm",
   "project": "A2A",
   "repository": "https://github.com/a2aproject/A2A",
   "stars": "24439",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-agent-swarm",
    "A curated list of AI Agent Swarm frameworks, multi-agent orchestration, swarm intelligence, and collaborative agent systems.",
    "  - [**A2A**](/projects/github.com%2Fa2aproject%2FA2A) - Agent2Agent open protocol by Google enabling communication and interoperability between opaque agent systems. by [@a2aproject](https://github.com/a2aproject) (24,439 stars)"
   ],
   "repository_evidence": [
    "# awesome-agent-swarm",
    "A curated list of AI Agent Swarm frameworks, multi-agent orchestration, swarm intelligence, and collaborative agent systems.",
    "  - [**A2A**](/projects/github.com%2Fa2aproject%2FA2A) - Agent2Agent open protocol by Google enabling communication and interoperability between opaque agent systems. by [@a2aproject](https://github.com/a2aproject) (24,439 stars)"
   ],
   "stars_evidence": [
    "# awesome-agent-swarm",
    "A curated list of AI Agent Swarm frameworks, multi-agent orchestration, swarm intelligence, and collaborative agent systems.",
    "  - [**A2A**](/projects/github.com%2Fa2aproject%2FA2A) - Agent2Agent open protocol by Google enabling communication and interoperability between opaque agent systems. by [@a2aproject](https://github.com/a2aproject) (24,439 stars)"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://arxiv.org/pdf/2412.10047v2",
   "project": "UFO",
   "repository": "https://github.com/microsoft/UFO",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Large Action Models: From Inception to Implementation",
    "In the following sections, we use the Windows GUI agent UFO [83]\u2217\n\nas a case study to illustrate the process of building a robust LAM\nfrom the ground up.",
    "\u2217https://github.com/microsoft/UFO"
   ],
   "repository_evidence": [
    "Large Action Models: From Inception to Implementation",
    "In the following sections, we use the Windows GUI agent UFO [83]\u2217\n\nas a case study to illustrate the process of building a robust LAM\nfrom the ground up.",
    "\u2217https://github.com/microsoft/UFO"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://everydev.ai/tools/beeai-framework",
   "project": "BeeAI Framework",
   "repository": null,
   "stars": "3200",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# BeeAI Framework",
    "An open-source framework for building production-ready multi-agent systems in Python and TypeScript, hosted by the Linux Foundation under Apache 2.0.",
    "BeeAI Framework is an open-source toolkit for building production-grade multi-agent systems, available in both Python and TypeScript with complete feature parity."
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# BeeAI Framework",
    "An open-source framework for building production-ready multi-agent systems in Python and TypeScript, hosted by the Linux Foundation under Apache 2.0.",
    "The Python alpha launched in February 2025, and the project has accumulated over 3,200 GitHub stars as of mid-2026."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/redreamality%2Fawesome-manus",
   "project": "AgentPy",
   "repository": "https://github.com/agent-py/agentpy",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-manus",
    "A curated list of open-source projects related to Manus technology stack, covering multimodal models, workflow orchestration, multi-agent systems, and tool integration.",
    "- ## Agent Development Kits",
    "  - ### LangManus",
    "    - [AgentPy](https://github.com/agent-py/agentpy) - Python library for agent-based modeling"
   ],
   "repository_evidence": [
    "# awesome-manus",
    "A curated list of open-source projects related to Manus technology stack, covering multimodal models, workflow orchestration, multi-agent systems, and tool integration.",
    "- ## Agent Development Kits",
    "  - ### LangManus",
    "    - [AgentPy](https://github.com/agent-py/agentpy) - Python library for agent-based modeling"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/redreamality%2Fawesome-manus",
   "project": "AgentSmith",
   "repository": "https://github.com/agentsmith/agentsmith",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-manus",
    "A curated list of open-source projects related to Manus technology stack, covering multimodal models, workflow orchestration, multi-agent systems, and tool integration.",
    "- ## Agent Development Kits",
    "  - ### LangManus",
    "    - [AgentSmith](https://github.com/agentsmith/agentsmith) - Framework for conversational agents"
   ],
   "repository_evidence": [
    "# awesome-manus",
    "A curated list of open-source projects related to Manus technology stack, covering multimodal models, workflow orchestration, multi-agent systems, and tool integration.",
    "- ## Agent Development Kits",
    "  - ### LangManus",
    "    - [AgentSmith](https://github.com/agentsmith/agentsmith) - Framework for conversational agents"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/redreamality%2Fawesome-manus",
   "project": "AgentKit",
   "repository": "https://github.com/holistics-ai/agentkit",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-manus",
    "A curated list of open-source projects related to Manus technology stack, covering multimodal models, workflow orchestration, multi-agent systems, and tool integration.",
    "- ## Agent Development Kits",
    "  - ### LangManus",
    "    - [AgentKit](https://github.com/holistics-ai/agentkit) - Toolkit for autonomous AI agents"
   ],
   "repository_evidence": [
    "# awesome-manus",
    "A curated list of open-source projects related to Manus technology stack, covering multimodal models, workflow orchestration, multi-agent systems, and tool integration.",
    "- ## Agent Development Kits",
    "  - ### LangManus",
    "    - [AgentKit](https://github.com/holistics-ai/agentkit) - Toolkit for autonomous AI agents"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/redreamality%2Fawesome-manus",
   "project": "AgentOS",
   "repository": "https://github.com/agent-os/agentos",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-manus",
    "A curated list of open-source projects related to Manus technology stack, covering multimodal models, workflow orchestration, multi-agent systems, and tool integration.",
    "- ## Agent Development Kits",
    "  - ### LangManus",
    "    - [AgentOS](https://github.com/agent-os/agentos) - Operating system for autonomous agents"
   ],
   "repository_evidence": [
    "# awesome-manus",
    "A curated list of open-source projects related to Manus technology stack, covering multimodal models, workflow orchestration, multi-agent systems, and tool integration.",
    "- ## Agent Development Kits",
    "  - ### LangManus",
    "    - [AgentOS](https://github.com/agent-os/agentos) - Operating system for autonomous agents"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/redreamality%2Fawesome-manus",
   "project": "AgentSims",
   "repository": "https://github.com/py-why/AgentSims",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-manus",
    "A curated list of open-source projects related to Manus technology stack, covering multimodal models, workflow orchestration, multi-agent systems, and tool integration.",
    "- ## Agent Development Kits",
    "  - ### LangManus",
    "    - [AgentSims](https://github.com/py-why/AgentSims) - Simulation framework for multi-agent systems"
   ],
   "repository_evidence": [
    "# awesome-manus",
    "A curated list of open-source projects related to Manus technology stack, covering multimodal models, workflow orchestration, multi-agent systems, and tool integration.",
    "- ## Agent Development Kits",
    "  - ### LangManus",
    "    - [AgentSims](https://github.com/py-why/AgentSims) - Simulation framework for multi-agent systems"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/redreamality%2Fawesome-manus",
   "project": "AgentZero",
   "repository": "https://github.com/agent-zero/agentzero",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-manus",
    "A curated list of open-source projects related to Manus technology stack, covering multimodal models, workflow orchestration, multi-agent systems, and tool integration.",
    "- ## Agent Development Kits",
    "  - ### LangManus",
    "    - [AgentZero](https://github.com/agent-zero/agentzero) - Minimalist framework for AI agents"
   ],
   "repository_evidence": [
    "# awesome-manus",
    "A curated list of open-source projects related to Manus technology stack, covering multimodal models, workflow orchestration, multi-agent systems, and tool integration.",
    "- ## Agent Development Kits",
    "  - ### LangManus",
    "    - [AgentZero](https://github.com/agent-zero/agentzero) - Minimalist framework for AI agents"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/redreamality%2Fawesome-manus",
   "project": "AgentLab",
   "repository": "https://github.com/agent-lab/agentlab",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-manus",
    "A curated list of open-source projects related to Manus technology stack, covering multimodal models, workflow orchestration, multi-agent systems, and tool integration.",
    "- ## Agent Development Kits",
    "  - ### LangManus",
    "    - [AgentLab](https://github.com/agent-lab/agentlab) - Laboratory for AI agent experimentation"
   ],
   "repository_evidence": [
    "# awesome-manus",
    "A curated list of open-source projects related to Manus technology stack, covering multimodal models, workflow orchestration, multi-agent systems, and tool integration.",
    "- ## Agent Development Kits",
    "  - ### LangManus",
    "    - [AgentLab](https://github.com/agent-lab/agentlab) - Laboratory for AI agent experimentation"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/redreamality%2Fawesome-manus",
   "project": "AgentBase",
   "repository": "https://github.com/agentbase/agentbase",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-manus",
    "A curated list of open-source projects related to Manus technology stack, covering multimodal models, workflow orchestration, multi-agent systems, and tool integration.",
    "- ## Agent Development Kits",
    "  - ### LangManus",
    "    - [AgentBase](https://github.com/agentbase/agentbase) - Base classes for AI agent development"
   ],
   "repository_evidence": [
    "# awesome-manus",
    "A curated list of open-source projects related to Manus technology stack, covering multimodal models, workflow orchestration, multi-agent systems, and tool integration.",
    "- ## Agent Development Kits",
    "  - ### LangManus",
    "    - [AgentBase](https://github.com/agentbase/agentbase) - Base classes for AI agent development"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/redreamality%2Fawesome-manus",
   "project": "AgentX",
   "repository": "https://github.com/agentx/agentx",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-manus",
    "A curated list of open-source projects related to Manus technology stack, covering multimodal models, workflow orchestration, multi-agent systems, and tool integration.",
    "- ## Agent Development Kits",
    "  - ### LangManus",
    "    - [AgentX](https://github.com/agentx/agentx) - Experimental framework for autonomous agents"
   ],
   "repository_evidence": [
    "# awesome-manus",
    "A curated list of open-source projects related to Manus technology stack, covering multimodal models, workflow orchestration, multi-agent systems, and tool integration.",
    "- ## Agent Development Kits",
    "  - ### LangManus",
    "    - [AgentX](https://github.com/agentx/agentx) - Experimental framework for autonomous agents"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/redreamality%2Fawesome-manus",
   "project": "VHELM",
   "repository": "https://github.com/stanford-crfm/vhelm",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-manus",
    "A curated list of open-source projects related to Manus technology stack, covering multimodal models, workflow orchestration, multi-agent systems, and tool integration.",
    "- ## Model Evaluation & Benchmarking",
    "  - ### LangManus",
    "    - [VHELM](https://github.com/stanford-crfm/vhelm) - Vision-language extension of HELM"
   ],
   "repository_evidence": [
    "# awesome-manus",
    "A curated list of open-source projects related to Manus technology stack, covering multimodal models, workflow orchestration, multi-agent systems, and tool integration.",
    "- ## Model Evaluation & Benchmarking",
    "  - ### LangManus",
    "    - [VHELM](https://github.com/stanford-crfm/vhelm) - Vision-language extension of HELM"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/redreamality%2Fawesome-manus",
   "project": "GAIA",
   "repository": "https://github.com/gaia-benchmark/gaia",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-manus",
    "A curated list of open-source projects related to Manus technology stack, covering multimodal models, workflow orchestration, multi-agent systems, and tool integration.",
    "- ## Model Evaluation & Benchmarking",
    "  - ### LangManus",
    "    - [GAIA](https://github.com/gaia-benchmark/gaia) - Benchmark for general AI assistants"
   ],
   "repository_evidence": [
    "# awesome-manus",
    "A curated list of open-source projects related to Manus technology stack, covering multimodal models, workflow orchestration, multi-agent systems, and tool integration.",
    "- ## Model Evaluation & Benchmarking",
    "  - ### LangManus",
    "    - [GAIA](https://github.com/gaia-benchmark/gaia) - Benchmark for general AI assistants"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/redreamality%2Fawesome-manus",
   "project": "Lit-GPT",
   "repository": "https://github.com/Lightning-AI/lit-gpt",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-manus",
    "A curated list of open-source projects related to Manus technology stack, covering multimodal models, workflow orchestration, multi-agent systems, and tool integration.",
    "- ## Model Training & Fine-tuning",
    "  - ### LangManus",
    "    - [Lit-GPT](https://github.com/Lightning-AI/lit-gpt) - GPT implementation optimized for fine-tuning"
   ],
   "repository_evidence": [
    "# awesome-manus",
    "A curated list of open-source projects related to Manus technology stack, covering multimodal models, workflow orchestration, multi-agent systems, and tool integration.",
    "- ## Model Training & Fine-tuning",
    "  - ### LangManus",
    "    - [Lit-GPT](https://github.com/Lightning-AI/lit-gpt) - GPT implementation optimized for fine-tuning"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/redreamality%2Fawesome-manus",
   "project": "Axolotl",
   "repository": "https://github.com/OpenAccess-AI-Collective/axolotl",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-manus",
    "A curated list of open-source projects related to Manus technology stack, covering multimodal models, workflow orchestration, multi-agent systems, and tool integration.",
    "- ## Model Training & Fine-tuning",
    "  - ### LangManus",
    "    - [Axolotl](https://github.com/OpenAccess-AI-Collective/axolotl) - Solution for fine-tuning LLMs"
   ],
   "repository_evidence": [
    "# awesome-manus",
    "A curated list of open-source projects related to Manus technology stack, covering multimodal models, workflow orchestration, multi-agent systems, and tool integration.",
    "- ## Model Training & Fine-tuning",
    "  - ### LangManus",
    "    - [Axolotl](https://github.com/OpenAccess-AI-Collective/axolotl) - Solution for fine-tuning LLMs"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/redreamality%2Fawesome-manus",
   "project": "CrewAI",
   "repository": "https://github.com/joaomdmoura/crewai",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-manus",
    "A curated list of open-source projects related to Manus technology stack, covering multimodal models, workflow orchestration, multi-agent systems, and tool integration.",
    "- ## Multi-Agent Systems",
    "  - ### LangManus",
    "    - [CrewAI](https://github.com/joaomdmoura/crewai) - Framework for role-playing autonomous agents"
   ],
   "repository_evidence": [
    "# awesome-manus",
    "A curated list of open-source projects related to Manus technology stack, covering multimodal models, workflow orchestration, multi-agent systems, and tool integration.",
    "- ## Multi-Agent Systems",
    "  - ### LangManus",
    "    - [CrewAI](https://github.com/joaomdmoura/crewai) - Framework for role-playing autonomous agents"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/redreamality%2Fawesome-manus",
   "project": "SuperAGI",
   "repository": "https://github.com/SuperAGI/SuperAGI",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-manus",
    "A curated list of open-source projects related to Manus technology stack, covering multimodal models, workflow orchestration, multi-agent systems, and tool integration.",
    "- ## Multi-Agent Systems",
    "  - ### LangManus",
    "    - [SuperAGI](https://github.com/SuperAGI/SuperAGI) - Open-source autonomous AI agent framework"
   ],
   "repository_evidence": [
    "# awesome-manus",
    "A curated list of open-source projects related to Manus technology stack, covering multimodal models, workflow orchestration, multi-agent systems, and tool integration.",
    "- ## Multi-Agent Systems",
    "  - ### LangManus",
    "    - [SuperAGI](https://github.com/SuperAGI/SuperAGI) - Open-source autonomous AI agent framework"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/redreamality%2Fawesome-manus",
   "project": "AutoAgents",
   "repository": "https://github.com/aiwaves-cn/autogents",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-manus",
    "A curated list of open-source projects related to Manus technology stack, covering multimodal models, workflow orchestration, multi-agent systems, and tool integration.",
    "- ## Multi-Agent Systems",
    "  - ### LangManus",
    "    - [AutoAgents](https://github.com/aiwaves-cn/autogents) - Framework for specialized AI agents"
   ],
   "repository_evidence": [
    "# awesome-manus",
    "A curated list of open-source projects related to Manus technology stack, covering multimodal models, workflow orchestration, multi-agent systems, and tool integration.",
    "- ## Multi-Agent Systems",
    "  - ### LangManus",
    "    - [AutoAgents](https://github.com/aiwaves-cn/autogents) - Framework for specialized AI agents"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/redreamality%2Fawesome-manus",
   "project": "AgentForge",
   "repository": "https://github.com/DataBass-io/AgentForge",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-manus",
    "A curated list of open-source projects related to Manus technology stack, covering multimodal models, workflow orchestration, multi-agent systems, and tool integration.",
    "- ## Multi-Agent Systems",
    "  - ### LangManus",
    "    - [AgentForge](https://github.com/DataBass-io/AgentForge) - Framework for autonomous AI agents"
   ],
   "repository_evidence": [
    "# awesome-manus",
    "A curated list of open-source projects related to Manus technology stack, covering multimodal models, workflow orchestration, multi-agent systems, and tool integration.",
    "- ## Multi-Agent Systems",
    "  - ### LangManus",
    "    - [AgentForge](https://github.com/DataBass-io/AgentForge) - Framework for autonomous AI agents"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/redreamality%2Fawesome-manus",
   "project": "Kosmos-2",
   "repository": "https://github.com/microsoft/unilm/tree/master/kosmos-2",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-manus",
    "A curated list of open-source projects related to Manus technology stack, covering multimodal models, workflow orchestration, multi-agent systems, and tool integration.",
    "- ## Multi-Agent Systems",
    "  - ### LangManus",
    "    - [Kosmos-2](https://github.com/microsoft/unilm/tree/master/kosmos-2) - Grounded Multimodal Model with object-level understanding"
   ],
   "repository_evidence": [
    "# awesome-manus",
    "A curated list of open-source projects related to Manus technology stack, covering multimodal models, workflow orchestration, multi-agent systems, and tool integration.",
    "- ## Multi-Agent Systems",
    "  - ### LangManus",
    "    - [Kosmos-2](https://github.com/microsoft/unilm/tree/master/kosmos-2) - Grounded Multimodal Model with object-level understanding"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/redreamality%2Fawesome-manus",
   "project": "InstructBLIP",
   "repository": "https://github.com/salesforce/LAVIS/tree/main/projects/instructblip",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-manus",
    "A curated list of open-source projects related to Manus technology stack, covering multimodal models, workflow orchestration, multi-agent systems, and tool integration.",
    "- ## Multi-Agent Systems",
    "  - ### LangManus",
    "    - [InstructBLIP](https://github.com/salesforce/LAVIS/tree/main/projects/instructblip) - Instruction-tuned multimodal model"
   ],
   "repository_evidence": [
    "# awesome-manus",
    "A curated list of open-source projects related to Manus technology stack, covering multimodal models, workflow orchestration, multi-agent systems, and tool integration.",
    "- ## Multi-Agent Systems",
    "  - ### LangManus",
    "    - [InstructBLIP](https://github.com/salesforce/LAVIS/tree/main/projects/instructblip) - Instruction-tuned multimodal model"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/redreamality%2Fawesome-manus",
   "project": "IDEFICS",
   "repository": "https://github.com/HuggingFaceM4/idefics",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-manus",
    "A curated list of open-source projects related to Manus technology stack, covering multimodal models, workflow orchestration, multi-agent systems, and tool integration.",
    "- ## Multi-Agent Systems",
    "  - ### LangManus",
    "    - [IDEFICS](https://github.com/HuggingFaceM4/idefics) - Open-source multimodal model for image-based question answering"
   ],
   "repository_evidence": [
    "# awesome-manus",
    "A curated list of open-source projects related to Manus technology stack, covering multimodal models, workflow orchestration, multi-agent systems, and tool integration.",
    "- ## Multi-Agent Systems",
    "  - ### LangManus",
    "    - [IDEFICS](https://github.com/HuggingFaceM4/idefics) - Open-source multimodal model for image-based question answering"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/redreamality%2Fawesome-manus",
   "project": "BLIP-2",
   "repository": "https://github.com/salesforce/BLIP-2",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-manus",
    "A curated list of open-source projects related to Manus technology stack, covering multimodal models, workflow orchestration, multi-agent systems, and tool integration.",
    "- ## Multi-Agent Systems",
    "  - ### LangManus",
    "    - [BLIP-2](https://github.com/salesforce/BLIP-2) - Bootstrapping Language-Image Pre-training with frozen encoders"
   ],
   "repository_evidence": [
    "# awesome-manus",
    "A curated list of open-source projects related to Manus technology stack, covering multimodal models, workflow orchestration, multi-agent systems, and tool integration.",
    "- ## Multi-Agent Systems",
    "  - ### LangManus",
    "    - [BLIP-2](https://github.com/salesforce/BLIP-2) - Bootstrapping Language-Image Pre-training with frozen encoders"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/redreamality%2Fawesome-manus",
   "project": "Fuyu-8B",
   "repository": "https://github.com/AdeptAI/Fuyu-8B",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-manus",
    "A curated list of open-source projects related to Manus technology stack, covering multimodal models, workflow orchestration, multi-agent systems, and tool integration.",
    "- ## Multi-Agent Systems",
    "  - ### LangManus",
    "    - [Fuyu-8B](https://github.com/AdeptAI/Fuyu-8B) - Multimodal model for digital agents"
   ],
   "repository_evidence": [
    "# awesome-manus",
    "A curated list of open-source projects related to Manus technology stack, covering multimodal models, workflow orchestration, multi-agent systems, and tool integration.",
    "- ## Multi-Agent Systems",
    "  - ### LangManus",
    "    - [Fuyu-8B](https://github.com/AdeptAI/Fuyu-8B) - Multimodal model for digital agents"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/redreamality%2Fawesome-manus",
   "project": "PALI",
   "repository": "https://github.com/google-research/pali",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-manus",
    "A curated list of open-source projects related to Manus technology stack, covering multimodal models, workflow orchestration, multi-agent systems, and tool integration.",
    "- ## Multi-Agent Systems",
    "  - ### LangManus",
    "    - [PALI](https://github.com/google-research/pali) - Pathways Language and Image model from Google Research"
   ],
   "repository_evidence": [
    "# awesome-manus",
    "A curated list of open-source projects related to Manus technology stack, covering multimodal models, workflow orchestration, multi-agent systems, and tool integration.",
    "- ## Multi-Agent Systems",
    "  - ### LangManus",
    "    - [PALI](https://github.com/google-research/pali) - Pathways Language and Image model from Google Research"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/redreamality%2Fawesome-manus",
   "project": "OWL",
   "repository": "https://github.com/camel-ai/owl",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-manus",
    "A curated list of open-source projects related to Manus technology stack, covering multimodal models, workflow orchestration, multi-agent systems, and tool integration.",
    "- ## Opensource Copy",
    "  - ### OWL",
    "    - [https://github.com/camel-ai/owl](https://github.com/camel-ai/owl)"
   ],
   "repository_evidence": [
    "# awesome-manus",
    "A curated list of open-source projects related to Manus technology stack, covering multimodal models, workflow orchestration, multi-agent systems, and tool integration.",
    "- ## Opensource Copy",
    "  - ### OWL",
    "    - [https://github.com/camel-ai/owl](https://github.com/camel-ai/owl)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/redreamality%2Fawesome-manus",
   "project": "DB-GPT",
   "repository": "https://github.com/csunny/DB-GPT",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-manus",
    "A curated list of open-source projects related to Manus technology stack, covering multimodal models, workflow orchestration, multi-agent systems, and tool integration.",
    "- ## Specialized Agent Applications",
    "  - ### LangManus",
    "    - [DB-GPT](https://github.com/csunny/DB-GPT) - Database interaction agent"
   ],
   "repository_evidence": [
    "# awesome-manus",
    "A curated list of open-source projects related to Manus technology stack, covering multimodal models, workflow orchestration, multi-agent systems, and tool integration.",
    "- ## Specialized Agent Applications",
    "  - ### LangManus",
    "    - [DB-GPT](https://github.com/csunny/DB-GPT) - Database interaction agent"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/redreamality%2Fawesome-manus",
   "project": "SQL-GPT",
   "repository": "https://github.com/bigcode-project/sql-gpt",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-manus",
    "A curated list of open-source projects related to Manus technology stack, covering multimodal models, workflow orchestration, multi-agent systems, and tool integration.",
    "- ## Specialized Agent Applications",
    "  - ### LangManus",
    "    - [SQL-GPT](https://github.com/bigcode-project/sql-gpt) - SQL generation and optimization agent"
   ],
   "repository_evidence": [
    "# awesome-manus",
    "A curated list of open-source projects related to Manus technology stack, covering multimodal models, workflow orchestration, multi-agent systems, and tool integration.",
    "- ## Specialized Agent Applications",
    "  - ### LangManus",
    "    - [SQL-GPT](https://github.com/bigcode-project/sql-gpt) - SQL generation and optimization agent"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/redreamality%2Fawesome-manus",
   "project": "LegalGPT",
   "repository": "https://github.com/legal-tech-research/legalgpt",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-manus",
    "A curated list of open-source projects related to Manus technology stack, covering multimodal models, workflow orchestration, multi-agent systems, and tool integration.",
    "- ## Specialized Agent Applications",
    "  - ### LangManus",
    "    - [LegalGPT](https://github.com/legal-tech-research/legalgpt) - Legal document analysis agent"
   ],
   "repository_evidence": [
    "# awesome-manus",
    "A curated list of open-source projects related to Manus technology stack, covering multimodal models, workflow orchestration, multi-agent systems, and tool integration.",
    "- ## Specialized Agent Applications",
    "  - ### LangManus",
    "    - [LegalGPT](https://github.com/legal-tech-research/legalgpt) - Legal document analysis agent"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/redreamality%2Fawesome-manus",
   "project": "ChemCrow",
   "repository": "https://github.com/ur-whitelab/chemcrow",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-manus",
    "A curated list of open-source projects related to Manus technology stack, covering multimodal models, workflow orchestration, multi-agent systems, and tool integration.",
    "- ## Specialized Agent Applications",
    "  - ### LangManus",
    "    - [ChemCrow](https://github.com/ur-whitelab/chemcrow) - Chemistry research agent"
   ],
   "repository_evidence": [
    "# awesome-manus",
    "A curated list of open-source projects related to Manus technology stack, covering multimodal models, workflow orchestration, multi-agent systems, and tool integration.",
    "- ## Specialized Agent Applications",
    "  - ### LangManus",
    "    - [ChemCrow](https://github.com/ur-whitelab/chemcrow) - Chemistry research agent"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/redreamality%2Fawesome-manus",
   "project": "EduGPT",
   "repository": "https://github.com/educators-gpt/edugpt",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-manus",
    "A curated list of open-source projects related to Manus technology stack, covering multimodal models, workflow orchestration, multi-agent systems, and tool integration.",
    "- ## Specialized Agent Applications",
    "  - ### LangManus",
    "    - [EduGPT](https://github.com/educators-gpt/edugpt) - Educational content generation agent"
   ],
   "repository_evidence": [
    "# awesome-manus",
    "A curated list of open-source projects related to Manus technology stack, covering multimodal models, workflow orchestration, multi-agent systems, and tool integration.",
    "- ## Specialized Agent Applications",
    "  - ### LangManus",
    "    - [EduGPT](https://github.com/educators-gpt/edugpt) - Educational content generation agent"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/redreamality%2Fawesome-manus",
   "project": "GPT Engineer",
   "repository": "https://github.com/AntonOsika/gpt-engineer",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-manus",
    "A curated list of open-source projects related to Manus technology stack, covering multimodal models, workflow orchestration, multi-agent systems, and tool integration.",
    "- ## Tool Integration",
    "  - ### LangManus",
    "    - [GPT Engineer](https://github.com/AntonOsika/gpt-engineer) - Tool for generating codebases from descriptions"
   ],
   "repository_evidence": [
    "# awesome-manus",
    "A curated list of open-source projects related to Manus technology stack, covering multimodal models, workflow orchestration, multi-agent systems, and tool integration.",
    "- ## Tool Integration",
    "  - ### LangManus",
    "    - [GPT Engineer](https://github.com/AntonOsika/gpt-engineer) - Tool for generating codebases from descriptions"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/redreamality%2Fawesome-manus",
   "project": "Auto-GPT Plugins",
   "repository": "https://github.com/Significant-Gravitas/Auto-GPT",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-manus",
    "A curated list of open-source projects related to Manus technology stack, covering multimodal models, workflow orchestration, multi-agent systems, and tool integration.",
    "- ## Tool Integration",
    "  - ### LangManus",
    "    - [Auto-GPT Plugins](https://github.com/Significant-Gravitas/Auto-GPT) - Autonomous AI agent with plugin support"
   ],
   "repository_evidence": [
    "# awesome-manus",
    "A curated list of open-source projects related to Manus technology stack, covering multimodal models, workflow orchestration, multi-agent systems, and tool integration.",
    "- ## Tool Integration",
    "  - ### LangManus",
    "    - [Auto-GPT Plugins](https://github.com/Significant-Gravitas/Auto-GPT) - Autonomous AI agent with plugin support"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/redreamality%2Fawesome-manus",
   "project": "Dapr Workflows",
   "repository": "https://github.com/dapr/workflows",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-manus",
    "A curated list of open-source projects related to Manus technology stack, covering multimodal models, workflow orchestration, multi-agent systems, and tool integration.",
    "- ## Workflow Orchestration",
    "  - ### LangManus",
    "    - [Dapr Workflows](https://github.com/dapr/workflows) - Distributed application runtime with workflow capabilities"
   ],
   "repository_evidence": [
    "# awesome-manus",
    "A curated list of open-source projects related to Manus technology stack, covering multimodal models, workflow orchestration, multi-agent systems, and tool integration.",
    "- ## Workflow Orchestration",
    "  - ### LangManus",
    "    - [Dapr Workflows](https://github.com/dapr/workflows) - Distributed application runtime with workflow capabilities"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://mcprepository.com/imran-siddique/agent-os",
   "project": "Dify",
   "repository": "https://github.com/langgenius/dify-plugins/pull/2060",
   "stars": "65000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Governance for [Dify](https://github.com/langgenius/dify-plugins/pull/2060) (65K \u2b50), [LlamaIndex](https://github.com/run-llama/llama_index/pull/20644) (47K \u2b50), [LangGraph](https://pypi.org/project/langgraph-trust/), [OpenAI Agents](https://pypi.org/project/openai-agents-trust/), [Agent-Lightning](https://github.com/microsoft/agent-lightning/pull/478), and [OpenClaw](https://clawhub.ai/imran-siddique/agentmesh-governance).",
    "across 170K+ GitHub stars.",
    "| Framework | Stars | Status | Link |",
    "| **Dify** | 65K \u2b50 | \u2705 Merged | [dify-plugins#2060](https://github.com/langgenius/dify-plugins/pull/2060) |"
   ],
   "repository_evidence": [
    "Governance for [Dify](https://github.com/langgenius/dify-plugins/pull/2060) (65K \u2b50), [LlamaIndex](https://github.com/run-llama/llama_index/pull/20644) (47K \u2b50), [LangGraph](https://pypi.org/project/langgraph-trust/), [OpenAI Agents](https://pypi.org/project/openai-agents-trust/), [Agent-Lightning](https://github.com/microsoft/agent-lightning/pull/478), and [OpenClaw](https://clawhub.ai/imran-siddique/agentmesh-governance).",
    "across 170K+ GitHub stars.",
    "| Framework | Stars | Status | Link |",
    "| **Dify** | 65K \u2b50 | \u2705 Merged | [dify-plugins#2060](https://github.com/langgenius/dify-plugins/pull/2060) |"
   ],
   "stars_evidence": [
    "Governance for [Dify](https://github.com/langgenius/dify-plugins/pull/2060) (65K \u2b50), [LlamaIndex](https://github.com/run-llama/llama_index/pull/20644) (47K \u2b50), [LangGraph](https://pypi.org/project/langgraph-trust/), [OpenAI Agents](https://pypi.org/project/openai-agents-trust/), [Agent-Lightning](https://github.com/microsoft/agent-lightning/pull/478), and [OpenClaw](https://clawhub.ai/imran-siddique/agentmesh-governance).",
    "across 170K+ GitHub stars.",
    "| Framework | Stars | Status | Link |",
    "| **Dify** | 65K \u2b50 | \u2705 Merged | [dify-plugins#2060](https://github.com/langgenius/dify-plugins/pull/2060) |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://mcprepository.com/imran-siddique/agent-os",
   "project": "LlamaIndex",
   "repository": "https://github.com/run-llama/llama_index/pull/20644",
   "stars": "47000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Governance for [Dify](https://github.com/langgenius/dify-plugins/pull/2060) (65K \u2b50), [LlamaIndex](https://github.com/run-llama/llama_index/pull/20644) (47K \u2b50), [LangGraph](https://pypi.org/project/langgraph-trust/), [OpenAI Agents](https://pypi.org/project/openai-agents-trust/), [Agent-Lightning](https://github.com/microsoft/agent-lightning/pull/478), and [OpenClaw](https://clawhub.ai/imran-siddique/agentmesh-governance).",
    "across 170K+ GitHub stars.",
    "| Framework | Stars | Status | Link |",
    "| **LlamaIndex** | 47K \u2b50 | \u2705 Merged | [llama_index#20644](https://github.com/run-llama/llama_index/pull/20644) |"
   ],
   "repository_evidence": [
    "Governance for [Dify](https://github.com/langgenius/dify-plugins/pull/2060) (65K \u2b50), [LlamaIndex](https://github.com/run-llama/llama_index/pull/20644) (47K \u2b50), [LangGraph](https://pypi.org/project/langgraph-trust/), [OpenAI Agents](https://pypi.org/project/openai-agents-trust/), [Agent-Lightning](https://github.com/microsoft/agent-lightning/pull/478), and [OpenClaw](https://clawhub.ai/imran-siddique/agentmesh-governance).",
    "across 170K+ GitHub stars.",
    "| Framework | Stars | Status | Link |",
    "| **LlamaIndex** | 47K \u2b50 | \u2705 Merged | [llama_index#20644](https://github.com/run-llama/llama_index/pull/20644) |"
   ],
   "stars_evidence": [
    "Governance for [Dify](https://github.com/langgenius/dify-plugins/pull/2060) (65K \u2b50), [LlamaIndex](https://github.com/run-llama/llama_index/pull/20644) (47K \u2b50), [LangGraph](https://pypi.org/project/langgraph-trust/), [OpenAI Agents](https://pypi.org/project/openai-agents-trust/), [Agent-Lightning](https://github.com/microsoft/agent-lightning/pull/478), and [OpenClaw](https://clawhub.ai/imran-siddique/agentmesh-governance).",
    "across 170K+ GitHub stars.",
    "| Framework | Stars | Status | Link |",
    "| **LlamaIndex** | 47K \u2b50 | \u2705 Merged | [llama_index#20644](https://github.com/run-llama/llama_index/pull/20644) |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://mcprepository.com/imran-siddique/agent-os",
   "project": "LangGraph",
   "repository": "https://pypi.org/project/langgraph-trust/",
   "stars": "24000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Governance for [Dify](https://github.com/langgenius/dify-plugins/pull/2060) (65K \u2b50), [LlamaIndex](https://github.com/run-llama/llama_index/pull/20644) (47K \u2b50), [LangGraph](https://pypi.org/project/langgraph-trust/), [OpenAI Agents](https://pypi.org/project/openai-agents-trust/), [Agent-Lightning](https://github.com/microsoft/agent-lightning/pull/478), and [OpenClaw](https://clawhub.ai/imran-siddique/agentmesh-governance).",
    "across 170K+ GitHub stars.",
    "| Framework | Stars | Status | Link |",
    "| **LangGraph** | 24K \u2b50 | \ud83d\udce6 Published on PyPI | [langgraph-trust](https://pypi.org/project/langgraph-trust/) |"
   ],
   "repository_evidence": [
    "Governance for [Dify](https://github.com/langgenius/dify-plugins/pull/2060) (65K \u2b50), [LlamaIndex](https://github.com/run-llama/llama_index/pull/20644) (47K \u2b50), [LangGraph](https://pypi.org/project/langgraph-trust/), [OpenAI Agents](https://pypi.org/project/openai-agents-trust/), [Agent-Lightning](https://github.com/microsoft/agent-lightning/pull/478), and [OpenClaw](https://clawhub.ai/imran-siddique/agentmesh-governance).",
    "across 170K+ GitHub stars.",
    "| Framework | Stars | Status | Link |",
    "| **LangGraph** | 24K \u2b50 | \ud83d\udce6 Published on PyPI | [langgraph-trust](https://pypi.org/project/langgraph-trust/) |"
   ],
   "stars_evidence": [
    "| Framework | Stars | Status | Link |",
    "| **LangGraph** | 24K \u2b50 | \ud83d\udce6 Published on PyPI | [langgraph-trust](https://pypi.org/project/langgraph-trust/) |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://mcprepository.com/imran-siddique/agent-os",
   "project": "Microsoft Agent-Lightning",
   "repository": "https://github.com/microsoft/agent-lightning/pull/478",
   "stars": "15000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Governance for [Dify](https://github.com/langgenius/dify-plugins/pull/2060) (65K \u2b50), [LlamaIndex](https://github.com/run-llama/llama_index/pull/20644) (47K \u2b50), [LangGraph](https://pypi.org/project/langgraph-trust/), [OpenAI Agents](https://pypi.org/project/openai-agents-trust/), [Agent-Lightning](https://github.com/microsoft/agent-lightning/pull/478), and [OpenClaw](https://clawhub.ai/imran-siddique/agentmesh-governance).",
    "across 170K+ GitHub stars.",
    "| Framework | Stars | Status | Link |",
    "| **Microsoft Agent-Lightning** | 15K \u2b50 | \u2705 Merged | [agent-lightning#478](https://github.com/microsoft/agent-lightning/pull/478) |"
   ],
   "repository_evidence": [
    "Governance for [Dify](https://github.com/langgenius/dify-plugins/pull/2060) (65K \u2b50), [LlamaIndex](https://github.com/run-llama/llama_index/pull/20644) (47K \u2b50), [LangGraph](https://pypi.org/project/langgraph-trust/), [OpenAI Agents](https://pypi.org/project/openai-agents-trust/), [Agent-Lightning](https://github.com/microsoft/agent-lightning/pull/478), and [OpenClaw](https://clawhub.ai/imran-siddique/agentmesh-governance).",
    "across 170K+ GitHub stars.",
    "| Framework | Stars | Status | Link |",
    "| **Microsoft Agent-Lightning** | 15K \u2b50 | \u2705 Merged | [agent-lightning#478](https://github.com/microsoft/agent-lightning/pull/478) |"
   ],
   "stars_evidence": [
    "| Framework | Stars | Status | Link |",
    "| **Microsoft Agent-Lightning** | 15K \u2b50 | \u2705 Merged | [agent-lightning#478](https://github.com/microsoft/agent-lightning/pull/478) |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://mcprepository.com/imran-siddique/agent-os",
   "project": "OpenClaw",
   "repository": "https://clawhub.ai/imran-siddique/agentmesh-governance",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Governance for [Dify](https://github.com/langgenius/dify-plugins/pull/2060) (65K \u2b50), [LlamaIndex](https://github.com/run-llama/llama_index/pull/20644) (47K \u2b50), [LangGraph](https://pypi.org/project/langgraph-trust/), [OpenAI Agents](https://pypi.org/project/openai-agents-trust/), [Agent-Lightning](https://github.com/microsoft/agent-lightning/pull/478), and [OpenClaw](https://clawhub.ai/imran-siddique/agentmesh-governance).",
    "across 170K+ GitHub stars.",
    "| Framework | Stars | Status | Link |",
    "| **OpenClaw** | \u2014 | \ud83d\udce6 Published on ClawHub | [agentmesh-governance](https://clawhub.ai/imran-siddique/agentmesh-governance) |"
   ],
   "repository_evidence": [
    "Governance for [Dify](https://github.com/langgenius/dify-plugins/pull/2060) (65K \u2b50), [LlamaIndex](https://github.com/run-llama/llama_index/pull/20644) (47K \u2b50), [LangGraph](https://pypi.org/project/langgraph-trust/), [OpenAI Agents](https://pypi.org/project/openai-agents-trust/), [Agent-Lightning](https://github.com/microsoft/agent-lightning/pull/478), and [OpenClaw](https://clawhub.ai/imran-siddique/agentmesh-governance).",
    "across 170K+ GitHub stars.",
    "| Framework | Stars | Status | Link |",
    "| **OpenClaw** | \u2014 | \ud83d\udce6 Published on ClawHub | [agentmesh-governance](https://clawhub.ai/imran-siddique/agentmesh-governance) |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://mcprepository.com/imran-siddique/agent-os",
   "project": "OpenAI Agents SDK",
   "repository": "https://pypi.org/project/openai-agents-trust/",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "| Framework | Stars | Status | Link |",
    "| **OpenAI Agents SDK** | \u2014 | \ud83d\udce6 Published on PyPI | [openai-agents-trust](https://pypi.org/project/openai-agents-trust/) |"
   ],
   "repository_evidence": [
    "| Framework | Stars | Status | Link |",
    "| **OpenAI Agents SDK** | \u2014 | \ud83d\udce6 Published on PyPI | [openai-agents-trust](https://pypi.org/project/openai-agents-trust/) |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://mcprepository.com/imran-siddique/agent-os",
   "project": "AutoGen",
   "repository": "https://github.com/microsoft/autogen/issues/7242",
   "stars": "54000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "**\ud83d\udccb Proposals under review at 10+ frameworks (click to expand)**",
    "| Framework | Stars | Proposal |",
    "| AutoGen | 54K \u2b50 | [microsoft/autogen#7242](https://github.com/microsoft/autogen/issues/7242) |"
   ],
   "repository_evidence": [
    "**\ud83d\udccb Proposals under review at 10+ frameworks (click to expand)**",
    "| Framework | Stars | Proposal |",
    "| AutoGen | 54K \u2b50 | [microsoft/autogen#7242](https://github.com/microsoft/autogen/issues/7242) |"
   ],
   "stars_evidence": [
    "**\ud83d\udccb Proposals under review at 10+ frameworks (click to expand)**",
    "| Framework | Stars | Proposal |",
    "| AutoGen | 54K \u2b50 | [microsoft/autogen#7242](https://github.com/microsoft/autogen/issues/7242) |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://mcprepository.com/imran-siddique/agent-os",
   "project": "CrewAI",
   "repository": "https://github.com/crewAIInc/crewAI/issues/4502",
   "stars": "44000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "**\ud83d\udccb Proposals under review at 10+ frameworks (click to expand)**",
    "| Framework | Stars | Proposal |",
    "| CrewAI | 44K \u2b50 | [crewAIInc/crewAI#4502](https://github.com/crewAIInc/crewAI/issues/4502) |"
   ],
   "repository_evidence": [
    "**\ud83d\udccb Proposals under review at 10+ frameworks (click to expand)**",
    "| Framework | Stars | Proposal |",
    "| CrewAI | 44K \u2b50 | [crewAIInc/crewAI#4502](https://github.com/crewAIInc/crewAI/issues/4502) |"
   ],
   "stars_evidence": [
    "**\ud83d\udccb Proposals under review at 10+ frameworks (click to expand)**",
    "| Framework | Stars | Proposal |",
    "| CrewAI | 44K \u2b50 | [crewAIInc/crewAI#4502](https://github.com/crewAIInc/crewAI/issues/4502) |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://mcprepository.com/imran-siddique/agent-os",
   "project": "Haystack",
   "repository": "https://github.com/deepset-ai/haystack/issues/10615",
   "stars": "22000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "**\ud83d\udccb Proposals under review at 10+ frameworks (click to expand)**",
    "| Framework | Stars | Proposal |",
    "| Haystack | 22K \u2b50 | [deepset-ai/haystack#10615](https://github.com/deepset-ai/haystack/issues/10615) |"
   ],
   "repository_evidence": [
    "**\ud83d\udccb Proposals under review at 10+ frameworks (click to expand)**",
    "| Framework | Stars | Proposal |",
    "| Haystack | 22K \u2b50 | [deepset-ai/haystack#10615](https://github.com/deepset-ai/haystack/issues/10615) |"
   ],
   "stars_evidence": [
    "**\ud83d\udccb Proposals under review at 10+ frameworks (click to expand)**",
    "| Framework | Stars | Proposal |",
    "| Haystack | 22K \u2b50 | [deepset-ai/haystack#10615](https://github.com/deepset-ai/haystack/issues/10615) |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://mcprepository.com/imran-siddique/agent-os",
   "project": "Semantic Kernel",
   "repository": "https://github.com/microsoft/semantic-kernel/issues/13556",
   "stars": "27000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "**\ud83d\udccb Proposals under review at 10+ frameworks (click to expand)**",
    "| Framework | Stars | Proposal |",
    "| Semantic Kernel | 27K \u2b50 | [microsoft/semantic-kernel#13556](https://github.com/microsoft/semantic-kernel/issues/13556) |"
   ],
   "repository_evidence": [
    "**\ud83d\udccb Proposals under review at 10+ frameworks (click to expand)**",
    "| Framework | Stars | Proposal |",
    "| Semantic Kernel | 27K \u2b50 | [microsoft/semantic-kernel#13556](https://github.com/microsoft/semantic-kernel/issues/13556) |"
   ],
   "stars_evidence": [
    "**\ud83d\udccb Proposals under review at 10+ frameworks (click to expand)**",
    "| Framework | Stars | Proposal |",
    "| Semantic Kernel | 27K \u2b50 | [microsoft/semantic-kernel#13556](https://github.com/microsoft/semantic-kernel/issues/13556) |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://mcprepository.com/imran-siddique/agent-os",
   "project": "smolagents",
   "repository": "https://github.com/huggingface/smolagents/issues/1989",
   "stars": "25000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "**\ud83d\udccb Proposals under review at 10+ frameworks (click to expand)**",
    "| Framework | Stars | Proposal |",
    "| smolagents | 25K \u2b50 | \u2705 Adapter built \u2014 [huggingface/smolagents#1989](https://github.com/huggingface/smolagents/issues/1989) |"
   ],
   "repository_evidence": [
    "**\ud83d\udccb Proposals under review at 10+ frameworks (click to expand)**",
    "| Framework | Stars | Proposal |",
    "| smolagents | 25K \u2b50 | \u2705 Adapter built \u2014 [huggingface/smolagents#1989](https://github.com/huggingface/smolagents/issues/1989) |"
   ],
   "stars_evidence": [
    "**\ud83d\udccb Proposals under review at 10+ frameworks (click to expand)**",
    "| Framework | Stars | Proposal |",
    "| smolagents | 25K \u2b50 | \u2705 Adapter built \u2014 [huggingface/smolagents#1989](https://github.com/huggingface/smolagents/issues/1989) |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://mcprepository.com/imran-siddique/agent-os",
   "project": "Google ADK",
   "repository": "https://github.com/google/adk-python/issues/4517",
   "stars": "18000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "**\ud83d\udccb Proposals under review at 10+ frameworks (click to expand)**",
    "| Framework | Stars | Proposal |",
    "| Google ADK | 18K \u2b50 | \u2705 Adapter built \u2014 [google/adk-python#4517](https://github.com/google/adk-python/issues/4517) |"
   ],
   "repository_evidence": [
    "**\ud83d\udccb Proposals under review at 10+ frameworks (click to expand)**",
    "| Framework | Stars | Proposal |",
    "| Google ADK | 18K \u2b50 | \u2705 Adapter built \u2014 [google/adk-python#4517](https://github.com/google/adk-python/issues/4517) |"
   ],
   "stars_evidence": [
    "**\ud83d\udccb Proposals under review at 10+ frameworks (click to expand)**",
    "| Framework | Stars | Proposal |",
    "| Google ADK | 18K \u2b50 | \u2705 Adapter built \u2014 [google/adk-python#4517](https://github.com/google/adk-python/issues/4517) |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://mcprepository.com/imran-siddique/agent-os",
   "project": "PydanticAI",
   "repository": "https://github.com/pydantic/pydantic-ai/issues/4335",
   "stars": "15000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "**\ud83d\udccb Proposals under review at 10+ frameworks (click to expand)**",
    "| Framework | Stars | Proposal |",
    "| PydanticAI | 15K \u2b50 | \u2705 Adapter built \u2014 [pydantic/pydantic-ai#4335](https://github.com/pydantic/pydantic-ai/issues/4335) |"
   ],
   "repository_evidence": [
    "**\ud83d\udccb Proposals under review at 10+ frameworks (click to expand)**",
    "| Framework | Stars | Proposal |",
    "| PydanticAI | 15K \u2b50 | \u2705 Adapter built \u2014 [pydantic/pydantic-ai#4335](https://github.com/pydantic/pydantic-ai/issues/4335) |"
   ],
   "stars_evidence": [
    "**\ud83d\udccb Proposals under review at 10+ frameworks (click to expand)**",
    "| Framework | Stars | Proposal |",
    "| PydanticAI | 15K \u2b50 | \u2705 Adapter built \u2014 [pydantic/pydantic-ai#4335](https://github.com/pydantic/pydantic-ai/issues/4335) |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://mcprepository.com/imran-siddique/agent-os",
   "project": "OpenAI Agents SDK",
   "repository": "https://github.com/openai/openai-agents-python/issues/2515",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "**\ud83d\udccb Proposals under review at 10+ frameworks (click to expand)**",
    "| Framework | Stars | Proposal |",
    "| OpenAI Agents SDK | \u2014 | [openai/openai-agents-python#2515](https://github.com/openai/openai-agents-python/issues/2515) |"
   ],
   "repository_evidence": [
    "**\ud83d\udccb Proposals under review at 10+ frameworks (click to expand)**",
    "| Framework | Stars | Proposal |",
    "| OpenAI Agents SDK | \u2014 | [openai/openai-agents-python#2515](https://github.com/openai/openai-agents-python/issues/2515) |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://mcprepository.com/imran-siddique/agent-os",
   "project": "A2A Protocol",
   "repository": "https://github.com/a2aproject/A2A/issues/1501",
   "stars": "21000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "**\ud83d\udccb Proposals under review at 10+ frameworks (click to expand)**",
    "| Framework | Stars | Proposal |",
    "| A2A Protocol | 21K \u2b50 | [a2aproject/A2A#1501](https://github.com/a2aproject/A2A/issues/1501) |"
   ],
   "repository_evidence": [
    "**\ud83d\udccb Proposals under review at 10+ frameworks (click to expand)**",
    "| Framework | Stars | Proposal |",
    "| A2A Protocol | 21K \u2b50 | [a2aproject/A2A#1501](https://github.com/a2aproject/A2A/issues/1501) |"
   ],
   "stars_evidence": [
    "**\ud83d\udccb Proposals under review at 10+ frameworks (click to expand)**",
    "| Framework | Stars | Proposal |",
    "| A2A Protocol | 21K \u2b50 | [a2aproject/A2A#1501](https://github.com/a2aproject/A2A/issues/1501) |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://mcprepository.com/imran-siddique/agent-os",
   "project": "Agent OS",
   "repository": "https://github.com/imran-siddique/agent-os",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "#### \ud83c\udf10 The Agent Governance Ecosystem",
    "| Layer | Package | Purpose | Install |",
    "| **Kernel** | [Agent OS](https://github.com/imran-siddique/agent-os) | Policy enforcement, action interception | `pip install agent-os-kernel` |"
   ],
   "repository_evidence": [
    "#### \ud83c\udf10 The Agent Governance Ecosystem",
    "| Layer | Package | Purpose | Install |",
    "| **Kernel** | [Agent OS](https://github.com/imran-siddique/agent-os) | Policy enforcement, action interception | `pip install agent-os-kernel` |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://mcprepository.com/imran-siddique/agent-os",
   "project": "AgentMesh",
   "repository": "https://github.com/imran-siddique/agent-mesh",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "#### \ud83c\udf10 The Agent Governance Ecosystem",
    "| Layer | Package | Purpose | Install |",
    "| **Network** | [AgentMesh](https://github.com/imran-siddique/agent-mesh) | Identity, trust, delegation | `pip install agentmesh-platform` |"
   ],
   "repository_evidence": [
    "#### \ud83c\udf10 The Agent Governance Ecosystem",
    "| Layer | Package | Purpose | Install |",
    "| **Network** | [AgentMesh](https://github.com/imran-siddique/agent-mesh) | Identity, trust, delegation | `pip install agentmesh-platform` |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://mcprepository.com/imran-siddique/agent-os",
   "project": "Agent SRE",
   "repository": "https://github.com/imran-siddique/agent-sre",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "#### \ud83c\udf10 The Agent Governance Ecosystem",
    "| Layer | Package | Purpose | Install |",
    "| **Reliability** | [Agent SRE](https://github.com/imran-siddique/agent-sre) | SLOs, chaos testing, circuit breakers | `pip install agent-sre` |"
   ],
   "repository_evidence": [
    "#### \ud83c\udf10 The Agent Governance Ecosystem",
    "| Layer | Package | Purpose | Install |",
    "| **Reliability** | [Agent SRE](https://github.com/imran-siddique/agent-sre) | SLOs, chaos testing, circuit breakers | `pip install agent-sre` |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://mcprepository.com/imran-siddique/agent-os",
   "project": "Agent Hypervisor",
   "repository": "https://github.com/imran-siddique/agent-hypervisor",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "#### \ud83c\udf10 The Agent Governance Ecosystem",
    "| Layer | Package | Purpose | Install |",
    "| **Runtime** | [Agent Hypervisor](https://github.com/imran-siddique/agent-hypervisor) | Execution rings, resource limits, saga | `pip install agent-hypervisor` |"
   ],
   "repository_evidence": [
    "#### \ud83c\udf10 The Agent Governance Ecosystem",
    "| Layer | Package | Purpose | Install |",
    "| **Runtime** | [Agent Hypervisor](https://github.com/imran-siddique/agent-hypervisor) | Execution rings, resource limits, saga | `pip install agent-hypervisor` |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://top-5-solutions.com/top-5-rag-framework-solutions/2026",
   "project": "DSPy",
   "repository": "https://github.com/stanfordnlp/dspy",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Top 5 RAG Framework Solutions in 2026",
    "The top five retrieval-augmented generation stacks for 2026 are **LlamaIndex** (9.2/10), **LangChain** (8.9/10), **Haystack** (8.3/10), **Semantic Kernel** (7.7/10), and **DSPy** (7.2/10).",
    "Pricing: [DSPy is open source](https://github.com/stanfordnlp/dspy)"
   ],
   "repository_evidence": [
    "Top 5 RAG Framework Solutions in 2026",
    "Pricing: [DSPy is open source](https://github.com/stanfordnlp/dspy)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://wowhow.cloud/blogs/agent-memory-race-2026-mem0-zep-letta-mempalace",
   "project": "Mem0",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "The 2026 Agent Memory Race: Mem0 vs Zep vs Letta vs MemPalace | WOWHOW",
    "In 2026, four AI agent memory frameworks compete on real benchmarks: Mem0, Zep, Letta, and MemPalace.",
    "Mem0 wins on token efficiency at an average of 1,764 tokens per conversation versus Zep\u2019s 600,000+ in some configurations."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://wowhow.cloud/blogs/agent-memory-race-2026-mem0-zep-letta-mempalace",
   "project": "Zep",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "The 2026 Agent Memory Race: Mem0 vs Zep vs Letta vs MemPalace | WOWHOW",
    "In 2026, four AI agent memory frameworks compete on real benchmarks: Mem0, Zep, Letta, and MemPalace.",
    "Zep leads on benchmark accuracy at 75.14% on LOCOMO."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://wowhow.cloud/blogs/agent-memory-race-2026-mem0-zep-letta-mempalace",
   "project": "Letta",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "The 2026 Agent Memory Race: Mem0 vs Zep vs Letta vs MemPalace | WOWHOW",
    "In 2026, four AI agent memory frameworks compete on real benchmarks: Mem0, Zep, Letta, and MemPalace.",
    "Letta handles unlimited-length agent sessions."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://wowhow.cloud/blogs/agent-memory-race-2026-mem0-zep-letta-mempalace",
   "project": "MemPalace",
   "repository": null,
   "stars": "36000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "The 2026 Agent Memory Race: Mem0 vs Zep vs Letta vs MemPalace | WOWHOW",
    "In 2026, four AI agent memory frameworks compete on real benchmarks: Mem0, Zep, Letta, and MemPalace.",
    "And MemPalace \u2014 which hit approximately 36,000 GitHub stars within five days of its April 5th launch \u2014 leads for local-first developers who need zero cloud cost."
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "The 2026 Agent Memory Race: Mem0 vs Zep vs Letta vs MemPalace | WOWHOW",
    "And MemPalace \u2014 which hit approximately 36,000 GitHub stars within five days of its April 5th launch \u2014 leads for local-first developers who need zero cloud cost."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/SylphAI-Inc/awesome-agents",
   "project": "llama-agentic-system",
   "repository": "https://github.com/meta-llama/llama-agentic-system",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# \ud83e\udd16 Awesome Agents",
    "Awesome Agents is a curated list of open-source tools and products to build AI agents.",
    "## Frameworks",
    "- [llama-agentic-system](https://github.com/meta-llama/llama-agentic-system): Agentic components of the Llama Stack APIs [![GitHub Repo stars](https://camo.githubusercontent.com/521094aab3396575e1e871cdaf6f33747d1e14baa2072b5edfc5284733bf58f2/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f6d6574612d6c6c616d612f6c6c616d612d6167656e7469632d73797374656d3f7374796c653d736f6369616c)](https://camo.githubusercontent.com/521094aab3396575e1e871cdaf6f33747d1e14baa2072b5edfc5284733bf58f2/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f6d6574612d6c6c616d612f6c6c616d612d6167656e7469632d73797374656d3f7374796c653d736f6369616c)"
   ],
   "repository_evidence": [
    "# \ud83e\udd16 Awesome Agents",
    "Awesome Agents is a curated list of open-source tools and products to build AI agents.",
    "## Frameworks",
    "- [llama-agentic-system](https://github.com/meta-llama/llama-agentic-system): Agentic components of the Llama Stack APIs [![GitHub Repo stars](https://camo.githubusercontent.com/521094aab3396575e1e871cdaf6f33747d1e14baa2072b5edfc5284733bf58f2/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f6d6574612d6c6c616d612f6c6c616d612d6167656e7469632d73797374656d3f7374796c653d736f6369616c)](https://camo.githubusercontent.com/521094aab3396575e1e871cdaf6f33747d1e14baa2072b5edfc5284733bf58f2/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f6d6574612d6c6c616d612f6c6c616d612d6167656e7469632d73797374656d3f7374796c653d736f6369616c)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://aitools.flocci.in/tool/skyvern",
   "project": "Skyvern",
   "repository": null,
   "stars": "22700",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Skyvern",
    "Skyvern is listed under Browser & Computer-Use Agents, in the AI Agents & Automation category on Flocci AI Tools."
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# Skyvern",
    "- 22,700+ GitHub stars, self-hostable via Docker"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://aitools.flocci.in/tool/skyvern",
   "project": "Playwright MCP",
   "repository": null,
   "stars": "36000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Playwright MCP is the closest free alternative: it sits in the same Browser & Computer-Use Agents sub-category and is free.",
    "- Official Microsoft MCP server exposing Playwright browser control to any MCP client"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "- Official Microsoft MCP server exposing Playwright browser control to any MCP client",
    "- 36k+ GitHub stars, Apache-2.0 licensed"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://prompts.brightcoding.dev/blog/evocua-is-1-on-osworld-why-top-devs-are-ditching-their-old-gui-agents",
   "project": "EvoCUA",
   "repository": "https://github.com/meituan/EvoCUA",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## EvoCUA Is #1 on OSWorld: Why Top Devs Are Ditching Their Old GUI Agents",
    "**EvoCUA**, an open-source computer use agent that crushed the OSWorld benchmark with **56.7% task completion**\u2014making it the **#1 open-source model** in the most rigorous test of real-world desktop automation."
   ],
   "repository_evidence": [
    "## EvoCUA Is #1 on OSWorld: Why Top Devs Are Ditching Their Old GUI Agents",
    "And it's available **right now** on [GitHub](https://github.com/meituan/EvoCUA)."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/Doithoo/OpenManus",
   "project": "OpenManus",
   "repository": "https://github.com/FoundationAgents/OpenManus",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Doithoo/OpenManus",
    "# \ud83d\udc4b OpenManus"
   ],
   "repository_evidence": [
    "# Doithoo/OpenManus",
    "git clone https://github.com/FoundationAgents/OpenManus.git cd OpenManus"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/Doithoo/OpenManus",
   "project": "OpenManus-RL",
   "repository": "https://github.com/OpenManus/OpenManus-RL",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "We're also excited to introduce [OpenManus-RL](https://github.com/OpenManus/OpenManus-RL), an open-source project dedicated to reinforcement learning (RL)- based (such as GRPO) tuning methods for LLM agents, developed collaboratively by researchers from UIUC and OpenManus."
   ],
   "repository_evidence": [
    "We're also excited to introduce [OpenManus-RL](https://github.com/OpenManus/OpenManus-RL), an open-source project dedicated to reinforcement learning (RL)- based (such as GRPO) tuning methods for LLM agents, developed collaboratively by researchers from UIUC and OpenManus."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/Doithoo/OpenManus",
   "project": "MetaGPT",
   "repository": "https://github.com/geekan/MetaGPT",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Our team members [@Xinbin Liang](https://github.com/mannaandpoem) and [@Jinyu Xiang](https://github.com/XiangJinyu) (core authors), along with [@Zhaoyang Yu](https://github.com/MoshiQAQ), [@Jiayi Zhang](https://github.com/didiforgithub), and [@Sirui Hong](https://github.com/stellaHSR), we are from [@MetaGPT](https://github.com/geekan/MetaGPT)."
   ],
   "repository_evidence": [
    "Our team members [@Xinbin Liang](https://github.com/mannaandpoem) and [@Jinyu Xiang](https://github.com/XiangJinyu) (core authors), along with [@Zhaoyang Yu](https://github.com/MoshiQAQ), [@Jiayi Zhang](https://github.com/didiforgithub), and [@Sirui Hong](https://github.com/stellaHSR), we are from [@MetaGPT](https://github.com/geekan/MetaGPT)."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/Doithoo/OpenManus",
   "project": "anthropic-computer-use",
   "repository": "https://github.com/anthropics/anthropic-quickstarts/tree/main/computer-use-demo",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": null,
   "repository_evidence": [
    "Thanks to [anthropic-computer-use](https://github.com/anthropics/anthropic-quickstarts/tree/main/computer-use-demo) and [browser-use](https://github.com/browser-use/browser-use) for providing basic support for this project!"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/Doithoo/OpenManus",
   "project": "browser-use",
   "repository": "https://github.com/browser-use/browser-use",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": null,
   "repository_evidence": [
    "Thanks to [anthropic-computer-use](https://github.com/anthropics/anthropic-quickstarts/tree/main/computer-use-demo) and [browser-use](https://github.com/browser-use/browser-use) for providing basic support for this project!"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/Doithoo/OpenManus",
   "project": "AAAJ",
   "repository": "https://github.com/metauto-ai/agent-as-a-judge",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": null,
   "repository_evidence": [
    "Additionally, we are grateful to [AAAJ](https://github.com/metauto-ai/agent-as-a-judge), [MetaGPT](https://github.com/geekan/MetaGPT), [OpenHands](https://github.com/All-Hands-AI/OpenHands) and [SWE-agent](https://github.com/SWE-agent/SWE-agent)."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/Doithoo/OpenManus",
   "project": "OpenHands",
   "repository": "https://github.com/All-Hands-AI/OpenHands",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": null,
   "repository_evidence": [
    "Additionally, we are grateful to [AAAJ](https://github.com/metauto-ai/agent-as-a-judge), [MetaGPT](https://github.com/geekan/MetaGPT), [OpenHands](https://github.com/All-Hands-AI/OpenHands) and [SWE-agent](https://github.com/SWE-agent/SWE-agent)."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/Doithoo/OpenManus",
   "project": "SWE-agent",
   "repository": "https://github.com/SWE-agent/SWE-agent",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": null,
   "repository_evidence": [
    "Additionally, we are grateful to [AAAJ](https://github.com/metauto-ai/agent-as-a-judge), [MetaGPT](https://github.com/geekan/MetaGPT), [OpenHands](https://github.com/All-Hands-AI/OpenHands) and [SWE-agent](https://github.com/SWE-agent/SWE-agent)."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://aireporter.live/reads/3327",
   "project": "Ollama",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# 7 Python Frameworks Transforming Local AI Agents in 2026",
    "Let's dissect seven Python frameworks that are solving this problem, enabling engineers to build, coordinate, and run AI agents locally.",
    "## 1. Ollama: The 'Docker for Language Models'",
    "Ollama is the foundation everything else is built on."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://aireporter.live/reads/3327",
   "project": "Smolagents",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# 7 Python Frameworks Transforming Local AI Agents in 2026",
    "Let's dissect seven Python frameworks that are solving this problem, enabling engineers to build, coordinate, and run AI agents locally.",
    "## 2. Smolagents: When Every Line of Agent Logic Matters",
    "Smolagents, from Hugging Face, is the antithesis of black-box frameworks."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://aireporter.live/reads/3327",
   "project": "PydanticAI",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# 7 Python Frameworks Transforming Local AI Agents in 2026",
    "Let's dissect seven Python frameworks that are solving this problem, enabling engineers to build, coordinate, and run AI agents locally.",
    "## 3. PydanticAI: Type Safety for the Thinking Machine",
    "PydanticAI, from the team behind Pydantic, solves this with ruthless type enforcement:"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://aireporter.live/reads/3327",
   "project": "CrewAI",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# 7 Python Frameworks Transforming Local AI Agents in 2026",
    "Let's dissect seven Python frameworks that are solving this problem, enabling engineers to build, coordinate, and run AI agents locally.",
    "## 4. CrewAI: Multi-Agent Collaboration, Simplified",
    "When you need multiple agents working together, CrewAI is often the first stop."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://aireporter.live/reads/3327",
   "project": "AgentScope",
   "repository": null,
   "stars": "27300",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# 7 Python Frameworks Transforming Local AI Agents in 2026",
    "Let's dissect seven Python frameworks that are solving this problem, enabling engineers to build, coordinate, and run AI agents locally.",
    "## 5. AgentScope: Production-Grade Local Deployment",
    "AgentScope 2.0 isn't just production-ready, it treats local deployment as a first-class citizen."
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# 7 Python Frameworks Transforming Local AI Agents in 2026",
    "Let's dissect seven Python frameworks that are solving this problem, enabling engineers to build, coordinate, and run AI agents locally.",
    "## 5. AgentScope: Production-Grade Local Deployment",
    "With over 27,300 GitHub stars and two peer-reviewed papers backing its design, it's a comprehensive solution for teams building multi-agent systems that actually ship."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://aireporter.live/reads/3327",
   "project": "LangGraph",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# 7 Python Frameworks Transforming Local AI Agents in 2026",
    "Let's dissect seven Python frameworks that are solving this problem, enabling engineers to build, coordinate, and run AI agents locally.",
    "## 6. LangGraph: Stateful Agents That Survive Reboots",
    "LangGraph has become the default choice for anything stateful, branching, or recoverable in the agent world."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://aireporter.live/reads/3327",
   "project": "Microsoft Agent Framework",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# 7 Python Frameworks Transforming Local AI Agents in 2026",
    "Let's dissect seven Python frameworks that are solving this problem, enabling engineers to build, coordinate, and run AI agents locally.",
    "## 7. Microsoft Agent Framework: Enterprise Control Meets Local Deployment",
    "For organizations that need serious governance and middleware features but still want the option of local infrastructure, Microsoft Agent Framework (the unified successor to AutoGen and Semantic Kernel) bridges the gap."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/NousResearch/agent-governance-toolkit/blob/main/agent-governance-python/agent-os",
   "project": "Dify",
   "repository": "https://github.com/langgenius/dify-plugins/pull/2060",
   "stars": "65000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "| Framework | Stars | Status | Link |",
    "| **Dify** | 65K \u2b50 | \u2705 Merged | [dify-plugins#2060](https://github.com/langgenius/dify-plugins/pull/2060) |"
   ],
   "repository_evidence": [
    "| Framework | Stars | Status | Link |",
    "| **Dify** | 65K \u2b50 | \u2705 Merged | [dify-plugins#2060](https://github.com/langgenius/dify-plugins/pull/2060) |"
   ],
   "stars_evidence": [
    "| Framework | Stars | Status | Link |",
    "| **Dify** | 65K \u2b50 | \u2705 Merged | [dify-plugins#2060](https://github.com/langgenius/dify-plugins/pull/2060) |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/NousResearch/agent-governance-toolkit/blob/main/agent-governance-python/agent-os",
   "project": "LlamaIndex",
   "repository": "https://github.com/run-llama/llama_index/pull/20644",
   "stars": "47000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "| Framework | Stars | Status | Link |",
    "| **LlamaIndex** | 47K \u2b50 | \u2705 Merged | [llama_index#20644](https://github.com/run-llama/llama_index/pull/20644) |"
   ],
   "repository_evidence": [
    "| Framework | Stars | Status | Link |",
    "| **LlamaIndex** | 47K \u2b50 | \u2705 Merged | [llama_index#20644](https://github.com/run-llama/llama_index/pull/20644) |"
   ],
   "stars_evidence": [
    "| Framework | Stars | Status | Link |",
    "| **LlamaIndex** | 47K \u2b50 | \u2705 Merged | [llama_index#20644](https://github.com/run-llama/llama_index/pull/20644) |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/NousResearch/agent-governance-toolkit/blob/main/agent-governance-python/agent-os",
   "project": "Microsoft Agent-Lightning",
   "repository": "https://github.com/microsoft/agent-governance-python/agent-lightning/pull/478",
   "stars": "15000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "| Framework | Stars | Status | Link |",
    "| **Microsoft Agent-Lightning** | 15K \u2b50 | \u2705 Merged | [agent-lightning#478](https://github.com/microsoft/agent-governance-python/agent-lightning/pull/478) |"
   ],
   "repository_evidence": [
    "| Framework | Stars | Status | Link |",
    "| **Microsoft Agent-Lightning** | 15K \u2b50 | \u2705 Merged | [agent-lightning#478](https://github.com/microsoft/agent-governance-python/agent-lightning/pull/478) |"
   ],
   "stars_evidence": [
    "| Framework | Stars | Status | Link |",
    "| **Microsoft Agent-Lightning** | 15K \u2b50 | \u2705 Merged | [agent-lightning#478](https://github.com/microsoft/agent-governance-python/agent-lightning/pull/478) |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/NousResearch/agent-governance-toolkit/blob/main/agent-governance-python/agent-os",
   "project": "LangGraph",
   "repository": "https://pypi.org/project/langgraph-trust/",
   "stars": "24000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "| Framework | Stars | Status | Link |",
    "| **LangGraph** | 24K \u2b50 | \ud83d\udce6 Published on PyPI | [langgraph-trust](https://pypi.org/project/langgraph-trust/) |"
   ],
   "repository_evidence": [
    "| Framework | Stars | Status | Link |",
    "| **LangGraph** | 24K \u2b50 | \ud83d\udce6 Published on PyPI | [langgraph-trust](https://pypi.org/project/langgraph-trust/) |"
   ],
   "stars_evidence": [
    "| Framework | Stars | Status | Link |",
    "| **LangGraph** | 24K \u2b50 | \ud83d\udce6 Published on PyPI | [langgraph-trust](https://pypi.org/project/langgraph-trust/) |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/NousResearch/agent-governance-toolkit/blob/main/agent-governance-python/agent-os",
   "project": "OpenAI Agents SDK",
   "repository": "https://pypi.org/project/agentmesh-openai-agents-trust/",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "| Framework | Stars | Status | Link |",
    "| **OpenAI Agents SDK** | \u2014 | \ud83d\udce6 Published on PyPI | [agentmesh-openai-agents-trust](https://pypi.org/project/agentmesh-openai-agents-trust/) |"
   ],
   "repository_evidence": [
    "| Framework | Stars | Status | Link |",
    "| **OpenAI Agents SDK** | \u2014 | \ud83d\udce6 Published on PyPI | [agentmesh-openai-agents-trust](https://pypi.org/project/agentmesh-openai-agents-trust/) |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/NousResearch/agent-governance-toolkit/blob/main/agent-governance-python/agent-os",
   "project": "OpenClaw",
   "repository": "https://clawhub.ai/microsoft/agentmesh-governance",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "| Framework | Stars | Status | Link |",
    "| **OpenClaw** | \u2014 | \ud83d\udce6 Published on ClawHub | [agentmesh-governance](https://clawhub.ai/microsoft/agentmesh-governance) |"
   ],
   "repository_evidence": [
    "| Framework | Stars | Status | Link |",
    "| **OpenClaw** | \u2014 | \ud83d\udce6 Published on ClawHub | [agentmesh-governance](https://clawhub.ai/microsoft/agentmesh-governance) |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/NousResearch/agent-governance-toolkit/blob/main/agent-governance-python/agent-os",
   "project": "AutoGen",
   "repository": "https://github.com/microsoft/autogen/issues/7242",
   "stars": "54000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "**\ud83d\udccb Proposals under review at 10+ frameworks (click to expand)**",
    "| Framework | Stars | Proposal |",
    "| AutoGen | 54K \u2b50 | [microsoft/autogen#7242](https://github.com/microsoft/autogen/issues/7242) |"
   ],
   "repository_evidence": [
    "**\ud83d\udccb Proposals under review at 10+ frameworks (click to expand)**",
    "| Framework | Stars | Proposal |",
    "| AutoGen | 54K \u2b50 | [microsoft/autogen#7242](https://github.com/microsoft/autogen/issues/7242) |"
   ],
   "stars_evidence": [
    "**\ud83d\udccb Proposals under review at 10+ frameworks (click to expand)**",
    "| Framework | Stars | Proposal |",
    "| AutoGen | 54K \u2b50 | [microsoft/autogen#7242](https://github.com/microsoft/autogen/issues/7242) |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/NousResearch/agent-governance-toolkit/blob/main/agent-governance-python/agent-os",
   "project": "CrewAI",
   "repository": "https://github.com/crewAIInc/crewAI/issues/4502",
   "stars": "44000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "**\ud83d\udccb Proposals under review at 10+ frameworks (click to expand)**",
    "| Framework | Stars | Proposal |",
    "| CrewAI | 44K \u2b50 | [crewAIInc/crewAI#4502](https://github.com/crewAIInc/crewAI/issues/4502) |"
   ],
   "repository_evidence": [
    "**\ud83d\udccb Proposals under review at 10+ frameworks (click to expand)**",
    "| Framework | Stars | Proposal |",
    "| CrewAI | 44K \u2b50 | [crewAIInc/crewAI#4502](https://github.com/crewAIInc/crewAI/issues/4502) |"
   ],
   "stars_evidence": [
    "**\ud83d\udccb Proposals under review at 10+ frameworks (click to expand)**",
    "| Framework | Stars | Proposal |",
    "| CrewAI | 44K \u2b50 | [crewAIInc/crewAI#4502](https://github.com/crewAIInc/crewAI/issues/4502) |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/NousResearch/agent-governance-toolkit/blob/main/agent-governance-python/agent-os",
   "project": "Haystack",
   "repository": "https://github.com/deepset-ai/haystack/issues/10615",
   "stars": "22000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "**\ud83d\udccb Proposals under review at 10+ frameworks (click to expand)**",
    "| Framework | Stars | Proposal |",
    "| Haystack | 22K \u2b50 | [deepset-ai/haystack#10615](https://github.com/deepset-ai/haystack/issues/10615) |"
   ],
   "repository_evidence": [
    "**\ud83d\udccb Proposals under review at 10+ frameworks (click to expand)**",
    "| Framework | Stars | Proposal |",
    "| Haystack | 22K \u2b50 | [deepset-ai/haystack#10615](https://github.com/deepset-ai/haystack/issues/10615) |"
   ],
   "stars_evidence": [
    "**\ud83d\udccb Proposals under review at 10+ frameworks (click to expand)**",
    "| Framework | Stars | Proposal |",
    "| Haystack | 22K \u2b50 | [deepset-ai/haystack#10615](https://github.com/deepset-ai/haystack/issues/10615) |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/NousResearch/agent-governance-toolkit/blob/main/agent-governance-python/agent-os",
   "project": "Semantic Kernel",
   "repository": "https://github.com/microsoft/semantic-kernel/issues/13556",
   "stars": "27000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "**\ud83d\udccb Proposals under review at 10+ frameworks (click to expand)**",
    "| Framework | Stars | Proposal |",
    "| Semantic Kernel | 27K \u2b50 | [microsoft/semantic-kernel#13556](https://github.com/microsoft/semantic-kernel/issues/13556) |"
   ],
   "repository_evidence": [
    "**\ud83d\udccb Proposals under review at 10+ frameworks (click to expand)**",
    "| Framework | Stars | Proposal |",
    "| Semantic Kernel | 27K \u2b50 | [microsoft/semantic-kernel#13556](https://github.com/microsoft/semantic-kernel/issues/13556) |"
   ],
   "stars_evidence": [
    "**\ud83d\udccb Proposals under review at 10+ frameworks (click to expand)**",
    "| Framework | Stars | Proposal |",
    "| Semantic Kernel | 27K \u2b50 | [microsoft/semantic-kernel#13556](https://github.com/microsoft/semantic-kernel/issues/13556) |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/NousResearch/agent-governance-toolkit/blob/main/agent-governance-python/agent-os",
   "project": "smolagents",
   "repository": "https://github.com/huggingface/smolagents/issues/1989",
   "stars": "25000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "**\ud83d\udccb Proposals under review at 10+ frameworks (click to expand)**",
    "| Framework | Stars | Proposal |",
    "| smolagents | 25K \u2b50 | \u2705 Adapter built \u2014 [huggingface/smolagents#1989](https://github.com/huggingface/smolagents/issues/1989) |"
   ],
   "repository_evidence": [
    "**\ud83d\udccb Proposals under review at 10+ frameworks (click to expand)**",
    "| Framework | Stars | Proposal |",
    "| smolagents | 25K \u2b50 | \u2705 Adapter built \u2014 [huggingface/smolagents#1989](https://github.com/huggingface/smolagents/issues/1989) |"
   ],
   "stars_evidence": [
    "**\ud83d\udccb Proposals under review at 10+ frameworks (click to expand)**",
    "| Framework | Stars | Proposal |",
    "| smolagents | 25K \u2b50 | \u2705 Adapter built \u2014 [huggingface/smolagents#1989](https://github.com/huggingface/smolagents/issues/1989) |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/NousResearch/agent-governance-toolkit/blob/main/agent-governance-python/agent-os",
   "project": "Google ADK",
   "repository": "https://github.com/google/adk-python/issues/4517",
   "stars": "18000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "**\ud83d\udccb Proposals under review at 10+ frameworks (click to expand)**",
    "| Framework | Stars | Proposal |",
    "| Google ADK | 18K \u2b50 | \u2705 Adapter + GovernancePlugin \u2014 [google/adk-python#4517](https://github.com/google/adk-python/issues/4517) |"
   ],
   "repository_evidence": [
    "**\ud83d\udccb Proposals under review at 10+ frameworks (click to expand)**",
    "| Framework | Stars | Proposal |",
    "| Google ADK | 18K \u2b50 | \u2705 Adapter + GovernancePlugin \u2014 [google/adk-python#4517](https://github.com/google/adk-python/issues/4517) |"
   ],
   "stars_evidence": [
    "**\ud83d\udccb Proposals under review at 10+ frameworks (click to expand)**",
    "| Framework | Stars | Proposal |",
    "| Google ADK | 18K \u2b50 | \u2705 Adapter + GovernancePlugin \u2014 [google/adk-python#4517](https://github.com/google/adk-python/issues/4517) |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/NousResearch/agent-governance-toolkit/blob/main/agent-governance-python/agent-os",
   "project": "PydanticAI",
   "repository": "https://github.com/pydantic/pydantic-ai/issues/4335",
   "stars": "15000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "**\ud83d\udccb Proposals under review at 10+ frameworks (click to expand)**",
    "| Framework | Stars | Proposal |",
    "| PydanticAI | 15K \u2b50 | \u2705 Adapter built \u2014 [pydantic/pydantic-ai#4335](https://github.com/pydantic/pydantic-ai/issues/4335) |"
   ],
   "repository_evidence": [
    "**\ud83d\udccb Proposals under review at 10+ frameworks (click to expand)**",
    "| Framework | Stars | Proposal |",
    "| PydanticAI | 15K \u2b50 | \u2705 Adapter built \u2014 [pydantic/pydantic-ai#4335](https://github.com/pydantic/pydantic-ai/issues/4335) |"
   ],
   "stars_evidence": [
    "**\ud83d\udccb Proposals under review at 10+ frameworks (click to expand)**",
    "| Framework | Stars | Proposal |",
    "| PydanticAI | 15K \u2b50 | \u2705 Adapter built \u2014 [pydantic/pydantic-ai#4335](https://github.com/pydantic/pydantic-ai/issues/4335) |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/NousResearch/agent-governance-toolkit/blob/main/agent-governance-python/agent-os",
   "project": "OpenAI Agents SDK",
   "repository": "https://github.com/openai/openai-agents-python/issues/2515",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "**\ud83d\udccb Proposals under review at 10+ frameworks (click to expand)**",
    "| Framework | Stars | Proposal |",
    "| OpenAI Agents SDK | \u2014 | [openai/openai-agents-python#2515](https://github.com/openai/openai-agents-python/issues/2515) |"
   ],
   "repository_evidence": [
    "**\ud83d\udccb Proposals under review at 10+ frameworks (click to expand)**",
    "| Framework | Stars | Proposal |",
    "| OpenAI Agents SDK | \u2014 | [openai/openai-agents-python#2515](https://github.com/openai/openai-agents-python/issues/2515) |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/NousResearch/agent-governance-toolkit/blob/main/agent-governance-python/agent-os",
   "project": "A2A Protocol",
   "repository": "https://github.com/a2aproject/A2A/issues/1501",
   "stars": "21000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "**\ud83d\udccb Proposals under review at 10+ frameworks (click to expand)**",
    "| Framework | Stars | Proposal |",
    "| A2A Protocol | 21K \u2b50 | [a2aproject/A2A#1501](https://github.com/a2aproject/A2A/issues/1501) |"
   ],
   "repository_evidence": [
    "**\ud83d\udccb Proposals under review at 10+ frameworks (click to expand)**",
    "| Framework | Stars | Proposal |",
    "| A2A Protocol | 21K \u2b50 | [a2aproject/A2A#1501](https://github.com/a2aproject/A2A/issues/1501) |"
   ],
   "stars_evidence": [
    "**\ud83d\udccb Proposals under review at 10+ frameworks (click to expand)**",
    "| Framework | Stars | Proposal |",
    "| A2A Protocol | 21K \u2b50 | [a2aproject/A2A#1501](https://github.com/a2aproject/A2A/issues/1501) |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/NousResearch/agent-governance-toolkit/blob/main/agent-governance-python/agent-os",
   "project": "Oracle Agent Spec",
   "repository": "https://github.com/oracle/agent-spec/issues/105",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "**\ud83d\udccb Proposals under review at 10+ frameworks (click to expand)**",
    "| Framework | Stars | Proposal |",
    "| Oracle Agent Spec | \u2014 | [oracle/agent-spec#105](https://github.com/oracle/agent-spec/issues/105) |"
   ],
   "repository_evidence": [
    "**\ud83d\udccb Proposals under review at 10+ frameworks (click to expand)**",
    "| Framework | Stars | Proposal |",
    "| Oracle Agent Spec | \u2014 | [oracle/agent-spec#105](https://github.com/oracle/agent-spec/issues/105) |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/NousResearch/agent-governance-toolkit/blob/main/agent-governance-python/agent-os",
   "project": "AI Card Spec",
   "repository": "https://github.com/Agent-Card/ai-card/issues/16",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "**\ud83d\udccb Proposals under review at 10+ frameworks (click to expand)**",
    "| Framework | Stars | Proposal |",
    "| AI Card Spec | \u2014 | [agent-card/ai-card#16](https://github.com/Agent-Card/ai-card/issues/16) |"
   ],
   "repository_evidence": [
    "**\ud83d\udccb Proposals under review at 10+ frameworks (click to expand)**",
    "| Framework | Stars | Proposal |",
    "| AI Card Spec | \u2014 | [agent-card/ai-card#16](https://github.com/Agent-Card/ai-card/issues/16) |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://aipedia.wiki/tools/letta",
   "project": "Letta",
   "repository": "https://github.com/letta-ai/letta",
   "stars": "22000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Letta",
    "Letta is the open-source stateful agent platform formerly known as MemGPT."
   ],
   "repository_evidence": [
    "| **GitHub** | letta-ai/letta \u00b7 22K+ stars, 100+ contributors |",
    "## Key facts",
    "- [letta-ai/letta GitHub](https://github.com/letta-ai/letta): Apache-2.0 source and release history"
   ],
   "stars_evidence": [
    "| **GitHub** | letta-ai/letta \u00b7 22K+ stars, 100+ contributors |",
    "## Key facts"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/korchasa/awesome-ai-agents",
   "project": "agent-squad",
   "repository": "https://github.com/2FastLabs/agent-squad",
   "stars": "7638",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome AI Agents",
    "## AI Agent Frameworks & SDKs",
    "### Multi-Agent Collaboration Systems",
    "#### Multi-Agent Frameworks",
    "- [2FastLabs/agent-squad](https://github.com/2FastLabs/agent-squad) (7638 Python) - Agent Squad is a flexible, open-source framework for orchestrating multiple AI agents to manage complex conversations, featuring intelligent routing, context management, and dual language support."
   ],
   "repository_evidence": [
    "# Awesome AI Agents",
    "## AI Agent Frameworks & SDKs",
    "### Multi-Agent Collaboration Systems",
    "#### Multi-Agent Frameworks",
    "- [2FastLabs/agent-squad](https://github.com/2FastLabs/agent-squad) (7638 Python) - Agent Squad is a flexible, open-source framework for orchestrating multiple AI agents to manage complex conversations, featuring intelligent routing, context management, and dual language support."
   ],
   "stars_evidence": [
    "# Awesome AI Agents",
    "## AI Agent Frameworks & SDKs",
    "### Multi-Agent Collaboration Systems",
    "#### Multi-Agent Frameworks",
    "- [2FastLabs/agent-squad](https://github.com/2FastLabs/agent-squad) (7638 Python) - Agent Squad is a flexible, open-source framework for orchestrating multiple AI agents to manage complex conversations, featuring intelligent routing, context management, and dual language support."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://theairuntime.com/p/the-complete-field-guide-to-browser",
   "project": "Libretto",
   "repository": "https://github.com/saffron-health/libretto",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "The Complete Field Guide to Browser Harnesses in 2026",
    "Topology one: code-first deterministic",
    "The reference open-source implementation is [Libretto](https://github.com/saffron-health/libretto), released by Saffron Health in October 2025."
   ],
   "repository_evidence": [
    "The Complete Field Guide to Browser Harnesses in 2026",
    "Topology one: code-first deterministic",
    "The reference open-source implementation is [Libretto](https://github.com/saffron-health/libretto), released by Saffron Health in October 2025."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://theairuntime.com/p/the-complete-field-guide-to-browser",
   "project": "Healenium",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "The Complete Field Guide to Browser Harnesses in 2026",
    "Topology one: code-first deterministic"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://theairuntime.com/p/the-complete-field-guide-to-browser",
   "project": "Browser Use",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "The Complete Field Guide to Browser Harnesses in 2026",
    "Topology two: NL-DSL hybrid"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://theairuntime.com/p/the-complete-field-guide-to-browser",
   "project": "AgentQL",
   "repository": "https://github.com/tinyfish-io/agentql",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "The Complete Field Guide to Browser Harnesses in 2026",
    "Topology two: NL-DSL hybrid"
   ],
   "repository_evidence": [
    "The Complete Field Guide to Browser Harnesses in 2026",
    "Topology two: NL-DSL hybrid",
    "[AgentQL](https://github.com/tinyfish-io/agentql), from TinyFish ($47M Series A led by ICONIQ Growth in August 2025), takes a different cut - a semantic query language that sits on top of Playwright and returns schema-typed structured data."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://theairuntime.com/p/the-complete-field-guide-to-browser",
   "project": "Skyvern",
   "repository": "https://github.com/Skyvern-AI/skyvern",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "The Complete Field Guide to Browser Harnesses in 2026",
    "Topology three: vision-LLM CUA"
   ],
   "repository_evidence": [
    "The Complete Field Guide to Browser Harnesses in 2026",
    "Topology three: vision-LLM CUA",
    "[Skyvern](https://github.com/Skyvern-AI/skyvern) is the reference open-source vision-CUA harness."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://theairuntime.com/p/the-complete-field-guide-to-browser",
   "project": "Browser Harness",
   "repository": "https://github.com/browser-use/browser-harness",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "The Complete Field Guide to Browser Harnesses in 2026",
    "Topology four: thin CDP"
   ],
   "repository_evidence": [
    "The Complete Field Guide to Browser Harnesses in 2026",
    "Topology four: thin CDP",
    "[Browser Harness](https://github.com/browser-use/browser-harness) (browser-use, January 2026) is roughly 600 lines of code."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://theairuntime.com/p/the-complete-field-guide-to-browser",
   "project": "Steel",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "The Complete Field Guide to Browser Harnesses in 2026",
    "The browser-as-a-service layer"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://theairuntime.com/p/the-complete-field-guide-to-browser",
   "project": "Crawlee library",
   "repository": "https://github.com/apify/crawlee",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "The Complete Field Guide to Browser Harnesses in 2026",
    "The browser-as-a-service layer",
    "The underlying [Crawlee library](https://github.com/apify/crawlee) (Apache-2.0) is the OSS substrate that many third-party scrapers run on."
   ],
   "repository_evidence": [
    "The Complete Field Guide to Browser Harnesses in 2026",
    "The browser-as-a-service layer",
    "The underlying [Crawlee library](https://github.com/apify/crawlee) (Apache-2.0) is the OSS substrate that many third-party scrapers run on."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://medium.com/@allahverdiyev.tural/ai-agents-in-business-2026-real-results-failures-cd4fd29897b4?sk=02d7a97dd9a3fd540d916bde43f71654",
   "project": "CrewAI",
   "repository": null,
   "stars": "44600",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "The open-source explosion spawned LangChain (which evolved into LangGraph for agent-specific workflows), CrewAI, Microsoft\u2019s AutoGen, and eventually official SDKs from OpenAI, Anthropic, and Google.",
    "Here\u2019s how the major options compare as of early 2026:",
    "CrewAIMulti-agent team coordinationEasiestSolid44,600+"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "Here\u2019s how the major options compare as of early 2026:",
    "CrewAIMulti-agent team coordinationEasiestSolid44,600+"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://toolscout.ai/repo/microsoft-ufo",
   "project": "UFO",
   "repository": "https://github.com/microsoft/UFO",
   "stars": "9078",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# UFO",
    "Build multi-device agent galaxies for complex workflows"
   ],
   "repository_evidence": [
    "[View on GitHub](https://github.com/microsoft/UFO)[ Save](/signin?returnTo=%2Frepo%2Fmicrosoft-ufo)[Visit homepage](https://microsoft.github.io/UFO/)"
   ],
   "stars_evidence": [
    "Stars",
    "9,078"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://toolscout.ai/repo/microsoft-ufo",
   "project": "hermes-agent",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## Similar repos",
    "[### hermes-agent\nNousResearch\nSelf-improving AI agent with a learning loop and multi-platform support\n199kPython35kChat & AI Assistants](/repo/nousresearch-hermes-agent)"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://toolscout.ai/repo/microsoft-ufo",
   "project": "AutoGPT",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## Similar repos",
    "[### AutoGPT\nSignificant-Gravitas\nAI agent that autonomously achieves goals with internet access\n185kPython46kDevelopment Tools](/repo/significant-gravitas-autogpt)"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://toolscout.ai/repo/microsoft-ufo",
   "project": "stable-diffusion-webui",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## Similar repos",
    "[### stable-diffusion-webui\nAUTOMATIC1111\nWeb UI for Stable Diffusion image generation and editing\n164kPython30kImage & Design](/repo/automatic1111-stable-diffusion-webui)"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://toolscout.ai/repo/microsoft-ufo",
   "project": "transformers",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## Similar repos",
    "[### transformers\nhuggingface\nFramework for state-of-the-art ML models in text, vision, audio, and multimodal tasks\n162kPython34kDevelopment Tools](/repo/huggingface-transformers)"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://toolscout.ai/repo/microsoft-ufo",
   "project": "langchain",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## Similar repos",
    "[### langchain\nlangchain-ai\nFramework for building LLM-powered applications and agents\n140kPython23kDevelopment Tools](/repo/langchain-ai-langchain)"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://toolscout.ai/repo/microsoft-ufo",
   "project": "open-webui",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## Similar repos",
    "[### open-webui\nopen-webui\nUser-friendly AI interface for Ollama, OpenAI API, and more\n143kPython20kChat & AI Assistants](/repo/open-webui-open-webui)"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://dibi8.com/resources/llm-frameworks/agno",
   "project": "Agno",
   "repository": "https://github.com/agno-agi/agno",
   "stars": "40233",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Agno: 40K+ Stars \u2014 Lightweight AI Agent Framework Deep Dive vs",
    "Agno is a lightweight open-source Python SDK for building AI agent platforms with 40K+ GitHub stars."
   ],
   "repository_evidence": [
    "- [Agno](https://github.com/agno-agi/agno)",
    "**Action items**: Clone the [Agno GitHub repository](https://github.com/agno-agi/agno), run your first agent, then deploy it to a [DigitalOcean](https://m.do.co/c/eca87ac14ee0) droplet using the Docker setup above."
   ],
   "stars_evidence": [
    "With **40,233 GitHub stars**, **452 contributors**, and a fresh Apache-2.0 license, it has become the go-to framework for Python teams shipping production agent systems."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://dibi8.com/resources/llm-frameworks/agno",
   "project": "CrewAI",
   "repository": "https://github.com/crewAIInc/crewAI",
   "stars": "51000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Comparison with Alternatives #",
    "| **GitHub Stars** | 40,233 | 51,000+ | 58,000+ | 96,000+ / 31,000+ |",
    "| Feature | Agno | CrewAI | AutoGen | LangChain + LangGraph |"
   ],
   "repository_evidence": [
    "- [CrewAI](https://github.com/crewAIInc/crewAI)"
   ],
   "stars_evidence": [
    "Comparison with Alternatives #",
    "| **GitHub Stars** | 40,233 | 51,000+ | 58,000+ | 96,000+ / 31,000+ |",
    "| Feature | Agno | CrewAI | AutoGen | LangChain + LangGraph |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://dibi8.com/resources/llm-frameworks/agno",
   "project": "AutoGen",
   "repository": "https://github.com/microsoft/autogen",
   "stars": "58000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Comparison with Alternatives #",
    "| **GitHub Stars** | 40,233 | 51,000+ | 58,000+ | 96,000+ / 31,000+ |",
    "| Feature | Agno | CrewAI | AutoGen | LangChain + LangGraph |"
   ],
   "repository_evidence": [
    "- [AutoGen](https://github.com/microsoft/autogen)"
   ],
   "stars_evidence": [
    "Comparison with Alternatives #",
    "| **GitHub Stars** | 40,233 | 51,000+ | 58,000+ | 96,000+ / 31,000+ |",
    "| Feature | Agno | CrewAI | AutoGen | LangChain + LangGraph |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://dibi8.com/resources/llm-frameworks/agno",
   "project": "LangChain",
   "repository": "https://github.com/langchain-ai/langchain",
   "stars": "96000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Comparison with Alternatives #",
    "| **GitHub Stars** | 40,233 | 51,000+ | 58,000+ | 96,000+ / 31,000+ |",
    "| Feature | Agno | CrewAI | AutoGen | LangChain + LangGraph |"
   ],
   "repository_evidence": [
    "- [LangChain](https://github.com/langchain-ai/langchain)"
   ],
   "stars_evidence": [
    "Comparison with Alternatives #",
    "| **GitHub Stars** | 40,233 | 51,000+ | 58,000+ | 96,000+ / 31,000+ |",
    "| Feature | Agno | CrewAI | AutoGen | LangChain + LangGraph |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://dibi8.com/resources/llm-frameworks/agno",
   "project": "LangGraph",
   "repository": "https://github.com/langchain-ai/langgraph",
   "stars": "31000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Comparison with Alternatives #",
    "| **GitHub Stars** | 40,233 | 51,000+ | 58,000+ | 96,000+ / 31,000+ |",
    "| Feature | Agno | CrewAI | AutoGen | LangChain + LangGraph |"
   ],
   "repository_evidence": [
    "- [LangGraph](https://github.com/langchain-ai/langgraph)"
   ],
   "stars_evidence": [
    "Comparison with Alternatives #",
    "| **GitHub Stars** | 40,233 | 51,000+ | 58,000+ | 96,000+ / 31,000+ |",
    "| Feature | Agno | CrewAI | AutoGen | LangChain + LangGraph |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/OdinManiac/OpenManus",
   "project": "OpenManus",
   "repository": "https://github.com/mannaandpoem/OpenManus",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# OdinManiac/OpenManus",
    "# \ud83d\udc4b OpenManus",
    "Manus is incredible, but OpenManus can achieve any idea without an *Invite Code* \ud83d\udeeb!"
   ],
   "repository_evidence": [
    "# OdinManiac/OpenManus",
    "[![GitHub stars](https://camo.githubusercontent.com/9e345b503a4e61ff27a7312a6af52703b8c0fe46d684b000cb2b8280a18b848c/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f6d616e6e61616e64706f656d2f4f70656e4d616e75733f7374796c653d736f6369616c)](https://github.com/mannaandpoem/OpenManus/stargazers)",
    "1. Clone the repository:\n\n```\n git clone https://github.com/mannaandpoem/OpenManus.git cd OpenManus\n```"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/OdinManiac/OpenManus",
   "project": "OpenManus-RL",
   "repository": "https://github.com/OpenManus/OpenManus-RL",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "We're also excited to introduce [OpenManus-RL](https://github.com/OpenManus/OpenManus-RL), an open-source project dedicated to reinforcement learning (RL)- based (such as GRPO) tuning methods for LLM agents, developed collaboratively by researchers from UIUC and OpenManus."
   ],
   "repository_evidence": [
    "We're also excited to introduce [OpenManus-RL](https://github.com/OpenManus/OpenManus-RL), an open-source project dedicated to reinforcement learning (RL)- based (such as GRPO) tuning methods for LLM agents, developed collaboratively by researchers from UIUC and OpenManus."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/OdinManiac/OpenManus",
   "project": "anthropic-computer-use",
   "repository": "https://github.com/anthropics/anthropic-quickstarts/tree/main/computer-use-demo",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## Acknowledgement",
    "Thanks to [anthropic-computer-use](https://github.com/anthropics/anthropic-quickstarts/tree/main/computer-use-demo) and [browser-use](https://github.com/browser-use/browser-use) for providing basic support for this project!"
   ],
   "repository_evidence": [
    "## Acknowledgement",
    "Thanks to [anthropic-computer-use](https://github.com/anthropics/anthropic-quickstarts/tree/main/computer-use-demo) and [browser-use](https://github.com/browser-use/browser-use) for providing basic support for this project!"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/OdinManiac/OpenManus",
   "project": "browser-use",
   "repository": "https://github.com/browser-use/browser-use",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## Acknowledgement",
    "Thanks to [anthropic-computer-use](https://github.com/anthropics/anthropic-quickstarts/tree/main/computer-use-demo) and [browser-use](https://github.com/browser-use/browser-use) for providing basic support for this project!"
   ],
   "repository_evidence": [
    "## Acknowledgement",
    "Thanks to [anthropic-computer-use](https://github.com/anthropics/anthropic-quickstarts/tree/main/computer-use-demo) and [browser-use](https://github.com/browser-use/browser-use) for providing basic support for this project!"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/OdinManiac/OpenManus",
   "project": "AAAJ",
   "repository": "https://github.com/metauto-ai/agent-as-a-judge",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## Acknowledgement",
    "Additionally, we are grateful to [AAAJ](https://github.com/metauto-ai/agent-as-a-judge), [MetaGPT](https://github.com/geekan/MetaGPT), [OpenHands](https://github.com/All-Hands-AI/OpenHands) and [SWE-agent](https://github.com/SWE-agent/SWE-agent)."
   ],
   "repository_evidence": [
    "## Acknowledgement",
    "Additionally, we are grateful to [AAAJ](https://github.com/metauto-ai/agent-as-a-judge), [MetaGPT](https://github.com/geekan/MetaGPT), [OpenHands](https://github.com/All-Hands-AI/OpenHands) and [SWE-agent](https://github.com/SWE-agent/SWE-agent)."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/OdinManiac/OpenManus",
   "project": "MetaGPT",
   "repository": "https://github.com/geekan/MetaGPT",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Our team members [@Xinbin Liang](https://github.com/mannaandpoem) and [@Jinyu Xiang](https://github.com/XiangJinyu) (core authors), along with [@Zhaoyang Yu](https://github.com/MoshiQAQ), [@Jiayi Zhang](https://github.com/didiforgithub), and [@Sirui Hong](https://github.com/stellaHSR), we are from [@MetaGPT](https://github.com/geekan/MetaGPT).",
    "## Acknowledgement",
    "Additionally, we are grateful to [AAAJ](https://github.com/metauto-ai/agent-as-a-judge), [MetaGPT](https://github.com/geekan/MetaGPT), [OpenHands](https://github.com/All-Hands-AI/OpenHands) and [SWE-agent](https://github.com/SWE-agent/SWE-agent)."
   ],
   "repository_evidence": [
    "Our team members [@Xinbin Liang](https://github.com/mannaandpoem) and [@Jinyu Xiang](https://github.com/XiangJinyu) (core authors), along with [@Zhaoyang Yu](https://github.com/MoshiQAQ), [@Jiayi Zhang](https://github.com/didiforgithub), and [@Sirui Hong](https://github.com/stellaHSR), we are from [@MetaGPT](https://github.com/geekan/MetaGPT).",
    "## Acknowledgement",
    "Additionally, we are grateful to [AAAJ](https://github.com/metauto-ai/agent-as-a-judge), [MetaGPT](https://github.com/geekan/MetaGPT), [OpenHands](https://github.com/All-Hands-AI/OpenHands) and [SWE-agent](https://github.com/SWE-agent/SWE-agent)."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/OdinManiac/OpenManus",
   "project": "OpenHands",
   "repository": "https://github.com/All-Hands-AI/OpenHands",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## Acknowledgement",
    "Additionally, we are grateful to [AAAJ](https://github.com/metauto-ai/agent-as-a-judge), [MetaGPT](https://github.com/geekan/MetaGPT), [OpenHands](https://github.com/All-Hands-AI/OpenHands) and [SWE-agent](https://github.com/SWE-agent/SWE-agent)."
   ],
   "repository_evidence": [
    "## Acknowledgement",
    "Additionally, we are grateful to [AAAJ](https://github.com/metauto-ai/agent-as-a-judge), [MetaGPT](https://github.com/geekan/MetaGPT), [OpenHands](https://github.com/All-Hands-AI/OpenHands) and [SWE-agent](https://github.com/SWE-agent/SWE-agent)."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/OdinManiac/OpenManus",
   "project": "SWE-agent",
   "repository": "https://github.com/SWE-agent/SWE-agent",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## Acknowledgement",
    "Additionally, we are grateful to [AAAJ](https://github.com/metauto-ai/agent-as-a-judge), [MetaGPT](https://github.com/geekan/MetaGPT), [OpenHands](https://github.com/All-Hands-AI/OpenHands) and [SWE-agent](https://github.com/SWE-agent/SWE-agent)."
   ],
   "repository_evidence": [
    "## Acknowledgement",
    "Additionally, we are grateful to [AAAJ](https://github.com/metauto-ai/agent-as-a-judge), [MetaGPT](https://github.com/geekan/MetaGPT), [OpenHands](https://github.com/All-Hands-AI/OpenHands) and [SWE-agent](https://github.com/SWE-agent/SWE-agent)."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/Jonyge/awesome-LLM-resources",
   "project": "AutoGen",
   "repository": "https://github.com/microsoft/autogen",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "1. [AutoGen](https://github.com/microsoft/autogen): AutoGen is a framework that enables the development of LLM applications using multiple agents that can converse with each other to solve tasks. [AutoGen AIStudio](https://autogen-studio.com/)"
   ],
   "repository_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "1. [AutoGen](https://github.com/microsoft/autogen): AutoGen is a framework that enables the development of LLM applications using multiple agents that can converse with each other to solve tasks. [AutoGen AIStudio](https://autogen-studio.com/)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/Jonyge/awesome-LLM-resources",
   "project": "CrewAI",
   "repository": "https://github.com/joaomdmoura/crewAI",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "2. [CrewAI](https://github.com/joaomdmoura/crewAI): Framework for orchestrating role-playing, autonomous AI agents. By fostering collaborative intelligence, CrewAI empowers agents to work together seamlessly, tackling complex tasks."
   ],
   "repository_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "2. [CrewAI](https://github.com/joaomdmoura/crewAI): Framework for orchestrating role-playing, autonomous AI agents. By fostering collaborative intelligence, CrewAI empowers agents to work together seamlessly, tackling complex tasks."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/Jonyge/awesome-LLM-resources",
   "project": "AgentGPT",
   "repository": "https://github.com/reworkd/AgentGPT",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "4. [AgentGPT](https://github.com/reworkd/AgentGPT): Assemble, configure, and deploy autonomous AI Agents in your browser."
   ],
   "repository_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "4. [AgentGPT](https://github.com/reworkd/AgentGPT): Assemble, configure, and deploy autonomous AI Agents in your browser."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/Jonyge/awesome-LLM-resources",
   "project": "XAgent",
   "repository": "https://github.com/OpenBMB/XAgent",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "5. [XAgent](https://github.com/OpenBMB/XAgent): An Autonomous LLM Agent for Complex Task Solving."
   ],
   "repository_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "5. [XAgent](https://github.com/OpenBMB/XAgent): An Autonomous LLM Agent for Complex Task Solving."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/Jonyge/awesome-LLM-resources",
   "project": "MobileAgent",
   "repository": "https://github.com/X-PLUG/MobileAgent",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "6. [MobileAgent](https://github.com/X-PLUG/MobileAgent): The Powerful Mobile Device Operation Assistant Family."
   ],
   "repository_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "6. [MobileAgent](https://github.com/X-PLUG/MobileAgent): The Powerful Mobile Device Operation Assistant Family."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/Jonyge/awesome-LLM-resources",
   "project": "Lagent",
   "repository": "https://github.com/InternLM/lagent",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "7. [Lagent](https://github.com/InternLM/lagent): A lightweight framework for building LLM-based agents."
   ],
   "repository_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "7. [Lagent](https://github.com/InternLM/lagent): A lightweight framework for building LLM-based agents."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/Jonyge/awesome-LLM-resources",
   "project": "Qwen-Agent",
   "repository": "https://github.com/QwenLM/Qwen-Agent",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "8. [Qwen-Agent](https://github.com/QwenLM/Qwen-Agent): Agent framework and applications built upon Qwen2, featuring Function Calling, Code Interpreter, RAG, and Chrome extension."
   ],
   "repository_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "8. [Qwen-Agent](https://github.com/QwenLM/Qwen-Agent): Agent framework and applications built upon Qwen2, featuring Function Calling, Code Interpreter, RAG, and Chrome extension."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/Jonyge/awesome-LLM-resources",
   "project": "agentUniverse",
   "repository": "https://github.com/alipay/agentUniverse",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "11. [agentUniverse](https://github.com/alipay/agentUniverse): agentUniverse is a LLM multi-agent framework that allows developers to easily build multi-agent applications. Furthermore, through the community, they can exchange and share practices of patterns across different domains."
   ],
   "repository_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "11. [agentUniverse](https://github.com/alipay/agentUniverse): agentUniverse is a LLM multi-agent framework that allows developers to easily build multi-agent applications. Furthermore, through the community, they can exchange and share practices of patterns across different domains."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/Jonyge/awesome-LLM-resources",
   "project": "LazyLLM",
   "repository": "https://github.com/LazyAGI/LazyLLM",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "12. [LazyLLM](https://github.com/LazyAGI/LazyLLM): \u4f4e\u4ee3\u7801\u6784\u5efa\u591aAgent\u5927\u6a21\u578b\u5e94\u7528\u7684\u5f00\u53d1\u5de5\u5177"
   ],
   "repository_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "12. [LazyLLM](https://github.com/LazyAGI/LazyLLM): \u4f4e\u4ee3\u7801\u6784\u5efa\u591aAgent\u5927\u6a21\u578b\u5e94\u7528\u7684\u5f00\u53d1\u5de5\u5177"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/Jonyge/awesome-LLM-resources",
   "project": "AgentScope",
   "repository": "https://github.com/modelscope/agentscope",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "13. [AgentScope](https://github.com/modelscope/agentscope): Start building LLM-empowered multi-agent applications in an easier way."
   ],
   "repository_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "13. [AgentScope](https://github.com/modelscope/agentscope): Start building LLM-empowered multi-agent applications in an easier way."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/Jonyge/awesome-LLM-resources",
   "project": "MoA",
   "repository": "https://github.com/togethercomputer/MoA",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "14. [MoA](https://github.com/togethercomputer/MoA): Mixture of Agents (MoA) is a novel approach that leverages the collective strengths of multiple LLMs to enhance performance, achieving state-of-the-art results."
   ],
   "repository_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "14. [MoA](https://github.com/togethercomputer/MoA): Mixture of Agents (MoA) is a novel approach that leverages the collective strengths of multiple LLMs to enhance performance, achieving state-of-the-art results."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/Jonyge/awesome-LLM-resources",
   "project": "Agently",
   "repository": "https://github.com/Maplemx/Agently",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "15. [Agently](https://github.com/Maplemx/Agently): AI Agent Application Development Framework."
   ],
   "repository_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "15. [Agently](https://github.com/Maplemx/Agently): AI Agent Application Development Framework."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/Jonyge/awesome-LLM-resources",
   "project": "OmAgent",
   "repository": "https://github.com/om-ai-lab/OmAgent",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "16. [OmAgent](https://github.com/om-ai-lab/OmAgent): A multimodal agent framework for solving complex tasks."
   ],
   "repository_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "16. [OmAgent](https://github.com/om-ai-lab/OmAgent): A multimodal agent framework for solving complex tasks."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/Jonyge/awesome-LLM-resources",
   "project": "Tribe",
   "repository": "https://github.com/StreetLamb/tribe",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "17. [Tribe](https://github.com/StreetLamb/tribe): No code tool to rapidly build and coordinate multi-agent teams."
   ],
   "repository_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "17. [Tribe](https://github.com/StreetLamb/tribe): No code tool to rapidly build and coordinate multi-agent teams."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/Jonyge/awesome-LLM-resources",
   "project": "CAMEL",
   "repository": "https://github.com/camel-ai/camel",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "18. [CAMEL](https://github.com/camel-ai/camel): First LLM multi-agent framework and an open-source community dedicated to finding the scaling law of agents."
   ],
   "repository_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "18. [CAMEL](https://github.com/camel-ai/camel): First LLM multi-agent framework and an open-source community dedicated to finding the scaling law of agents."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/Jonyge/awesome-LLM-resources",
   "project": "PraisonAI",
   "repository": "https://github.com/MervinPraison/PraisonAI/",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "19. [PraisonAI](https://github.com/MervinPraison/PraisonAI/): PraisonAI application combines AutoGen and CrewAI or similar frameworks into a low-code solution for building and managing multi-agent LLM systems, focusing on simplicity, customisation, and efficient human-agent collaboration."
   ],
   "repository_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "19. [PraisonAI](https://github.com/MervinPraison/PraisonAI/): PraisonAI application combines AutoGen and CrewAI or similar frameworks into a low-code solution for building and managing multi-agent LLM systems, focusing on simplicity, customisation, and efficient human-agent collaboration."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/Jonyge/awesome-LLM-resources",
   "project": "IoA",
   "repository": "https://github.com/openbmb/ioa",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "20. [IoA](https://github.com/openbmb/ioa): An open-source framework for collaborative AI agents, enabling diverse, distributed agents to team up and tackle complex tasks through internet-like connectivity."
   ],
   "repository_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "20. [IoA](https://github.com/openbmb/ioa): An open-source framework for collaborative AI agents, enabling diverse, distributed agents to team up and tackle complex tasks through internet-like connectivity."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/Jonyge/awesome-LLM-resources",
   "project": "llama-agentic-system",
   "repository": "https://github.com/meta-llama/llama-agentic-system",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "21. [llama-agentic-system ](https://github.com/meta-llama/llama-agentic-system): Agentic components of the Llama Stack APIs."
   ],
   "repository_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "21. [llama-agentic-system ](https://github.com/meta-llama/llama-agentic-system): Agentic components of the Llama Stack APIs."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/Jonyge/awesome-LLM-resources",
   "project": "Agent Zero",
   "repository": "https://github.com/frdel/agent-zero",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "22. [Agent Zero](https://github.com/frdel/agent-zero): Agent Zero is not a predefined agentic framework. It is designed to be dynamic, organically growing, and learning as you use it."
   ],
   "repository_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "22. [Agent Zero](https://github.com/frdel/agent-zero): Agent Zero is not a predefined agentic framework. It is designed to be dynamic, organically growing, and learning as you use it."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/Jonyge/awesome-LLM-resources",
   "project": "Agents",
   "repository": "https://github.com/aiwaves-cn/agents",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "23. [Agents](https://github.com/aiwaves-cn/agents): An Open-source Framework for Data-centric, Self-evolving Autonomous Language Agents."
   ],
   "repository_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "23. [Agents](https://github.com/aiwaves-cn/agents): An Open-source Framework for Data-centric, Self-evolving Autonomous Language Agents."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/Jonyge/awesome-LLM-resources",
   "project": "AgentScope",
   "repository": "https://github.com/modelscope/agentscope",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "24. [AgentScope](https://github.com/modelscope/agentscope): Start building LLM-empowered multi-agent applications in an easier way."
   ],
   "repository_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "24. [AgentScope](https://github.com/modelscope/agentscope): Start building LLM-empowered multi-agent applications in an easier way."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/Jonyge/awesome-LLM-resources",
   "project": "FastAgency",
   "repository": "https://github.com/airtai/fastagency",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "25. [FastAgency](https://github.com/airtai/fastagency): The fastest way to bring multi-agent workflows to production."
   ],
   "repository_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "25. [FastAgency](https://github.com/airtai/fastagency): The fastest way to bring multi-agent workflows to production."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/Jonyge/awesome-LLM-resources",
   "project": "Swarm",
   "repository": "https://github.com/openai/swarm",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "26. [Swarm](https://github.com/openai/swarm): Framework for building, orchestrating and deploying multi-agent systems. Managed by OpenAI Solutions team. Experimental framework."
   ],
   "repository_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "26. [Swarm](https://github.com/openai/swarm): Framework for building, orchestrating and deploying multi-agent systems. Managed by OpenAI Solutions team. Experimental framework."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/Jonyge/awesome-LLM-resources",
   "project": "Agent-S",
   "repository": "https://github.com/simular-ai/Agent-S",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "27. [Agent-S](https://github.com/simular-ai/Agent-S): an open agentic framework that uses computers like a human."
   ],
   "repository_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "27. [Agent-S](https://github.com/simular-ai/Agent-S): an open agentic framework that uses computers like a human."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/Jonyge/awesome-LLM-resources",
   "project": "PydanticAI",
   "repository": "https://github.com/pydantic/pydantic-ai",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "28. [PydanticAI](https://github.com/pydantic/pydantic-ai): Agent Framework / shim to use Pydantic with LLMs."
   ],
   "repository_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "28. [PydanticAI](https://github.com/pydantic/pydantic-ai): Agent Framework / shim to use Pydantic with LLMs."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/Jonyge/awesome-LLM-resources",
   "project": "Agentarium",
   "repository": "https://github.com/Thytu/Agentarium",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "29. [Agentarium](https://github.com/Thytu/Agentarium): open-source framework for creating and managing simulations populated with AI-powered agents."
   ],
   "repository_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "29. [Agentarium](https://github.com/Thytu/Agentarium): open-source framework for creating and managing simulations populated with AI-powered agents."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/Jonyge/awesome-LLM-resources",
   "project": "smolagents",
   "repository": "https://github.com/huggingface/smolagents",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "30. [smolagents](https://github.com/huggingface/smolagents): a barebones library for agents. Agents write python code to call tools and orchestrate other agents."
   ],
   "repository_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "30. [smolagents](https://github.com/huggingface/smolagents): a barebones library for agents. Agents write python code to call tools and orchestrate other agents."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/Jonyge/awesome-LLM-resources",
   "project": "Cooragent",
   "repository": "https://github.com/LeapLabTHU/cooragent",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "31. [Cooragent](https://github.com/LeapLabTHU/cooragent): Cooragent is an AI agent collaboration community."
   ],
   "repository_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "31. [Cooragent](https://github.com/LeapLabTHU/cooragent): Cooragent is an AI agent collaboration community."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/Jonyge/awesome-LLM-resources",
   "project": "Agno",
   "repository": "https://github.com/agno-agi/agno",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "32. [Agno](https://github.com/agno-agi/agno): Agno is a lightweight library for building Agents with memory, knowledge, tools and reasoning."
   ],
   "repository_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "32. [Agno](https://github.com/agno-agi/agno): Agno is a lightweight library for building Agents with memory, knowledge, tools and reasoning."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/Jonyge/awesome-LLM-resources",
   "project": "Suna",
   "repository": "https://github.com/kortix-ai/suna",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "33. [Suna](https://github.com/kortix-ai/suna): Open Source Generalist AI Agent."
   ],
   "repository_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "33. [Suna](https://github.com/kortix-ai/suna): Open Source Generalist AI Agent."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/Jonyge/awesome-LLM-resources",
   "project": "rowboat",
   "repository": "https://github.com/rowboatlabs/rowboat",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "34. [rowboat](https://github.com/rowboatlabs/rowboat): Let AI build multi-agent workflows for you in minutes."
   ],
   "repository_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "34. [rowboat](https://github.com/rowboatlabs/rowboat): Let AI build multi-agent workflows for you in minutes."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/Jonyge/awesome-LLM-resources",
   "project": "EvoAgentX",
   "repository": "https://github.com/EvoAgentX/EvoAgentX",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "35. [EvoAgentX](https://github.com/EvoAgentX/EvoAgentX): Building a Self-Evolving Ecosystem of AI Agents."
   ],
   "repository_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "35. [EvoAgentX](https://github.com/EvoAgentX/EvoAgentX): Building a Self-Evolving Ecosystem of AI Agents."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/Jonyge/awesome-LLM-resources",
   "project": "ii-agent",
   "repository": "https://github.com/Intelligent-Internet/ii-agent",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "36. [ii-agent](https://github.com/Intelligent-Internet/ii-agent): a new open-source framework to build and deploy intelligent agents."
   ],
   "repository_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "36. [ii-agent](https://github.com/Intelligent-Internet/ii-agent): a new open-source framework to build and deploy intelligent agents."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/Jonyge/awesome-LLM-resources",
   "project": "OWL",
   "repository": "https://github.com/camel-ai/owl",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "37. [OWL](https://github.com/camel-ai/owl): Optimized Workforce Learning for General Multi-Agent Assistance in Real-World Task Automation."
   ],
   "repository_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "37. [OWL](https://github.com/camel-ai/owl): Optimized Workforce Learning for General Multi-Agent Assistance in Real-World Task Automation."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/Jonyge/awesome-LLM-resources",
   "project": "OpenManus",
   "repository": "https://github.com/FoundationAgents/OpenManus",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "38. [OpenManus](https://github.com/FoundationAgents/OpenManus): No fortress, purely open ground. OpenManus is Coming."
   ],
   "repository_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "38. [OpenManus](https://github.com/FoundationAgents/OpenManus): No fortress, purely open ground. OpenManus is Coming."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://chatforest.com/guides/mcp-ai-frameworks-langchain-langgraph-crewai",
   "project": "LangChain",
   "repository": "https://github.com/langchain-ai/langchain-mcp-adapters",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Developer GuidePublished Mar 29, 2026 \u00b7 Updated Apr 16, 2026",
    "# MCP and AI Frameworks: How LangChain, LangGraph, CrewAI, LlamaIndex, and 10+ Frameworks Integrate the Model Context Protocol",
    "LangChain\u2019s MCP integration lives in the [`langchain-mcp-adapters`](https://github.com/langchain-ai/langchain-mcp-adapters) package, one of the most mature MCP framework adapters in the ecosystem."
   ],
   "repository_evidence": [
    "Developer GuidePublished Mar 29, 2026 \u00b7 Updated Apr 16, 2026",
    "# MCP and AI Frameworks: How LangChain, LangGraph, CrewAI, LlamaIndex, and 10+ Frameworks Integrate the Model Context Protocol",
    "LangChain\u2019s MCP integration lives in the [`langchain-mcp-adapters`](https://github.com/langchain-ai/langchain-mcp-adapters) package, one of the most mature MCP framework adapters in the ecosystem."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://dev.to/mr_manushukla/ai-agent-memory-in-2026-mem0-vs-zep-vs-letta-vs-cloudflare-compared-on-price-benchmarks-and-fit-2n8m",
   "project": "Graphiti",
   "repository": "https://github.com/getzep/graphiti",
   "stars": "20000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "AI agent memory in 2026: Mem0 vs Zep vs Letta vs Cloudflare compared on price, benchmarks and fit",
    "Zep stores memory as a temporal knowledge graph through its Graphiti engine, which has passed 20,000 GitHub stars.",
    "7. [Graphiti temporal knowledge graph (GitHub)](https://github.com/getzep/graphiti)"
   ],
   "repository_evidence": [
    "AI agent memory in 2026: Mem0 vs Zep vs Letta vs Cloudflare compared on price, benchmarks and fit",
    "7. [Graphiti temporal knowledge graph (GitHub)](https://github.com/getzep/graphiti)"
   ],
   "stars_evidence": [
    "AI agent memory in 2026: Mem0 vs Zep vs Letta vs Cloudflare compared on price, benchmarks and fit",
    "Zep stores memory as a temporal knowledge graph through its Graphiti engine, which has passed 20,000 GitHub stars."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://ai-tldr.dev/tools/camel",
   "project": "TradingAgents",
   "repository": null,
   "stars": "99000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "CAMEL alongside other open-source multi-agent systems tools AI/TLDR tracks, ranked by GitHub stars.",
    "| Tool | Stars | What it does |",
    "| [TradingAgents](/tools/tradingagents/) | \u2605 99k | LangGraph framework that mirrors a trading firm: LLM analyst, bull/bear researcher, trader and risk-management agents debate before a decision. For research, not advice. |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "CAMEL alongside other open-source multi-agent systems tools AI/TLDR tracks, ranked by GitHub stars.",
    "| Tool | Stars | What it does |",
    "| [TradingAgents](/tools/tradingagents/) | \u2605 99k | LangGraph framework that mirrors a trading firm: LLM analyst, bull/bear researcher, trader and risk-management agents debate before a decision. For research, not advice. |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://ai-tldr.dev/tools/camel",
   "project": "MetaGPT",
   "repository": null,
   "stars": "69900",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "CAMEL alongside other open-source multi-agent systems tools AI/TLDR tracks, ranked by GitHub stars.",
    "| Tool | Stars | What it does |",
    "| [MetaGPT](/tools/metagpt/) | \u2605 69.9k | A multi-agent framework that models a software company, assigning roles like product manager, architect, and engineer to generate code from a single prompt. |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "CAMEL alongside other open-source multi-agent systems tools AI/TLDR tracks, ranked by GitHub stars.",
    "| Tool | Stars | What it does |",
    "| [MetaGPT](/tools/metagpt/) | \u2605 69.9k | A multi-agent framework that models a software company, assigning roles like product manager, architect, and engineer to generate code from a single prompt. |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://ai-tldr.dev/tools/camel",
   "project": "Ruflo",
   "repository": null,
   "stars": "68400",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "CAMEL alongside other open-source multi-agent systems tools AI/TLDR tracks, ranked by GitHub stars.",
    "| Tool | Stars | What it does |",
    "| [Ruflo](/tools/ruflo/) | \u2605 68.4k | Agent meta-harness that wraps Claude Code and Codex with 100+ specialized agents, swarm coordination, vector memory, background workers and cross-machine agent federation. |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "CAMEL alongside other open-source multi-agent systems tools AI/TLDR tracks, ranked by GitHub stars.",
    "| Tool | Stars | What it does |",
    "| [Ruflo](/tools/ruflo/) | \u2605 68.4k | Agent meta-harness that wraps Claude Code and Codex with 100+ specialized agents, swarm coordination, vector memory, background workers and cross-machine agent federation. |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://ai-tldr.dev/tools/camel",
   "project": "AutoGen",
   "repository": null,
   "stars": "60500",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "CAMEL alongside other open-source multi-agent systems tools AI/TLDR tracks, ranked by GitHub stars.",
    "| Tool | Stars | What it does |",
    "| [AutoGen](/tools/autogen/) | \u2605 60.5k | Microsoft Research's framework for building applications where multiple agents converse with each other and with tools to solve tasks. |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "CAMEL alongside other open-source multi-agent systems tools AI/TLDR tracks, ranked by GitHub stars.",
    "| Tool | Stars | What it does |",
    "| [AutoGen](/tools/autogen/) | \u2605 60.5k | Microsoft Research's framework for building applications where multiple agents converse with each other and with tools to solve tasks. |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://ai-tldr.dev/tools/camel",
   "project": "CrewAI",
   "repository": null,
   "stars": "57300",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "CAMEL alongside other open-source multi-agent systems tools AI/TLDR tracks, ranked by GitHub stars.",
    "| Tool | Stars | What it does |",
    "| [CrewAI](/tools/crewai/) | \u2605 57.3k | A framework for assembling teams ('crews') of role-playing agents that divide tasks and collaborate to complete a goal. |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "CAMEL alongside other open-source multi-agent systems tools AI/TLDR tracks, ranked by GitHub stars.",
    "| Tool | Stars | What it does |",
    "| [CrewAI](/tools/crewai/) | \u2605 57.3k | A framework for assembling teams ('crews') of role-playing agents that divide tasks and collaborate to complete a goal. |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://ai-tldr.dev/tools/camel",
   "project": "AgentScope",
   "repository": null,
   "stars": "29100",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "CAMEL alongside other open-source multi-agent systems tools AI/TLDR tracks, ranked by GitHub stars.",
    "| Tool | Stars | What it does |",
    "| [AgentScope](/tools/agentscope/) | \u2605 29.1k | A framework for building multi-agent applications with message passing, visual debugging tools, and distributed execution. |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "CAMEL alongside other open-source multi-agent systems tools AI/TLDR tracks, ranked by GitHub stars.",
    "| Tool | Stars | What it does |",
    "| [AgentScope](/tools/agentscope/) | \u2605 29.1k | A framework for building multi-agent applications with message passing, visual debugging tools, and distributed execution. |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://ai-tldr.dev/tools/camel",
   "project": "OpenAI Agents SDK",
   "repository": null,
   "stars": "28800",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "CAMEL alongside other open-source multi-agent systems tools AI/TLDR tracks, ranked by GitHub stars.",
    "| Tool | Stars | What it does |",
    "| [OpenAI Agents SDK](/tools/openai-agents-sdk/) | \u2605 28.8k | OpenAI's lightweight Python SDK for building multi-agent workflows using explicit handoffs, tools, and guardrails. |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "CAMEL alongside other open-source multi-agent systems tools AI/TLDR tracks, ranked by GitHub stars.",
    "| Tool | Stars | What it does |",
    "| [OpenAI Agents SDK](/tools/openai-agents-sdk/) | \u2605 28.8k | OpenAI's lightweight Python SDK for building multi-agent workflows using explicit handoffs, tools, and guardrails. |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://ai-tldr.dev/tools/camel",
   "project": "CAMEL",
   "repository": "https://github.com/camel-ai/camel",
   "stars": "17600",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "CAMEL alongside other open-source multi-agent systems tools AI/TLDR tracks, ranked by GitHub stars.",
    "| Tool | Stars | What it does |",
    "| **CAMEL** | \u2605 17.6k | Build and study cooperating LLM agents through role-playing conversations |"
   ],
   "repository_evidence": [
    "Commands and code are distilled from the project's own documentation \u2014 always check the [official repo](https://github.com/camel-ai/camel) for the latest."
   ],
   "stars_evidence": [
    "CAMEL alongside other open-source multi-agent systems tools AI/TLDR tracks, ranked by GitHub stars.",
    "| Tool | Stars | What it does |",
    "| **CAMEL** | \u2605 17.6k | Build and study cooperating LLM agents through role-playing conversations |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://aitools.flocci.in/category/ai-agents-automation/browser-computer-use-agents",
   "project": "Skyvern",
   "repository": null,
   "stars": "22700",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "All 7 browser and computer-use AI agents in the Flocci catalog, 6 of them free or freemium. Pricing tier and real capabilities on every entry \u2014 no ads, no sponsored placement.",
    "### [Skyvern](/tool/skyvern)"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "All 7 browser and computer-use AI agents in the Flocci catalog, 6 of them free or freemium. Pricing tier and real capabilities on every entry \u2014 no ads, no sponsored placement.",
    "### [Skyvern](/tool/skyvern)",
    "- 22,700+ GitHub stars, self-hostable via Docker"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://arxiv.org/html/2505.19253v1",
   "project": "GPT-Researcher",
   "repository": "https://github.com/assafelovic/gpt-researcher",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "- Elovic [2025] Assaf Elovic. GPT Researcher: LLM-based Autonomous Agent for Deep Research, 2025. URL [https://github.com/assafelovic/gpt-researcher](https://github.com/assafelovic/gpt-researcher)."
   ],
   "repository_evidence": [
    "- Elovic [2025] Assaf Elovic. GPT Researcher: LLM-based Autonomous Agent for Deep Research, 2025. URL [https://github.com/assafelovic/gpt-researcher](https://github.com/assafelovic/gpt-researcher)."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://arxiv.org/html/2505.19253v1",
   "project": "Open Deep Research",
   "repository": "https://github.com/huggingface/smolagents/tree/main/examples/open_deep_research",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "- HuggingFace [2025] HuggingFace. Open Deep Research, 2025. URL [https://github.com/huggingface/smolagents/tree/main/examples/open_deep_research](https://github.com/huggingface/smolagents/tree/main/examples/open_deep_research)."
   ],
   "repository_evidence": [
    "- HuggingFace [2025] HuggingFace. Open Deep Research, 2025. URL [https://github.com/huggingface/smolagents/tree/main/examples/open_deep_research](https://github.com/huggingface/smolagents/tree/main/examples/open_deep_research)."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://os-world.github.io",
   "project": "PixelHelp",
   "repository": "https://github.com/google-research/google-research/tree/master/seq2act",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# OSWorld: Benchmarking Multimodal Agents for Open-Ended Tasks in Real Computer Environments",
    "We make a comparison of **OSWorld** against some other different benchmarks for digital agents as presented below.",
    "| [GAIA](https://huggingface.co/gaia-benchmark) | [Mind2Web](https://osu-nlp-group.github.io/Mind2Web/) | [WebLINX](https://mcgill-nlp.github.io/weblinx/) | [PixelHelp](https://github.com/google-research/google-research/tree/master/seq2act) | [MetaGUI](https://x-lance.github.io/META-GUI-Leaderboard/) | [AitW](https://github.com/google-research/google-research/tree/master/android_in_the_wild) | [OmniAct](https://huggingface.co/datasets/Writer/omniact) | [ScreenAgent](https://github.com/niuzaisheng/ScreenAgent) | [AgentBench](https://llmbench.ai/agent) | [InterCode](https://intercode-benchmark.github.io/) | [MiniWoB++](https://miniwob.farama.org/) | [WebShop](https://webshop-pnlp.github.io/) | [WebArena](https://webarena.dev/) | [VisualWebArena](https://jykoh.com/vwa) | [WorkArena](https://servicenow.github.io/WorkArena/) | [WikiHow](https://github.com/X-LANCE/Mobile-Env) | [AssistGUI](https://github.com/showlab/assistgui) |"
   ],
   "repository_evidence": [
    "# OSWorld: Benchmarking Multimodal Agents for Open-Ended Tasks in Real Computer Environments",
    "We make a comparison of **OSWorld** against some other different benchmarks for digital agents as presented below.",
    "| [GAIA](https://huggingface.co/gaia-benchmark) | [Mind2Web](https://osu-nlp-group.github.io/Mind2Web/) | [WebLINX](https://mcgill-nlp.github.io/weblinx/) | [PixelHelp](https://github.com/google-research/google-research/tree/master/seq2act) | [MetaGUI](https://x-lance.github.io/META-GUI-Leaderboard/) | [AitW](https://github.com/google-research/google-research/tree/master/android_in_the_wild) | [OmniAct](https://huggingface.co/datasets/Writer/omniact) | [ScreenAgent](https://github.com/niuzaisheng/ScreenAgent) | [AgentBench](https://llmbench.ai/agent) | [InterCode](https://intercode-benchmark.github.io/) | [MiniWoB++](https://miniwob.farama.org/) | [WebShop](https://webshop-pnlp.github.io/) | [WebArena](https://webarena.dev/) | [VisualWebArena](https://jykoh.com/vwa) | [WorkArena](https://servicenow.github.io/WorkArena/) | [WikiHow](https://github.com/X-LANCE/Mobile-Env) | [AssistGUI](https://github.com/showlab/assistgui) |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://os-world.github.io",
   "project": "AitW",
   "repository": "https://github.com/google-research/google-research/tree/master/android_in_the_wild",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# OSWorld: Benchmarking Multimodal Agents for Open-Ended Tasks in Real Computer Environments",
    "We make a comparison of **OSWorld** against some other different benchmarks for digital agents as presented below.",
    "| [GAIA](https://huggingface.co/gaia-benchmark) | [Mind2Web](https://osu-nlp-group.github.io/Mind2Web/) | [WebLINX](https://mcgill-nlp.github.io/weblinx/) | [PixelHelp](https://github.com/google-research/google-research/tree/master/seq2act) | [MetaGUI](https://x-lance.github.io/META-GUI-Leaderboard/) | [AitW](https://github.com/google-research/google-research/tree/master/android_in_the_wild) | [OmniAct](https://huggingface.co/datasets/Writer/omniact) | [ScreenAgent](https://github.com/niuzaisheng/ScreenAgent) | [AgentBench](https://llmbench.ai/agent) | [InterCode](https://intercode-benchmark.github.io/) | [MiniWoB++](https://miniwob.farama.org/) | [WebShop](https://webshop-pnlp.github.io/) | [WebArena](https://webarena.dev/) | [VisualWebArena](https://jykoh.com/vwa) | [WorkArena](https://servicenow.github.io/WorkArena/) | [WikiHow](https://github.com/X-LANCE/Mobile-Env) | [AssistGUI](https://github.com/showlab/assistgui) |"
   ],
   "repository_evidence": [
    "# OSWorld: Benchmarking Multimodal Agents for Open-Ended Tasks in Real Computer Environments",
    "We make a comparison of **OSWorld** against some other different benchmarks for digital agents as presented below.",
    "| [GAIA](https://huggingface.co/gaia-benchmark) | [Mind2Web](https://osu-nlp-group.github.io/Mind2Web/) | [WebLINX](https://mcgill-nlp.github.io/weblinx/) | [PixelHelp](https://github.com/google-research/google-research/tree/master/seq2act) | [MetaGUI](https://x-lance.github.io/META-GUI-Leaderboard/) | [AitW](https://github.com/google-research/google-research/tree/master/android_in_the_wild) | [OmniAct](https://huggingface.co/datasets/Writer/omniact) | [ScreenAgent](https://github.com/niuzaisheng/ScreenAgent) | [AgentBench](https://llmbench.ai/agent) | [InterCode](https://intercode-benchmark.github.io/) | [MiniWoB++](https://miniwob.farama.org/) | [WebShop](https://webshop-pnlp.github.io/) | [WebArena](https://webarena.dev/) | [VisualWebArena](https://jykoh.com/vwa) | [WorkArena](https://servicenow.github.io/WorkArena/) | [WikiHow](https://github.com/X-LANCE/Mobile-Env) | [AssistGUI](https://github.com/showlab/assistgui) |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://os-world.github.io",
   "project": "ScreenAgent",
   "repository": "https://github.com/niuzaisheng/ScreenAgent",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# OSWorld: Benchmarking Multimodal Agents for Open-Ended Tasks in Real Computer Environments",
    "We make a comparison of **OSWorld** against some other different benchmarks for digital agents as presented below.",
    "| [GAIA](https://huggingface.co/gaia-benchmark) | [Mind2Web](https://osu-nlp-group.github.io/Mind2Web/) | [WebLINX](https://mcgill-nlp.github.io/weblinx/) | [PixelHelp](https://github.com/google-research/google-research/tree/master/seq2act) | [MetaGUI](https://x-lance.github.io/META-GUI-Leaderboard/) | [AitW](https://github.com/google-research/google-research/tree/master/android_in_the_wild) | [OmniAct](https://huggingface.co/datasets/Writer/omniact) | [ScreenAgent](https://github.com/niuzaisheng/ScreenAgent) | [AgentBench](https://llmbench.ai/agent) | [InterCode](https://intercode-benchmark.github.io/) | [MiniWoB++](https://miniwob.farama.org/) | [WebShop](https://webshop-pnlp.github.io/) | [WebArena](https://webarena.dev/) | [VisualWebArena](https://jykoh.com/vwa) | [WorkArena](https://servicenow.github.io/WorkArena/) | [WikiHow](https://github.com/X-LANCE/Mobile-Env) | [AssistGUI](https://github.com/showlab/assistgui) |"
   ],
   "repository_evidence": [
    "# OSWorld: Benchmarking Multimodal Agents for Open-Ended Tasks in Real Computer Environments",
    "We make a comparison of **OSWorld** against some other different benchmarks for digital agents as presented below.",
    "| [GAIA](https://huggingface.co/gaia-benchmark) | [Mind2Web](https://osu-nlp-group.github.io/Mind2Web/) | [WebLINX](https://mcgill-nlp.github.io/weblinx/) | [PixelHelp](https://github.com/google-research/google-research/tree/master/seq2act) | [MetaGUI](https://x-lance.github.io/META-GUI-Leaderboard/) | [AitW](https://github.com/google-research/google-research/tree/master/android_in_the_wild) | [OmniAct](https://huggingface.co/datasets/Writer/omniact) | [ScreenAgent](https://github.com/niuzaisheng/ScreenAgent) | [AgentBench](https://llmbench.ai/agent) | [InterCode](https://intercode-benchmark.github.io/) | [MiniWoB++](https://miniwob.farama.org/) | [WebShop](https://webshop-pnlp.github.io/) | [WebArena](https://webarena.dev/) | [VisualWebArena](https://jykoh.com/vwa) | [WorkArena](https://servicenow.github.io/WorkArena/) | [WikiHow](https://github.com/X-LANCE/Mobile-Env) | [AssistGUI](https://github.com/showlab/assistgui) |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://os-world.github.io",
   "project": "WikiHow",
   "repository": "https://github.com/X-LANCE/Mobile-Env",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# OSWorld: Benchmarking Multimodal Agents for Open-Ended Tasks in Real Computer Environments",
    "We make a comparison of **OSWorld** against some other different benchmarks for digital agents as presented below.",
    "| [GAIA](https://huggingface.co/gaia-benchmark) | [Mind2Web](https://osu-nlp-group.github.io/Mind2Web/) | [WebLINX](https://mcgill-nlp.github.io/weblinx/) | [PixelHelp](https://github.com/google-research/google-research/tree/master/seq2act) | [MetaGUI](https://x-lance.github.io/META-GUI-Leaderboard/) | [AitW](https://github.com/google-research/google-research/tree/master/android_in_the_wild) | [OmniAct](https://huggingface.co/datasets/Writer/omniact) | [ScreenAgent](https://github.com/niuzaisheng/ScreenAgent) | [AgentBench](https://llmbench.ai/agent) | [InterCode](https://intercode-benchmark.github.io/) | [MiniWoB++](https://miniwob.farama.org/) | [WebShop](https://webshop-pnlp.github.io/) | [WebArena](https://webarena.dev/) | [VisualWebArena](https://jykoh.com/vwa) | [WorkArena](https://servicenow.github.io/WorkArena/) | [WikiHow](https://github.com/X-LANCE/Mobile-Env) | [AssistGUI](https://github.com/showlab/assistgui) |"
   ],
   "repository_evidence": [
    "# OSWorld: Benchmarking Multimodal Agents for Open-Ended Tasks in Real Computer Environments",
    "We make a comparison of **OSWorld** against some other different benchmarks for digital agents as presented below.",
    "| [GAIA](https://huggingface.co/gaia-benchmark) | [Mind2Web](https://osu-nlp-group.github.io/Mind2Web/) | [WebLINX](https://mcgill-nlp.github.io/weblinx/) | [PixelHelp](https://github.com/google-research/google-research/tree/master/seq2act) | [MetaGUI](https://x-lance.github.io/META-GUI-Leaderboard/) | [AitW](https://github.com/google-research/google-research/tree/master/android_in_the_wild) | [OmniAct](https://huggingface.co/datasets/Writer/omniact) | [ScreenAgent](https://github.com/niuzaisheng/ScreenAgent) | [AgentBench](https://llmbench.ai/agent) | [InterCode](https://intercode-benchmark.github.io/) | [MiniWoB++](https://miniwob.farama.org/) | [WebShop](https://webshop-pnlp.github.io/) | [WebArena](https://webarena.dev/) | [VisualWebArena](https://jykoh.com/vwa) | [WorkArena](https://servicenow.github.io/WorkArena/) | [WikiHow](https://github.com/X-LANCE/Mobile-Env) | [AssistGUI](https://github.com/showlab/assistgui) |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://os-world.github.io",
   "project": "AssistGUI",
   "repository": "https://github.com/showlab/assistgui",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# OSWorld: Benchmarking Multimodal Agents for Open-Ended Tasks in Real Computer Environments",
    "We make a comparison of **OSWorld** against some other different benchmarks for digital agents as presented below.",
    "| [GAIA](https://huggingface.co/gaia-benchmark) | [Mind2Web](https://osu-nlp-group.github.io/Mind2Web/) | [WebLINX](https://mcgill-nlp.github.io/weblinx/) | [PixelHelp](https://github.com/google-research/google-research/tree/master/seq2act) | [MetaGUI](https://x-lance.github.io/META-GUI-Leaderboard/) | [AitW](https://github.com/google-research/google-research/tree/master/android_in_the_wild) | [OmniAct](https://huggingface.co/datasets/Writer/omniact) | [ScreenAgent](https://github.com/niuzaisheng/ScreenAgent) | [AgentBench](https://llmbench.ai/agent) | [InterCode](https://intercode-benchmark.github.io/) | [MiniWoB++](https://miniwob.farama.org/) | [WebShop](https://webshop-pnlp.github.io/) | [WebArena](https://webarena.dev/) | [VisualWebArena](https://jykoh.com/vwa) | [WorkArena](https://servicenow.github.io/WorkArena/) | [WikiHow](https://github.com/X-LANCE/Mobile-Env) | [AssistGUI](https://github.com/showlab/assistgui) |"
   ],
   "repository_evidence": [
    "# OSWorld: Benchmarking Multimodal Agents for Open-Ended Tasks in Real Computer Environments",
    "We make a comparison of **OSWorld** against some other different benchmarks for digital agents as presented below.",
    "| [GAIA](https://huggingface.co/gaia-benchmark) | [Mind2Web](https://osu-nlp-group.github.io/Mind2Web/) | [WebLINX](https://mcgill-nlp.github.io/weblinx/) | [PixelHelp](https://github.com/google-research/google-research/tree/master/seq2act) | [MetaGUI](https://x-lance.github.io/META-GUI-Leaderboard/) | [AitW](https://github.com/google-research/google-research/tree/master/android_in_the_wild) | [OmniAct](https://huggingface.co/datasets/Writer/omniact) | [ScreenAgent](https://github.com/niuzaisheng/ScreenAgent) | [AgentBench](https://llmbench.ai/agent) | [InterCode](https://intercode-benchmark.github.io/) | [MiniWoB++](https://miniwob.farama.org/) | [WebShop](https://webshop-pnlp.github.io/) | [WebArena](https://webarena.dev/) | [VisualWebArena](https://jykoh.com/vwa) | [WorkArena](https://servicenow.github.io/WorkArena/) | [WikiHow](https://github.com/X-LANCE/Mobile-Env) | [AssistGUI](https://github.com/showlab/assistgui) |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://pypi.org/project/ai_agent_platform",
   "project": "cline bot",
   "repository": null,
   "stars": "22800",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "AI Agent Platform AI Agent Directory to Host All AI Agent Platform related AI Agents Services, Community, Reviews and More.",
    "You can track vanna.ai, Cody and Cline bot, etc.",
    "- cline bot ([http://www.deepnlp.org/store/ai-agent/coding-agent/pub-cline-bot/cline-bot](http://www.deepnlp.org/store/ai-agent/coding-agent/pub-cline-bot/cline-bot)) has google search ranking 37.0 and bing search ranking 15.0, and under search keywords such as \"AI Coding Agent, AI Coding, etc.\", it got 22.8k Github stars"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "AI Agent Platform AI Agent Directory to Host All AI Agent Platform related AI Agents Services, Community, Reviews and More.",
    "You can track vanna.ai, Cody and Cline bot, etc.",
    "- cline bot ([http://www.deepnlp.org/store/ai-agent/coding-agent/pub-cline-bot/cline-bot](http://www.deepnlp.org/store/ai-agent/coding-agent/pub-cline-bot/cline-bot)) has google search ranking 37.0 and bing search ranking 15.0, and under search keywords such as \"AI Coding Agent, AI Coding, etc.\", it got 22.8k Github stars"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://pypi.org/project/ai_agent_platform",
   "project": "ix",
   "repository": "https://github.com/kreneskyp/ix",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "AI Agent Platform AI Agent Directory to Host All AI Agent Platform related AI Agents Services, Community, Reviews and More.",
    "### AI Agent List",
    "## [ix kreneskyp](https://github.com/kreneskyp/ix)"
   ],
   "repository_evidence": [
    "AI Agent Platform AI Agent Directory to Host All AI Agent Platform related AI Agents Services, Community, Reviews and More.",
    "### AI Agent List",
    "## [ix kreneskyp](https://github.com/kreneskyp/ix)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://pypi.org/project/ai_agent_platform",
   "project": "TaskingAI",
   "repository": "https://github.com/TaskingAI/TaskingAI",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "AI Agent Platform AI Agent Directory to Host All AI Agent Platform related AI Agents Services, Community, Reviews and More.",
    "### AI Agent List",
    "## [TaskingAI TaskingAI](https://github.com/TaskingAI/TaskingAI)"
   ],
   "repository_evidence": [
    "AI Agent Platform AI Agent Directory to Host All AI Agent Platform related AI Agents Services, Community, Reviews and More.",
    "### AI Agent List",
    "## [TaskingAI TaskingAI](https://github.com/TaskingAI/TaskingAI)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://pypi.org/project/ai_agent_platform",
   "project": "databerry",
   "repository": "https://github.com/gmpetrov/databerry",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "AI Agent Platform AI Agent Directory to Host All AI Agent Platform related AI Agents Services, Community, Reviews and More.",
    "### AI Agent List",
    "## [databerry gmpetrov](https://github.com/gmpetrov/databerry)"
   ],
   "repository_evidence": [
    "AI Agent Platform AI Agent Directory to Host All AI Agent Platform related AI Agents Services, Community, Reviews and More.",
    "### AI Agent List",
    "## [databerry gmpetrov](https://github.com/gmpetrov/databerry)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://pypi.org/project/ai_agent_platform",
   "project": "ottomator-agents",
   "repository": "https://github.com/coleam00/ottomator-agents",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "AI Agent Platform AI Agent Directory to Host All AI Agent Platform related AI Agents Services, Community, Reviews and More.",
    "### AI Agent List",
    "## [ottomator-agents coleam00](https://github.com/coleam00/ottomator-agents)"
   ],
   "repository_evidence": [
    "AI Agent Platform AI Agent Directory to Host All AI Agent Platform related AI Agents Services, Community, Reviews and More.",
    "### AI Agent List",
    "## [ottomator-agents coleam00](https://github.com/coleam00/ottomator-agents)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://pypi.org/project/ai_agent_platform",
   "project": "sophia",
   "repository": "https://github.com/TrafficGuard/sophia",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "AI Agent Platform AI Agent Directory to Host All AI Agent Platform related AI Agents Services, Community, Reviews and More.",
    "### AI Agent List",
    "## [sophia TrafficGuard](https://github.com/TrafficGuard/sophia)"
   ],
   "repository_evidence": [
    "AI Agent Platform AI Agent Directory to Host All AI Agent Platform related AI Agents Services, Community, Reviews and More.",
    "### AI Agent List",
    "## [sophia TrafficGuard](https://github.com/TrafficGuard/sophia)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://pypi.org/project/ai_agent_platform",
   "project": "TEN-Agent",
   "repository": "https://github.com/TEN-framework/TEN-Agent",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "AI Agent Platform AI Agent Directory to Host All AI Agent Platform related AI Agents Services, Community, Reviews and More.",
    "### AI Agent List",
    "## [TEN-Agent TEN-framework](https://github.com/TEN-framework/TEN-Agent)"
   ],
   "repository_evidence": [
    "AI Agent Platform AI Agent Directory to Host All AI Agent Platform related AI Agents Services, Community, Reviews and More.",
    "### AI Agent List",
    "## [TEN-Agent TEN-framework](https://github.com/TEN-framework/TEN-Agent)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://pypi.org/project/ai_agent_platform",
   "project": "Integuru",
   "repository": "https://github.com/Integuru-AI/Integuru",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "AI Agent Platform AI Agent Directory to Host All AI Agent Platform related AI Agents Services, Community, Reviews and More.",
    "### AI Agent List",
    "## [Integuru Integuru-AI](https://github.com/Integuru-AI/Integuru)"
   ],
   "repository_evidence": [
    "AI Agent Platform AI Agent Directory to Host All AI Agent Platform related AI Agents Services, Community, Reviews and More.",
    "### AI Agent List",
    "## [Integuru Integuru-AI](https://github.com/Integuru-AI/Integuru)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://pypi.org/project/ai_agent_platform",
   "project": "AgentPilot",
   "repository": "https://github.com/jbexta/AgentPilot",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "AI Agent Platform AI Agent Directory to Host All AI Agent Platform related AI Agents Services, Community, Reviews and More.",
    "### AI Agent List",
    "## [AgentPilot jbexta](https://github.com/jbexta/AgentPilot)"
   ],
   "repository_evidence": [
    "AI Agent Platform AI Agent Directory to Host All AI Agent Platform related AI Agents Services, Community, Reviews and More.",
    "### AI Agent List",
    "## [AgentPilot jbexta](https://github.com/jbexta/AgentPilot)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://pypi.org/project/ai_agent_platform",
   "project": "FinRobot",
   "repository": "https://github.com/AI4Finance-Foundation/FinRobot",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "AI Agent Platform AI Agent Directory to Host All AI Agent Platform related AI Agents Services, Community, Reviews and More.",
    "### AI Agent List",
    "## [FinRobot AI4Finance-Foundation](https://github.com/AI4Finance-Foundation/FinRobot)"
   ],
   "repository_evidence": [
    "AI Agent Platform AI Agent Directory to Host All AI Agent Platform related AI Agents Services, Community, Reviews and More.",
    "### AI Agent List",
    "## [FinRobot AI4Finance-Foundation](https://github.com/AI4Finance-Foundation/FinRobot)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://pypi.org/project/ai_agent_platform",
   "project": "LLMStack",
   "repository": "https://github.com/trypromptly/LLMStack",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "AI Agent Platform AI Agent Directory to Host All AI Agent Platform related AI Agents Services, Community, Reviews and More.",
    "### AI Agent List",
    "## [LLMStack trypromptly](https://github.com/trypromptly/LLMStack)"
   ],
   "repository_evidence": [
    "AI Agent Platform AI Agent Directory to Host All AI Agent Platform related AI Agents Services, Community, Reviews and More.",
    "### AI Agent List",
    "## [LLMStack trypromptly](https://github.com/trypromptly/LLMStack)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://pypi.org/project/ai_agent_platform",
   "project": "dify",
   "repository": "https://github.com/langgenius/dify",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "AI Agent Platform AI Agent Directory to Host All AI Agent Platform related AI Agents Services, Community, Reviews and More.",
    "### AI Agent List",
    "## [dify langgenius](https://github.com/langgenius/dify)"
   ],
   "repository_evidence": [
    "AI Agent Platform AI Agent Directory to Host All AI Agent Platform related AI Agents Services, Community, Reviews and More.",
    "### AI Agent List",
    "## [dify langgenius](https://github.com/langgenius/dify)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://pypi.org/project/ai_agent_platform",
   "project": "WindowsAgentArena",
   "repository": "https://github.com/microsoft/WindowsAgentArena",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "AI Agent Platform AI Agent Directory to Host All AI Agent Platform related AI Agents Services, Community, Reviews and More.",
    "### AI Agent List",
    "## [WindowsAgentArena microsoft](https://github.com/microsoft/WindowsAgentArena)"
   ],
   "repository_evidence": [
    "AI Agent Platform AI Agent Directory to Host All AI Agent Platform related AI Agents Services, Community, Reviews and More.",
    "### AI Agent List",
    "## [WindowsAgentArena microsoft](https://github.com/microsoft/WindowsAgentArena)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://pypi.org/project/ai_agent_platform",
   "project": "Agentarium",
   "repository": "https://github.com/Thytu/Agentarium",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "AI Agent Platform AI Agent Directory to Host All AI Agent Platform related AI Agents Services, Community, Reviews and More.",
    "### AI Agent List",
    "## [Agentarium Thytu](https://github.com/Thytu/Agentarium)"
   ],
   "repository_evidence": [
    "AI Agent Platform AI Agent Directory to Host All AI Agent Platform related AI Agents Services, Community, Reviews and More.",
    "### AI Agent List",
    "## [Agentarium Thytu](https://github.com/Thytu/Agentarium)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://pypi.org/project/ai_agent_platform",
   "project": "CrewAI-Studio",
   "repository": "https://github.com/strnad/CrewAI-Studio",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "AI Agent Platform AI Agent Directory to Host All AI Agent Platform related AI Agents Services, Community, Reviews and More.",
    "### AI Agent List",
    "## [CrewAI-Studio strnad](https://github.com/strnad/CrewAI-Studio)"
   ],
   "repository_evidence": [
    "AI Agent Platform AI Agent Directory to Host All AI Agent Platform related AI Agents Services, Community, Reviews and More.",
    "### AI Agent List",
    "## [CrewAI-Studio strnad](https://github.com/strnad/CrewAI-Studio)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://pypi.org/project/ai_agent_platform",
   "project": "obot",
   "repository": "https://github.com/obot-platform/obot",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "AI Agent Platform AI Agent Directory to Host All AI Agent Platform related AI Agents Services, Community, Reviews and More.",
    "### AI Agent List",
    "## [obot obot-platform](https://github.com/obot-platform/obot)"
   ],
   "repository_evidence": [
    "AI Agent Platform AI Agent Directory to Host All AI Agent Platform related AI Agents Services, Community, Reviews and More.",
    "### AI Agent List",
    "## [obot obot-platform](https://github.com/obot-platform/obot)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://pypi.org/project/ai_agent_platform",
   "project": "kairon",
   "repository": "https://github.com/digiteinfotech/kairon",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "AI Agent Platform AI Agent Directory to Host All AI Agent Platform related AI Agents Services, Community, Reviews and More.",
    "### AI Agent List",
    "## [kairon digiteinfotech](https://github.com/digiteinfotech/kairon)"
   ],
   "repository_evidence": [
    "AI Agent Platform AI Agent Directory to Host All AI Agent Platform related AI Agents Services, Community, Reviews and More.",
    "### AI Agent List",
    "## [kairon digiteinfotech](https://github.com/digiteinfotech/kairon)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://pypi.org/project/ai_agent_platform",
   "project": "AGiXT",
   "repository": "https://github.com/Josh-XT/AGiXT",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "AI Agent Platform AI Agent Directory to Host All AI Agent Platform related AI Agents Services, Community, Reviews and More.",
    "### AI Agent List",
    "## [AGiXT Josh-XT](https://github.com/Josh-XT/AGiXT)"
   ],
   "repository_evidence": [
    "AI Agent Platform AI Agent Directory to Host All AI Agent Platform related AI Agents Services, Community, Reviews and More.",
    "### AI Agent List",
    "## [AGiXT Josh-XT](https://github.com/Josh-XT/AGiXT)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://pypi.org/project/ai_agent_platform",
   "project": "voice-assistant-scripts",
   "repository": "https://github.com/alan-ai/voice-assistant-scripts",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "AI Agent Platform AI Agent Directory to Host All AI Agent Platform related AI Agents Services, Community, Reviews and More.",
    "### AI Agent List",
    "## [voice-assistant-scripts alan-ai](https://github.com/alan-ai/voice-assistant-scripts)"
   ],
   "repository_evidence": [
    "AI Agent Platform AI Agent Directory to Host All AI Agent Platform related AI Agents Services, Community, Reviews and More.",
    "### AI Agent List",
    "## [voice-assistant-scripts alan-ai](https://github.com/alan-ai/voice-assistant-scripts)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://pypi.org/project/ai_agent_platform",
   "project": "cdp-agentkit-nodejs",
   "repository": "https://github.com/coinbase/cdp-agentkit-nodejs",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "AI Agent Platform AI Agent Directory to Host All AI Agent Platform related AI Agents Services, Community, Reviews and More.",
    "### AI Agent List",
    "## [cdp-agentkit-nodejs coinbase](https://github.com/coinbase/cdp-agentkit-nodejs)"
   ],
   "repository_evidence": [
    "AI Agent Platform AI Agent Directory to Host All AI Agent Platform related AI Agents Services, Community, Reviews and More.",
    "### AI Agent List",
    "## [cdp-agentkit-nodejs coinbase](https://github.com/coinbase/cdp-agentkit-nodejs)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://pypi.org/project/ai_agent_platform",
   "project": "bisheng",
   "repository": "https://github.com/dataelement/bisheng",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "AI Agent Platform AI Agent Directory to Host All AI Agent Platform related AI Agents Services, Community, Reviews and More.",
    "### AI Agent List",
    "## [bisheng dataelement](https://github.com/dataelement/bisheng)"
   ],
   "repository_evidence": [
    "AI Agent Platform AI Agent Directory to Host All AI Agent Platform related AI Agents Services, Community, Reviews and More.",
    "### AI Agent List",
    "## [bisheng dataelement](https://github.com/dataelement/bisheng)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://pypi.org/project/ai_agent_platform",
   "project": "chatdev",
   "repository": "https://github.com/10cl/chatdev",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "AI Agent Platform AI Agent Directory to Host All AI Agent Platform related AI Agents Services, Community, Reviews and More.",
    "### AI Agent List",
    "## [chatdev 10cl](https://github.com/10cl/chatdev)"
   ],
   "repository_evidence": [
    "AI Agent Platform AI Agent Directory to Host All AI Agent Platform related AI Agents Services, Community, Reviews and More.",
    "### AI Agent List",
    "## [chatdev 10cl](https://github.com/10cl/chatdev)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://pypi.org/project/ai_agent_platform",
   "project": "echochambers",
   "repository": "https://github.com/dGNON/echochambers",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "AI Agent Platform AI Agent Directory to Host All AI Agent Platform related AI Agents Services, Community, Reviews and More.",
    "### AI Agent List",
    "## [echochambers dGNON](https://github.com/dGNON/echochambers)"
   ],
   "repository_evidence": [
    "AI Agent Platform AI Agent Directory to Host All AI Agent Platform related AI Agents Services, Community, Reviews and More.",
    "### AI Agent List",
    "## [echochambers dGNON](https://github.com/dGNON/echochambers)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://pypi.org/project/ai_agent_platform",
   "project": "ERNIE-SDK",
   "repository": "https://github.com/PaddlePaddle/ERNIE-SDK",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "AI Agent Platform AI Agent Directory to Host All AI Agent Platform related AI Agents Services, Community, Reviews and More.",
    "### AI Agent List",
    "## [ERNIE-SDK PaddlePaddle](https://github.com/PaddlePaddle/ERNIE-SDK)"
   ],
   "repository_evidence": [
    "AI Agent Platform AI Agent Directory to Host All AI Agent Platform related AI Agents Services, Community, Reviews and More.",
    "### AI Agent List",
    "## [ERNIE-SDK PaddlePaddle](https://github.com/PaddlePaddle/ERNIE-SDK)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://pypi.org/project/ai_agent_platform",
   "project": "AI-Writer",
   "repository": "https://github.com/AJaySi/AI-Writer",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "AI Agent Platform AI Agent Directory to Host All AI Agent Platform related AI Agents Services, Community, Reviews and More.",
    "### AI Agent List",
    "## [AI-Writer AJaySi](https://github.com/AJaySi/AI-Writer)"
   ],
   "repository_evidence": [
    "AI Agent Platform AI Agent Directory to Host All AI Agent Platform related AI Agents Services, Community, Reviews and More.",
    "### AI Agent List",
    "## [AI-Writer AJaySi](https://github.com/AJaySi/AI-Writer)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://pypi.org/project/ai_agent_platform",
   "project": "council",
   "repository": "https://github.com/chain-ml/council",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "AI Agent Platform AI Agent Directory to Host All AI Agent Platform related AI Agents Services, Community, Reviews and More.",
    "### AI Agent List",
    "## [council chain-ml](https://github.com/chain-ml/council)"
   ],
   "repository_evidence": [
    "AI Agent Platform AI Agent Directory to Host All AI Agent Platform related AI Agents Services, Community, Reviews and More.",
    "### AI Agent List",
    "## [council chain-ml](https://github.com/chain-ml/council)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://pypi.org/project/ai_agent_platform",
   "project": "inferable",
   "repository": "https://github.com/inferablehq/inferable",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "AI Agent Platform AI Agent Directory to Host All AI Agent Platform related AI Agents Services, Community, Reviews and More.",
    "### AI Agent List",
    "## [inferable inferablehq](https://github.com/inferablehq/inferable)"
   ],
   "repository_evidence": [
    "AI Agent Platform AI Agent Directory to Host All AI Agent Platform related AI Agents Services, Community, Reviews and More.",
    "### AI Agent List",
    "## [inferable inferablehq](https://github.com/inferablehq/inferable)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://pypi.org/project/ai_agent_platform",
   "project": "agentify",
   "repository": "https://github.com/mgilangjanuar/agentify",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "AI Agent Platform AI Agent Directory to Host All AI Agent Platform related AI Agents Services, Community, Reviews and More.",
    "### AI Agent List",
    "## [agentify mgilangjanuar](https://github.com/mgilangjanuar/agentify)"
   ],
   "repository_evidence": [
    "AI Agent Platform AI Agent Directory to Host All AI Agent Platform related AI Agents Services, Community, Reviews and More.",
    "### AI Agent List",
    "## [agentify mgilangjanuar](https://github.com/mgilangjanuar/agentify)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://pypi.org/project/ai_agent_platform",
   "project": "watsonx-ai-platform-demos",
   "repository": "https://github.com/IBM/watsonx-ai-platform-demos",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "AI Agent Platform AI Agent Directory to Host All AI Agent Platform related AI Agents Services, Community, Reviews and More.",
    "### AI Agent List",
    "## [watsonx-ai-platform-demos IBM](https://github.com/IBM/watsonx-ai-platform-demos)"
   ],
   "repository_evidence": [
    "AI Agent Platform AI Agent Directory to Host All AI Agent Platform related AI Agents Services, Community, Reviews and More.",
    "### AI Agent List",
    "## [watsonx-ai-platform-demos IBM](https://github.com/IBM/watsonx-ai-platform-demos)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://pypi.org/project/ai_agent_platform",
   "project": "plura",
   "repository": "https://github.com/plura-ai/plura",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "AI Agent Platform AI Agent Directory to Host All AI Agent Platform related AI Agents Services, Community, Reviews and More.",
    "### AI Agent List",
    "## [plura plura-ai](https://github.com/plura-ai/plura)"
   ],
   "repository_evidence": [
    "AI Agent Platform AI Agent Directory to Host All AI Agent Platform related AI Agents Services, Community, Reviews and More.",
    "### AI Agent List",
    "## [plura plura-ai](https://github.com/plura-ai/plura)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://pypi.org/project/ai_agent_platform",
   "project": "openlit",
   "repository": "https://github.com/openlit/openlit",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "AI Agent Platform AI Agent Directory to Host All AI Agent Platform related AI Agents Services, Community, Reviews and More.",
    "### AI Agent List",
    "## [openlit openlit](https://github.com/openlit/openlit)"
   ],
   "repository_evidence": [
    "AI Agent Platform AI Agent Directory to Host All AI Agent Platform related AI Agents Services, Community, Reviews and More.",
    "### AI Agent List",
    "## [openlit openlit](https://github.com/openlit/openlit)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://pypi.org/project/ai_agent_platform",
   "project": "sagentic-af",
   "repository": "https://github.com/sagentic-ai/sagentic-af",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "AI Agent Platform AI Agent Directory to Host All AI Agent Platform related AI Agents Services, Community, Reviews and More.",
    "### AI Agent List",
    "## [sagentic-af sagentic-ai](https://github.com/sagentic-ai/sagentic-af)"
   ],
   "repository_evidence": [
    "AI Agent Platform AI Agent Directory to Host All AI Agent Platform related AI Agents Services, Community, Reviews and More.",
    "### AI Agent List",
    "## [sagentic-af sagentic-ai](https://github.com/sagentic-ai/sagentic-af)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://pypi.org/project/ai_agent_platform",
   "project": "craftgen",
   "repository": "https://github.com/craftgen/craftgen",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "AI Agent Platform AI Agent Directory to Host All AI Agent Platform related AI Agents Services, Community, Reviews and More.",
    "### AI Agent List",
    "## [craftgen craftgen](https://github.com/craftgen/craftgen)"
   ],
   "repository_evidence": [
    "AI Agent Platform AI Agent Directory to Host All AI Agent Platform related AI Agents Services, Community, Reviews and More.",
    "### AI Agent List",
    "## [craftgen craftgen](https://github.com/craftgen/craftgen)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://pypi.org/project/ai_agent_platform",
   "project": "ai-agent-langchain-langgraph-convex-clerk-ibm-wxtools-nextjs15",
   "repository": "https://github.com/sonnysangha/ai-agent-langchain-langgraph-convex-clerk-ibm-wxtools-nextjs15",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "AI Agent Platform AI Agent Directory to Host All AI Agent Platform related AI Agents Services, Community, Reviews and More.",
    "### AI Agent List",
    "## [ai-agent-langchain-langgraph-convex-clerk-ibm-wxtools-nextjs15 sonnysangha](https://github.com/sonnysangha/ai-agent-langchain-langgraph-convex-clerk-ibm-wxtools-nextjs15)"
   ],
   "repository_evidence": [
    "AI Agent Platform AI Agent Directory to Host All AI Agent Platform related AI Agents Services, Community, Reviews and More.",
    "### AI Agent List",
    "## [ai-agent-langchain-langgraph-convex-clerk-ibm-wxtools-nextjs15 sonnysangha](https://github.com/sonnysangha/ai-agent-langchain-langgraph-convex-clerk-ibm-wxtools-nextjs15)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://pypi.org/project/ai_agent_platform",
   "project": "agentkit-sdk",
   "repository": "https://github.com/simonweniger/agentkit-sdk",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "AI Agent Platform AI Agent Directory to Host All AI Agent Platform related AI Agents Services, Community, Reviews and More.",
    "### AI Agent List",
    "## [agentkit-sdk simonweniger](https://github.com/simonweniger/agentkit-sdk)"
   ],
   "repository_evidence": [
    "AI Agent Platform AI Agent Directory to Host All AI Agent Platform related AI Agents Services, Community, Reviews and More.",
    "### AI Agent List",
    "## [agentkit-sdk simonweniger](https://github.com/simonweniger/agentkit-sdk)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://pypi.org/project/ai_agent_platform",
   "project": "conjure",
   "repository": "https://github.com/utxobro/conjure",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "AI Agent Platform AI Agent Directory to Host All AI Agent Platform related AI Agents Services, Community, Reviews and More.",
    "### AI Agent List",
    "## [conjure utxobro](https://github.com/utxobro/conjure)"
   ],
   "repository_evidence": [
    "AI Agent Platform AI Agent Directory to Host All AI Agent Platform related AI Agents Services, Community, Reviews and More.",
    "### AI Agent List",
    "## [conjure utxobro](https://github.com/utxobro/conjure)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://pypi.org/project/ai_agent_platform",
   "project": "ollama_agent_roll_cage",
   "repository": "https://github.com/Leoleojames1/ollama_agent_roll_cage",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "AI Agent Platform AI Agent Directory to Host All AI Agent Platform related AI Agents Services, Community, Reviews and More.",
    "### AI Agent List",
    "## [ollama_agent_roll_cage Leoleojames1](https://github.com/Leoleojames1/ollama_agent_roll_cage)"
   ],
   "repository_evidence": [
    "AI Agent Platform AI Agent Directory to Host All AI Agent Platform related AI Agents Services, Community, Reviews and More.",
    "### AI Agent List",
    "## [ollama_agent_roll_cage Leoleojames1](https://github.com/Leoleojames1/ollama_agent_roll_cage)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://pypi.org/project/ai_agent_platform",
   "project": "IntelliConnect",
   "repository": "https://github.com/ruanrongman/IntelliConnect",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "AI Agent Platform AI Agent Directory to Host All AI Agent Platform related AI Agents Services, Community, Reviews and More.",
    "### AI Agent List",
    "## [IntelliConnect ruanrongman](https://github.com/ruanrongman/IntelliConnect)"
   ],
   "repository_evidence": [
    "AI Agent Platform AI Agent Directory to Host All AI Agent Platform related AI Agents Services, Community, Reviews and More.",
    "### AI Agent List",
    "## [IntelliConnect ruanrongman](https://github.com/ruanrongman/IntelliConnect)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://pypi.org/project/ai_agent_platform",
   "project": "aitino",
   "repository": "https://github.com/startino/aitino",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "AI Agent Platform AI Agent Directory to Host All AI Agent Platform related AI Agents Services, Community, Reviews and More.",
    "### AI Agent List",
    "## [aitino startino](https://github.com/startino/aitino)"
   ],
   "repository_evidence": [
    "AI Agent Platform AI Agent Directory to Host All AI Agent Platform related AI Agents Services, Community, Reviews and More.",
    "### AI Agent List",
    "## [aitino startino](https://github.com/startino/aitino)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://pypi.org/project/ai_agent_platform",
   "project": "dream",
   "repository": "https://github.com/deeppavlov/dream",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "AI Agent Platform AI Agent Directory to Host All AI Agent Platform related AI Agents Services, Community, Reviews and More.",
    "### AI Agent List",
    "## [dream deeppavlov](https://github.com/deeppavlov/dream)"
   ],
   "repository_evidence": [
    "AI Agent Platform AI Agent Directory to Host All AI Agent Platform related AI Agents Services, Community, Reviews and More.",
    "### AI Agent List",
    "## [dream deeppavlov](https://github.com/deeppavlov/dream)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://pypi.org/project/ai_agent_platform",
   "project": "argo",
   "repository": "https://github.com/xark-argo/argo",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "AI Agent Platform AI Agent Directory to Host All AI Agent Platform related AI Agents Services, Community, Reviews and More.",
    "### AI Agent List",
    "## [argo xark-argo](https://github.com/xark-argo/argo)"
   ],
   "repository_evidence": [
    "AI Agent Platform AI Agent Directory to Host All AI Agent Platform related AI Agents Services, Community, Reviews and More.",
    "### AI Agent List",
    "## [argo xark-argo](https://github.com/xark-argo/argo)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://pypi.org/project/ai_agent_platform",
   "project": "NeuralGPT",
   "repository": "https://github.com/CognitiveCodes/NeuralGPT",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "AI Agent Platform AI Agent Directory to Host All AI Agent Platform related AI Agents Services, Community, Reviews and More.",
    "### AI Agent List",
    "## [NeuralGPT CognitiveCodes](https://github.com/CognitiveCodes/NeuralGPT)"
   ],
   "repository_evidence": [
    "AI Agent Platform AI Agent Directory to Host All AI Agent Platform related AI Agents Services, Community, Reviews and More.",
    "### AI Agent List",
    "## [NeuralGPT CognitiveCodes](https://github.com/CognitiveCodes/NeuralGPT)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://pypi.org/project/ai_agent_platform",
   "project": "MCTS-agent-python",
   "repository": "https://github.com/masouduut94/MCTS-agent-python",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "AI Agent Platform AI Agent Directory to Host All AI Agent Platform related AI Agents Services, Community, Reviews and More.",
    "### AI Agent List",
    "## [MCTS-agent-python masouduut94](https://github.com/masouduut94/MCTS-agent-python)"
   ],
   "repository_evidence": [
    "AI Agent Platform AI Agent Directory to Host All AI Agent Platform related AI Agents Services, Community, Reviews and More.",
    "### AI Agent List",
    "## [MCTS-agent-python masouduut94](https://github.com/masouduut94/MCTS-agent-python)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://pypi.org/project/ai_agent_platform",
   "project": "ComfyUI-CrewAI",
   "repository": "https://github.com/luandev/ComfyUI-CrewAI",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "AI Agent Platform AI Agent Directory to Host All AI Agent Platform related AI Agents Services, Community, Reviews and More.",
    "### AI Agent List",
    "## [ComfyUI-CrewAI luandev](https://github.com/luandev/ComfyUI-CrewAI)"
   ],
   "repository_evidence": [
    "AI Agent Platform AI Agent Directory to Host All AI Agent Platform related AI Agents Services, Community, Reviews and More.",
    "### AI Agent List",
    "## [ComfyUI-CrewAI luandev](https://github.com/luandev/ComfyUI-CrewAI)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://pypi.org/project/ai_agent_platform",
   "project": "flock",
   "repository": "https://github.com/Onelevenvy/flock",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "AI Agent Platform AI Agent Directory to Host All AI Agent Platform related AI Agents Services, Community, Reviews and More.",
    "### AI Agent List",
    "## [flock Onelevenvy](https://github.com/Onelevenvy/flock)"
   ],
   "repository_evidence": [
    "AI Agent Platform AI Agent Directory to Host All AI Agent Platform related AI Agents Services, Community, Reviews and More.",
    "### AI Agent List",
    "## [flock Onelevenvy](https://github.com/Onelevenvy/flock)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://pypi.org/project/ai_agent_platform",
   "project": "node-sdk",
   "repository": "https://github.com/chatbotkit/node-sdk",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "AI Agent Platform AI Agent Directory to Host All AI Agent Platform related AI Agents Services, Community, Reviews and More.",
    "### AI Agent List",
    "## [node-sdk chatbotkit](https://github.com/chatbotkit/node-sdk)"
   ],
   "repository_evidence": [
    "AI Agent Platform AI Agent Directory to Host All AI Agent Platform related AI Agents Services, Community, Reviews and More.",
    "### AI Agent List",
    "## [node-sdk chatbotkit](https://github.com/chatbotkit/node-sdk)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://pypi.org/project/ai_agent_platform",
   "project": "web-agent-interface",
   "repository": "https://github.com/mlc-ai/web-agent-interface",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "AI Agent Platform AI Agent Directory to Host All AI Agent Platform related AI Agents Services, Community, Reviews and More.",
    "### AI Agent List",
    "## [web-agent-interface mlc-ai](https://github.com/mlc-ai/web-agent-interface)"
   ],
   "repository_evidence": [
    "AI Agent Platform AI Agent Directory to Host All AI Agent Platform related AI Agents Services, Community, Reviews and More.",
    "### AI Agent List",
    "## [web-agent-interface mlc-ai](https://github.com/mlc-ai/web-agent-interface)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://pypi.org/project/ai_agent_platform",
   "project": "examples",
   "repository": "https://github.com/swarmzero/examples",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "AI Agent Platform AI Agent Directory to Host All AI Agent Platform related AI Agents Services, Community, Reviews and More.",
    "### AI Agent List",
    "## [examples swarmzero](https://github.com/swarmzero/examples)"
   ],
   "repository_evidence": [
    "AI Agent Platform AI Agent Directory to Host All AI Agent Platform related AI Agents Services, Community, Reviews and More.",
    "### AI Agent List",
    "## [examples swarmzero](https://github.com/swarmzero/examples)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://pypi.org/project/ai_agent_platform",
   "project": "LLM-Agent-Landing-Page-Generator-CrewAI-Qdrant-Langchain",
   "repository": "https://github.com/sachink1729/LLM-Agent-Landing-Page-Generator-CrewAI-Qdrant-Langchain",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "AI Agent Platform AI Agent Directory to Host All AI Agent Platform related AI Agents Services, Community, Reviews and More.",
    "### AI Agent List",
    "## [LLM-Agent-Landing-Page-Generator-CrewAI-Qdrant-Langchain sachink1729](https://github.com/sachink1729/LLM-Agent-Landing-Page-Generator-CrewAI-Qdrant-Langchain)"
   ],
   "repository_evidence": [
    "AI Agent Platform AI Agent Directory to Host All AI Agent Platform related AI Agents Services, Community, Reviews and More.",
    "### AI Agent List",
    "## [LLM-Agent-Landing-Page-Generator-CrewAI-Qdrant-Langchain sachink1729](https://github.com/sachink1729/LLM-Agent-Landing-Page-Generator-CrewAI-Qdrant-Langchain)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://pypi.org/project/ai_agent_platform",
   "project": "STELLA",
   "repository": "https://github.com/Norditech-AB/STELLA",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "AI Agent Platform AI Agent Directory to Host All AI Agent Platform related AI Agents Services, Community, Reviews and More.",
    "### AI Agent List",
    "## [STELLA Norditech-AB](https://github.com/Norditech-AB/STELLA)"
   ],
   "repository_evidence": [
    "AI Agent Platform AI Agent Directory to Host All AI Agent Platform related AI Agents Services, Community, Reviews and More.",
    "### AI Agent List",
    "## [STELLA Norditech-AB](https://github.com/Norditech-AB/STELLA)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://pypi.org/project/ai_agent_platform",
   "project": "panopticon",
   "repository": "https://github.com/Panopticon-AI-team/panopticon",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "AI Agent Platform AI Agent Directory to Host All AI Agent Platform related AI Agents Services, Community, Reviews and More.",
    "### AI Agent List",
    "## [panopticon Panopticon-AI-team](https://github.com/Panopticon-AI-team/panopticon)"
   ],
   "repository_evidence": [
    "AI Agent Platform AI Agent Directory to Host All AI Agent Platform related AI Agents Services, Community, Reviews and More.",
    "### AI Agent List",
    "## [panopticon Panopticon-AI-team](https://github.com/Panopticon-AI-team/panopticon)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://pypi.org/project/ai_agent_platform",
   "project": "echoOLlama",
   "repository": "https://github.com/theboringhumane/echoOLlama",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "AI Agent Platform AI Agent Directory to Host All AI Agent Platform related AI Agents Services, Community, Reviews and More.",
    "### AI Agent List",
    "## [echoOLlama theboringhumane](https://github.com/theboringhumane/echoOLlama)"
   ],
   "repository_evidence": [
    "AI Agent Platform AI Agent Directory to Host All AI Agent Platform related AI Agents Services, Community, Reviews and More.",
    "### AI Agent List",
    "## [echoOLlama theboringhumane](https://github.com/theboringhumane/echoOLlama)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://pypi.org/project/ai_agent_platform",
   "project": "sdk",
   "repository": "https://github.com/openserv-labs/sdk",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "AI Agent Platform AI Agent Directory to Host All AI Agent Platform related AI Agents Services, Community, Reviews and More.",
    "### AI Agent List",
    "## [sdk openserv-labs](https://github.com/openserv-labs/sdk)"
   ],
   "repository_evidence": [
    "AI Agent Platform AI Agent Directory to Host All AI Agent Platform related AI Agents Services, Community, Reviews and More.",
    "### AI Agent List",
    "## [sdk openserv-labs](https://github.com/openserv-labs/sdk)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://pypi.org/project/ai_agent_platform",
   "project": "python-sdk",
   "repository": "https://github.com/AGiXT/python-sdk",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "AI Agent Platform AI Agent Directory to Host All AI Agent Platform related AI Agents Services, Community, Reviews and More.",
    "### AI Agent List",
    "## [python-sdk AGiXT](https://github.com/AGiXT/python-sdk)"
   ],
   "repository_evidence": [
    "AI Agent Platform AI Agent Directory to Host All AI Agent Platform related AI Agents Services, Community, Reviews and More.",
    "### AI Agent List",
    "## [python-sdk AGiXT](https://github.com/AGiXT/python-sdk)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://pypi.org/project/ai_agent_platform",
   "project": "Medical-AGI",
   "repository": "https://github.com/LifestyleCorp/Medical-AGI",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "AI Agent Platform AI Agent Directory to Host All AI Agent Platform related AI Agents Services, Community, Reviews and More.",
    "### AI Agent List",
    "## [Medical-AGI LifestyleCorp](https://github.com/LifestyleCorp/Medical-AGI)"
   ],
   "repository_evidence": [
    "AI Agent Platform AI Agent Directory to Host All AI Agent Platform related AI Agents Services, Community, Reviews and More.",
    "### AI Agent List",
    "## [Medical-AGI LifestyleCorp](https://github.com/LifestyleCorp/Medical-AGI)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://pypi.org/project/ai_agent_platform",
   "project": "agentstack",
   "repository": "https://github.com/PersonaFlow/agentstack",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "AI Agent Platform AI Agent Directory to Host All AI Agent Platform related AI Agents Services, Community, Reviews and More.",
    "### AI Agent List",
    "## [agentstack PersonaFlow](https://github.com/PersonaFlow/agentstack)"
   ],
   "repository_evidence": [
    "AI Agent Platform AI Agent Directory to Host All AI Agent Platform related AI Agents Services, Community, Reviews and More.",
    "### AI Agent List",
    "## [agentstack PersonaFlow](https://github.com/PersonaFlow/agentstack)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://blog.virenmohindra.me/p/the-state-of-agent-memory-2026",
   "project": "Graphiti",
   "repository": null,
   "stars": "23000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# The State of Agent Memory (2026)",
    "So we cloned 10 of the most relevant repos and read through them (read: with some heavy lifting from Claude Code). The list~",
    "1. Graphiti (23K stars),"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# The State of Agent Memory (2026)",
    "So we cloned 10 of the most relevant repos and read through them (read: with some heavy lifting from Claude Code). The list~",
    "1. Graphiti (23K stars),"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://blog.virenmohindra.me/p/the-state-of-agent-memory-2026",
   "project": "Mem0",
   "repository": null,
   "stars": "48000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# The State of Agent Memory (2026)",
    "So we cloned 10 of the most relevant repos and read through them (read: with some heavy lifting from Claude Code). The list~",
    "2. Mem0 (48K stars, $24M raised),"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# The State of Agent Memory (2026)",
    "So we cloned 10 of the most relevant repos and read through them (read: with some heavy lifting from Claude Code). The list~",
    "2. Mem0 (48K stars, $24M raised),"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://blog.virenmohindra.me/p/the-state-of-agent-memory-2026",
   "project": "Cognee",
   "repository": null,
   "stars": "12500",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# The State of Agent Memory (2026)",
    "So we cloned 10 of the most relevant repos and read through them (read: with some heavy lifting from Claude Code). The list~",
    "3. Cognee (12.5K stars, $7.5M seed),"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# The State of Agent Memory (2026)",
    "So we cloned 10 of the most relevant repos and read through them (read: with some heavy lifting from Claude Code). The list~",
    "3. Cognee (12.5K stars, $7.5M seed),"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://blog.virenmohindra.me/p/the-state-of-agent-memory-2026",
   "project": "Letta",
   "repository": null,
   "stars": "21000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# The State of Agent Memory (2026)",
    "So we cloned 10 of the most relevant repos and read through them (read: with some heavy lifting from Claude Code). The list~",
    "4. Letta (21K stars),"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# The State of Agent Memory (2026)",
    "So we cloned 10 of the most relevant repos and read through them (read: with some heavy lifting from Claude Code). The list~",
    "4. Letta (21K stars),"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://blog.virenmohindra.me/p/the-state-of-agent-memory-2026",
   "project": "memU",
   "repository": null,
   "stars": "11000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# The State of Agent Memory (2026)",
    "So we cloned 10 of the most relevant repos and read through them (read: with some heavy lifting from Claude Code). The list~",
    "5. memU (11K stars),"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# The State of Agent Memory (2026)",
    "So we cloned 10 of the most relevant repos and read through them (read: with some heavy lifting from Claude Code). The list~",
    "5. memU (11K stars),"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://blog.virenmohindra.me/p/the-state-of-agent-memory-2026",
   "project": "SimpleMem",
   "repository": null,
   "stars": "3000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# The State of Agent Memory (2026)",
    "So we cloned 10 of the most relevant repos and read through them (read: with some heavy lifting from Claude Code). The list~",
    "6. SimpleMem (3K stars),"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# The State of Agent Memory (2026)",
    "So we cloned 10 of the most relevant repos and read through them (read: with some heavy lifting from Claude Code). The list~",
    "6. SimpleMem (3K stars),"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://blog.virenmohindra.me/p/the-state-of-agent-memory-2026",
   "project": "mcp-memory-service",
   "repository": null,
   "stars": "1400",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# The State of Agent Memory (2026)",
    "So we cloned 10 of the most relevant repos and read through them (read: with some heavy lifting from Claude Code). The list~",
    "7. mcp-memory-service (1.4K stars),"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# The State of Agent Memory (2026)",
    "So we cloned 10 of the most relevant repos and read through them (read: with some heavy lifting from Claude Code). The list~",
    "7. mcp-memory-service (1.4K stars),"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://blog.virenmohindra.me/p/the-state-of-agent-memory-2026",
   "project": "A-Mem",
   "repository": null,
   "stars": "800",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# The State of Agent Memory (2026)",
    "So we cloned 10 of the most relevant repos and read through them (read: with some heavy lifting from Claude Code). The list~",
    "8. A-Mem (800 stars),"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# The State of Agent Memory (2026)",
    "So we cloned 10 of the most relevant repos and read through them (read: with some heavy lifting from Claude Code). The list~",
    "8. A-Mem (800 stars),"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://blog.virenmohindra.me/p/the-state-of-agent-memory-2026",
   "project": "memsearch",
   "repository": null,
   "stars": "612",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# The State of Agent Memory (2026)",
    "So we cloned 10 of the most relevant repos and read through them (read: with some heavy lifting from Claude Code). The list~",
    "9. memsearch (612 stars), and"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# The State of Agent Memory (2026)",
    "So we cloned 10 of the most relevant repos and read through them (read: with some heavy lifting from Claude Code). The list~",
    "9. memsearch (612 stars), and"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://blog.virenmohindra.me/p/the-state-of-agent-memory-2026",
   "project": "claude-cognitive",
   "repository": null,
   "stars": "310",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# The State of Agent Memory (2026)",
    "So we cloned 10 of the most relevant repos and read through them (read: with some heavy lifting from Claude Code). The list~",
    "10. claude-cognitive (310 stars)"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# The State of Agent Memory (2026)",
    "So we cloned 10 of the most relevant repos and read through them (read: with some heavy lifting from Claude Code). The list~",
    "10. claude-cognitive (310 stars)"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://dablclub.com/research/approaches",
   "project": "OpenClaw",
   "repository": "https://github.com/openclaw/openclaw",
   "stars": "374000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Approaches to Agentic Coding",
    "Open-source agents",
    "- OpenClaw \u2014 374K stars, self-hosted assistant with messaging integration"
   ],
   "repository_evidence": [
    "# Approaches to Agentic Coding",
    "OpenClaw",
    "- **GitHub:** [https://github.com/openclaw/openclaw](https://github.com/openclaw/openclaw) [![stars](https://img.shields.io/github/stars/openclaw/openclaw?style=social)](https://github.com/openclaw/openclaw)"
   ],
   "stars_evidence": [
    "# Approaches to Agentic Coding",
    "Open-source agents",
    "- OpenClaw \u2014 374K stars, self-hosted assistant with messaging integration"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://dablclub.com/research/approaches",
   "project": "OpenCode",
   "repository": "https://github.com/anomalyco/opencode",
   "stars": "165000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Approaches to Agentic Coding",
    "Open-source agents",
    "- OpenCode \u2014 165K stars, provider-agnostic with GitHub agent mode"
   ],
   "repository_evidence": [
    "# Approaches to Agentic Coding",
    "OpenCode",
    "- **GitHub:** [https://github.com/anomalyco/opencode](https://github.com/anomalyco/opencode) [![stars](https://img.shields.io/github/stars/anomalyco/opencode?style=social)](https://github.com/anomalyco/opencode)"
   ],
   "stars_evidence": [
    "# Approaches to Agentic Coding",
    "Open-source agents",
    "- OpenCode \u2014 165K stars, provider-agnostic with GitHub agent mode"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://dablclub.com/research/approaches",
   "project": "Hermes Agent",
   "repository": "https://github.com/NousResearch/hermes-agent",
   "stars": "165000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Approaches to Agentic Coding",
    "Open-source agents",
    "- Hermes Agent \u2014 165K stars, Nous Research's self-improving personal agent"
   ],
   "repository_evidence": [
    "# Approaches to Agentic Coding",
    "Hermes Agent",
    "- **GitHub:** [https://github.com/NousResearch/hermes-agent](https://github.com/NousResearch/hermes-agent) [![stars](https://img.shields.io/github/stars/NousResearch/hermes-agent?style=social)](https://github.com/NousResearch/hermes-agent)"
   ],
   "stars_evidence": [
    "# Approaches to Agentic Coding",
    "Open-source agents",
    "- Hermes Agent \u2014 165K stars, Nous Research's self-improving personal agent"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://dablclub.com/research/approaches",
   "project": "OpenHands",
   "repository": "https://github.com/OpenHands/OpenHands",
   "stars": "75000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Approaches to Agentic Coding",
    "Open-source agents",
    "- OpenHands \u2014 75K stars, most mature open-source autonomous engineer"
   ],
   "repository_evidence": [
    "# Approaches to Agentic Coding",
    "OpenHands",
    "- **GitHub:** [https://github.com/OpenHands/OpenHands](https://github.com/OpenHands/OpenHands) [![stars](https://img.shields.io/github/stars/OpenHands/OpenHands?style=social)](https://github.com/OpenHands/OpenHands)"
   ],
   "stars_evidence": [
    "# Approaches to Agentic Coding",
    "Open-source agents",
    "- OpenHands \u2014 75K stars, most mature open-source autonomous engineer"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://dablclub.com/research/approaches",
   "project": "DeerFlow",
   "repository": null,
   "stars": "69000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Approaches to Agentic Coding",
    "Open-source agents",
    "- DeerFlow \u2014 69K stars, ByteDance's long-horizon SuperAgent harness, LangGraph-based"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# Approaches to Agentic Coding",
    "Open-source agents",
    "- DeerFlow \u2014 69K stars, ByteDance's long-horizon SuperAgent harness, LangGraph-based"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://dablclub.com/research/approaches",
   "project": "Cline",
   "repository": "https://github.com/cline/cline",
   "stars": "62000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Approaches to Agentic Coding",
    "Open-source agents",
    "- Cline \u2014 62K stars, plan-then-act with explicit user approval at every step"
   ],
   "repository_evidence": [
    "# Approaches to Agentic Coding",
    "Cline",
    "- **GitHub:** [https://github.com/cline/cline](https://github.com/cline/cline) [![stars](https://img.shields.io/github/stars/cline/cline?style=social)](https://github.com/cline/cline)"
   ],
   "stars_evidence": [
    "# Approaches to Agentic Coding",
    "Open-source agents",
    "- Cline \u2014 62K stars, plan-then-act with explicit user approval at every step"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://dablclub.com/research/approaches",
   "project": "OhMyOpenAgent",
   "repository": "https://github.com/code-yeongyu/oh-my-openagent",
   "stars": "59000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Approaches to Agentic Coding",
    "Open-source agents",
    "- OhMyOpenAgent \u2014 59K stars, named specialist agents, hash-anchored edits"
   ],
   "repository_evidence": [
    "# Approaches to Agentic Coding",
    "OhMyOpenAgent",
    "- **GitHub:** [https://github.com/code-yeongyu/oh-my-openagent](https://github.com/code-yeongyu/oh-my-openagent) [![stars](https://img.shields.io/github/stars/code-yeongyu/oh-my-openagent?style=social)](https://github.com/code-yeongyu/oh-my-openagent)"
   ],
   "stars_evidence": [
    "# Approaches to Agentic Coding",
    "Open-source agents",
    "- OhMyOpenAgent \u2014 59K stars, named specialist agents, hash-anchored edits"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://dablclub.com/research/approaches",
   "project": "Goose",
   "repository": "https://github.com/block/goose",
   "stars": "46000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Approaches to Agentic Coding",
    "Open-source agents",
    "- Goose \u2014 46K stars, MCP-native, the ancestor Stripe forked for Minions"
   ],
   "repository_evidence": [
    "# Approaches to Agentic Coding",
    "Goose",
    "- **GitHub:** [https://github.com/block/goose](https://github.com/block/goose) (also [https://github.com/aaif-goose/goose](https://github.com/aaif-goose/goose)) [![stars](https://img.shields.io/github/stars/block/goose?style=social)](https://github.com/block/goose) [![stars](https://img.shields.io/github/stars/aaif-goose/goose?style=social)](https://github.com/aaif-goose/goose)"
   ],
   "stars_evidence": [
    "# Approaches to Agentic Coding",
    "Open-source agents",
    "- Goose \u2014 46K stars, MCP-native, the ancestor Stripe forked for Minions"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://dablclub.com/research/approaches",
   "project": "Letta Code",
   "repository": "https://github.com/letta-ai/letta",
   "stars": "23000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Approaches to Agentic Coding",
    "Open-source agents",
    "- Letta Code \u2014 23K stars, memory-first coding agent built on the MemGPT lineage"
   ],
   "repository_evidence": [
    "# Approaches to Agentic Coding",
    "Letta Code",
    "- **GitHub:** [https://github.com/letta-ai/letta](https://github.com/letta-ai/letta) [![stars](https://img.shields.io/github/stars/letta-ai/letta?style=social)](https://github.com/letta-ai/letta)"
   ],
   "stars_evidence": [
    "# Approaches to Agentic Coding",
    "Open-source agents",
    "- Letta Code \u2014 23K stars, memory-first coding agent built on the MemGPT lineage"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://dablclub.com/research/approaches",
   "project": "SWE-agent",
   "repository": "https://github.com/SWE-agent/SWE-agent",
   "stars": "19000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Approaches to Agentic Coding",
    "Open-source agents",
    "- SWE-agent \u2014 19K stars, Princeton/Stanford, pioneered issue-to-PR paradigm"
   ],
   "repository_evidence": [
    "# Approaches to Agentic Coding",
    "SWE-agent",
    "- **GitHub:** [https://github.com/SWE-agent/SWE-agent](https://github.com/SWE-agent/SWE-agent) [![stars](https://img.shields.io/github/stars/SWE-agent/SWE-agent?style=social)](https://github.com/SWE-agent/SWE-agent)"
   ],
   "stars_evidence": [
    "# Approaches to Agentic Coding",
    "Open-source agents",
    "- SWE-agent \u2014 19K stars, Princeton/Stanford, pioneered issue-to-PR paradigm"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://dablclub.com/research/approaches",
   "project": "Open SWE (LangChain)",
   "repository": "https://github.com/langchain-ai/open-swe",
   "stars": "9800",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Approaches to Agentic Coding",
    "Open-source agents",
    "- Open SWE (LangChain) \u2014 9.8K stars, multi-agent async coding agent"
   ],
   "repository_evidence": [
    "# Approaches to Agentic Coding",
    "Open SWE (LangChain)",
    "- **GitHub:** [https://github.com/langchain-ai/open-swe](https://github.com/langchain-ai/open-swe) [![stars](https://img.shields.io/github/stars/langchain-ai/open-swe?style=social)](https://github.com/langchain-ai/open-swe)"
   ],
   "stars_evidence": [
    "# Approaches to Agentic Coding",
    "Open-source agents",
    "- Open SWE (LangChain) \u2014 9.8K stars, multi-agent async coding agent"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://dablclub.com/research/approaches",
   "project": "Composio Agent Orchestrator",
   "repository": "https://github.com/ComposioHQ/agent-orchestrator",
   "stars": "7200",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Approaches to Agentic Coding",
    "Open-source agents",
    "- Composio Agent Orchestrator \u2014 7.2K stars, best multi-agent parallelization"
   ],
   "repository_evidence": [
    "# Approaches to Agentic Coding",
    "Composio Agent Orchestrator",
    "- **GitHub:** [https://github.com/ComposioHQ/agent-orchestrator](https://github.com/ComposioHQ/agent-orchestrator) [![stars](https://img.shields.io/github/stars/ComposioHQ/agent-orchestrator?style=social)](https://github.com/ComposioHQ/agent-orchestrator)"
   ],
   "stars_evidence": [
    "# Approaches to Agentic Coding",
    "Open-source agents",
    "- Composio Agent Orchestrator \u2014 7.2K stars, best multi-agent parallelization"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://dablclub.com/research/approaches",
   "project": "AgentField",
   "repository": "https://github.com/Agent-Field/agentfield",
   "stars": "2000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Approaches to Agentic Coding",
    "Open-source agents",
    "- AgentField \u2014 2K stars, open-source control plane with three nested failure loops"
   ],
   "repository_evidence": [
    "# Approaches to Agentic Coding",
    "AgentField",
    "- **GitHub:** [https://github.com/Agent-Field/agentfield](https://github.com/Agent-Field/agentfield) [![stars](https://img.shields.io/github/stars/Agent-Field/agentfield?style=social)](https://github.com/Agent-Field/agentfield)"
   ],
   "stars_evidence": [
    "# Approaches to Agentic Coding",
    "Open-source agents",
    "- AgentField \u2014 2K stars, open-source control plane with three nested failure loops"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://dablclub.com/research/approaches",
   "project": "Patchwork",
   "repository": "https://github.com/patched-codes/patchwork",
   "stars": "1600",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Approaches to Agentic Coding",
    "Open-source agents",
    "- Patchwork \u2014 1.6K stars, patchflows, closest open-source analog to Stripe's blueprints"
   ],
   "repository_evidence": [
    "# Approaches to Agentic Coding",
    "Patchwork",
    "- **GitHub:** [https://github.com/patched-codes/patchwork](https://github.com/patched-codes/patchwork) [![stars](https://img.shields.io/github/stars/patched-codes/patchwork?style=social)](https://github.com/patched-codes/patchwork)"
   ],
   "stars_evidence": [
    "# Approaches to Agentic Coding",
    "Open-source agents",
    "- Patchwork \u2014 1.6K stars, patchflows, closest open-source analog to Stripe's blueprints"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://dablclub.com/research/approaches",
   "project": "DSPy + GEPA",
   "repository": "https://github.com/stanfordnlp/dspy",
   "stars": "34600",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Approaches to Agentic Coding",
    "Frameworks & SDKs",
    "- DSPy + GEPA \u2014 34.6K stars, Stanford NLP's programmatic LLM framework + Pareto-genetic prompt/topology optimizer"
   ],
   "repository_evidence": [
    "# Approaches to Agentic Coding",
    "DSPy + GEPA",
    "- **GitHub:** [stanfordnlp/dspy](https://github.com/stanfordnlp/dspy) [![stars](https://img.shields.io/github/stars/stanfordnlp/dspy?style=social)](https://github.com/stanfordnlp/dspy) \u00b7"
   ],
   "stars_evidence": [
    "# Approaches to Agentic Coding",
    "Frameworks & SDKs",
    "- DSPy + GEPA \u2014 34.6K stars, Stanford NLP's programmatic LLM framework + Pareto-genetic prompt/topology optimizer"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://dablclub.com/research/approaches",
   "project": "Smolagents",
   "repository": "https://github.com/huggingface/smolagents",
   "stars": "27500",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Approaches to Agentic Coding",
    "Frameworks & SDKs",
    "- Smolagents \u2014 27.5K stars, HuggingFace's ~1K-LOC hackable code-agent reference"
   ],
   "repository_evidence": [
    "# Approaches to Agentic Coding",
    "Smolagents"
   ],
   "stars_evidence": [
    "# Approaches to Agentic Coding",
    "Frameworks & SDKs",
    "- Smolagents \u2014 27.5K stars, HuggingFace's ~1K-LOC hackable code-agent reference"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://dablclub.com/research/approaches",
   "project": "OpenAI Agents SDK",
   "repository": "https://github.com/openai/openai-agents-python",
   "stars": "27000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Approaches to Agentic Coding",
    "Frameworks & SDKs",
    "- OpenAI Agents SDK \u2014 27K stars, first-party OpenAI framework; production successor to Swarm"
   ],
   "repository_evidence": [
    "# Approaches to Agentic Coding",
    "OpenAI Agents SDK",
    "- **GitHub:** [https://github.com/openai/openai-agents-python](https://github.com/openai/openai-agents-python) [![stars](https://img.shields.io/github/stars/openai/openai-agents-python?style=social)](https://github.com/openai/openai-agents-python)"
   ],
   "stars_evidence": [
    "# Approaches to Agentic Coding",
    "Frameworks & SDKs",
    "- OpenAI Agents SDK \u2014 27K stars, first-party OpenAI framework; production successor to Swarm"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://dablclub.com/research/approaches",
   "project": "Mastra",
   "repository": "https://github.com/mastra-ai/mastra",
   "stars": "24000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Approaches to Agentic Coding",
    "Frameworks & SDKs",
    "- Mastra \u2014 24K stars, TypeScript framework for building custom agent systems"
   ],
   "repository_evidence": [
    "# Approaches to Agentic Coding",
    "Mastra",
    "- **GitHub:** [https://github.com/mastra-ai/mastra](https://github.com/mastra-ai/mastra) [![stars](https://img.shields.io/github/stars/mastra-ai/mastra?style=social)](https://github.com/mastra-ai/mastra)"
   ],
   "stars_evidence": [
    "# Approaches to Agentic Coding",
    "Frameworks & SDKs",
    "- Mastra \u2014 24K stars, TypeScript framework for building custom agent systems"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://dablclub.com/research/approaches",
   "project": "Deep Agents (LangChain)",
   "repository": "https://github.com/langchain-ai/deepagents",
   "stars": "23300",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Approaches to Agentic Coding",
    "Frameworks & SDKs",
    "- Deep Agents (LangChain) \u2014 23.3K stars, the LangGraph-based opinionated open harness"
   ],
   "repository_evidence": [
    "# Approaches to Agentic Coding",
    "Deep Agents (LangChain)",
    "- **GitHub:** [langchain-ai/deepagents](https://github.com/langchain-ai/deepagents) [![stars](https://img.shields.io/github/stars/langchain-ai/deepagents?style=social)](https://github.com/langchain-ai/deepagents)"
   ],
   "stars_evidence": [
    "# Approaches to Agentic Coding",
    "Frameworks & SDKs",
    "- Deep Agents (LangChain) \u2014 23.3K stars, the LangGraph-based opinionated open harness"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://dablclub.com/research/approaches",
   "project": "Google ADK",
   "repository": "https://github.com/google/adk-python",
   "stars": "20000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Approaches to Agentic Coding",
    "Frameworks & SDKs",
    "- Google ADK \u2014 20K stars, Google's first-party Gemini-native framework"
   ],
   "repository_evidence": [
    "# Approaches to Agentic Coding",
    "Google ADK",
    "- **GitHub:** [https://github.com/google/adk-python](https://github.com/google/adk-python) [![stars](https://img.shields.io/github/stars/google/adk-python?style=social)](https://github.com/google/adk-python)"
   ],
   "stars_evidence": [
    "# Approaches to Agentic Coding",
    "Frameworks & SDKs",
    "- Google ADK \u2014 20K stars, Google's first-party Gemini-native framework"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://dablclub.com/research/approaches",
   "project": "Claude Agent SDK",
   "repository": "https://github.com/anthropics/claude-agent-sdk-python",
   "stars": "7000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Approaches to Agentic Coding",
    "Frameworks & SDKs",
    "- Claude Agent SDK \u2014 7K (Python) + 1.5K (TS), Anthropic's first-party SDK \u2014 the same harness that powers Claude Code"
   ],
   "repository_evidence": [
    "# Approaches to Agentic Coding",
    "Claude Agent SDK",
    "- **GitHub:** [anthropics/claude-agent-sdk-python](https://github.com/anthropics/claude-agent-sdk-python) [![stars](https://img.shields.io/github/stars/anthropics/claude-agent-sdk-python?style=social)](https://github.com/anthropics/claude-agent-sdk-python) \u00b7 [anthropics/claude-agent-sdk-typescript](https://github.com/anthropics/claude-agent-sdk-typescript)"
   ],
   "stars_evidence": [
    "# Approaches to Agentic Coding",
    "Frameworks & SDKs",
    "- Claude Agent SDK \u2014 7K (Python) + 1.5K (TS), Anthropic's first-party SDK \u2014 the same harness that powers Claude Code"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://dablclub.com/research/approaches",
   "project": "Strands Agents",
   "repository": "https://github.com/strands-agents/sdk-python",
   "stars": "5900",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Approaches to Agentic Coding",
    "Frameworks & SDKs",
    "- Strands Agents \u2014 5.9K stars, AWS-incubated SDK with Bedrock / Lambda / Fargate deploy templates"
   ],
   "repository_evidence": [
    "# Approaches to Agentic Coding",
    "Strands Agents",
    "- **GitHub:** [https://github.com/strands-agents/sdk-python](https://github.com/strands-agents/sdk-python) [![stars](https://img.shields.io/github/stars/strands-agents/sdk-python?style=social)](https://github.com/strands-agents/sdk-python)"
   ],
   "stars_evidence": [
    "# Approaches to Agentic Coding",
    "Frameworks & SDKs",
    "- Strands Agents \u2014 5.9K stars, AWS-incubated SDK with Bedrock / Lambda / Fargate deploy templates"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://dablclub.com/research/approaches",
   "project": "Rivet Sandbox Agent",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Approaches to Agentic Coding",
    "Frameworks & SDKs",
    "- Rivet Sandbox Agent \u2014 universal API for running agents in sandboxes"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://dablclub.com/research/approaches",
   "project": "AgentField",
   "repository": "https://github.com/Agent-Field/agentfield",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## AgentField",
    "- **Type:** Open Source (Apache 2.0)"
   ],
   "repository_evidence": [
    "## AgentField",
    "- **GitHub:** [https://github.com/Agent-Field/agentfield](https://github.com/Agent-Field/agentfield) [![stars](https://img.shields.io/github/stars/Agent-Field/agentfield?style=social)](https://github.com/Agent-Field/agentfield)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://dablclub.com/research/approaches",
   "project": "OpenHands",
   "repository": "https://github.com/OpenHands/OpenHands",
   "stars": "75000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## OpenHands",
    "- **Type:** Open Source (MIT)"
   ],
   "repository_evidence": [
    "## OpenHands",
    "- **GitHub:** [https://github.com/OpenHands/OpenHands](https://github.com/OpenHands/OpenHands) [![stars](https://img.shields.io/github/stars/OpenHands/OpenHands?style=social)](https://github.com/OpenHands/OpenHands)"
   ],
   "stars_evidence": [
    "## OpenHands",
    "- **Stars:** 75K"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://dablclub.com/research/approaches",
   "project": "Open SWE (LangChain)",
   "repository": "https://github.com/langchain-ai/open-swe",
   "stars": "9800",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## Open SWE (LangChain)",
    "- **Type:** Open Source"
   ],
   "repository_evidence": [
    "## Open SWE (LangChain)",
    "- **GitHub:** [https://github.com/langchain-ai/open-swe](https://github.com/langchain-ai/open-swe) [![stars](https://img.shields.io/github/stars/langchain-ai/open-swe?style=social)](https://github.com/langchain-ai/open-swe)"
   ],
   "stars_evidence": [
    "## Open SWE (LangChain)",
    "- **Stars:** 9.8K"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://dablclub.com/research/approaches",
   "project": "OhMyOpenAgent",
   "repository": "https://github.com/code-yeongyu/oh-my-openagent",
   "stars": "59000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## OhMyOpenAgent",
    "- **Type:** Open Source"
   ],
   "repository_evidence": [
    "## OhMyOpenAgent",
    "- **GitHub:** [https://github.com/code-yeongyu/oh-my-openagent](https://github.com/code-yeongyu/oh-my-openagent) [![stars](https://img.shields.io/github/stars/code-yeongyu/oh-my-openagent?style=social)](https://github.com/code-yeongyu/oh-my-openagent)"
   ],
   "stars_evidence": [
    "## OhMyOpenAgent",
    "- **Stars:** 59K"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://dablclub.com/research/approaches",
   "project": "OpenCode",
   "repository": "https://github.com/anomalyco/opencode",
   "stars": "165000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## OpenCode",
    "- **Type:** Open Source"
   ],
   "repository_evidence": [
    "## OpenCode",
    "- **GitHub:** [https://github.com/anomalyco/opencode](https://github.com/anomalyco/opencode) [![stars](https://img.shields.io/github/stars/anomalyco/opencode?style=social)](https://github.com/anomalyco/opencode)"
   ],
   "stars_evidence": [
    "## OpenCode",
    "- **Stars:** 165K"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://dablclub.com/research/approaches",
   "project": "SWE-agent",
   "repository": "https://github.com/SWE-agent/SWE-agent",
   "stars": "19000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## SWE-agent",
    "- **Type:** Open Source (MIT)"
   ],
   "repository_evidence": [
    "## SWE-agent",
    "- **GitHub:** [https://github.com/SWE-agent/SWE-agent](https://github.com/SWE-agent/SWE-agent) [![stars](https://img.shields.io/github/stars/SWE-agent/SWE-agent?style=social)](https://github.com/SWE-agent/SWE-agent)"
   ],
   "stars_evidence": [
    "## SWE-agent",
    "- **Stars:** 19K"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://dablclub.com/research/approaches",
   "project": "Composio Agent Orchestrator",
   "repository": "https://github.com/ComposioHQ/agent-orchestrator",
   "stars": "7200",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## Composio Agent Orchestrator",
    "- **Type:** Open Source"
   ],
   "repository_evidence": [
    "## Composio Agent Orchestrator",
    "- **GitHub:** [https://github.com/ComposioHQ/agent-orchestrator](https://github.com/ComposioHQ/agent-orchestrator) [![stars](https://img.shields.io/github/stars/ComposioHQ/agent-orchestrator?style=social)](https://github.com/ComposioHQ/agent-orchestrator)"
   ],
   "stars_evidence": [
    "## Composio Agent Orchestrator",
    "- **Stars:** 7.2K"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://dablclub.com/research/approaches",
   "project": "Patchwork",
   "repository": "https://github.com/patched-codes/patchwork",
   "stars": "1600",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## Patchwork",
    "- **Type:** Open Source"
   ],
   "repository_evidence": [
    "## Patchwork",
    "- **GitHub:** [https://github.com/patched-codes/patchwork](https://github.com/patched-codes/patchwork) [![stars](https://img.shields.io/github/stars/patched-codes/patchwork?style=social)](https://github.com/patched-codes/patchwork)"
   ],
   "stars_evidence": [
    "## Patchwork",
    "- **Stars:** 1.6K"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://dablclub.com/research/approaches",
   "project": "Goose",
   "repository": "https://github.com/block/goose",
   "stars": "46000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## Goose",
    "- **Type:** Open Source (Apache 2.0)"
   ],
   "repository_evidence": [
    "## Goose",
    "- **GitHub:** [https://github.com/block/goose](https://github.com/block/goose) (also [https://github.com/aaif-goose/goose](https://github.com/aaif-goose/goose)) [![stars](https://img.shields.io/github/stars/block/goose?style=social)](https://github.com/block/goose) [![stars](https://img.shields.io/github/stars/aaif-goose/goose?style=social)](https://github.com/aaif-goose/goose)"
   ],
   "stars_evidence": [
    "## Goose",
    "- **Stars:** 46K"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://dablclub.com/research/approaches",
   "project": "Cline",
   "repository": "https://github.com/cline/cline",
   "stars": "62000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## Cline",
    "- **Type:** Open Source (Apache 2.0)"
   ],
   "repository_evidence": [
    "## Cline",
    "- **GitHub:** [https://github.com/cline/cline](https://github.com/cline/cline) [![stars](https://img.shields.io/github/stars/cline/cline?style=social)](https://github.com/cline/cline)"
   ],
   "stars_evidence": [
    "## Cline",
    "- **Stars:** 62K"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://dablclub.com/research/approaches",
   "project": "Roo Code",
   "repository": "https://github.com/RooCodeInc/Roo-Code",
   "stars": "24000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## Cline",
    "- **Roo Code** ([RooCodeInc/Roo-Code](https://github.com/RooCodeInc/Roo-Code), 24K stars) is a Cline fork with multi-mode orchestration and broader model support; teams pick one or the other, rarely both"
   ],
   "repository_evidence": [
    "## Cline",
    "- **Roo Code** ([RooCodeInc/Roo-Code](https://github.com/RooCodeInc/Roo-Code), 24K stars) is a Cline fork with multi-mode orchestration and broader model support; teams pick one or the other, rarely both"
   ],
   "stars_evidence": [
    "## Cline",
    "- **Roo Code** ([RooCodeInc/Roo-Code](https://github.com/RooCodeInc/Roo-Code), 24K stars) is a Cline fork with multi-mode orchestration and broader model support; teams pick one or the other, rarely both"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://dablclub.com/research/approaches",
   "project": "Letta Code",
   "repository": "https://github.com/letta-ai/letta",
   "stars": "23000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## Letta Code",
    "- **Type:** Open Source (Apache 2.0)"
   ],
   "repository_evidence": [
    "## Letta Code",
    "- **GitHub:** [https://github.com/letta-ai/letta](https://github.com/letta-ai/letta) [![stars](https://img.shields.io/github/stars/letta-ai/letta?style=social)](https://github.com/letta-ai/letta)"
   ],
   "stars_evidence": [
    "## Letta Code",
    "- **Stars:** 23K (Letta core)"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://dablclub.com/research/approaches",
   "project": "Mastra",
   "repository": "https://github.com/mastra-ai/mastra",
   "stars": "24000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## Mastra",
    "- **Type:** Open Source (Apache 2.0 + Enterprise)"
   ],
   "repository_evidence": [
    "## Mastra",
    "- **GitHub:** [https://github.com/mastra-ai/mastra](https://github.com/mastra-ai/mastra) [![stars](https://img.shields.io/github/stars/mastra-ai/mastra?style=social)](https://github.com/mastra-ai/mastra)"
   ],
   "stars_evidence": [
    "## Mastra",
    "- **Stars:** 24K"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://dablclub.com/research/approaches",
   "project": "OpenAI Agents SDK",
   "repository": "https://github.com/openai/openai-agents-python",
   "stars": "27000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## OpenAI Agents SDK",
    "- **Type:** Open Source (MIT)"
   ],
   "repository_evidence": [
    "## OpenAI Agents SDK",
    "- **GitHub:** [https://github.com/openai/openai-agents-python](https://github.com/openai/openai-agents-python) [![stars](https://img.shields.io/github/stars/openai/openai-agents-python?style=social)](https://github.com/openai/openai-agents-python)"
   ],
   "stars_evidence": [
    "## OpenAI Agents SDK",
    "- **Stars:** 27K (Python) + 3.1K (JS)"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://dablclub.com/research/approaches",
   "project": "Swarm",
   "repository": "https://github.com/openai/swarm",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## OpenAI Agents SDK",
    "- **Origin:** OpenAI, March 2025; production successor to the educational [Swarm](https://github.com/openai/swarm) library"
   ],
   "repository_evidence": [
    "## OpenAI Agents SDK",
    "- **Origin:** OpenAI, March 2025; production successor to the educational [Swarm](https://github.com/openai/swarm) library"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://dablclub.com/research/approaches",
   "project": "Google ADK",
   "repository": "https://github.com/google/adk-python",
   "stars": "20000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## Google ADK (Agent Development Kit)",
    "- **Type:** Open Source (Apache 2.0)"
   ],
   "repository_evidence": [
    "## Google ADK (Agent Development Kit)",
    "- **GitHub:** [https://github.com/google/adk-python](https://github.com/google/adk-python) [![stars](https://img.shields.io/github/stars/google/adk-python?style=social)](https://github.com/google/adk-python)"
   ],
   "stars_evidence": [
    "## Google ADK (Agent Development Kit)",
    "- **Stars:** 20K (Python) + 9.4K (samples)"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://dablclub.com/research/approaches",
   "project": "adk-samples",
   "repository": "https://github.com/google/adk-samples",
   "stars": "9400",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## Google ADK (Agent Development Kit)",
    "- Samples repo ([adk-samples](https://github.com/google/adk-samples), 9.4K stars) is unusually polished \u2014 production-grade reference agents for customer-service, RAG, code-review, and multi-agent decomposition"
   ],
   "repository_evidence": [
    "## Google ADK (Agent Development Kit)",
    "- Samples repo ([adk-samples](https://github.com/google/adk-samples), 9.4K stars) is unusually polished \u2014 production-grade reference agents for customer-service, RAG, code-review, and multi-agent decomposition"
   ],
   "stars_evidence": [
    "## Google ADK (Agent Development Kit)",
    "- Samples repo ([adk-samples](https://github.com/google/adk-samples), 9.4K stars) is unusually polished \u2014 production-grade reference agents for customer-service, RAG, code-review, and multi-agent decomposition"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://dablclub.com/research/approaches",
   "project": "Strands Agents",
   "repository": "https://github.com/strands-agents/sdk-python",
   "stars": "5900",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## Strands Agents",
    "- **Type:** Open Source (Apache 2.0)"
   ],
   "repository_evidence": [
    "## Strands Agents",
    "- **GitHub:** [https://github.com/strands-agents/sdk-python](https://github.com/strands-agents/sdk-python) [![stars](https://img.shields.io/github/stars/strands-agents/sdk-python?style=social)](https://github.com/strands-agents/sdk-python)"
   ],
   "stars_evidence": [
    "## Strands Agents",
    "- **Stars:** 5.9K"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://dablclub.com/research/approaches",
   "project": "Claude Agent SDK",
   "repository": "anthropics/claude-agent-sdk-python",
   "stars": "7000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## Claude Agent SDK",
    "- **Type:** Open Source (MIT, Python) + Anthropic Commercial Terms (TypeScript)"
   ],
   "repository_evidence": [
    "## Claude Agent SDK",
    "- **GitHub:** [anthropics/claude-agent-sdk-python](https://github.com/anthropics/claude-agent-sdk-python) [![stars](https://img.shields.io/github/stars/anthropics/claude-agent-sdk-python?style=social)](https://github.com/anthropics/claude-agent-sdk-python) \u00b7 [anthropics/claude-agent-sdk-typescript](https://github.com/anthropics/claude-agent-sdk-typescript)"
   ],
   "stars_evidence": [
    "## Claude Agent SDK",
    "- **Stars:** 7K (Python) + 1.5K (TS)"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://dablclub.com/research/approaches",
   "project": "Deep Agents (LangChain)",
   "repository": "langchain-ai/deepagents",
   "stars": "23300",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## Deep Agents (LangChain)",
    "- **Type:** Open Source (MIT)"
   ],
   "repository_evidence": [
    "## Deep Agents (LangChain)",
    "- **GitHub:** [langchain-ai/deepagents](https://github.com/langchain-ai/deepagents) [![stars](https://img.shields.io/github/stars/langchain-ai/deepagents?style=social)](https://github.com/langchain-ai/deepagents)"
   ],
   "stars_evidence": [
    "## Deep Agents (LangChain)",
    "- **Stars:** 23.3K"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://dablclub.com/research/approaches",
   "project": "DSPy + GEPA",
   "repository": "stanfordnlp/dspy",
   "stars": "34600",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## DSPy + GEPA",
    "- **Type:** Open Source (MIT, both)"
   ],
   "repository_evidence": [
    "## DSPy + GEPA",
    "- **GitHub:** [stanfordnlp/dspy](https://github.com/stanfordnlp/dspy) [![stars](https://img.shields.io/github/stars/stanfordnlp/dspy?style=social)](https://github.com/stanfordnlp/dspy) \u00b7 [gepa-ai/gepa](https://github.com/gepa-ai/gepa)"
   ],
   "stars_evidence": [
    "## DSPy + GEPA",
    "- **Stars:** 34.6K (DSPy) + 1.6K (GEPA)"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://dablclub.com/research/approaches",
   "project": "GEPA",
   "repository": "gepa-ai/gepa",
   "stars": "1600",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## DSPy + GEPA",
    "- **GitHub:** [stanfordnlp/dspy](https://github.com/stanfordnlp/dspy) [![stars](https://img.shields.io/github/stars/stanfordnlp/dspy?style=social)](https://github.com/stanfordnlp/dspy) \u00b7 [gepa-ai/gepa](https://github.com/gepa-ai/gepa) [![stars](https://img.shields.io/github/stars/gepa-ai/gepa?style=social)](https://github.com/gepa-ai/gepa)"
   ],
   "repository_evidence": [
    "## DSPy + GEPA",
    "- **GitHub:** [stanfordnlp/dspy](https://github.com/stanfordnlp/dspy) [![stars](https://img.shields.io/github/stars/stanfordnlp/dspy?style=social)](https://github.com/stanfordnlp/dspy) \u00b7 [gepa-ai/gepa](https://github.com/gepa-ai/gepa) [![stars](https://img.shields.io/github/stars/gepa-ai/gepa?style=social)](https://github.com/gepa-ai/gepa)"
   ],
   "stars_evidence": [
    "## DSPy + GEPA",
    "- **Stars:** 34.6K (DSPy) + 1.6K (GEPA)"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://dablclub.com/research/approaches",
   "project": "Smolagents",
   "repository": "https://github.com/huggingface/smolagents",
   "stars": "27500",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## Smolagents",
    "- **Type:** Open Source (Apache 2.0)"
   ],
   "repository_evidence": [
    "## Smolagents"
   ],
   "stars_evidence": [
    "## Smolagents",
    "- **Stars:** 27.5K"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://dablclub.com/research/approaches",
   "project": "OpenClaw",
   "repository": "https://github.com/openclaw/openclaw",
   "stars": "374000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## OpenClaw",
    "- **Type:** Open Source"
   ],
   "repository_evidence": [
    "## OpenClaw",
    "- **GitHub:** [https://github.com/openclaw/openclaw](https://github.com/openclaw/openclaw) [![stars](https://img.shields.io/github/stars/openclaw/openclaw?style=social)](https://github.com/openclaw/openclaw)"
   ],
   "stars_evidence": [
    "## OpenClaw",
    "- **Stars:** 374K (fastest-growing open-source project on GitHub)"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://dablclub.com/research/approaches",
   "project": "OpenClaw",
   "repository": null,
   "stars": "355000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "### The OpenClaw Ecosystem",
    "OpenClaw has spawned a family of derivative projects and an entire hosting market:",
    "| Project | Language | Stars | Key Differentiator |",
    "|---|---|---|---|",
    "| **OpenClaw** | TypeScript | ~355K | Dominant personal AI agent, multi-channel, multi-model |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "### The OpenClaw Ecosystem",
    "OpenClaw has spawned a family of derivative projects and an entire hosting market:",
    "| Project | Language | Stars | Key Differentiator |",
    "|---|---|---|---|",
    "| **OpenClaw** | TypeScript | ~355K | Dominant personal AI agent, multi-channel, multi-model |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://dablclub.com/research/approaches",
   "project": "NemoClaw",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "### The OpenClaw Ecosystem",
    "OpenClaw has spawned a family of derivative projects and an entire hosting market:",
    "| Project | Language | Stars | Key Differentiator |",
    "|---|---|---|---|",
    "| **NemoClaw** | Python/CUDA | N/A (NVIDIA) | Enterprise OpenShell, GPU guardrails, NVIDIA NIM |"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://dablclub.com/research/approaches",
   "project": "Hermes Agent",
   "repository": null,
   "stars": "24600",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "### The OpenClaw Ecosystem",
    "OpenClaw has spawned a family of derivative projects and an entire hosting market:",
    "| Project | Language | Stars | Key Differentiator |",
    "|---|---|---|---|",
    "| **Hermes Agent** | Python | ~24.6K | Self-improving skill loop, RL fine-tuning via Atropos *(now an independent project at 165K stars \u2014 see dedicated section)* |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "### The OpenClaw Ecosystem",
    "OpenClaw has spawned a family of derivative projects and an entire hosting market:",
    "| Project | Language | Stars | Key Differentiator |",
    "|---|---|---|---|",
    "| **Hermes Agent** | Python | ~24.6K | Self-improving skill loop, RL fine-tuning via Atropos *(now an independent project at 165K stars \u2014 see dedicated section)* |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://dablclub.com/research/approaches",
   "project": "IronClaw",
   "repository": null,
   "stars": "2700",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "### The OpenClaw Ecosystem",
    "OpenClaw has spawned a family of derivative projects and an entire hosting market:",
    "| Project | Language | Stars | Key Differentiator |",
    "|---|---|---|---|",
    "| **IronClaw** ([NEAR AI](https://near.ai), in OpenClaw ecosystem) | Rust | ~2.7K | TEE-isolated agent runtime, encrypted credential vault, WebAssembly tool sandbox, sub-30s attestation, runs on NEAR AI Cloud's Confidential GPU Marketplace |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "### The OpenClaw Ecosystem",
    "OpenClaw has spawned a family of derivative projects and an entire hosting market:",
    "| Project | Language | Stars | Key Differentiator |",
    "|---|---|---|---|",
    "| **IronClaw** ([NEAR AI](https://near.ai), in OpenClaw ecosystem) | Rust | ~2.7K | TEE-isolated agent runtime, encrypted credential vault, WebAssembly tool sandbox, sub-30s attestation, runs on NEAR AI Cloud's Confidential GPU Marketplace |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://dablclub.com/research/approaches",
   "project": "ZeroClaw",
   "repository": null,
   "stars": "20000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "### The OpenClaw Ecosystem",
    "OpenClaw has spawned a family of derivative projects and an entire hosting market:",
    "| Project | Language | Stars | Key Differentiator |",
    "|---|---|---|---|",
    "| **ZeroClaw** | Rust | 20K+ | Edge-first, 3.4-5MB binary, <50ms startup, container isolation |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "### The OpenClaw Ecosystem",
    "OpenClaw has spawned a family of derivative projects and an entire hosting market:",
    "| Project | Language | Stars | Key Differentiator |",
    "|---|---|---|---|",
    "| **ZeroClaw** | Rust | 20K+ | Edge-first, 3.4-5MB binary, <50ms startup, container isolation |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://dablclub.com/research/approaches",
   "project": "NanoClaw",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "### The OpenClaw Ecosystem",
    "OpenClaw has spawned a family of derivative projects and an entire hosting market:",
    "| Project | Language | Stars | Key Differentiator |",
    "|---|---|---|---|",
    "| **NanoClaw** | TypeScript | Growing | ~500 lines, auditable in 8 min, Agent Swarms, container-per-group |"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://dablclub.com/research/approaches",
   "project": "CodexBar",
   "repository": "github.com/steipete/CodexBar",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "The supporting ecosystem (all open source, all by Steinberger / the OpenClaw org):",
    "| Project | What it does |",
    "|---|---|",
    "| **CodexBar** ([github.com/steipete/CodexBar](https://github.com/steipete/CodexBar)) | macOS menu-bar app showing AI coding limits + costs across providers |"
   ],
   "repository_evidence": [
    "The supporting ecosystem (all open source, all by Steinberger / the OpenClaw org):",
    "| Project | What it does |",
    "|---|---|",
    "| **CodexBar** ([github.com/steipete/CodexBar](https://github.com/steipete/CodexBar)) | macOS menu-bar app showing AI coding limits + costs across providers |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://dablclub.com/research/approaches",
   "project": "fs-safe",
   "repository": "github.com/openclaw/fs-safe",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "The supporting ecosystem (all open source, all by Steinberger / the OpenClaw org):",
    "| Project | What it does |",
    "|---|---|",
    "| **fs-safe** ([github.com/openclaw/fs-safe](https://github.com/openclaw/fs-safe)) | Root-bounded filesystem safety \u2014 agents physically cannot write outside the project root |"
   ],
   "repository_evidence": [
    "The supporting ecosystem (all open source, all by Steinberger / the OpenClaw org):",
    "| Project | What it does |",
    "|---|---|",
    "| **fs-safe** ([github.com/openclaw/fs-safe](https://github.com/openclaw/fs-safe)) | Root-bounded filesystem safety \u2014 agents physically cannot write outside the project root |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://dablclub.com/research/approaches",
   "project": "Crabbox",
   "repository": "https://github.com/openclaw/crabbox",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## Crabbox",
    "- **Type:** Open Source"
   ],
   "repository_evidence": [
    "## Crabbox",
    "- **GitHub:** [https://github.com/openclaw/crabbox](https://github.com/openclaw/crabbox) \u00b7 **Docs:** [https://crabbox.sh](https://crabbox.sh) [![stars](https://img.shields.io/github/stars/openclaw/crabbox?style=social)](https://github.com/openclaw/crabbox)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://dablclub.com/research/approaches",
   "project": "Clawpatch",
   "repository": "https://github.com/openclaw/clawpatch",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## Clawpatch",
    "- **Type:** Open Source"
   ],
   "repository_evidence": [
    "## Clawpatch",
    "- **GitHub:** [https://github.com/openclaw/clawpatch](https://github.com/openclaw/clawpatch) \u00b7 **Site:** [https://clawpatch.ai](https://clawpatch.ai) [![stars](https://img.shields.io/github/stars/openclaw/clawpatch?style=social)](https://github.com/openclaw/clawpatch)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://dablclub.com/research/approaches",
   "project": "ClawSweeper",
   "repository": "https://github.com/openclaw/clawsweeper",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## ClawSweeper",
    "- **Type:** Open Source"
   ],
   "repository_evidence": [
    "## ClawSweeper",
    "- **GitHub:** [https://github.com/openclaw/clawsweeper](https://github.com/openclaw/clawsweeper) \u00b7 **Site:** [https://clawsweeper.bot](https://clawsweeper.bot) [![stars](https://img.shields.io/github/stars/openclaw/clawsweeper?style=social)](https://github.com/openclaw/clawsweeper)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://dablclub.com/research/approaches",
   "project": "Hermes Agent",
   "repository": "https://github.com/NousResearch/hermes-agent",
   "stars": "165000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## Hermes Agent",
    "- **Type:** Open Source (MIT)"
   ],
   "repository_evidence": [
    "## Hermes Agent",
    "- **GitHub:** [https://github.com/NousResearch/hermes-agent](https://github.com/NousResearch/hermes-agent) [![stars](https://img.shields.io/github/stars/NousResearch/hermes-agent?style=social)](https://github.com/NousResearch/hermes-agent)"
   ],
   "stars_evidence": [
    "## Hermes Agent",
    "- **Stars:** 165K (released February 25, 2026; crossed 95K in seven weeks, 165K by mid-May \u2014 the fastest-growing OSS agent framework of 2026)"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://dablclub.com/research/approaches",
   "project": "Atropos",
   "repository": "https://github.com/NousResearch/atropos",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## Hermes Agent"
   ],
   "repository_evidence": [
    "## Hermes Agent"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://andrew.ooo/answers/aider-vs-cline-vs-roo-code-mythos-deepseek-may-2026",
   "project": "Aider",
   "repository": "aider-AI/aider",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Aider vs Cline vs Roo Code with Mythos & DeepSeek (May 2026)",
    "Sources: GitHub repos for aider-AI/aider, cline/cline, RooCodeInc/Roo-Code; llm-stats.com SWE-Bench Pro / Verified May 2026 leaderboards.",
    "| Tool | Surface | Strength | Best for |",
    "| **Aider** | Terminal | Git-native, surgical edits | Iterative pair-programming |"
   ],
   "repository_evidence": [
    "Aider vs Cline vs Roo Code with Mythos & DeepSeek (May 2026)",
    "Sources: GitHub repos for aider-AI/aider, cline/cline, RooCodeInc/Roo-Code; llm-stats.com SWE-Bench Pro / Verified May 2026 leaderboards."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://andrew.ooo/answers/aider-vs-cline-vs-roo-code-mythos-deepseek-may-2026",
   "project": "Cline",
   "repository": "cline/cline",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Aider vs Cline vs Roo Code with Mythos & DeepSeek (May 2026)",
    "Sources: GitHub repos for aider-AI/aider, cline/cline, RooCodeInc/Roo-Code; llm-stats.com SWE-Bench Pro / Verified May 2026 leaderboards.",
    "| Tool | Surface | Strength | Best for |",
    "| **Cline** | VS Code extension | Tool-call reliability, approval gates | VS Code users wanting full agent loop |"
   ],
   "repository_evidence": [
    "Aider vs Cline vs Roo Code with Mythos & DeepSeek (May 2026)",
    "Sources: GitHub repos for aider-AI/aider, cline/cline, RooCodeInc/Roo-Code; llm-stats.com SWE-Bench Pro / Verified May 2026 leaderboards."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://andrew.ooo/answers/aider-vs-cline-vs-roo-code-mythos-deepseek-may-2026",
   "project": "Roo Code",
   "repository": "RooCodeInc/Roo-Code",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Aider vs Cline vs Roo Code with Mythos & DeepSeek (May 2026)",
    "Sources: GitHub repos for aider-AI/aider, cline/cline, RooCodeInc/Roo-Code; llm-stats.com SWE-Bench Pro / Verified May 2026 leaderboards.",
    "| Tool | Surface | Strength | Best for |",
    "| **Roo Code** | VS Code extension (Cline fork) | Autonomous multi-step planning | Hands-off long-running tasks |"
   ],
   "repository_evidence": [
    "Aider vs Cline vs Roo Code with Mythos & DeepSeek (May 2026)",
    "Sources: GitHub repos for aider-AI/aider, cline/cline, RooCodeInc/Roo-Code; llm-stats.com SWE-Bench Pro / Verified May 2026 leaderboards."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://practicaldev-herokuapp-com.freetls.fastly.net/stevengonsalvez/browser-tools-for-ai-agents-part-2-the-framework-wars-browser-use-stagehand-skyvern-4gn",
   "project": "browser-use",
   "repository": null,
   "stars": "85000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Browser Tools for AI Agents Part 2: The Framework Wars (browser-use, Stagehand, Skyvern)",
    "## browser-use: The Python Gorilla"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "Browser Tools for AI Agents Part 2: The Framework Wars (browser-use, Stagehand, Skyvern)",
    "## browser-use: The Python Gorilla",
    "85,000 GitHub stars. 9,000 forks. MIT licensed. If you've Googled \"AI browser automation\" at any point in the last year, you've found browser-use. It's the 800-pound gorilla of this space."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://practicaldev-herokuapp-com.freetls.fastly.net/stevengonsalvez/browser-tools-for-ai-agents-part-2-the-framework-wars-browser-use-stagehand-skyvern-4gn",
   "project": "Stagehand",
   "repository": null,
   "stars": "21800",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Browser Tools for AI Agents Part 2: The Framework Wars (browser-use, Stagehand, Skyvern)",
    "## Stagehand: The TypeScript Caching Play"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "Browser Tools for AI Agents Part 2: The Framework Wars (browser-use, Stagehand, Skyvern)",
    "## Stagehand: The TypeScript Caching Play",
    "21,800 stars. Browserbase's baby. TypeScript-native. And here's where the economics get interesting, because the Stagehand team figured out something that the browser-use crowd seems to be ignoring."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://practicaldev-herokuapp-com.freetls.fastly.net/stevengonsalvez/browser-tools-for-ai-agents-part-2-the-framework-wars-browser-use-stagehand-skyvern-4gn",
   "project": "Skyvern",
   "repository": null,
   "stars": "21000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Browser Tools for AI Agents Part 2: The Framework Wars (browser-use, Stagehand, Skyvern)",
    "## Skyvern: The Vision Bet"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "Browser Tools for AI Agents Part 2: The Framework Wars (browser-use, Stagehand, Skyvern)",
    "## Skyvern: The Vision Bet",
    "21,000 stars. The one that looks at screenshots instead of parsing HTML."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://practicaldev-herokuapp-com.freetls.fastly.net/stevengonsalvez/browser-tools-for-ai-agents-part-2-the-framework-wars-browser-use-stagehand-skyvern-4gn",
   "project": "Notte",
   "repository": null,
   "stars": "1900",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Browser Tools for AI Agents Part 2: The Framework Wars (browser-use, Stagehand, Skyvern)",
    "## Notte: The Full-Stack Edge Play"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "Browser Tools for AI Agents Part 2: The Framework Wars (browser-use, Stagehand, Skyvern)",
    "## Notte: The Full-Stack Edge Play",
    "1,900 stars. YC S25. SSPL licensed. And here's where you need to pay attention to the fine print."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://practicaldev-herokuapp-com.freetls.fastly.net/stevengonsalvez/browser-tools-for-ai-agents-part-2-the-framework-wars-browser-use-stagehand-skyvern-4gn",
   "project": "expect",
   "repository": null,
   "stars": "3000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Browser Tools for AI Agents Part 2: The Framework Wars (browser-use, Stagehand, Skyvern)",
    "## expect: The Categorical Misfit (and Something I Use Daily)"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "Browser Tools for AI Agents Part 2: The Framework Wars (browser-use, Stagehand, Skyvern)",
    "## expect: The Categorical Misfit (and Something I Use Daily)",
    "3,000 stars. FSL-1.1-MIT license (functional source license). And this one is fundamentally different from everything else on this page."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://browsercat.com/post/rapid-growth-autonomous-ai-agents",
   "project": "Auto-GPT",
   "repository": "https://github.com/Significant-Gravitas/AutoGPT",
   "stars": "172000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Rapid Rise of Autonomous AI Agents: Key Statistics and Facts",
    "- **GitHub Stars**: Auto-GPT surpassed **172,000 stars**, while BabyAGI reached **21,000 stars**.",
    "### GitHub Trends",
    "- **Auto-GPT**: Gained **100,000 stars in under 3 months**, now at **172,000 stars** ([Source](https://github.com/Significant-Gravitas/AutoGPT#:~:text=172k%20stars%20%20%2045,Tags%20%20%20Activity))."
   ],
   "repository_evidence": [
    "# Rapid Rise of Autonomous AI Agents: Key Statistics and Facts",
    "### GitHub Trends",
    "- **Auto-GPT**: Gained **100,000 stars in under 3 months**, now at **172,000 stars** ([Source](https://github.com/Significant-Gravitas/AutoGPT#:~:text=172k%20stars%20%20%2045,Tags%20%20%20Activity))."
   ],
   "stars_evidence": [
    "# Rapid Rise of Autonomous AI Agents: Key Statistics and Facts",
    "- **GitHub Stars**: Auto-GPT surpassed **172,000 stars**, while BabyAGI reached **21,000 stars**.",
    "### GitHub Trends",
    "- **Auto-GPT**: Gained **100,000 stars in under 3 months**, now at **172,000 stars** ([Source](https://github.com/Significant-Gravitas/AutoGPT#:~:text=172k%20stars%20%20%2045,Tags%20%20%20Activity))."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://browsercat.com/post/rapid-growth-autonomous-ai-agents",
   "project": "BabyAGI",
   "repository": "https://github.com/yoheinakajima/babyagi",
   "stars": "21000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Rapid Rise of Autonomous AI Agents: Key Statistics and Facts",
    "- **GitHub Stars**: Auto-GPT surpassed **172,000 stars**, while BabyAGI reached **21,000 stars**.",
    "### GitHub Trends",
    "- **BabyAGI**: A proof-of-concept project with **21,000 GitHub stars** ([Source](https://github.com/yoheinakajima/babyagi#:~:text=21k%20stars%20%20%202,Tags%20%20%20Activity))."
   ],
   "repository_evidence": [
    "# Rapid Rise of Autonomous AI Agents: Key Statistics and Facts",
    "### GitHub Trends",
    "- **BabyAGI**: A proof-of-concept project with **21,000 GitHub stars** ([Source](https://github.com/yoheinakajima/babyagi#:~:text=21k%20stars%20%20%202,Tags%20%20%20Activity))."
   ],
   "stars_evidence": [
    "# Rapid Rise of Autonomous AI Agents: Key Statistics and Facts",
    "- **GitHub Stars**: Auto-GPT surpassed **172,000 stars**, while BabyAGI reached **21,000 stars**.",
    "### GitHub Trends",
    "- **BabyAGI**: A proof-of-concept project with **21,000 GitHub stars** ([Source](https://github.com/yoheinakajima/babyagi#:~:text=21k%20stars%20%20%202,Tags%20%20%20Activity))."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://browsercat.com/post/rapid-growth-autonomous-ai-agents",
   "project": "AgentGPT",
   "repository": "https://www.decibel.vc/articles/agentgpt-build-configure-and-deploy-autonomous-ai-agents-in-your-browser",
   "stars": "24000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Rapid Rise of Autonomous AI Agents: Key Statistics and Facts",
    "### GitHub Trends",
    "- **AgentGPT**: Surpassed **24,000 GitHub stars** within 2.5 months ([Source](https://www.decibel.vc/articles/agentgpt-build-configure-and-deploy-autonomous-ai-agents-in-your-browser#:~:text=however%2C%20we%20have%20already%20crossed,Finally%2C%20we))."
   ],
   "repository_evidence": [
    "# Rapid Rise of Autonomous AI Agents: Key Statistics and Facts",
    "### GitHub Trends",
    "- **AgentGPT**: Surpassed **24,000 GitHub stars** within 2.5 months ([Source](https://www.decibel.vc/articles/agentgpt-build-configure-and-deploy-autonomous-ai-agents-in-your-browser#:~:text=however%2C%20we%20have%20already%20crossed,Finally%2C%20we))."
   ],
   "stars_evidence": [
    "# Rapid Rise of Autonomous AI Agents: Key Statistics and Facts",
    "### GitHub Trends",
    "- **AgentGPT**: Surpassed **24,000 GitHub stars** within 2.5 months ([Source](https://www.decibel.vc/articles/agentgpt-build-configure-and-deploy-autonomous-ai-agents-in-your-browser#:~:text=however%2C%20we%20have%20already%20crossed,Finally%2C%20we))."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://heatdrop.ai/repo/microsoft/UFO",
   "project": "microsoft/UFO",
   "repository": "https://github.com/microsoft/UFO",
   "stars": "9400",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "microsoft/UFO",
    "What is microsoft/UFO?UFO\u00b3 orchestrates LLM agents across Windows, Linux, and Android so a single task can execute in parallel across your entire fleet."
   ],
   "repository_evidence": [
    "Where can I find UFO?microsoft/UFO is on GitHub at https://github.com/microsoft/UFO."
   ],
   "stars_evidence": [
    "How popular is UFO?microsoft/UFO has 9.4k stars on GitHub and is currently accelerating."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/agent-network-protocol/OpenManus-ANP",
   "project": "OpenManus",
   "repository": "https://github.com/mannaandpoem/OpenManus",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# \ud83d\udc4b OpenManus",
    "We're also excited to introduce [OpenManus-RL](https://github.com/OpenManus/OpenManus-RL), an open-source project dedicated to reinforcement learning (RL)- based (such as GRPO) tuning methods for LLM agents, developed collaboratively by researchers from UIUC and OpenManus."
   ],
   "repository_evidence": [
    "# \ud83d\udc4b OpenManus",
    "```\n git clone https://github.com/mannaandpoem/OpenManus.git cd OpenManus\n```"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/agent-network-protocol/OpenManus-ANP",
   "project": "OpenManus-RL",
   "repository": "https://github.com/OpenManus/OpenManus-RL",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "We're also excited to introduce [OpenManus-RL](https://github.com/OpenManus/OpenManus-RL), an open-source project dedicated to reinforcement learning (RL)- based (such as GRPO) tuning methods for LLM agents, developed collaboratively by researchers from UIUC and OpenManus."
   ],
   "repository_evidence": [
    "We're also excited to introduce [OpenManus-RL](https://github.com/OpenManus/OpenManus-RL), an open-source project dedicated to reinforcement learning (RL)- based (such as GRPO) tuning methods for LLM agents, developed collaboratively by researchers from UIUC and OpenManus."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/agent-network-protocol/OpenManus-ANP",
   "project": "anthropic-computer-use",
   "repository": "https://github.com/anthropics/anthropic-quickstarts/tree/main/computer-use-demo",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Thanks to [anthropic-computer-use](https://github.com/anthropics/anthropic-quickstarts/tree/main/computer-use-demo) and [browser-use](https://github.com/browser-use/browser-use) for providing basic support for this project!"
   ],
   "repository_evidence": [
    "Thanks to [anthropic-computer-use](https://github.com/anthropics/anthropic-quickstarts/tree/main/computer-use-demo) and [browser-use](https://github.com/browser-use/browser-use) for providing basic support for this project!"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/agent-network-protocol/OpenManus-ANP",
   "project": "browser-use",
   "repository": "https://github.com/browser-use/browser-use",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Thanks to [anthropic-computer-use](https://github.com/anthropics/anthropic-quickstarts/tree/main/computer-use-demo) and [browser-use](https://github.com/browser-use/browser-use) for providing basic support for this project!"
   ],
   "repository_evidence": [
    "Thanks to [anthropic-computer-use](https://github.com/anthropics/anthropic-quickstarts/tree/main/computer-use-demo) and [browser-use](https://github.com/browser-use/browser-use) for providing basic support for this project!"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/agent-network-protocol/OpenManus-ANP",
   "project": "AAAJ",
   "repository": "https://github.com/metauto-ai/agent-as-a-judge",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Additionally, we are grateful to [AAAJ](https://github.com/metauto-ai/agent-as-a-judge), [MetaGPT](https://github.com/geekan/MetaGPT), [OpenHands](https://github.com/All-Hands-AI/OpenHands) and [SWE-agent](https://github.com/SWE-agent/SWE-agent)."
   ],
   "repository_evidence": [
    "Additionally, we are grateful to [AAAJ](https://github.com/metauto-ai/agent-as-a-judge), [MetaGPT](https://github.com/geekan/MetaGPT), [OpenHands](https://github.com/All-Hands-AI/OpenHands) and [SWE-agent](https://github.com/SWE-agent/SWE-agent)."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/agent-network-protocol/OpenManus-ANP",
   "project": "MetaGPT",
   "repository": "https://github.com/geekan/MetaGPT",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Additionally, we are grateful to [AAAJ](https://github.com/metauto-ai/agent-as-a-judge), [MetaGPT](https://github.com/geekan/MetaGPT), [OpenHands](https://github.com/All-Hands-AI/OpenHands) and [SWE-agent](https://github.com/SWE-agent/SWE-agent)."
   ],
   "repository_evidence": [
    "Additionally, we are grateful to [AAAJ](https://github.com/metauto-ai/agent-as-a-judge), [MetaGPT](https://github.com/geekan/MetaGPT), [OpenHands](https://github.com/All-Hands-AI/OpenHands) and [SWE-agent](https://github.com/SWE-agent/SWE-agent)."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/agent-network-protocol/OpenManus-ANP",
   "project": "OpenHands",
   "repository": "https://github.com/All-Hands-AI/OpenHands",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Additionally, we are grateful to [AAAJ](https://github.com/metauto-ai/agent-as-a-judge), [MetaGPT](https://github.com/geekan/MetaGPT), [OpenHands](https://github.com/All-Hands-AI/OpenHands) and [SWE-agent](https://github.com/SWE-agent/SWE-agent)."
   ],
   "repository_evidence": [
    "Additionally, we are grateful to [AAAJ](https://github.com/metauto-ai/agent-as-a-judge), [MetaGPT](https://github.com/geekan/MetaGPT), [OpenHands](https://github.com/All-Hands-AI/OpenHands) and [SWE-agent](https://github.com/SWE-agent/SWE-agent)."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/agent-network-protocol/OpenManus-ANP",
   "project": "SWE-agent",
   "repository": "https://github.com/SWE-agent/SWE-agent",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Additionally, we are grateful to [AAAJ](https://github.com/metauto-ai/agent-as-a-judge), [MetaGPT](https://github.com/geekan/MetaGPT), [OpenHands](https://github.com/All-Hands-AI/OpenHands) and [SWE-agent](https://github.com/SWE-agent/SWE-agent)."
   ],
   "repository_evidence": [
    "Additionally, we are grateful to [AAAJ](https://github.com/metauto-ai/agent-as-a-judge), [MetaGPT](https://github.com/geekan/MetaGPT), [OpenHands](https://github.com/All-Hands-AI/OpenHands) and [SWE-agent](https://github.com/SWE-agent/SWE-agent)."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.1485827954.workers.dev/WangRongsheng/awesome-LLM-resources",
   "project": "AutoGen",
   "repository": "https://github.1485827954.workers.dev/microsoft/autogen",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "1. [AutoGen](https://github.1485827954.workers.dev/microsoft/autogen): AutoGen is a framework that enables the development of LLM applications using multiple agents that can converse with each other to solve tasks. [AutoGen AIStudio](https://autogen-studio.com/)"
   ],
   "repository_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "1. [AutoGen](https://github.1485827954.workers.dev/microsoft/autogen): AutoGen is a framework that enables the development of LLM applications using multiple agents that can converse with each other to solve tasks. [AutoGen AIStudio](https://autogen-studio.com/)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.1485827954.workers.dev/WangRongsheng/awesome-LLM-resources",
   "project": "CrewAI",
   "repository": "https://github.1485827954.workers.dev/joaomdmoura/crewAI",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "2. [CrewAI](https://github.1485827954.workers.dev/joaomdmoura/crewAI): Framework for orchestrating role-playing, autonomous AI agents. By fostering collaborative intelligence, CrewAI empowers agents to work together seamlessly, tackling complex tasks."
   ],
   "repository_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "2. [CrewAI](https://github.1485827954.workers.dev/joaomdmoura/crewAI): Framework for orchestrating role-playing, autonomous AI agents. By fostering collaborative intelligence, CrewAI empowers agents to work together seamlessly, tackling complex tasks."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.1485827954.workers.dev/WangRongsheng/awesome-LLM-resources",
   "project": "AgentGPT",
   "repository": "https://github.1485827954.workers.dev/reworkd/AgentGPT",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "4. [AgentGPT](https://github.1485827954.workers.dev/reworkd/AgentGPT): Assemble, configure, and deploy autonomous AI Agents in your browser."
   ],
   "repository_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "4. [AgentGPT](https://github.1485827954.workers.dev/reworkd/AgentGPT): Assemble, configure, and deploy autonomous AI Agents in your browser."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.1485827954.workers.dev/WangRongsheng/awesome-LLM-resources",
   "project": "XAgent",
   "repository": "https://github.1485827954.workers.dev/OpenBMB/XAgent",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "5. [XAgent](https://github.1485827954.workers.dev/OpenBMB/XAgent): An Autonomous LLM Agent for Complex Task Solving."
   ],
   "repository_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "5. [XAgent](https://github.1485827954.workers.dev/OpenBMB/XAgent): An Autonomous LLM Agent for Complex Task Solving."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.1485827954.workers.dev/WangRongsheng/awesome-LLM-resources",
   "project": "MobileAgent",
   "repository": "https://github.1485827954.workers.dev/X-PLUG/MobileAgent",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "6. [MobileAgent](https://github.1485827954.workers.dev/X-PLUG/MobileAgent): The Powerful Mobile Device Operation Assistant Family."
   ],
   "repository_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "6. [MobileAgent](https://github.1485827954.workers.dev/X-PLUG/MobileAgent): The Powerful Mobile Device Operation Assistant Family."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.1485827954.workers.dev/WangRongsheng/awesome-LLM-resources",
   "project": "Lagent",
   "repository": "https://github.1485827954.workers.dev/InternLM/lagent",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "7. [Lagent](https://github.1485827954.workers.dev/InternLM/lagent): A lightweight framework for building LLM-based agents."
   ],
   "repository_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "7. [Lagent](https://github.1485827954.workers.dev/InternLM/lagent): A lightweight framework for building LLM-based agents."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.1485827954.workers.dev/WangRongsheng/awesome-LLM-resources",
   "project": "Qwen-Agent",
   "repository": "https://github.1485827954.workers.dev/QwenLM/Qwen-Agent",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "8. [Qwen-Agent](https://github.1485827954.workers.dev/QwenLM/Qwen-Agent): Agent framework and applications built upon Qwen2, featuring Function Calling, Code Interpreter, RAG, and Chrome extension."
   ],
   "repository_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "8. [Qwen-Agent](https://github.1485827954.workers.dev/QwenLM/Qwen-Agent): Agent framework and applications built upon Qwen2, featuring Function Calling, Code Interpreter, RAG, and Chrome extension."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.1485827954.workers.dev/WangRongsheng/awesome-LLM-resources",
   "project": "agentUniverse",
   "repository": "https://github.1485827954.workers.dev/alipay/agentUniverse",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "11. [agentUniverse](https://github.1485827954.workers.dev/alipay/agentUniverse): agentUniverse is a LLM multi-agent framework that allows developers to easily build multi-agent applications. Furthermore, through the community, they can exchange and share practices of patterns across different domains."
   ],
   "repository_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "11. [agentUniverse](https://github.1485827954.workers.dev/alipay/agentUniverse): agentUniverse is a LLM multi-agent framework that allows developers to easily build multi-agent applications. Furthermore, through the community, they can exchange and share practices of patterns across different domains."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.1485827954.workers.dev/WangRongsheng/awesome-LLM-resources",
   "project": "LazyLLM",
   "repository": "https://github.1485827954.workers.dev/LazyAGI/LazyLLM",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "12. [LazyLLM](https://github.1485827954.workers.dev/LazyAGI/LazyLLM): \u4f4e\u4ee3\u7801\u6784\u5efa\u591aAgent\u5927\u6a21\u578b\u5e94\u7528\u7684\u5f00\u53d1\u5de5\u5177"
   ],
   "repository_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "12. [LazyLLM](https://github.1485827954.workers.dev/LazyAGI/LazyLLM): \u4f4e\u4ee3\u7801\u6784\u5efa\u591aAgent\u5927\u6a21\u578b\u5e94\u7528\u7684\u5f00\u53d1\u5de5\u5177"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.1485827954.workers.dev/WangRongsheng/awesome-LLM-resources",
   "project": "AgentScope",
   "repository": "https://github.1485827954.workers.dev/modelscope/agentscope",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "13. [AgentScope](https://github.1485827954.workers.dev/modelscope/agentscope): Start building LLM-empowered multi-agent applications in an easier way."
   ],
   "repository_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "13. [AgentScope](https://github.1485827954.workers.dev/modelscope/agentscope): Start building LLM-empowered multi-agent applications in an easier way."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.1485827954.workers.dev/WangRongsheng/awesome-LLM-resources",
   "project": "AgentField",
   "repository": "https://github.1485827954.workers.dev/Agent-Field/agentfield",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "14. [AgentField](https://github.1485827954.workers.dev/Agent-Field/agentfield): Open-source control plane for building and operating AI agents like APIs at scale, with routing, memory, observability, identity, auth, and policy controls."
   ],
   "repository_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "14. [AgentField](https://github.1485827954.workers.dev/Agent-Field/agentfield): Open-source control plane for building and operating AI agents like APIs at scale, with routing, memory, observability, identity, auth, and policy controls."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.1485827954.workers.dev/WangRongsheng/awesome-LLM-resources",
   "project": "MoA",
   "repository": "https://github.1485827954.workers.dev/togethercomputer/MoA",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "15. [MoA](https://github.1485827954.workers.dev/togethercomputer/MoA): Mixture of Agents (MoA) is a novel approach that leverages the collective strengths of multiple LLMs to enhance performance, achieving state-of-the-art results."
   ],
   "repository_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "15. [MoA](https://github.1485827954.workers.dev/togethercomputer/MoA): Mixture of Agents (MoA) is a novel approach that leverages the collective strengths of multiple LLMs to enhance performance, achieving state-of-the-art results."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.1485827954.workers.dev/WangRongsheng/awesome-LLM-resources",
   "project": "Agently",
   "repository": "https://github.1485827954.workers.dev/Maplemx/Agently",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "16. [Agently](https://github.1485827954.workers.dev/Maplemx/Agently): AI Agent Application Development Framework."
   ],
   "repository_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "16. [Agently](https://github.1485827954.workers.dev/Maplemx/Agently): AI Agent Application Development Framework."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.1485827954.workers.dev/WangRongsheng/awesome-LLM-resources",
   "project": "OmAgent",
   "repository": "https://github.1485827954.workers.dev/om-ai-lab/OmAgent",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "17. [OmAgent](https://github.1485827954.workers.dev/om-ai-lab/OmAgent): A multimodal agent framework for solving complex tasks."
   ],
   "repository_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "17. [OmAgent](https://github.1485827954.workers.dev/om-ai-lab/OmAgent): A multimodal agent framework for solving complex tasks."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.1485827954.workers.dev/WangRongsheng/awesome-LLM-resources",
   "project": "Tribe",
   "repository": "https://github.1485827954.workers.dev/StreetLamb/tribe",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "18. [Tribe](https://github.1485827954.workers.dev/StreetLamb/tribe): No code tool to rapidly build and coordinate multi-agent teams."
   ],
   "repository_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "18. [Tribe](https://github.1485827954.workers.dev/StreetLamb/tribe): No code tool to rapidly build and coordinate multi-agent teams."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.1485827954.workers.dev/WangRongsheng/awesome-LLM-resources",
   "project": "CAMEL",
   "repository": "https://github.1485827954.workers.dev/camel-ai/camel",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "19. [CAMEL](https://github.1485827954.workers.dev/camel-ai/camel): First LLM multi-agent framework and an open-source community dedicated to finding the scaling law of agents."
   ],
   "repository_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "19. [CAMEL](https://github.1485827954.workers.dev/camel-ai/camel): First LLM multi-agent framework and an open-source community dedicated to finding the scaling law of agents."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.1485827954.workers.dev/WangRongsheng/awesome-LLM-resources",
   "project": "PraisonAI",
   "repository": "https://github.1485827954.workers.dev/MervinPraison/PraisonAI/",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "20. [PraisonAI](https://github.1485827954.workers.dev/MervinPraison/PraisonAI/): PraisonAI application combines AutoGen and CrewAI or similar frameworks into a low-code solution for building and managing multi-agent LLM systems, focusing on simplicity, customisation, and efficient human-agent collaboration."
   ],
   "repository_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "20. [PraisonAI](https://github.1485827954.workers.dev/MervinPraison/PraisonAI/): PraisonAI application combines AutoGen and CrewAI or similar frameworks into a low-code solution for building and managing multi-agent LLM systems, focusing on simplicity, customisation, and efficient human-agent collaboration."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.1485827954.workers.dev/WangRongsheng/awesome-LLM-resources",
   "project": "IoA",
   "repository": "https://github.1485827954.workers.dev/openbmb/ioa",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "21. [IoA](https://github.1485827954.workers.dev/openbmb/ioa): An open-source framework for collaborative AI agents, enabling diverse, distributed agents to team up and tackle complex tasks through internet-like connectivity."
   ],
   "repository_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "21. [IoA](https://github.1485827954.workers.dev/openbmb/ioa): An open-source framework for collaborative AI agents, enabling diverse, distributed agents to team up and tackle complex tasks through internet-like connectivity."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.1485827954.workers.dev/WangRongsheng/awesome-LLM-resources",
   "project": "llama-agentic-system",
   "repository": "https://github.1485827954.workers.dev/meta-llama/llama-agentic-system",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "22. [llama-agentic-system ](https://github.1485827954.workers.dev/meta-llama/llama-agentic-system): Agentic components of the Llama Stack APIs."
   ],
   "repository_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "22. [llama-agentic-system ](https://github.1485827954.workers.dev/meta-llama/llama-agentic-system): Agentic components of the Llama Stack APIs."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.1485827954.workers.dev/WangRongsheng/awesome-LLM-resources",
   "project": "Agent Zero",
   "repository": "https://github.1485827954.workers.dev/frdel/agent-zero",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "23. [Agent Zero](https://github.1485827954.workers.dev/frdel/agent-zero): Agent Zero is not a predefined agentic framework. It is designed to be dynamic, organically growing, and learning as you use it."
   ],
   "repository_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "23. [Agent Zero](https://github.1485827954.workers.dev/frdel/agent-zero): Agent Zero is not a predefined agentic framework. It is designed to be dynamic, organically growing, and learning as you use it."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.1485827954.workers.dev/WangRongsheng/awesome-LLM-resources",
   "project": "Agents",
   "repository": "https://github.1485827954.workers.dev/aiwaves-cn/agents",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "24. [Agents](https://github.1485827954.workers.dev/aiwaves-cn/agents): An Open-source Framework for Data-centric, Self-evolving Autonomous Language Agents."
   ],
   "repository_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "24. [Agents](https://github.1485827954.workers.dev/aiwaves-cn/agents): An Open-source Framework for Data-centric, Self-evolving Autonomous Language Agents."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.1485827954.workers.dev/WangRongsheng/awesome-LLM-resources",
   "project": "FastAgency",
   "repository": "https://github.1485827954.workers.dev/airtai/fastagency",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "26. [FastAgency](https://github.1485827954.workers.dev/airtai/fastagency): The fastest way to bring multi-agent workflows to production."
   ],
   "repository_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "26. [FastAgency](https://github.1485827954.workers.dev/airtai/fastagency): The fastest way to bring multi-agent workflows to production."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.1485827954.workers.dev/WangRongsheng/awesome-LLM-resources",
   "project": "Swarm",
   "repository": "https://github.1485827954.workers.dev/openai/swarm",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "27. [Swarm](https://github.1485827954.workers.dev/openai/swarm): Framework for building, orchestrating and deploying multi-agent systems. Managed by OpenAI Solutions team. Experimental framework."
   ],
   "repository_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "27. [Swarm](https://github.1485827954.workers.dev/openai/swarm): Framework for building, orchestrating and deploying multi-agent systems. Managed by OpenAI Solutions team. Experimental framework."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.1485827954.workers.dev/WangRongsheng/awesome-LLM-resources",
   "project": "Agent-S",
   "repository": "https://github.1485827954.workers.dev/simular-ai/Agent-S",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "28. [Agent-S](https://github.1485827954.workers.dev/simular-ai/Agent-S): an open agentic framework that uses computers like a human."
   ],
   "repository_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "28. [Agent-S](https://github.1485827954.workers.dev/simular-ai/Agent-S): an open agentic framework that uses computers like a human."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.1485827954.workers.dev/WangRongsheng/awesome-LLM-resources",
   "project": "PydanticAI",
   "repository": "https://github.1485827954.workers.dev/pydantic/pydantic-ai",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "29. [PydanticAI](https://github.1485827954.workers.dev/pydantic/pydantic-ai): Agent Framework / shim to use Pydantic with LLMs."
   ],
   "repository_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "29. [PydanticAI](https://github.1485827954.workers.dev/pydantic/pydantic-ai): Agent Framework / shim to use Pydantic with LLMs."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.1485827954.workers.dev/WangRongsheng/awesome-LLM-resources",
   "project": "Agentarium",
   "repository": "https://github.1485827954.workers.dev/Thytu/Agentarium",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "30. [Agentarium](https://github.1485827954.workers.dev/Thytu/Agentarium): open-source framework for creating and managing simulations populated with AI-powered agents."
   ],
   "repository_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "30. [Agentarium](https://github.1485827954.workers.dev/Thytu/Agentarium): open-source framework for creating and managing simulations populated with AI-powered agents."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.1485827954.workers.dev/WangRongsheng/awesome-LLM-resources",
   "project": "smolagents",
   "repository": "https://github.1485827954.workers.dev/huggingface/smolagents",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "31. [smolagents](https://github.1485827954.workers.dev/huggingface/smolagents): a barebones library for agents. Agents write python code to call tools and orchestrate other agents."
   ],
   "repository_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "31. [smolagents](https://github.1485827954.workers.dev/huggingface/smolagents): a barebones library for agents. Agents write python code to call tools and orchestrate other agents."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.1485827954.workers.dev/WangRongsheng/awesome-LLM-resources",
   "project": "EvoAgentX",
   "repository": "https://github.1485827954.workers.dev/EvoAgentX/EvoAgentX",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "36. [EvoAgentX](https://github.1485827954.workers.dev/EvoAgentX/EvoAgentX): Building a Self-Evolving Ecosystem of AI Agents."
   ],
   "repository_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "36. [EvoAgentX](https://github.1485827954.workers.dev/EvoAgentX/EvoAgentX): Building a Self-Evolving Ecosystem of AI Agents."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.1485827954.workers.dev/WangRongsheng/awesome-LLM-resources",
   "project": "ii-agent",
   "repository": "https://github.1485827954.workers.dev/Intelligent-Internet/ii-agent",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "37. [ii-agent](https://github.1485827954.workers.dev/Intelligent-Internet/ii-agent): a new open-source framework to build and deploy intelligent agents."
   ],
   "repository_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "37. [ii-agent](https://github.1485827954.workers.dev/Intelligent-Internet/ii-agent): a new open-source framework to build and deploy intelligent agents."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.1485827954.workers.dev/WangRongsheng/awesome-LLM-resources",
   "project": "OWL",
   "repository": "https://github.1485827954.workers.dev/camel-ai/owl",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "38. [OWL](https://github.1485827954.workers.dev/camel-ai/owl): Optimized Workforce Learning for General Multi-Agent Assistance in Real-World Task Automation."
   ],
   "repository_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "38. [OWL](https://github.1485827954.workers.dev/camel-ai/owl): Optimized Workforce Learning for General Multi-Agent Assistance in Real-World Task Automation."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.1485827954.workers.dev/WangRongsheng/awesome-LLM-resources",
   "project": "OpenManus",
   "repository": "https://github.1485827954.workers.dev/FoundationAgents/OpenManus",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "39. [OpenManus](https://github.1485827954.workers.dev/FoundationAgents/OpenManus): No fortress, purely open ground. OpenManus is Coming."
   ],
   "repository_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "39. [OpenManus](https://github.1485827954.workers.dev/FoundationAgents/OpenManus): No fortress, purely open ground. OpenManus is Coming."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.1485827954.workers.dev/WangRongsheng/awesome-LLM-resources",
   "project": "OxyGent",
   "repository": "https://github.1485827954.workers.dev/jd-opensource/OxyGent",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "42. [OxyGent](https://github.1485827954.workers.dev/jd-opensource/OxyGent): An advanced Python framework that empowers developers to quickly build production-ready intelligent systems."
   ],
   "repository_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "42. [OxyGent](https://github.1485827954.workers.dev/jd-opensource/OxyGent): An advanced Python framework that empowers developers to quickly build production-ready intelligent systems."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.1485827954.workers.dev/WangRongsheng/awesome-LLM-resources",
   "project": "Youtu-Agent",
   "repository": "https://github.1485827954.workers.dev/TencentCloudADP/youtu-agent",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "48. [Youtu-Agent](https://github.1485827954.workers.dev/TencentCloudADP/youtu-agent): A simple yet powerful agent framework that delivers with open-source models."
   ],
   "repository_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "48. [Youtu-Agent](https://github.1485827954.workers.dev/TencentCloudADP/youtu-agent): A simple yet powerful agent framework that delivers with open-source models."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://blog.dragansr.com/2026_01_05_archive.html",
   "project": "Strands Agents",
   "repository": "https://github.com/strands-agents/sdk-python",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "A comprehensive guide to the major cloud provider and open-source options for building AI agents.",
    "### Strands Agents (Open Source SDK)"
   ],
   "repository_evidence": [
    "A comprehensive guide to the major cloud provider and open-source options for building AI agents.",
    "### Strands Agents (Open Source SDK)",
    "- GitHub: [https://github.com/strands-agents/sdk-python](https://github.com/strands-agents/sdk-python)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://blog.dragansr.com/2026_01_05_archive.html",
   "project": "Agent Development Kit (ADK)",
   "repository": "https://github.com/google/adk-python",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "A comprehensive guide to the major cloud provider and open-source options for building AI agents.",
    "### Agent Development Kit (ADK) (Open Source SDK)"
   ],
   "repository_evidence": [
    "A comprehensive guide to the major cloud provider and open-source options for building AI agents.",
    "### Agent Development Kit (ADK) (Open Source SDK)",
    "- GitHub: [https://github.com/google/adk-python](https://github.com/google/adk-python)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://blog.dragansr.com/2026_01_05_archive.html",
   "project": "Microsoft Agent Framework",
   "repository": "https://github.com/microsoft/agent-framework",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "A comprehensive guide to the major cloud provider and open-source options for building AI agents.",
    "### Microsoft Agent Framework (Open Source SDK)"
   ],
   "repository_evidence": [
    "A comprehensive guide to the major cloud provider and open-source options for building AI agents.",
    "### Microsoft Agent Framework (Open Source SDK)",
    "- GitHub: [https://github.com/microsoft/agent-framework](https://github.com/microsoft/agent-framework)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://blog.dragansr.com/2026_01_05_archive.html",
   "project": "LangGraph",
   "repository": "https://github.com/langchain-ai/langgraph",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "A comprehensive guide to the major cloud provider and open-source options for building AI agents.",
    "### LangGraph (LangChain)"
   ],
   "repository_evidence": [
    "A comprehensive guide to the major cloud provider and open-source options for building AI agents.",
    "### LangGraph (LangChain)",
    "- GitHub: [https://github.com/langchain-ai/langgraph](https://github.com/langchain-ai/langgraph)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://blog.dragansr.com/2026_01_05_archive.html",
   "project": "CrewAI",
   "repository": "https://github.com/crewAIInc/crewAI",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "A comprehensive guide to the major cloud provider and open-source options for building AI agents.",
    "### CrewAI"
   ],
   "repository_evidence": [
    "A comprehensive guide to the major cloud provider and open-source options for building AI agents.",
    "### CrewAI",
    "- GitHub: [https://github.com/crewAIInc/crewAI](https://github.com/crewAIInc/crewAI)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://blog.dragansr.com/2026_01_05_archive.html",
   "project": "OpenAI Agents SDK",
   "repository": "https://github.com/openai/openai-agents-python",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "A comprehensive guide to the major cloud provider and open-source options for building AI agents.",
    "### OpenAI Agents SDK"
   ],
   "repository_evidence": [
    "A comprehensive guide to the major cloud provider and open-source options for building AI agents.",
    "### OpenAI Agents SDK",
    "- GitHub: [https://github.com/openai/openai-agents-python](https://github.com/openai/openai-agents-python)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://blog.dragansr.com/2026_01_05_archive.html",
   "project": "Pydantic AI",
   "repository": "https://github.com/pydantic/pydantic-ai",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "A comprehensive guide to the major cloud provider and open-source options for building AI agents.",
    "### Pydantic AI"
   ],
   "repository_evidence": [
    "A comprehensive guide to the major cloud provider and open-source options for building AI agents.",
    "### Pydantic AI",
    "- GitHub: [https://github.com/pydantic/pydantic-ai](https://github.com/pydantic/pydantic-ai)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://blog.dragansr.com/2026_01_05_archive.html",
   "project": "Vercel AI SDK",
   "repository": "https://github.com/vercel/ai",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "A comprehensive guide to the major cloud provider and open-source options for building AI agents.",
    "### Vercel AI SDK"
   ],
   "repository_evidence": [
    "A comprehensive guide to the major cloud provider and open-source options for building AI agents.",
    "### Vercel AI SDK",
    "- GitHub: [https://github.com/vercel/ai](https://github.com/vercel/ai)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://blog.dragansr.com/2026_01_05_archive.html",
   "project": "Haystack",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "A comprehensive guide to the major cloud provider and open-source options for building AI agents.",
    "### Other Notable Frameworks",
    "| Framework | Focus | Link |",
    "| **Haystack** (deepset) | RAG-heavy agent applications | [https://haystack.deepset.ai/](https://haystack.deepset.ai/) |"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://blog.dragansr.com/2026_01_05_archive.html",
   "project": "DSPy",
   "repository": "https://github.com/stanfordnlp/dspy",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "A comprehensive guide to the major cloud provider and open-source options for building AI agents.",
    "### Other Notable Frameworks",
    "| Framework | Focus | Link |",
    "| **DSPy** (Stanford) | Programmatic LLM pipeline optimization | [https://github.com/stanfordnlp/dspy](https://github.com/stanfordnlp/dspy) |"
   ],
   "repository_evidence": [
    "A comprehensive guide to the major cloud provider and open-source options for building AI agents.",
    "### Other Notable Frameworks",
    "| Framework | Focus | Link |",
    "| **DSPy** (Stanford) | Programmatic LLM pipeline optimization | [https://github.com/stanfordnlp/dspy](https://github.com/stanfordnlp/dspy) |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://blog.dragansr.com/2026_01_05_archive.html",
   "project": "AutoGPT",
   "repository": "https://github.com/Significant-Gravitas/AutoGPT",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "A comprehensive guide to the major cloud provider and open-source options for building AI agents.",
    "### Other Notable Frameworks",
    "| Framework | Focus | Link |",
    "| **AutoGPT** | Autonomous self-prompting agents | [https://github.com/Significant-Gravitas/AutoGPT](https://github.com/Significant-Gravitas/AutoGPT) |"
   ],
   "repository_evidence": [
    "A comprehensive guide to the major cloud provider and open-source options for building AI agents.",
    "### Other Notable Frameworks",
    "| Framework | Focus | Link |",
    "| **AutoGPT** | Autonomous self-prompting agents | [https://github.com/Significant-Gravitas/AutoGPT](https://github.com/Significant-Gravitas/AutoGPT) |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://blog.dragansr.com/2026_01_05_archive.html",
   "project": "LlamaIndex",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "A comprehensive guide to the major cloud provider and open-source options for building AI agents.",
    "### Other Notable Frameworks",
    "| Framework | Focus | Link |",
    "| **LlamaIndex** | Knowledge agents connected to your data | [https://www.llamaindex.ai/](https://www.llamaindex.ai/) |"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://medium.com/@saucam/code-rag-approaches-in-2026-fc8e4c387875",
   "project": "GitHub Spec Kit",
   "repository": "https://github.com/github/spec-kit",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# **Code-RAG approaches in 2026**",
    "The pattern shows up as `AGENTS.md` / `CLAUDE.md`, Cursor Rules / `.cursorrules`, Continue\u2019s `assistant.md`, the `.claude/skills/` directory, [GitHub Spec Kit](https://github.com/github/spec-kit), and Karpathy-style autoresearch markdown."
   ],
   "repository_evidence": [
    "# **Code-RAG approaches in 2026**",
    "The pattern shows up as `AGENTS.md` / `CLAUDE.md`, Cursor Rules / `.cursorrules`, Continue\u2019s `assistant.md`, the `.claude/skills/` directory, [GitHub Spec Kit](https://github.com/github/spec-kit), and Karpathy-style autoresearch markdown."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://medium.com/@saucam/code-rag-approaches-in-2026-fc8e4c387875",
   "project": "Cline",
   "repository": "https://github.com/cline/cline",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# **Code-RAG approaches in 2026**",
    "Examples: [Cline](https://github.com/cline/cline), [SWE-agent](https://github.com/SWE-agent/SWE-agent), Cursor\u2019s agent mode, OpenHands with reflection enabled, Devin, Claude Code with Task subagents."
   ],
   "repository_evidence": [
    "# **Code-RAG approaches in 2026**",
    "Examples: [Cline](https://github.com/cline/cline), [SWE-agent](https://github.com/SWE-agent/SWE-agent), Cursor\u2019s agent mode, OpenHands with reflection enabled, Devin, Claude Code with Task subagents."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://medium.com/@saucam/code-rag-approaches-in-2026-fc8e4c387875",
   "project": "SWE-agent",
   "repository": "https://github.com/SWE-agent/SWE-agent",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# **Code-RAG approaches in 2026**",
    "Examples: [Cline](https://github.com/cline/cline), [SWE-agent](https://github.com/SWE-agent/SWE-agent), Cursor\u2019s agent mode, OpenHands with reflection enabled, Devin, Claude Code with Task subagents."
   ],
   "repository_evidence": [
    "# **Code-RAG approaches in 2026**",
    "Examples: [Cline](https://github.com/cline/cline), [SWE-agent](https://github.com/SWE-agent/SWE-agent), Cursor\u2019s agent mode, OpenHands with reflection enabled, Devin, Claude Code with Task subagents."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://medium.com/@saucam/code-rag-approaches-in-2026-fc8e4c387875",
   "project": "Zed",
   "repository": "https://zed.dev/blog",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# **Code-RAG approaches in 2026**",
    "Examples: [Zed\u2019s agentic context](https://zed.dev/blog), JetBrains AI Assistant (which uses PSI, their AST and language-service layer), partial implementations in Cursor and GitHub Copilot via tree-sitter and language services."
   ],
   "repository_evidence": [
    "# **Code-RAG approaches in 2026**",
    "Examples: [Zed\u2019s agentic context](https://zed.dev/blog), JetBrains AI Assistant (which uses PSI, their AST and language-service layer), partial implementations in Cursor and GitHub Copilot via tree-sitter and language services."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://medium.com/@saucam/code-rag-approaches-in-2026-fc8e4c387875",
   "project": "Zoekt",
   "repository": "https://github.com/sourcegraph/zoekt",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# **Code-RAG approaches in 2026**",
    "Examples: [Zoekt](https://github.com/sourcegraph/zoekt) (Google\u2019s trigram indexer, used inside Sourcegraph), [livegrep](https://github.com/livegrep/livegrep), [universal-ctags](https://github.com/universal-ctags/ctags), GNU global, and Elasticsearch-on-code."
   ],
   "repository_evidence": [
    "# **Code-RAG approaches in 2026**",
    "Examples: [Zoekt](https://github.com/sourcegraph/zoekt) (Google\u2019s trigram indexer, used inside Sourcegraph), [livegrep](https://github.com/livegrep/livegrep), [universal-ctags](https://github.com/universal-ctags/ctags), GNU global, and Elasticsearch-on-code."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://medium.com/@saucam/code-rag-approaches-in-2026-fc8e4c387875",
   "project": "livegrep",
   "repository": "https://github.com/livegrep/livegrep",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# **Code-RAG approaches in 2026**",
    "Examples: [Zoekt](https://github.com/sourcegraph/zoekt) (Google\u2019s trigram indexer, used inside Sourcegraph), [livegrep](https://github.com/livegrep/livegrep), [universal-ctags](https://github.com/universal-ctags/ctags), GNU global, and Elasticsearch-on-code."
   ],
   "repository_evidence": [
    "# **Code-RAG approaches in 2026**",
    "Examples: [Zoekt](https://github.com/sourcegraph/zoekt) (Google\u2019s trigram indexer, used inside Sourcegraph), [livegrep](https://github.com/livegrep/livegrep), [universal-ctags](https://github.com/universal-ctags/ctags), GNU global, and Elasticsearch-on-code."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://medium.com/@saucam/code-rag-approaches-in-2026-fc8e4c387875",
   "project": "universal-ctags",
   "repository": "https://github.com/universal-ctags/ctags",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# **Code-RAG approaches in 2026**",
    "Examples: [Zoekt](https://github.com/sourcegraph/zoekt) (Google\u2019s trigram indexer, used inside Sourcegraph), [livegrep](https://github.com/livegrep/livegrep), [universal-ctags](https://github.com/universal-ctags/ctags), GNU global, and Elasticsearch-on-code."
   ],
   "repository_evidence": [
    "# **Code-RAG approaches in 2026**",
    "Examples: [Zoekt](https://github.com/sourcegraph/zoekt) (Google\u2019s trigram indexer, used inside Sourcegraph), [livegrep](https://github.com/livegrep/livegrep), [universal-ctags](https://github.com/universal-ctags/ctags), GNU global, and Elasticsearch-on-code."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://medium.com/@saucam/code-rag-approaches-in-2026-fc8e4c387875",
   "project": "Aider",
   "repository": "https://aider.chat/2023/10/22/repomap.html",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# **Code-RAG approaches in 2026**",
    "Aider parses many languages with tree-sitter (~50 languages have query files in `[aider/queries/](https://github.com/Aider-AI/aider/tree/main/aider/queries)`) and extracts symbol definitions and references."
   ],
   "repository_evidence": [
    "# **Code-RAG approaches in 2026**",
    "Example: [Aider\u2019s repo-map](https://aider.chat/2023/10/22/repomap.html)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://medium.com/@saucam/code-rag-approaches-in-2026-fc8e4c387875",
   "project": "SCIP",
   "repository": "https://github.com/sourcegraph/scip",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# **Code-RAG approaches in 2026**",
    "Sourcegraph uses [SCIP](https://github.com/sourcegraph/scip), which captures symbol references, definitions, type information, and cross-repo links."
   ],
   "repository_evidence": [
    "# **Code-RAG approaches in 2026**",
    "Sourcegraph uses [SCIP](https://github.com/sourcegraph/scip), which captures symbol references, definitions, type information, and cross-repo links."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://medium.com/@saucam/code-rag-approaches-in-2026-fc8e4c387875",
   "project": "GitNexus",
   "repository": "https://github.com/abhigyanpatwari/GitNexus",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# **Code-RAG approaches in 2026**",
    "Example: [GitNexus](https://github.com/abhigyanpatwari/GitNexus)."
   ],
   "repository_evidence": [
    "# **Code-RAG approaches in 2026**",
    "Example: [GitNexus](https://github.com/abhigyanpatwari/GitNexus)."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://medium.com/@saucam/code-rag-approaches-in-2026-fc8e4c387875",
   "project": "ContextPlus",
   "repository": "https://github.com/ForLoopCodes/contextplus",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# **Code-RAG approaches in 2026**",
    "Examples: [ContextPlus](https://github.com/ForLoopCodes/contextplus), [codebase-memory-mcp](https://github.com/DeusData/codebase-memory-mcp)"
   ],
   "repository_evidence": [
    "# **Code-RAG approaches in 2026**",
    "Examples: [ContextPlus](https://github.com/ForLoopCodes/contextplus), [codebase-memory-mcp](https://github.com/DeusData/codebase-memory-mcp)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://medium.com/@saucam/code-rag-approaches-in-2026-fc8e4c387875",
   "project": "codebase-memory-mcp",
   "repository": "https://github.com/DeusData/codebase-memory-mcp",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# **Code-RAG approaches in 2026**",
    "Examples: [ContextPlus](https://github.com/ForLoopCodes/contextplus), [codebase-memory-mcp](https://github.com/DeusData/codebase-memory-mcp)"
   ],
   "repository_evidence": [
    "# **Code-RAG approaches in 2026**",
    "Examples: [ContextPlus](https://github.com/ForLoopCodes/contextplus), [codebase-memory-mcp](https://github.com/DeusData/codebase-memory-mcp)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/keon/awesome-autonomous-web",
   "project": "WebAgent",
   "repository": "https://github.com/xlang-ai/OpenAgents/tree/main/real_agents/web_agent",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# \ud83e\udd16\ud83d\udedc Awesome AI Agent tools for the web",
    "Tools that convert natural language prompts into web interactions, allowing AI agents to automate tasks.",
    "### Open Source",
    "- **[WebAgent](https://github.com/xlang-ai/OpenAgents/tree/main/real_agents/web_agent)** by OpenAgents - Open-source"
   ],
   "repository_evidence": [
    "# \ud83e\udd16\ud83d\udedc Awesome AI Agent tools for the web",
    "Tools that convert natural language prompts into web interactions, allowing AI agents to automate tasks.",
    "### Open Source",
    "- **[WebAgent](https://github.com/xlang-ai/OpenAgents/tree/main/real_agents/web_agent)** by OpenAgents - Open-source"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/keon/awesome-autonomous-web",
   "project": "Agent-E",
   "repository": "https://github.com/EmergenceAI/Agent-E",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# \ud83e\udd16\ud83d\udedc Awesome AI Agent tools for the web",
    "Tools that convert natural language prompts into web interactions, allowing AI agents to automate tasks.",
    "### Open Source",
    "- **[Agent-E](https://github.com/EmergenceAI/Agent-E)** - Open-source"
   ],
   "repository_evidence": [
    "# \ud83e\udd16\ud83d\udedc Awesome AI Agent tools for the web",
    "Tools that convert natural language prompts into web interactions, allowing AI agents to automate tasks.",
    "### Open Source",
    "- **[Agent-E](https://github.com/EmergenceAI/Agent-E)** - Open-source"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/keon/awesome-autonomous-web",
   "project": "LaVague",
   "repository": "https://github.com/lavague-ai/LaVague",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# \ud83e\udd16\ud83d\udedc Awesome AI Agent tools for the web",
    "Tools that convert natural language prompts into web interactions, allowing AI agents to automate tasks.",
    "### Open Source",
    "- **[LaVague](https://github.com/lavague-ai/LaVague)** - control a web browser through natural language instructions using **text** language models - Open-source"
   ],
   "repository_evidence": [
    "# \ud83e\udd16\ud83d\udedc Awesome AI Agent tools for the web",
    "Tools that convert natural language prompts into web interactions, allowing AI agents to automate tasks.",
    "### Open Source",
    "- **[LaVague](https://github.com/lavague-ai/LaVague)** - control a web browser through natural language instructions using **text** language models - Open-source"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/keon/awesome-autonomous-web",
   "project": "Skyvern-AI",
   "repository": "https://github.com/Skyvern-AI/skyvern",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# \ud83e\udd16\ud83d\udedc Awesome AI Agent tools for the web",
    "Tools that convert natural language prompts into web interactions, allowing AI agents to automate tasks.",
    "### Open Source",
    "- **[Skyvern-AI](https://github.com/Skyvern-AI/skyvern)** - control a web browser through natural language instructions using **visual** language models - Open-source"
   ],
   "repository_evidence": [
    "# \ud83e\udd16\ud83d\udedc Awesome AI Agent tools for the web",
    "Tools that convert natural language prompts into web interactions, allowing AI agents to automate tasks.",
    "### Open Source",
    "- **[Skyvern-AI](https://github.com/Skyvern-AI/skyvern)** - control a web browser through natural language instructions using **visual** language models - Open-source"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/keon/awesome-autonomous-web",
   "project": "Tarsier",
   "repository": "https://github.com/reworkd/tarsier",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# \ud83e\udd16\ud83d\udedc Awesome AI Agent tools for the web",
    "Tools that convert natural language prompts into web interactions, allowing AI agents to automate tasks.",
    "### Open Source",
    "- **[Tarsier](https://github.com/reworkd/tarsier)** by Reworkd - Open-source"
   ],
   "repository_evidence": [
    "# \ud83e\udd16\ud83d\udedc Awesome AI Agent tools for the web",
    "Tools that convert natural language prompts into web interactions, allowing AI agents to automate tasks.",
    "### Open Source",
    "- **[Tarsier](https://github.com/reworkd/tarsier)** by Reworkd - Open-source"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/keon/awesome-autonomous-web",
   "project": "Browser-use",
   "repository": "https://github.com/gregpr07/browser-use",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# \ud83e\udd16\ud83d\udedc Awesome AI Agent tools for the web",
    "Tools that convert natural language prompts into web interactions, allowing AI agents to automate tasks.",
    "### Open Source",
    "- **[Browser-use](https://github.com/gregpr07/browser-use)** Interface between LLM and browser to execute high-level instructions - like applying for jobs"
   ],
   "repository_evidence": [
    "# \ud83e\udd16\ud83d\udedc Awesome AI Agent tools for the web",
    "Tools that convert natural language prompts into web interactions, allowing AI agents to automate tasks.",
    "### Open Source",
    "- **[Browser-use](https://github.com/gregpr07/browser-use)** Interface between LLM and browser to execute high-level instructions - like applying for jobs"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/keon/awesome-autonomous-web",
   "project": "WebArena",
   "repository": "https://github.com/web-arena-x/webarena",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# \ud83e\udd16\ud83d\udedc Awesome AI Agent tools for the web",
    "A curated list of tools that empower AI agents to interact with the web efficiently, from browsing to authentication, web crawling, and beyond.",
    "## \ud83d\udd2c Web Agent Benchmarks",
    "- **[WebArena](https://github.com/web-arena-x/webarena)** - Open-source"
   ],
   "repository_evidence": [
    "# \ud83e\udd16\ud83d\udedc Awesome AI Agent tools for the web",
    "A curated list of tools that empower AI agents to interact with the web efficiently, from browsing to authentication, web crawling, and beyond.",
    "## \ud83d\udd2c Web Agent Benchmarks",
    "- **[WebArena](https://github.com/web-arena-x/webarena)** - Open-source"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/keon/awesome-autonomous-web",
   "project": "WebArena Leaderboard",
   "repository": "https://docs.google.com/spreadsheets/d/1M801lEpBbKSNwP-vDBkC_pF7LdyGU1f_ufZb_NWNBZQ/edit?gid=0#gid=0",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# \ud83e\udd16\ud83d\udedc Awesome AI Agent tools for the web",
    "A curated list of tools that empower AI agents to interact with the web efficiently, from browsing to authentication, web crawling, and beyond.",
    "## \ud83d\udd2c Web Agent Benchmarks",
    "- **[WebArena Leaderboard](https://docs.google.com/spreadsheets/d/1M801lEpBbKSNwP-vDBkC_pF7LdyGU1f_ufZb_NWNBZQ/edit?gid=0#gid=0)** - Open-source"
   ],
   "repository_evidence": [
    "# \ud83e\udd16\ud83d\udedc Awesome AI Agent tools for the web",
    "A curated list of tools that empower AI agents to interact with the web efficiently, from browsing to authentication, web crawling, and beyond.",
    "## \ud83d\udd2c Web Agent Benchmarks",
    "- **[WebArena Leaderboard](https://docs.google.com/spreadsheets/d/1M801lEpBbKSNwP-vDBkC_pF7LdyGU1f_ufZb_NWNBZQ/edit?gid=0#gid=0)** - Open-source"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/keon/awesome-autonomous-web",
   "project": "WebCanvas",
   "repository": "https://github.com/iMeanAI/WebCanvas",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# \ud83e\udd16\ud83d\udedc Awesome AI Agent tools for the web",
    "A curated list of tools that empower AI agents to interact with the web efficiently, from browsing to authentication, web crawling, and beyond.",
    "## \ud83d\udd2c Web Agent Benchmarks",
    "- **[WebCanvas](https://github.com/iMeanAI/WebCanvas)** - Open-source"
   ],
   "repository_evidence": [
    "# \ud83e\udd16\ud83d\udedc Awesome AI Agent tools for the web",
    "A curated list of tools that empower AI agents to interact with the web efficiently, from browsing to authentication, web crawling, and beyond.",
    "## \ud83d\udd2c Web Agent Benchmarks",
    "- **[WebCanvas](https://github.com/iMeanAI/WebCanvas)** - Open-source"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/keon/awesome-autonomous-web",
   "project": "WorkArena",
   "repository": "https://github.com/ServiceNow/WorkArena",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# \ud83e\udd16\ud83d\udedc Awesome AI Agent tools for the web",
    "A curated list of tools that empower AI agents to interact with the web efficiently, from browsing to authentication, web crawling, and beyond.",
    "## \ud83d\udd2c Web Agent Benchmarks",
    "- **[WorkArena](https://github.com/ServiceNow/WorkArena)** - Open-source"
   ],
   "repository_evidence": [
    "# \ud83e\udd16\ud83d\udedc Awesome AI Agent tools for the web",
    "A curated list of tools that empower AI agents to interact with the web efficiently, from browsing to authentication, web crawling, and beyond.",
    "## \ud83d\udd2c Web Agent Benchmarks",
    "- **[WorkArena](https://github.com/ServiceNow/WorkArena)** - Open-source"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/keon/awesome-autonomous-web",
   "project": "Bananalyzer",
   "repository": "https://github.com/reworkd/bananalyzer",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# \ud83e\udd16\ud83d\udedc Awesome AI Agent tools for the web",
    "A curated list of tools that empower AI agents to interact with the web efficiently, from browsing to authentication, web crawling, and beyond.",
    "## \ud83d\udd2c Web Agent Benchmarks",
    "- **[Bananalyzer](https://github.com/reworkd/bananalyzer)** by Reworkd - Open-source"
   ],
   "repository_evidence": [
    "# \ud83e\udd16\ud83d\udedc Awesome AI Agent tools for the web",
    "A curated list of tools that empower AI agents to interact with the web efficiently, from browsing to authentication, web crawling, and beyond.",
    "## \ud83d\udd2c Web Agent Benchmarks",
    "- **[Bananalyzer](https://github.com/reworkd/bananalyzer)** by Reworkd - Open-source"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/keon/awesome-autonomous-web",
   "project": "VimGPT",
   "repository": "https://github.com/ishan0102/vimGPT/",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# \ud83e\udd16\ud83d\udedc Awesome AI Agent tools for the web",
    "A curated list of tools that empower AI agents to interact with the web efficiently, from browsing to authentication, web crawling, and beyond.",
    "## \ud83d\uddbc\ufe0f Visual web automation tools",
    "These tools use image models and computer vision to interact with websites, simulating human-like actions.",
    "- **[VimGPT](https://github.com/ishan0102/vimGPT/)** - Open-source"
   ],
   "repository_evidence": [
    "# \ud83e\udd16\ud83d\udedc Awesome AI Agent tools for the web",
    "A curated list of tools that empower AI agents to interact with the web efficiently, from browsing to authentication, web crawling, and beyond.",
    "## \ud83d\uddbc\ufe0f Visual web automation tools",
    "These tools use image models and computer vision to interact with websites, simulating human-like actions.",
    "- **[VimGPT](https://github.com/ishan0102/vimGPT/)** - Open-source"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/keon/awesome-autonomous-web",
   "project": "Skyvern-AI",
   "repository": "https://github.com/Skyvern-AI/skyvern",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# \ud83e\udd16\ud83d\udedc Awesome AI Agent tools for the web",
    "A curated list of tools that empower AI agents to interact with the web efficiently, from browsing to authentication, web crawling, and beyond.",
    "## \ud83d\uddbc\ufe0f Visual web automation tools",
    "These tools use image models and computer vision to interact with websites, simulating human-like actions.",
    "- **[Skyvern-AI](https://github.com/Skyvern-AI/skyvern)** - Open-source"
   ],
   "repository_evidence": [
    "# \ud83e\udd16\ud83d\udedc Awesome AI Agent tools for the web",
    "A curated list of tools that empower AI agents to interact with the web efficiently, from browsing to authentication, web crawling, and beyond.",
    "## \ud83d\uddbc\ufe0f Visual web automation tools",
    "These tools use image models and computer vision to interact with websites, simulating human-like actions.",
    "- **[Skyvern-AI](https://github.com/Skyvern-AI/skyvern)** - Open-source"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/ethicals7s%2Fawesome-local-ai",
   "project": "AutoGen",
   "repository": "https://github.com/microsoft/autogen",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-local-ai",
    "- ## Agent Frameworks (fully local) (25)",
    "  - [AutoGen](/projects/microsoft.github.io%2Fautogen%2F) - agent system"
   ],
   "repository_evidence": [
    "# awesome-local-ai",
    "- ## Agent Frameworks (fully local) (25)",
    "  - [AutoGen](/projects/microsoft.github.io%2Fautogen%2F) - agent system"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/ethicals7s%2Fawesome-local-ai",
   "project": "LangGraph",
   "repository": "https://github.com/langchain-ai/langgraph",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-local-ai",
    "- ## Agent Frameworks (fully local) (25)",
    "  - [LangGraph](/projects/github.com%2Flangchain-ai%2Flanggraph) - actor applications"
   ],
   "repository_evidence": [
    "# awesome-local-ai",
    "- ## Agent Frameworks (fully local) (25)",
    "  - [LangGraph](/projects/github.com%2Flangchain-ai%2Flanggraph) - actor applications"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/ethicals7s%2Fawesome-local-ai",
   "project": "BabyAGI",
   "repository": "https://github.com/yoheinakajima/babyagi",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-local-ai",
    "- ## Agent Frameworks (fully local) (25)",
    "  - [BabyAGI](/projects/github.com%2Fyoheinakajima%2Fbabyagi) - driven autonomous agent"
   ],
   "repository_evidence": [
    "# awesome-local-ai",
    "- ## Agent Frameworks (fully local) (25)",
    "  - [BabyAGI](/projects/github.com%2Fyoheinakajima%2Fbabyagi) - driven autonomous agent"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/ethicals7s%2Fawesome-local-ai",
   "project": "Auto-GPT",
   "repository": "https://github.com/Significant-Gravitas/Auto-GPT",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-local-ai",
    "- ## Agent Frameworks (fully local) (25)",
    "  - [Auto-GPT](/projects/github.com%2FSignificant-Gravitas%2FAuto-GPT)"
   ],
   "repository_evidence": [
    "# awesome-local-ai",
    "- ## Agent Frameworks (fully local) (25)",
    "  - [Auto-GPT](/projects/github.com%2FSignificant-Gravitas%2FAuto-GPT)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/ethicals7s%2Fawesome-local-ai",
   "project": "GPT Engineer",
   "repository": "https://github.com/AntonOsika/gpt-engineer",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-local-ai",
    "- ## Agent Frameworks (fully local) (25)",
    "  - [GPT Engineer](/projects/github.com%2FAntonOsika%2Fgpt-engineer)"
   ],
   "repository_evidence": [
    "# awesome-local-ai",
    "- ## Agent Frameworks (fully local) (25)",
    "  - [GPT Engineer](/projects/github.com%2FAntonOsika%2Fgpt-engineer)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/ethicals7s%2Fawesome-local-ai",
   "project": "MetaGPT",
   "repository": "https://github.com/geekan/MetaGPT",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-local-ai",
    "- ## Agent Frameworks (fully local) (25)",
    "  - [MetaGPT](/projects/github.com%2Fgeekan%2FMetaGPT) - agent software company simulation"
   ],
   "repository_evidence": [
    "# awesome-local-ai",
    "- ## Agent Frameworks (fully local) (25)",
    "  - [MetaGPT](/projects/github.com%2Fgeekan%2FMetaGPT) - agent software company simulation"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/ethicals7s%2Fawesome-local-ai",
   "project": "SuperAGI",
   "repository": "https://github.com/TransformerOptimus/SuperAGI",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-local-ai",
    "- ## Agent Frameworks (fully local) (25)",
    "  - [SuperAGI](/projects/github.com%2FTransformerOptimus%2FSuperAGI)"
   ],
   "repository_evidence": [
    "# awesome-local-ai",
    "- ## Agent Frameworks (fully local) (25)",
    "  - [SuperAGI](/projects/github.com%2FTransformerOptimus%2FSuperAGI)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/ethicals7s%2Fawesome-local-ai",
   "project": "Devon",
   "repository": "https://github.com/entropy-research/Devon",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-local-ai",
    "- ## Agent Frameworks (fully local) (25)",
    "  - [Devon](/projects/github.com%2Fentropy-research%2FDevon) - source AI software engineer"
   ],
   "repository_evidence": [
    "# awesome-local-ai",
    "- ## Agent Frameworks (fully local) (25)",
    "  - [Devon](/projects/github.com%2Fentropy-research%2FDevon) - source AI software engineer"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/ethicals7s%2Fawesome-local-ai",
   "project": "Open Interpreter",
   "repository": "https://github.com/KillianLucas/open-interpreter",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-local-ai",
    "- ## Agent Frameworks (fully local) (25)",
    "  - [Open Interpreter](/projects/github.com%2FKillianLucas%2Fopen-interpreter)"
   ],
   "repository_evidence": [
    "# awesome-local-ai",
    "- ## Agent Frameworks (fully local) (25)",
    "  - [Open Interpreter](/projects/github.com%2FKillianLucas%2Fopen-interpreter)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/ethicals7s%2Fawesome-local-ai",
   "project": "Langflow",
   "repository": "https://github.com/langflow-ai/langflow",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-local-ai",
    "- ## Agent Frameworks (fully local) (25)",
    "  - [Langflow](/projects/github.com%2Flangflow-ai%2Flangflow)"
   ],
   "repository_evidence": [
    "# awesome-local-ai",
    "- ## Agent Frameworks (fully local) (25)",
    "  - [Langflow](/projects/github.com%2Flangflow-ai%2Flangflow)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/ethicals7s%2Fawesome-local-ai",
   "project": "Bisheng",
   "repository": "https://github.com/dataelement/bisheng",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-local-ai",
    "- ## Agent Frameworks (fully local) (25)",
    "  - [Bisheng](/projects/github.com%2Fdataelement%2Fbisheng) - code agent builder"
   ],
   "repository_evidence": [
    "# awesome-local-ai",
    "- ## Agent Frameworks (fully local) (25)",
    "  - [Bisheng](/projects/github.com%2Fdataelement%2Fbisheng) - code agent builder"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/ethicals7s%2Fawesome-local-ai",
   "project": "Taskweaver",
   "repository": "https://github.com/microsoft/TaskWeaver",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-local-ai",
    "- ## Agent Frameworks (fully local) (25)",
    "  - [Taskweaver](/projects/github.com%2Fmicrosoft%2FTaskWeaver) - first agent framework"
   ],
   "repository_evidence": [
    "# awesome-local-ai",
    "- ## Agent Frameworks (fully local) (25)",
    "  - [Taskweaver](/projects/github.com%2Fmicrosoft%2FTaskWeaver) - first agent framework"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/ethicals7s%2Fawesome-local-ai",
   "project": "XAgent",
   "repository": "https://github.com/OpenBMB/XAgent",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-local-ai",
    "- ## Agent Frameworks (fully local) (25)",
    "  - [XAgent](/projects/github.com%2FOpenBMB%2FXAgent)"
   ],
   "repository_evidence": [
    "# awesome-local-ai",
    "- ## Agent Frameworks (fully local) (25)",
    "  - [XAgent](/projects/github.com%2FOpenBMB%2FXAgent)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/ethicals7s%2Fawesome-local-ai",
   "project": "ChatDev",
   "repository": "https://github.com/OpenBMB/ChatDev",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-local-ai",
    "- ## Agent Frameworks (fully local) (25)",
    "  - [ChatDev](/projects/github.com%2FOpenBMB%2FChatDev)"
   ],
   "repository_evidence": [
    "# awesome-local-ai",
    "- ## Agent Frameworks (fully local) (25)",
    "  - [ChatDev](/projects/github.com%2FOpenBMB%2FChatDev)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/ethicals7s%2Fawesome-local-ai",
   "project": "GodMode",
   "repository": "https://github.com/smol-ai/godmode",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-local-ai",
    "- ## Agent Frameworks (fully local) (25)",
    "  - [GodMode](/projects/github.com%2Fsmol-ai%2Fgodmode)"
   ],
   "repository_evidence": [
    "# awesome-local-ai",
    "- ## Agent Frameworks (fully local) (25)",
    "  - [GodMode](/projects/github.com%2Fsmol-ai%2Fgodmode)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/ethicals7s%2Fawesome-local-ai",
   "project": "Camel-AI",
   "repository": "https://github.com/camel-ai/camel",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-local-ai",
    "- ## Agent Frameworks (fully local) (25)",
    "  - [Camel-AI](/projects/github.com%2Fcamel-ai%2Fcamel) - playing"
   ],
   "repository_evidence": [
    "# awesome-local-ai",
    "- ## Agent Frameworks (fully local) (25)",
    "  - [Camel-AI](/projects/github.com%2Fcamel-ai%2Fcamel) - playing"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/ethicals7s%2Fawesome-local-ai",
   "project": "AgentGPT",
   "repository": "https://github.com/reworkd/AgentGPT",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-local-ai",
    "- ## Agent Frameworks (fully local) (25)",
    "  - [AgentGPT](/projects/github.com%2Freworkd%2FAgentGPT) - based autonomous agents (local mode)"
   ],
   "repository_evidence": [
    "# awesome-local-ai",
    "- ## Agent Frameworks (fully local) (25)",
    "  - [AgentGPT](/projects/github.com%2Freworkd%2FAgentGPT) - based autonomous agents (local mode)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/ethicals7s%2Fawesome-local-ai",
   "project": "Aider",
   "repository": "https://github.com/paul-gauthier/aider",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-local-ai",
    "- ## Agent Frameworks (fully local) (25)",
    "  - [Aider](/projects/github.com%2Fpaul-gauthier%2Faider) - aware pair programmer"
   ],
   "repository_evidence": [
    "# awesome-local-ai",
    "- ## Agent Frameworks (fully local) (25)",
    "  - [Aider](/projects/github.com%2Fpaul-gauthier%2Faider) - aware pair programmer"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://arxiv.org/html/2402.07939v1",
   "project": "UFO",
   "repository": "https://github.com/microsoft/UFO",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# UFO ![[Uncaptioned image]](extracted/5396502/figure/ufo_blue.png): A UI-Focused Agent for Windows OS Interaction",
    "The open-source code for UFO is available on [https://github.com/microsoft/UFO](https://github.com/microsoft/UFO)."
   ],
   "repository_evidence": [
    "# UFO ![[Uncaptioned image]](extracted/5396502/figure/ufo_blue.png): A UI-Focused Agent for Windows OS Interaction",
    "The open-source code for UFO is available on [https://github.com/microsoft/UFO](https://github.com/microsoft/UFO)."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://arxiv.org/html/2402.07939v1",
   "project": "AutoGPT",
   "repository": "https://github.com/Significant-Gravitas/AutoGPT",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "2.1 LLM Agents",
    "Notably, AutoGPT [Significant Gravitas ](https://arxiv.org/html/2402.07939v1#bib.bib23) stands as a pioneering agent within this domain, facilitating interaction with users and decomposing LLMs\u2019 actions into discrete components such as thoughts, reasoning, and criticism, thereby effectively addressing user requests."
   ],
   "repository_evidence": [
    "2.1 LLM Agents"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://arxiv.org/html/2402.07939v1",
   "project": "TaskWeaver",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "2.1 LLM Agents",
    "Additionally, TaskWeaver Qiao et al. ([2023](https://arxiv.org/html/2402.07939v1#bib.bib19)) represents a noteworthy code-centric agent framework designed to disassemble user requests and translate them into manageable subtasks executable via Python code."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://arxiv.org/html/2402.07939v1",
   "project": "LangChain Agent",
   "repository": "https://github.com/langchain-ai/langchain",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "2.1 LLM Agents",
    "The LangChain Agent Chase ([2022](https://arxiv.org/html/2402.07939v1#bib.bib6)), serves as an extension of the LangChain framework."
   ],
   "repository_evidence": [
    "2.1 LLM Agents",
    "Harrison Chase. LangChain, October 2022. URL [https://github.com/langchain-ai/langchain](https://github.com/langchain-ai/langchain)."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://arxiv.org/html/2402.07939v1",
   "project": "AutoGen",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "2.1 LLM Agents",
    "AutoGen Wu et al. ([2023b](https://arxiv.org/html/2402.07939v1#bib.bib32)) exemplifies this approach by designing each agent to be highly customizable and conversable."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://arxiv.org/html/2402.07939v1",
   "project": "MetaGPT",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "2.1 LLM Agents",
    "MetaGPT Hong et al. ([2023a](https://arxiv.org/html/2402.07939v1#bib.bib13)) constitutes another notable multi-agent framework."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://arxiv.org/html/2402.07939v1",
   "project": "AutoAgents",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "2.1 LLM Agents",
    "Furthermore, another multi-agent framework named AutoAgents Chan et al. ([2023](https://arxiv.org/html/2402.07939v1#bib.bib5)) generates and coordinates multiple specialized agents to form an AI team tailored for complex tasks."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://arxiv.org/html/2402.07939v1",
   "project": "AppAgent",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "2.2 LLM-based GUI Intelligence",
    "Similarly, AppAgent Yang et al. ([2023a](https://arxiv.org/html/2402.07939v1#bib.bib35)) leverages GPT-4V as smartphone users, enabling them to take actions on mobile applications based on smartphone snapshots, thereby autonomously fulfilling user requests on physical phones."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://arxiv.org/html/2402.07939v1",
   "project": "MobileAgent",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "2.2 LLM-based GUI Intelligence",
    "MobileAgent Wang et al. ([2024](https://arxiv.org/html/2402.07939v1#bib.bib28)) integrates Optical Character Recognition (OCR) tools to augment the GPT-V employed within a comparable mobile agent designed for task completion on mobile phones."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://arxiv.org/html/2402.07939v1",
   "project": "CogAgent",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "2.2 LLM-based GUI Intelligence",
    "On the other hand, CogAgent Hong et al. ([2023b](https://arxiv.org/html/2402.07939v1#bib.bib14)) takes a distinct approach by training a dedicated visual language model specialized in GUI understanding and navigation, providing a more tailored solution for various GUI intelligence tasks."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://trendingbots.ai/agents",
   "project": "LangChain",
   "repository": null,
   "stars": "139719",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# 291 AI Agent Frameworks \u2014 Compare by Stars, Forks & TrendScore",
    "Browse every open-source AI agent framework we track \u2014 LangChain, CrewAI, AutoGPT, and 200+ more. Sorted by GitHub stars and community adoption. Updated every 6 hours with live data.",
    "| Agent | Category | Stars | Forks | Score |",
    "| [LangChain](/agents/langchain) | multi-agent | 139,719 | 23,167 | \u2014 |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# 291 AI Agent Frameworks \u2014 Compare by Stars, Forks & TrendScore",
    "Browse every open-source AI agent framework we track \u2014 LangChain, CrewAI, AutoGPT, and 200+ more. Sorted by GitHub stars and community adoption. Updated every 6 hours with live data.",
    "| Agent | Category | Stars | Forks | Score |",
    "| [LangChain](/agents/langchain) | multi-agent | 139,719 | 23,167 | \u2014 |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://trendingbots.ai/agents",
   "project": "CrewAI",
   "repository": null,
   "stars": "54429",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# 291 AI Agent Frameworks \u2014 Compare by Stars, Forks & TrendScore",
    "Browse every open-source AI agent framework we track \u2014 LangChain, CrewAI, AutoGPT, and 200+ more. Sorted by GitHub stars and community adoption. Updated every 6 hours with live data.",
    "| Agent | Category | Stars | Forks | Score |",
    "| [CrewAI](/agents/crewai) | multi-agent | 54,429 | 7,619 | \u2014 |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# 291 AI Agent Frameworks \u2014 Compare by Stars, Forks & TrendScore",
    "Browse every open-source AI agent framework we track \u2014 LangChain, CrewAI, AutoGPT, and 200+ more. Sorted by GitHub stars and community adoption. Updated every 6 hours with live data.",
    "| Agent | Category | Stars | Forks | Score |",
    "| [CrewAI](/agents/crewai) | multi-agent | 54,429 | 7,619 | \u2014 |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://trendingbots.ai/agents",
   "project": "AutoGPT",
   "repository": null,
   "stars": "185202",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# 291 AI Agent Frameworks \u2014 Compare by Stars, Forks & TrendScore",
    "Browse every open-source AI agent framework we track \u2014 LangChain, CrewAI, AutoGPT, and 200+ more. Sorted by GitHub stars and community adoption. Updated every 6 hours with live data.",
    "| Agent | Category | Stars | Forks | Score |",
    "| [AutoGPT](/agents/autogpt) | coding | 185,202 | 46,128 | \u2014 |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# 291 AI Agent Frameworks \u2014 Compare by Stars, Forks & TrendScore",
    "Browse every open-source AI agent framework we track \u2014 LangChain, CrewAI, AutoGPT, and 200+ more. Sorted by GitHub stars and community adoption. Updated every 6 hours with live data.",
    "| Agent | Category | Stars | Forks | Score |",
    "| [AutoGPT](/agents/autogpt) | coding | 185,202 | 46,128 | \u2014 |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/11cafe/OpenManus",
   "project": "OpenManus",
   "repository": "https://github.com/mannaandpoem/OpenManus",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Manus is incredible, but OpenManus can achieve any idea without an *Invite Code* \ud83d\udeeb!",
    "# \ud83d\udc4b OpenManus"
   ],
   "repository_evidence": [
    "git clone https://github.com/mannaandpoem/OpenManus.git cd OpenManus",
    "# \ud83d\udc4b OpenManus"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/11cafe/OpenManus",
   "project": "OpenManus-RL",
   "repository": "https://github.com/OpenManus/OpenManus-RL",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "We're also excited to introduce [OpenManus-RL](https://github.com/OpenManus/OpenManus-RL), an open-source project dedicated to reinforcement learning (RL)- based (such as GRPO) tuning methods for LLM agents, developed collaboratively by researchers from UIUC and OpenManus.",
    "# \ud83d\udc4b OpenManus"
   ],
   "repository_evidence": [
    "We're also excited to introduce [OpenManus-RL](https://github.com/OpenManus/OpenManus-RL), an open-source project dedicated to reinforcement learning (RL)- based (such as GRPO) tuning methods for LLM agents, developed collaboratively by researchers from UIUC and OpenManus.",
    "# \ud83d\udc4b OpenManus"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/11cafe/OpenManus",
   "project": "anthropic-computer-use",
   "repository": "https://github.com/anthropics/anthropic-quickstarts/tree/main/computer-use-demo",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Thanks to [anthropic-computer-use](https://github.com/anthropics/anthropic-quickstarts/tree/main/computer-use-demo) and [browser-use](https://github.com/browser-use/browser-use) for providing basic support for this project!",
    "## Acknowledgement"
   ],
   "repository_evidence": [
    "Thanks to [anthropic-computer-use](https://github.com/anthropics/anthropic-quickstarts/tree/main/computer-use-demo) and [browser-use](https://github.com/browser-use/browser-use) for providing basic support for this project!",
    "## Acknowledgement"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/11cafe/OpenManus",
   "project": "browser-use",
   "repository": "https://github.com/browser-use/browser-use",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Thanks to [anthropic-computer-use](https://github.com/anthropics/anthropic-quickstarts/tree/main/computer-use-demo) and [browser-use](https://github.com/browser-use/browser-use) for providing basic support for this project!",
    "## Acknowledgement"
   ],
   "repository_evidence": [
    "Thanks to [anthropic-computer-use](https://github.com/anthropics/anthropic-quickstarts/tree/main/computer-use-demo) and [browser-use](https://github.com/browser-use/browser-use) for providing basic support for this project!",
    "## Acknowledgement"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/11cafe/OpenManus",
   "project": "AAAJ",
   "repository": "https://github.com/metauto-ai/agent-as-a-judge",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Additionally, we are grateful to [AAAJ](https://github.com/metauto-ai/agent-as-a-judge), [MetaGPT](https://github.com/geekan/MetaGPT), [OpenHands](https://github.com/All-Hands-AI/OpenHands) and [SWE-agent](https://github.com/SWE-agent/SWE-agent).",
    "## Acknowledgement"
   ],
   "repository_evidence": [
    "Additionally, we are grateful to [AAAJ](https://github.com/metauto-ai/agent-as-a-judge), [MetaGPT](https://github.com/geekan/MetaGPT), [OpenHands](https://github.com/All-Hands-AI/OpenHands) and [SWE-agent](https://github.com/SWE-agent/SWE-agent).",
    "## Acknowledgement"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/11cafe/OpenManus",
   "project": "MetaGPT",
   "repository": "https://github.com/geekan/MetaGPT",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Additionally, we are grateful to [AAAJ](https://github.com/metauto-ai/agent-as-a-judge), [MetaGPT](https://github.com/geekan/MetaGPT), [OpenHands](https://github.com/All-Hands-AI/OpenHands) and [SWE-agent](https://github.com/SWE-agent/SWE-agent).",
    "## Acknowledgement"
   ],
   "repository_evidence": [
    "Additionally, we are grateful to [AAAJ](https://github.com/metauto-ai/agent-as-a-judge), [MetaGPT](https://github.com/geekan/MetaGPT), [OpenHands](https://github.com/All-Hands-AI/OpenHands) and [SWE-agent](https://github.com/SWE-agent/SWE-agent).",
    "## Acknowledgement"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/11cafe/OpenManus",
   "project": "OpenHands",
   "repository": "https://github.com/All-Hands-AI/OpenHands",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Additionally, we are grateful to [AAAJ](https://github.com/metauto-ai/agent-as-a-judge), [MetaGPT](https://github.com/geekan/MetaGPT), [OpenHands](https://github.com/All-Hands-AI/OpenHands) and [SWE-agent](https://github.com/SWE-agent/SWE-agent).",
    "## Acknowledgement"
   ],
   "repository_evidence": [
    "Additionally, we are grateful to [AAAJ](https://github.com/metauto-ai/agent-as-a-judge), [MetaGPT](https://github.com/geekan/MetaGPT), [OpenHands](https://github.com/All-Hands-AI/OpenHands) and [SWE-agent](https://github.com/SWE-agent/SWE-agent).",
    "## Acknowledgement"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/11cafe/OpenManus",
   "project": "SWE-agent",
   "repository": "https://github.com/SWE-agent/SWE-agent",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Additionally, we are grateful to [AAAJ](https://github.com/metauto-ai/agent-as-a-judge), [MetaGPT](https://github.com/geekan/MetaGPT), [OpenHands](https://github.com/All-Hands-AI/OpenHands) and [SWE-agent](https://github.com/SWE-agent/SWE-agent).",
    "## Acknowledgement"
   ],
   "repository_evidence": [
    "Additionally, we are grateful to [AAAJ](https://github.com/metauto-ai/agent-as-a-judge), [MetaGPT](https://github.com/geekan/MetaGPT), [OpenHands](https://github.com/All-Hands-AI/OpenHands) and [SWE-agent](https://github.com/SWE-agent/SWE-agent).",
    "## Acknowledgement"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/cailun521/GrowingGit-GitHub-Chinese-Top-Charts/blob/master/content/charts/growth/software/Python.md",
   "project": "OpenHands",
   "repository": "https://github.com/All-Hands-AI/OpenHands",
   "stars": "35440",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# \u4e2d\u6587\u589e\u901f\u699c > \u8f6f\u4ef6\u7c7b > Python",
    "\u6570\u636e\u66f4\u65b0: 2024-11-11 / \u6e29\u99a8\u63d0\u793a\uff1a\u4e2d\u6587\u9879\u76ee\u6cdb\u6307\u300c\u6587\u6863\u6bcd\u8bed\u4e3a\u4e2d\u6587\u300dOR\u300c\u542b\u6709\u4e2d\u6587\u7ffb\u8bd1\u300d\u7684\u9879\u76ee\uff0c\u901a\u5e38\u5728\u9879\u76ee\u7684\u300creadme/wiki/\u5b98\u7f51\u300d\u53ef\u4ee5\u627e\u5230",
    "| # | Repository | Description | Stars | Average daily growth | Updated |",
    "| 4 | [All-Hands-AI/OpenHands](https://github.com/All-Hands-AI/OpenHands) | \ud83d\ude4c OpenHands: Code Less, Make More | 35440 | 146 | 2024-11-10 |"
   ],
   "repository_evidence": [
    "# \u4e2d\u6587\u589e\u901f\u699c > \u8f6f\u4ef6\u7c7b > Python",
    "\u6570\u636e\u66f4\u65b0: 2024-11-11 / \u6e29\u99a8\u63d0\u793a\uff1a\u4e2d\u6587\u9879\u76ee\u6cdb\u6307\u300c\u6587\u6863\u6bcd\u8bed\u4e3a\u4e2d\u6587\u300dOR\u300c\u542b\u6709\u4e2d\u6587\u7ffb\u8bd1\u300d\u7684\u9879\u76ee\uff0c\u901a\u5e38\u5728\u9879\u76ee\u7684\u300creadme/wiki/\u5b98\u7f51\u300d\u53ef\u4ee5\u627e\u5230",
    "| # | Repository | Description | Stars | Average daily growth | Updated |",
    "| 4 | [All-Hands-AI/OpenHands](https://github.com/All-Hands-AI/OpenHands) | \ud83d\ude4c OpenHands: Code Less, Make More | 35440 | 146 | 2024-11-10 |"
   ],
   "stars_evidence": [
    "# \u4e2d\u6587\u589e\u901f\u699c > \u8f6f\u4ef6\u7c7b > Python",
    "\u6570\u636e\u66f4\u65b0: 2024-11-11 / \u6e29\u99a8\u63d0\u793a\uff1a\u4e2d\u6587\u9879\u76ee\u6cdb\u6307\u300c\u6587\u6863\u6bcd\u8bed\u4e3a\u4e2d\u6587\u300dOR\u300c\u542b\u6709\u4e2d\u6587\u7ffb\u8bd1\u300d\u7684\u9879\u76ee\uff0c\u901a\u5e38\u5728\u9879\u76ee\u7684\u300creadme/wiki/\u5b98\u7f51\u300d\u53ef\u4ee5\u627e\u5230",
    "| # | Repository | Description | Stars | Average daily growth | Updated |",
    "| 4 | [All-Hands-AI/OpenHands](https://github.com/All-Hands-AI/OpenHands) | \ud83d\ude4c OpenHands: Code Less, Make More | 35440 | 146 | 2024-11-10 |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/cailun521/GrowingGit-GitHub-Chinese-Top-Charts/blob/master/content/charts/growth/software/Python.md",
   "project": "Scrapegraph-ai",
   "repository": "https://github.com/ScrapeGraphAI/Scrapegraph-ai",
   "stars": "15669",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# \u4e2d\u6587\u589e\u901f\u699c > \u8f6f\u4ef6\u7c7b > Python",
    "\u6570\u636e\u66f4\u65b0: 2024-11-11 / \u6e29\u99a8\u63d0\u793a\uff1a\u4e2d\u6587\u9879\u76ee\u6cdb\u6307\u300c\u6587\u6863\u6bcd\u8bed\u4e3a\u4e2d\u6587\u300dOR\u300c\u542b\u6709\u4e2d\u6587\u7ffb\u8bd1\u300d\u7684\u9879\u76ee\uff0c\u901a\u5e38\u5728\u9879\u76ee\u7684\u300creadme/wiki/\u5b98\u7f51\u300d\u53ef\u4ee5\u627e\u5230",
    "| # | Repository | Description | Stars | Average daily growth | Updated |",
    "| 20 | [ScrapeGraphAI/Scrapegraph-ai](https://github.com/ScrapeGraphAI/Scrapegraph-ai) | Python scraper based on AI | 15669 | 54 | 2024-11-09 |"
   ],
   "repository_evidence": [
    "# \u4e2d\u6587\u589e\u901f\u699c > \u8f6f\u4ef6\u7c7b > Python",
    "\u6570\u636e\u66f4\u65b0: 2024-11-11 / \u6e29\u99a8\u63d0\u793a\uff1a\u4e2d\u6587\u9879\u76ee\u6cdb\u6307\u300c\u6587\u6863\u6bcd\u8bed\u4e3a\u4e2d\u6587\u300dOR\u300c\u542b\u6709\u4e2d\u6587\u7ffb\u8bd1\u300d\u7684\u9879\u76ee\uff0c\u901a\u5e38\u5728\u9879\u76ee\u7684\u300creadme/wiki/\u5b98\u7f51\u300d\u53ef\u4ee5\u627e\u5230",
    "| # | Repository | Description | Stars | Average daily growth | Updated |",
    "| 20 | [ScrapeGraphAI/Scrapegraph-ai](https://github.com/ScrapeGraphAI/Scrapegraph-ai) | Python scraper based on AI | 15669 | 54 | 2024-11-09 |"
   ],
   "stars_evidence": [
    "# \u4e2d\u6587\u589e\u901f\u699c > \u8f6f\u4ef6\u7c7b > Python",
    "\u6570\u636e\u66f4\u65b0: 2024-11-11 / \u6e29\u99a8\u63d0\u793a\uff1a\u4e2d\u6587\u9879\u76ee\u6cdb\u6307\u300c\u6587\u6863\u6bcd\u8bed\u4e3a\u4e2d\u6587\u300dOR\u300c\u542b\u6709\u4e2d\u6587\u7ffb\u8bd1\u300d\u7684\u9879\u76ee\uff0c\u901a\u5e38\u5728\u9879\u76ee\u7684\u300creadme/wiki/\u5b98\u7f51\u300d\u53ef\u4ee5\u627e\u5230",
    "| # | Repository | Description | Stars | Average daily growth | Updated |",
    "| 20 | [ScrapeGraphAI/Scrapegraph-ai](https://github.com/ScrapeGraphAI/Scrapegraph-ai) | Python scraper based on AI | 15669 | 54 | 2024-11-09 |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/cailun521/GrowingGit-GitHub-Chinese-Top-Charts/blob/master/content/charts/growth/software/Python.md",
   "project": "gpt-computer-assistant",
   "repository": "https://github.com/Upsonic/gpt-computer-assistant",
   "stars": "5248",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# \u4e2d\u6587\u589e\u901f\u699c > \u8f6f\u4ef6\u7c7b > Python",
    "\u6570\u636e\u66f4\u65b0: 2024-11-11 / \u6e29\u99a8\u63d0\u793a\uff1a\u4e2d\u6587\u9879\u76ee\u6cdb\u6307\u300c\u6587\u6863\u6bcd\u8bed\u4e3a\u4e2d\u6587\u300dOR\u300c\u542b\u6709\u4e2d\u6587\u7ffb\u8bd1\u300d\u7684\u9879\u76ee\uff0c\u901a\u5e38\u5728\u9879\u76ee\u7684\u300creadme/wiki/\u5b98\u7f51\u300d\u53ef\u4ee5\u627e\u5230",
    "| # | Repository | Description | Stars | Average daily growth | Updated |",
    "| 46 | [Upsonic/gpt-computer-assistant](https://github.com/Upsonic/gpt-computer-assistant) | Intelligence development framework in python for your product like Apple Intelligence | 5248 | 31 | 2024-09-10 |"
   ],
   "repository_evidence": [
    "# \u4e2d\u6587\u589e\u901f\u699c > \u8f6f\u4ef6\u7c7b > Python",
    "\u6570\u636e\u66f4\u65b0: 2024-11-11 / \u6e29\u99a8\u63d0\u793a\uff1a\u4e2d\u6587\u9879\u76ee\u6cdb\u6307\u300c\u6587\u6863\u6bcd\u8bed\u4e3a\u4e2d\u6587\u300dOR\u300c\u542b\u6709\u4e2d\u6587\u7ffb\u8bd1\u300d\u7684\u9879\u76ee\uff0c\u901a\u5e38\u5728\u9879\u76ee\u7684\u300creadme/wiki/\u5b98\u7f51\u300d\u53ef\u4ee5\u627e\u5230",
    "| # | Repository | Description | Stars | Average daily growth | Updated |",
    "| 46 | [Upsonic/gpt-computer-assistant](https://github.com/Upsonic/gpt-computer-assistant) | Intelligence development framework in python for your product like Apple Intelligence | 5248 | 31 | 2024-09-10 |"
   ],
   "stars_evidence": [
    "# \u4e2d\u6587\u589e\u901f\u699c > \u8f6f\u4ef6\u7c7b > Python",
    "\u6570\u636e\u66f4\u65b0: 2024-11-11 / \u6e29\u99a8\u63d0\u793a\uff1a\u4e2d\u6587\u9879\u76ee\u6cdb\u6307\u300c\u6587\u6863\u6bcd\u8bed\u4e3a\u4e2d\u6587\u300dOR\u300c\u542b\u6709\u4e2d\u6587\u7ffb\u8bd1\u300d\u7684\u9879\u76ee\uff0c\u901a\u5e38\u5728\u9879\u76ee\u7684\u300creadme/wiki/\u5b98\u7f51\u300d\u53ef\u4ee5\u627e\u5230",
    "| # | Repository | Description | Stars | Average daily growth | Updated |",
    "| 46 | [Upsonic/gpt-computer-assistant](https://github.com/Upsonic/gpt-computer-assistant) | Intelligence development framework in python for your product like Apple Intelligence | 5248 | 31 | 2024-09-10 |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/cailun521/GrowingGit-GitHub-Chinese-Top-Charts/blob/master/content/charts/growth/software/Python.md",
   "project": "gpt-researcher",
   "repository": "https://github.com/assafelovic/gpt-researcher",
   "stars": "14835",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# \u4e2d\u6587\u589e\u901f\u699c > \u8f6f\u4ef6\u7c7b > Python",
    "\u6570\u636e\u66f4\u65b0: 2024-11-11 / \u6e29\u99a8\u63d0\u793a\uff1a\u4e2d\u6587\u9879\u76ee\u6cdb\u6307\u300c\u6587\u6863\u6bcd\u8bed\u4e3a\u4e2d\u6587\u300dOR\u300c\u542b\u6709\u4e2d\u6587\u7ffb\u8bd1\u300d\u7684\u9879\u76ee\uff0c\u901a\u5e38\u5728\u9879\u76ee\u7684\u300creadme/wiki/\u5b98\u7f51\u300d\u53ef\u4ee5\u627e\u5230",
    "| # | Repository | Description | Stars | Average daily growth | Updated |",
    "| 58 | [assafelovic/gpt-researcher](https://github.com/assafelovic/gpt-researcher) | LLM based autonomous agent that conducts local and web research on any topic and generates a comprehensive report with citations. | 14835 | 27 | 2024-11-08 |"
   ],
   "repository_evidence": [
    "# \u4e2d\u6587\u589e\u901f\u699c > \u8f6f\u4ef6\u7c7b > Python",
    "\u6570\u636e\u66f4\u65b0: 2024-11-11 / \u6e29\u99a8\u63d0\u793a\uff1a\u4e2d\u6587\u9879\u76ee\u6cdb\u6307\u300c\u6587\u6863\u6bcd\u8bed\u4e3a\u4e2d\u6587\u300dOR\u300c\u542b\u6709\u4e2d\u6587\u7ffb\u8bd1\u300d\u7684\u9879\u76ee\uff0c\u901a\u5e38\u5728\u9879\u76ee\u7684\u300creadme/wiki/\u5b98\u7f51\u300d\u53ef\u4ee5\u627e\u5230",
    "| # | Repository | Description | Stars | Average daily growth | Updated |",
    "| 58 | [assafelovic/gpt-researcher](https://github.com/assafelovic/gpt-researcher) | LLM based autonomous agent that conducts local and web research on any topic and generates a comprehensive report with citations. | 14835 | 27 | 2024-11-08 |"
   ],
   "stars_evidence": [
    "# \u4e2d\u6587\u589e\u901f\u699c > \u8f6f\u4ef6\u7c7b > Python",
    "\u6570\u636e\u66f4\u65b0: 2024-11-11 / \u6e29\u99a8\u63d0\u793a\uff1a\u4e2d\u6587\u9879\u76ee\u6cdb\u6307\u300c\u6587\u6863\u6bcd\u8bed\u4e3a\u4e2d\u6587\u300dOR\u300c\u542b\u6709\u4e2d\u6587\u7ffb\u8bd1\u300d\u7684\u9879\u76ee\uff0c\u901a\u5e38\u5728\u9879\u76ee\u7684\u300creadme/wiki/\u5b98\u7f51\u300d\u53ef\u4ee5\u627e\u5230",
    "| # | Repository | Description | Stars | Average daily growth | Updated |",
    "| 58 | [assafelovic/gpt-researcher](https://github.com/assafelovic/gpt-researcher) | LLM based autonomous agent that conducts local and web research on any topic and generates a comprehensive report with citations. | 14835 | 27 | 2024-11-08 |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/cailun521/GrowingGit-GitHub-Chinese-Top-Charts/blob/master/content/charts/growth/software/Python.md",
   "project": "UFO",
   "repository": "https://github.com/microsoft/UFO",
   "stars": "7848",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# \u4e2d\u6587\u589e\u901f\u699c > \u8f6f\u4ef6\u7c7b > Python",
    "\u6570\u636e\u66f4\u65b0: 2024-11-11 / \u6e29\u99a8\u63d0\u793a\uff1a\u4e2d\u6587\u9879\u76ee\u6cdb\u6307\u300c\u6587\u6863\u6bcd\u8bed\u4e3a\u4e2d\u6587\u300dOR\u300c\u542b\u6709\u4e2d\u6587\u7ffb\u8bd1\u300d\u7684\u9879\u76ee\uff0c\u901a\u5e38\u5728\u9879\u76ee\u7684\u300creadme/wiki/\u5b98\u7f51\u300d\u53ef\u4ee5\u627e\u5230",
    "| # | Repository | Description | Stars | Average daily growth | Updated |",
    "| 61 | [microsoft/UFO](https://github.com/microsoft/UFO) | A UI-Focused Agent for Windows OS Interaction. | 7848 | 25 | 2024-11-06 |"
   ],
   "repository_evidence": [
    "# \u4e2d\u6587\u589e\u901f\u699c > \u8f6f\u4ef6\u7c7b > Python",
    "\u6570\u636e\u66f4\u65b0: 2024-11-11 / \u6e29\u99a8\u63d0\u793a\uff1a\u4e2d\u6587\u9879\u76ee\u6cdb\u6307\u300c\u6587\u6863\u6bcd\u8bed\u4e3a\u4e2d\u6587\u300dOR\u300c\u542b\u6709\u4e2d\u6587\u7ffb\u8bd1\u300d\u7684\u9879\u76ee\uff0c\u901a\u5e38\u5728\u9879\u76ee\u7684\u300creadme/wiki/\u5b98\u7f51\u300d\u53ef\u4ee5\u627e\u5230",
    "| # | Repository | Description | Stars | Average daily growth | Updated |",
    "| 61 | [microsoft/UFO](https://github.com/microsoft/UFO) | A UI-Focused Agent for Windows OS Interaction. | 7848 | 25 | 2024-11-06 |"
   ],
   "stars_evidence": [
    "# \u4e2d\u6587\u589e\u901f\u699c > \u8f6f\u4ef6\u7c7b > Python",
    "\u6570\u636e\u66f4\u65b0: 2024-11-11 / \u6e29\u99a8\u63d0\u793a\uff1a\u4e2d\u6587\u9879\u76ee\u6cdb\u6307\u300c\u6587\u6863\u6bcd\u8bed\u4e3a\u4e2d\u6587\u300dOR\u300c\u542b\u6709\u4e2d\u6587\u7ffb\u8bd1\u300d\u7684\u9879\u76ee\uff0c\u901a\u5e38\u5728\u9879\u76ee\u7684\u300creadme/wiki/\u5b98\u7f51\u300d\u53ef\u4ee5\u627e\u5230",
    "| # | Repository | Description | Stars | Average daily growth | Updated |",
    "| 61 | [microsoft/UFO](https://github.com/microsoft/UFO) | A UI-Focused Agent for Windows OS Interaction. | 7848 | 25 | 2024-11-06 |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/cailun521/GrowingGit-GitHub-Chinese-Top-Charts/blob/master/content/charts/growth/software/Python.md",
   "project": "DB-GPT",
   "repository": "https://github.com/eosphoros-ai/DB-GPT",
   "stars": "13699",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# \u4e2d\u6587\u589e\u901f\u699c > \u8f6f\u4ef6\u7c7b > Python",
    "\u6570\u636e\u66f4\u65b0: 2024-11-11 / \u6e29\u99a8\u63d0\u793a\uff1a\u4e2d\u6587\u9879\u76ee\u6cdb\u6307\u300c\u6587\u6863\u6bcd\u8bed\u4e3a\u4e2d\u6587\u300dOR\u300c\u542b\u6709\u4e2d\u6587\u7ffb\u8bd1\u300d\u7684\u9879\u76ee\uff0c\u901a\u5e38\u5728\u9879\u76ee\u7684\u300creadme/wiki/\u5b98\u7f51\u300d\u53ef\u4ee5\u627e\u5230",
    "| # | Repository | Description | Stars | Average daily growth | Updated |",
    "| 65 | [eosphoros-ai/DB-GPT](https://github.com/eosphoros-ai/DB-GPT) | AI Native Data App Development framework with AWEL(Agentic Workflow Expression Language) and Agents | 13699 | 24 | 2024-11-10 |"
   ],
   "repository_evidence": [
    "# \u4e2d\u6587\u589e\u901f\u699c > \u8f6f\u4ef6\u7c7b > Python",
    "\u6570\u636e\u66f4\u65b0: 2024-11-11 / \u6e29\u99a8\u63d0\u793a\uff1a\u4e2d\u6587\u9879\u76ee\u6cdb\u6307\u300c\u6587\u6863\u6bcd\u8bed\u4e3a\u4e2d\u6587\u300dOR\u300c\u542b\u6709\u4e2d\u6587\u7ffb\u8bd1\u300d\u7684\u9879\u76ee\uff0c\u901a\u5e38\u5728\u9879\u76ee\u7684\u300creadme/wiki/\u5b98\u7f51\u300d\u53ef\u4ee5\u627e\u5230",
    "| # | Repository | Description | Stars | Average daily growth | Updated |",
    "| 65 | [eosphoros-ai/DB-GPT](https://github.com/eosphoros-ai/DB-GPT) | AI Native Data App Development framework with AWEL(Agentic Workflow Expression Language) and Agents | 13699 | 24 | 2024-11-10 |"
   ],
   "stars_evidence": [
    "# \u4e2d\u6587\u589e\u901f\u699c > \u8f6f\u4ef6\u7c7b > Python",
    "\u6570\u636e\u66f4\u65b0: 2024-11-11 / \u6e29\u99a8\u63d0\u793a\uff1a\u4e2d\u6587\u9879\u76ee\u6cdb\u6307\u300c\u6587\u6863\u6bcd\u8bed\u4e3a\u4e2d\u6587\u300dOR\u300c\u542b\u6709\u4e2d\u6587\u7ffb\u8bd1\u300d\u7684\u9879\u76ee\uff0c\u901a\u5e38\u5728\u9879\u76ee\u7684\u300creadme/wiki/\u5b98\u7f51\u300d\u53ef\u4ee5\u627e\u5230",
    "| # | Repository | Description | Stars | Average daily growth | Updated |",
    "| 65 | [eosphoros-ai/DB-GPT](https://github.com/eosphoros-ai/DB-GPT) | AI Native Data App Development framework with AWEL(Agentic Workflow Expression Language) and Agents | 13699 | 24 | 2024-11-10 |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/cailun521/GrowingGit-GitHub-Chinese-Top-Charts/blob/master/content/charts/growth/software/Python.md",
   "project": "XAgent",
   "repository": "https://github.com/OpenBMB/XAgent",
   "stars": "8135",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# \u4e2d\u6587\u589e\u901f\u699c > \u8f6f\u4ef6\u7c7b > Python",
    "\u6570\u636e\u66f4\u65b0: 2024-11-11 / \u6e29\u99a8\u63d0\u793a\uff1a\u4e2d\u6587\u9879\u76ee\u6cdb\u6307\u300c\u6587\u6863\u6bcd\u8bed\u4e3a\u4e2d\u6587\u300dOR\u300c\u542b\u6709\u4e2d\u6587\u7ffb\u8bd1\u300d\u7684\u9879\u76ee\uff0c\u901a\u5e38\u5728\u9879\u76ee\u7684\u300creadme/wiki/\u5b98\u7f51\u300d\u53ef\u4ee5\u627e\u5230",
    "| # | Repository | Description | Stars | Average daily growth | Updated |",
    "| 75 | [OpenBMB/XAgent](https://github.com/OpenBMB/XAgent) | An Autonomous LLM Agent for Complex Task Solving | 8135 | 21 | 2024-08-12 |"
   ],
   "repository_evidence": [
    "# \u4e2d\u6587\u589e\u901f\u699c > \u8f6f\u4ef6\u7c7b > Python",
    "\u6570\u636e\u66f4\u65b0: 2024-11-11 / \u6e29\u99a8\u63d0\u793a\uff1a\u4e2d\u6587\u9879\u76ee\u6cdb\u6307\u300c\u6587\u6863\u6bcd\u8bed\u4e3a\u4e2d\u6587\u300dOR\u300c\u542b\u6709\u4e2d\u6587\u7ffb\u8bd1\u300d\u7684\u9879\u76ee\uff0c\u901a\u5e38\u5728\u9879\u76ee\u7684\u300creadme/wiki/\u5b98\u7f51\u300d\u53ef\u4ee5\u627e\u5230",
    "| # | Repository | Description | Stars | Average daily growth | Updated |",
    "| 75 | [OpenBMB/XAgent](https://github.com/OpenBMB/XAgent) | An Autonomous LLM Agent for Complex Task Solving | 8135 | 21 | 2024-08-12 |"
   ],
   "stars_evidence": [
    "# \u4e2d\u6587\u589e\u901f\u699c > \u8f6f\u4ef6\u7c7b > Python",
    "\u6570\u636e\u66f4\u65b0: 2024-11-11 / \u6e29\u99a8\u63d0\u793a\uff1a\u4e2d\u6587\u9879\u76ee\u6cdb\u6307\u300c\u6587\u6863\u6bcd\u8bed\u4e3a\u4e2d\u6587\u300dOR\u300c\u542b\u6709\u4e2d\u6587\u7ffb\u8bd1\u300d\u7684\u9879\u76ee\uff0c\u901a\u5e38\u5728\u9879\u76ee\u7684\u300creadme/wiki/\u5b98\u7f51\u300d\u53ef\u4ee5\u627e\u5230",
    "| # | Repository | Description | Stars | Average daily growth | Updated |",
    "| 75 | [OpenBMB/XAgent](https://github.com/OpenBMB/XAgent) | An Autonomous LLM Agent for Complex Task Solving | 8135 | 21 | 2024-08-12 |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/cailun521/GrowingGit-GitHub-Chinese-Top-Charts/blob/master/content/charts/growth/software/Python.md",
   "project": "agentscope",
   "repository": "https://github.com/modelscope/agentscope",
   "stars": "5210",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# \u4e2d\u6587\u589e\u901f\u699c > \u8f6f\u4ef6\u7c7b > Python",
    "\u6570\u636e\u66f4\u65b0: 2024-11-11 / \u6e29\u99a8\u63d0\u793a\uff1a\u4e2d\u6587\u9879\u76ee\u6cdb\u6307\u300c\u6587\u6863\u6bcd\u8bed\u4e3a\u4e2d\u6587\u300dOR\u300c\u542b\u6709\u4e2d\u6587\u7ffb\u8bd1\u300d\u7684\u9879\u76ee\uff0c\u901a\u5e38\u5728\u9879\u76ee\u7684\u300creadme/wiki/\u5b98\u7f51\u300d\u53ef\u4ee5\u627e\u5230",
    "| # | Repository | Description | Stars | Average daily growth | Updated |",
    "| 92 | [modelscope/agentscope](https://github.com/modelscope/agentscope) | Start building LLM-empowered multi-agent applications in an easier way. | 5210 | 17 | 2024-11-08 |"
   ],
   "repository_evidence": [
    "# \u4e2d\u6587\u589e\u901f\u699c > \u8f6f\u4ef6\u7c7b > Python",
    "\u6570\u636e\u66f4\u65b0: 2024-11-11 / \u6e29\u99a8\u63d0\u793a\uff1a\u4e2d\u6587\u9879\u76ee\u6cdb\u6307\u300c\u6587\u6863\u6bcd\u8bed\u4e3a\u4e2d\u6587\u300dOR\u300c\u542b\u6709\u4e2d\u6587\u7ffb\u8bd1\u300d\u7684\u9879\u76ee\uff0c\u901a\u5e38\u5728\u9879\u76ee\u7684\u300creadme/wiki/\u5b98\u7f51\u300d\u53ef\u4ee5\u627e\u5230",
    "| # | Repository | Description | Stars | Average daily growth | Updated |",
    "| 92 | [modelscope/agentscope](https://github.com/modelscope/agentscope) | Start building LLM-empowered multi-agent applications in an easier way. | 5210 | 17 | 2024-11-08 |"
   ],
   "stars_evidence": [
    "# \u4e2d\u6587\u589e\u901f\u699c > \u8f6f\u4ef6\u7c7b > Python",
    "\u6570\u636e\u66f4\u65b0: 2024-11-11 / \u6e29\u99a8\u63d0\u793a\uff1a\u4e2d\u6587\u9879\u76ee\u6cdb\u6307\u300c\u6587\u6863\u6bcd\u8bed\u4e3a\u4e2d\u6587\u300dOR\u300c\u542b\u6709\u4e2d\u6587\u7ffb\u8bd1\u300d\u7684\u9879\u76ee\uff0c\u901a\u5e38\u5728\u9879\u76ee\u7684\u300creadme/wiki/\u5b98\u7f51\u300d\u53ef\u4ee5\u627e\u5230",
    "| # | Repository | Description | Stars | Average daily growth | Updated |",
    "| 92 | [modelscope/agentscope](https://github.com/modelscope/agentscope) | Start building LLM-empowered multi-agent applications in an easier way. | 5210 | 17 | 2024-11-08 |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/cailun521/GrowingGit-GitHub-Chinese-Top-Charts/blob/master/content/charts/growth/software/Python.md",
   "project": "OmAgent",
   "repository": "https://github.com/om-ai-lab/OmAgent",
   "stars": "1170",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# \u4e2d\u6587\u589e\u901f\u699c > \u8f6f\u4ef6\u7c7b > Python",
    "\u6570\u636e\u66f4\u65b0: 2024-11-11 / \u6e29\u99a8\u63d0\u793a\uff1a\u4e2d\u6587\u9879\u76ee\u6cdb\u6307\u300c\u6587\u6863\u6bcd\u8bed\u4e3a\u4e2d\u6587\u300dOR\u300c\u542b\u6709\u4e2d\u6587\u7ffb\u8bd1\u300d\u7684\u9879\u76ee\uff0c\u901a\u5e38\u5728\u9879\u76ee\u7684\u300creadme/wiki/\u5b98\u7f51\u300d\u53ef\u4ee5\u627e\u5230",
    "| # | Repository | Description | Stars | Average daily growth | Updated |",
    "| 159 | [om-ai-lab/OmAgent](https://github.com/om-ai-lab/OmAgent) | A Multimodal Native Agent Framework for Smart Hardware and More | 1170 | 9 | 2024-11-10 |"
   ],
   "repository_evidence": [
    "# \u4e2d\u6587\u589e\u901f\u699c > \u8f6f\u4ef6\u7c7b > Python",
    "\u6570\u636e\u66f4\u65b0: 2024-11-11 / \u6e29\u99a8\u63d0\u793a\uff1a\u4e2d\u6587\u9879\u76ee\u6cdb\u6307\u300c\u6587\u6863\u6bcd\u8bed\u4e3a\u4e2d\u6587\u300dOR\u300c\u542b\u6709\u4e2d\u6587\u7ffb\u8bd1\u300d\u7684\u9879\u76ee\uff0c\u901a\u5e38\u5728\u9879\u76ee\u7684\u300creadme/wiki/\u5b98\u7f51\u300d\u53ef\u4ee5\u627e\u5230",
    "| # | Repository | Description | Stars | Average daily growth | Updated |",
    "| 159 | [om-ai-lab/OmAgent](https://github.com/om-ai-lab/OmAgent) | A Multimodal Native Agent Framework for Smart Hardware and More | 1170 | 9 | 2024-11-10 |"
   ],
   "stars_evidence": [
    "# \u4e2d\u6587\u589e\u901f\u699c > \u8f6f\u4ef6\u7c7b > Python",
    "\u6570\u636e\u66f4\u65b0: 2024-11-11 / \u6e29\u99a8\u63d0\u793a\uff1a\u4e2d\u6587\u9879\u76ee\u6cdb\u6307\u300c\u6587\u6863\u6bcd\u8bed\u4e3a\u4e2d\u6587\u300dOR\u300c\u542b\u6709\u4e2d\u6587\u7ffb\u8bd1\u300d\u7684\u9879\u76ee\uff0c\u901a\u5e38\u5728\u9879\u76ee\u7684\u300creadme/wiki/\u5b98\u7f51\u300d\u53ef\u4ee5\u627e\u5230",
    "| # | Repository | Description | Stars | Average daily growth | Updated |",
    "| 159 | [om-ai-lab/OmAgent](https://github.com/om-ai-lab/OmAgent) | A Multimodal Native Agent Framework for Smart Hardware and More | 1170 | 9 | 2024-11-10 |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/cailun521/GrowingGit-GitHub-Chinese-Top-Charts/blob/master/content/charts/growth/software/Python.md",
   "project": "OpenAgents",
   "repository": "https://github.com/xlang-ai/OpenAgents",
   "stars": "3983",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# \u4e2d\u6587\u589e\u901f\u699c > \u8f6f\u4ef6\u7c7b > Python",
    "\u6570\u636e\u66f4\u65b0: 2024-11-11 / \u6e29\u99a8\u63d0\u793a\uff1a\u4e2d\u6587\u9879\u76ee\u6cdb\u6307\u300c\u6587\u6863\u6bcd\u8bed\u4e3a\u4e2d\u6587\u300dOR\u300c\u542b\u6709\u4e2d\u6587\u7ffb\u8bd1\u300d\u7684\u9879\u76ee\uff0c\u901a\u5e38\u5728\u9879\u76ee\u7684\u300creadme/wiki/\u5b98\u7f51\u300d\u53ef\u4ee5\u627e\u5230",
    "| # | Repository | Description | Stars | Average daily growth | Updated |",
    "| 169 | [xlang-ai/OpenAgents](https://github.com/xlang-ai/OpenAgents) | [COLM 2024] OpenAgents: An Open Platform for Language Agents in the Wild | 3983 | 9 | 2024-07-08 |"
   ],
   "repository_evidence": [
    "# \u4e2d\u6587\u589e\u901f\u699c > \u8f6f\u4ef6\u7c7b > Python",
    "\u6570\u636e\u66f4\u65b0: 2024-11-11 / \u6e29\u99a8\u63d0\u793a\uff1a\u4e2d\u6587\u9879\u76ee\u6cdb\u6307\u300c\u6587\u6863\u6bcd\u8bed\u4e3a\u4e2d\u6587\u300dOR\u300c\u542b\u6709\u4e2d\u6587\u7ffb\u8bd1\u300d\u7684\u9879\u76ee\uff0c\u901a\u5e38\u5728\u9879\u76ee\u7684\u300creadme/wiki/\u5b98\u7f51\u300d\u53ef\u4ee5\u627e\u5230",
    "| # | Repository | Description | Stars | Average daily growth | Updated |",
    "| 169 | [xlang-ai/OpenAgents](https://github.com/xlang-ai/OpenAgents) | [COLM 2024] OpenAgents: An Open Platform for Language Agents in the Wild | 3983 | 9 | 2024-07-08 |"
   ],
   "stars_evidence": [
    "# \u4e2d\u6587\u589e\u901f\u699c > \u8f6f\u4ef6\u7c7b > Python",
    "\u6570\u636e\u66f4\u65b0: 2024-11-11 / \u6e29\u99a8\u63d0\u793a\uff1a\u4e2d\u6587\u9879\u76ee\u6cdb\u6307\u300c\u6587\u6863\u6bcd\u8bed\u4e3a\u4e2d\u6587\u300dOR\u300c\u542b\u6709\u4e2d\u6587\u7ffb\u8bd1\u300d\u7684\u9879\u76ee\uff0c\u901a\u5e38\u5728\u9879\u76ee\u7684\u300creadme/wiki/\u5b98\u7f51\u300d\u53ef\u4ee5\u627e\u5230",
    "| # | Repository | Description | Stars | Average daily growth | Updated |",
    "| 169 | [xlang-ai/OpenAgents](https://github.com/xlang-ai/OpenAgents) | [COLM 2024] OpenAgents: An Open Platform for Language Agents in the Wild | 3983 | 9 | 2024-07-08 |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/cailun521/GrowingGit-GitHub-Chinese-Top-Charts/blob/master/content/charts/growth/software/Python.md",
   "project": "Qwen-Agent",
   "repository": "https://github.com/QwenLM/Qwen-Agent",
   "stars": "3428",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# \u4e2d\u6587\u589e\u901f\u699c > \u8f6f\u4ef6\u7c7b > Python",
    "\u6570\u636e\u66f4\u65b0: 2024-11-11 / \u6e29\u99a8\u63d0\u793a\uff1a\u4e2d\u6587\u9879\u76ee\u6cdb\u6307\u300c\u6587\u6863\u6bcd\u8bed\u4e3a\u4e2d\u6587\u300dOR\u300c\u542b\u6709\u4e2d\u6587\u7ffb\u8bd1\u300d\u7684\u9879\u76ee\uff0c\u901a\u5e38\u5728\u9879\u76ee\u7684\u300creadme/wiki/\u5b98\u7f51\u300d\u53ef\u4ee5\u627e\u5230",
    "| # | Repository | Description | Stars | Average daily growth | Updated |",
    "| 188 | [QwenLM/Qwen-Agent](https://github.com/QwenLM/Qwen-Agent) | Agent framework and applications built upon Qwen>=2.0, featuring Function Calling, Code Interpreter, RAG, and Chrome extension. | 3428 | 8 | 2024-10-08 |"
   ],
   "repository_evidence": [
    "# \u4e2d\u6587\u589e\u901f\u699c > \u8f6f\u4ef6\u7c7b > Python",
    "\u6570\u636e\u66f4\u65b0: 2024-11-11 / \u6e29\u99a8\u63d0\u793a\uff1a\u4e2d\u6587\u9879\u76ee\u6cdb\u6307\u300c\u6587\u6863\u6bcd\u8bed\u4e3a\u4e2d\u6587\u300dOR\u300c\u542b\u6709\u4e2d\u6587\u7ffb\u8bd1\u300d\u7684\u9879\u76ee\uff0c\u901a\u5e38\u5728\u9879\u76ee\u7684\u300creadme/wiki/\u5b98\u7f51\u300d\u53ef\u4ee5\u627e\u5230",
    "| # | Repository | Description | Stars | Average daily growth | Updated |",
    "| 188 | [QwenLM/Qwen-Agent](https://github.com/QwenLM/Qwen-Agent) | Agent framework and applications built upon Qwen>=2.0, featuring Function Calling, Code Interpreter, RAG, and Chrome extension. | 3428 | 8 | 2024-10-08 |"
   ],
   "stars_evidence": [
    "# \u4e2d\u6587\u589e\u901f\u699c > \u8f6f\u4ef6\u7c7b > Python",
    "\u6570\u636e\u66f4\u65b0: 2024-11-11 / \u6e29\u99a8\u63d0\u793a\uff1a\u4e2d\u6587\u9879\u76ee\u6cdb\u6307\u300c\u6587\u6863\u6bcd\u8bed\u4e3a\u4e2d\u6587\u300dOR\u300c\u542b\u6709\u4e2d\u6587\u7ffb\u8bd1\u300d\u7684\u9879\u76ee\uff0c\u901a\u5e38\u5728\u9879\u76ee\u7684\u300creadme/wiki/\u5b98\u7f51\u300d\u53ef\u4ee5\u627e\u5230",
    "| # | Repository | Description | Stars | Average daily growth | Updated |",
    "| 188 | [QwenLM/Qwen-Agent](https://github.com/QwenLM/Qwen-Agent) | Agent framework and applications built upon Qwen>=2.0, featuring Function Calling, Code Interpreter, RAG, and Chrome extension. | 3428 | 8 | 2024-10-08 |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "http://github.com/strands-agents/sdk-python",
   "project": "Strands Agents",
   "repository": "https://github.com/strands-agents/harness-sdk",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# strands-agents/harness-sdk",
    "Strands Agents is a simple yet powerful SDK that takes a model-driven approach to building and running AI agents."
   ],
   "repository_evidence": [
    "# strands-agents/harness-sdk",
    "| `strands-py/` | Python SDK: agent loop, model providers, tools ([PyPI](https://pypi.org/project/strands-agents/) \u00b7 [releases](https://github.com/strands-agents/harness-sdk/releases?q=python%2F&expanded=false)) |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://graycodeai.com/blog/surpassing-every-agent",
   "project": "Codex CLI",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## The Research",
    "We cloned, read, and analyzed the source code of 60+ repositories:",
    "**Direct competitors:** Codex CLI, Aider, OpenCode, OpenHands, goose, cline, SWE-agent, gpt-engineer, micro-agent, plandex, mentat, gpt-pilot, sweep, devika"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://graycodeai.com/blog/surpassing-every-agent",
   "project": "Aider",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## The Research",
    "We cloned, read, and analyzed the source code of 60+ repositories:",
    "**Direct competitors:** Codex CLI, Aider, OpenCode, OpenHands, goose, cline, SWE-agent, gpt-engineer, micro-agent, plandex, mentat, gpt-pilot, sweep, devika"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://graycodeai.com/blog/surpassing-every-agent",
   "project": "OpenCode",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## The Research",
    "We cloned, read, and analyzed the source code of 60+ repositories:",
    "**Direct competitors:** Codex CLI, Aider, OpenCode, OpenHands, goose, cline, SWE-agent, gpt-engineer, micro-agent, plandex, mentat, gpt-pilot, sweep, devika"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://graycodeai.com/blog/surpassing-every-agent",
   "project": "OpenHands",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## The Research",
    "We cloned, read, and analyzed the source code of 60+ repositories:",
    "**Direct competitors:** Codex CLI, Aider, OpenCode, OpenHands, goose, cline, SWE-agent, gpt-engineer, micro-agent, plandex, mentat, gpt-pilot, sweep, devika"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://graycodeai.com/blog/surpassing-every-agent",
   "project": "goose",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## The Research",
    "We cloned, read, and analyzed the source code of 60+ repositories:",
    "**Direct competitors:** Codex CLI, Aider, OpenCode, OpenHands, goose, cline, SWE-agent, gpt-engineer, micro-agent, plandex, mentat, gpt-pilot, sweep, devika"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://graycodeai.com/blog/surpassing-every-agent",
   "project": "cline",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## The Research",
    "We cloned, read, and analyzed the source code of 60+ repositories:",
    "**Direct competitors:** Codex CLI, Aider, OpenCode, OpenHands, goose, cline, SWE-agent, gpt-engineer, micro-agent, plandex, mentat, gpt-pilot, sweep, devika"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://graycodeai.com/blog/surpassing-every-agent",
   "project": "SWE-agent",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## The Research",
    "We cloned, read, and analyzed the source code of 60+ repositories:",
    "**Direct competitors:** Codex CLI, Aider, OpenCode, OpenHands, goose, cline, SWE-agent, gpt-engineer, micro-agent, plandex, mentat, gpt-pilot, sweep, devika"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://graycodeai.com/blog/surpassing-every-agent",
   "project": "gpt-engineer",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## The Research",
    "We cloned, read, and analyzed the source code of 60+ repositories:",
    "**Direct competitors:** Codex CLI, Aider, OpenCode, OpenHands, goose, cline, SWE-agent, gpt-engineer, micro-agent, plandex, mentat, gpt-pilot, sweep, devika"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://graycodeai.com/blog/surpassing-every-agent",
   "project": "micro-agent",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## The Research",
    "We cloned, read, and analyzed the source code of 60+ repositories:",
    "**Direct competitors:** Codex CLI, Aider, OpenCode, OpenHands, goose, cline, SWE-agent, gpt-engineer, micro-agent, plandex, mentat, gpt-pilot, sweep, devika"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://graycodeai.com/blog/surpassing-every-agent",
   "project": "plandex",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## The Research",
    "We cloned, read, and analyzed the source code of 60+ repositories:",
    "**Direct competitors:** Codex CLI, Aider, OpenCode, OpenHands, goose, cline, SWE-agent, gpt-engineer, micro-agent, plandex, mentat, gpt-pilot, sweep, devika"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://graycodeai.com/blog/surpassing-every-agent",
   "project": "mentat",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## The Research",
    "We cloned, read, and analyzed the source code of 60+ repositories:",
    "**Direct competitors:** Codex CLI, Aider, OpenCode, OpenHands, goose, cline, SWE-agent, gpt-engineer, micro-agent, plandex, mentat, gpt-pilot, sweep, devika"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://graycodeai.com/blog/surpassing-every-agent",
   "project": "gpt-pilot",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## The Research",
    "We cloned, read, and analyzed the source code of 60+ repositories:",
    "**Direct competitors:** Codex CLI, Aider, OpenCode, OpenHands, goose, cline, SWE-agent, gpt-engineer, micro-agent, plandex, mentat, gpt-pilot, sweep, devika"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://graycodeai.com/blog/surpassing-every-agent",
   "project": "sweep",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## The Research",
    "We cloned, read, and analyzed the source code of 60+ repositories:",
    "**Direct competitors:** Codex CLI, Aider, OpenCode, OpenHands, goose, cline, SWE-agent, gpt-engineer, micro-agent, plandex, mentat, gpt-pilot, sweep, devika"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://graycodeai.com/blog/surpassing-every-agent",
   "project": "devika",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## The Research",
    "We cloned, read, and analyzed the source code of 60+ repositories:",
    "**Direct competitors:** Codex CLI, Aider, OpenCode, OpenHands, goose, cline, SWE-agent, gpt-engineer, micro-agent, plandex, mentat, gpt-pilot, sweep, devika"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://graycodeai.com/blog/surpassing-every-agent",
   "project": "autogen",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## The Research",
    "We cloned, read, and analyzed the source code of 60+ repositories:",
    "**AI frameworks:** autogen, MetaGPT, AutoGPT, crewAI, TaskWeaver, litellm, guidance, instructor, fabric, gpt-researcher, khoj, phidata"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://graycodeai.com/blog/surpassing-every-agent",
   "project": "MetaGPT",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## The Research",
    "We cloned, read, and analyzed the source code of 60+ repositories:",
    "**AI frameworks:** autogen, MetaGPT, AutoGPT, crewAI, TaskWeaver, litellm, guidance, instructor, fabric, gpt-researcher, khoj, phidata"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://graycodeai.com/blog/surpassing-every-agent",
   "project": "AutoGPT",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## The Research",
    "We cloned, read, and analyzed the source code of 60+ repositories:",
    "**AI frameworks:** autogen, MetaGPT, AutoGPT, crewAI, TaskWeaver, litellm, guidance, instructor, fabric, gpt-researcher, khoj, phidata"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://graycodeai.com/blog/surpassing-every-agent",
   "project": "crewAI",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## The Research",
    "We cloned, read, and analyzed the source code of 60+ repositories:",
    "**AI frameworks:** autogen, MetaGPT, AutoGPT, crewAI, TaskWeaver, litellm, guidance, instructor, fabric, gpt-researcher, khoj, phidata"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://graycodeai.com/blog/surpassing-every-agent",
   "project": "TaskWeaver",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## The Research",
    "We cloned, read, and analyzed the source code of 60+ repositories:",
    "**AI frameworks:** autogen, MetaGPT, AutoGPT, crewAI, TaskWeaver, litellm, guidance, instructor, fabric, gpt-researcher, khoj, phidata"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://graycodeai.com/blog/surpassing-every-agent",
   "project": "litellm",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## The Research",
    "We cloned, read, and analyzed the source code of 60+ repositories:",
    "**AI frameworks:** autogen, MetaGPT, AutoGPT, crewAI, TaskWeaver, litellm, guidance, instructor, fabric, gpt-researcher, khoj, phidata"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://graycodeai.com/blog/surpassing-every-agent",
   "project": "guidance",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## The Research",
    "We cloned, read, and analyzed the source code of 60+ repositories:",
    "**AI frameworks:** autogen, MetaGPT, AutoGPT, crewAI, TaskWeaver, litellm, guidance, instructor, fabric, gpt-researcher, khoj, phidata"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://graycodeai.com/blog/surpassing-every-agent",
   "project": "instructor",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## The Research",
    "We cloned, read, and analyzed the source code of 60+ repositories:",
    "**AI frameworks:** autogen, MetaGPT, AutoGPT, crewAI, TaskWeaver, litellm, guidance, instructor, fabric, gpt-researcher, khoj, phidata"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://graycodeai.com/blog/surpassing-every-agent",
   "project": "fabric",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## The Research",
    "We cloned, read, and analyzed the source code of 60+ repositories:",
    "**AI frameworks:** autogen, MetaGPT, AutoGPT, crewAI, TaskWeaver, litellm, guidance, instructor, fabric, gpt-researcher, khoj, phidata"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://graycodeai.com/blog/surpassing-every-agent",
   "project": "gpt-researcher",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## The Research",
    "We cloned, read, and analyzed the source code of 60+ repositories:",
    "**AI frameworks:** autogen, MetaGPT, AutoGPT, crewAI, TaskWeaver, litellm, guidance, instructor, fabric, gpt-researcher, khoj, phidata"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://graycodeai.com/blog/surpassing-every-agent",
   "project": "khoj",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## The Research",
    "We cloned, read, and analyzed the source code of 60+ repositories:",
    "**AI frameworks:** autogen, MetaGPT, AutoGPT, crewAI, TaskWeaver, litellm, guidance, instructor, fabric, gpt-researcher, khoj, phidata"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://graycodeai.com/blog/surpassing-every-agent",
   "project": "phidata",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## The Research",
    "We cloned, read, and analyzed the source code of 60+ repositories:",
    "**AI frameworks:** autogen, MetaGPT, AutoGPT, crewAI, TaskWeaver, litellm, guidance, instructor, fabric, gpt-researcher, khoj, phidata"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://graycodeai.com/blog/surpassing-every-agent",
   "project": "Hawk",
   "repository": "https://github.com/GrayCodeAI/hawk",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Try it (not public yet)",
    "There is no public Hawk install. Follow progress: [github.com/GrayCodeAI/hawk](https://github.com/GrayCodeAI/hawk)"
   ],
   "repository_evidence": [
    "Try it (not public yet)",
    "There is no public Hawk install. Follow progress: [github.com/GrayCodeAI/hawk](https://github.com/GrayCodeAI/hawk)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://dibi8.com/resources/llm-frameworks/gpt-researcher-llm-frameworks-2026",
   "project": "GPT Researcher",
   "repository": "https://github.com/assafelovic/gpt-researcher",
   "stars": "27473",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# GPT Researcher: Autonomous Agent for Deep Research Reports \u2014 Practical 2026 Guide",
    "GPT Researcher is an open deep-research agent that runs web and local research on any task and writes cited reports."
   ],
   "repository_evidence": [
    "# GPT Researcher: Autonomous Agent for Deep Research Reports \u2014 Practical 2026 Guide",
    "GitHub repository: [https://github.com/assafelovic/gpt-researcher](https://github.com/assafelovic/gpt-researcher)"
   ],
   "stars_evidence": [
    "# GPT Researcher: Autonomous Agent for Deep Research Reports \u2014 Practical 2026 Guide",
    "GPT Researcher is an open deep-research agent that runs web and local research on any task and writes cited reports. 27,473 GitHub stars, Apache-2.0."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://sea.mashable.com/tech/23298/auto-gpt-babyagi-and-agentgpt-how-to-use-ai-agents",
   "project": "Auto-GPT",
   "repository": "https://github.com/Significant-Gravitas/Auto-GPT",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Applications like Auto-GPT, AgentGPT, BabyAGI, and GodMode are building on OpenAI's large language models (LLMs) to automate tasks using ChatGPT.",
    "Created by game developer Toran Bruce Richards, [Auto-GPT](https://github.com/Significant-Gravitas/Auto-GPT) is the original application that set off a flurry of other AI agent tools."
   ],
   "repository_evidence": [
    "Created by game developer Toran Bruce Richards, [Auto-GPT](https://github.com/Significant-Gravitas/Auto-GPT) is the original application that set off a flurry of other AI agent tools."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://sea.mashable.com/tech/23298/auto-gpt-babyagi-and-agentgpt-how-to-use-ai-agents",
   "project": "BabyAGI",
   "repository": "https://github.com/yoheinakajima/babyagi",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Applications like Auto-GPT, AgentGPT, BabyAGI, and GodMode are building on OpenAI's large language models (LLMs) to automate tasks using ChatGPT.",
    "Like Auto-GPT, [BabyAGI](https://github.com/yoheinakajima/babyagi) is also available in a repository (repo) on GitHub."
   ],
   "repository_evidence": [
    "Like Auto-GPT, [BabyAGI](https://github.com/yoheinakajima/babyagi) is also available in a repository (repo) on GitHub."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://sea.mashable.com/tech/23298/auto-gpt-babyagi-and-agentgpt-how-to-use-ai-agents",
   "project": "AgentGPT",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Applications like Auto-GPT, AgentGPT, BabyAGI, and GodMode are building on OpenAI's large language models (LLMs) to automate tasks using ChatGPT.",
    "If you don't have coding experience, [AgentGPT](https://agentgpt.reworkd.ai/) and [GodMode](https://godmode.space/) are more user-friendly applications for using an AI agents."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://sea.mashable.com/tech/23298/auto-gpt-babyagi-and-agentgpt-how-to-use-ai-agents",
   "project": "GodMode",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Applications like Auto-GPT, AgentGPT, BabyAGI, and GodMode are building on OpenAI's large language models (LLMs) to automate tasks using ChatGPT.",
    "If you don't have coding experience, [AgentGPT](https://agentgpt.reworkd.ai/) and [GodMode](https://godmode.space/) are more user-friendly applications for using an AI agents."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://reddit.com/r/LocalLLaMA/comments/1aqjx53/ufo_a_uifocused_ai_agent_for_windows_os",
   "project": "UFO",
   "repository": "https://github.com/microsoft/UFO",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "It just dropped, so did not have much time to analyze: [https://github.com/microsoft/UFO](https://github.com/microsoft/UFO)"
   ],
   "repository_evidence": [
    "It just dropped, so did not have much time to analyze: [https://github.com/microsoft/UFO](https://github.com/microsoft/UFO)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://reddit.com/r/LocalLLaMA/comments/1aqjx53/ufo_a_uifocused_ai_agent_for_windows_os",
   "project": "open-interpreter",
   "repository": "https://github.com/KillianLucas/open-interpreter",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "So UFO is to [open-interpreter](https://github.com/KillianLucas/open-interpreter) what [AutoGen](https://github.com/microsoft/autogen) is to [CrewAI](https://github.com/joaomdmoura/crewAI)?"
   ],
   "repository_evidence": [
    "So UFO is to [open-interpreter](https://github.com/KillianLucas/open-interpreter) what [AutoGen](https://github.com/microsoft/autogen) is to [CrewAI](https://github.com/joaomdmoura/crewAI)?"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://reddit.com/r/LocalLLaMA/comments/1aqjx53/ufo_a_uifocused_ai_agent_for_windows_os",
   "project": "AutoGen",
   "repository": "https://github.com/microsoft/autogen",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "So UFO is to [open-interpreter](https://github.com/KillianLucas/open-interpreter) what [AutoGen](https://github.com/microsoft/autogen) is to [CrewAI](https://github.com/joaomdmoura/crewAI)?"
   ],
   "repository_evidence": [
    "So UFO is to [open-interpreter](https://github.com/KillianLucas/open-interpreter) what [AutoGen](https://github.com/microsoft/autogen) is to [CrewAI](https://github.com/joaomdmoura/crewAI)?"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://reddit.com/r/LocalLLaMA/comments/1aqjx53/ufo_a_uifocused_ai_agent_for_windows_os",
   "project": "CrewAI",
   "repository": "https://github.com/joaomdmoura/crewAI",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "So UFO is to [open-interpreter](https://github.com/KillianLucas/open-interpreter) what [AutoGen](https://github.com/microsoft/autogen) is to [CrewAI](https://github.com/joaomdmoura/crewAI)?"
   ],
   "repository_evidence": [
    "So UFO is to [open-interpreter](https://github.com/KillianLucas/open-interpreter) what [AutoGen](https://github.com/microsoft/autogen) is to [CrewAI](https://github.com/joaomdmoura/crewAI)?"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://reddit.com/r/LocalLLaMA/comments/1aqjx53/ufo_a_uifocused_ai_agent_for_windows_os",
   "project": "self-operating-computer",
   "repository": "https://github.com/OthersideAI/self-operating-computer",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "This project is kinda similar and works on all OSs. [https://github.com/OthersideAI/self-operating-computer](https://github.com/othersideai/self-operating-computer)"
   ],
   "repository_evidence": [
    "This project is kinda similar and works on all OSs. [https://github.com/OthersideAI/self-operating-computer](https://github.com/othersideai/self-operating-computer)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://oneclickitsolution.com/centerofexcellence/aiml/openmanus-setup-guide",
   "project": "OpenManus",
   "repository": "https://github.com/mannaandpoem/OpenManus.git",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Introduction Openmanus is so popular nowadays especially for AI Agent Development Geeks!",
    "Openmanus is an open source version of Manus AI."
   ],
   "repository_evidence": [
    "2. Clone the repository: git clone https://github.com/mannaandpoem/OpenManus.gitcd OpenManus",
    "Introduction Openmanus is so popular nowadays especially for AI Agent Development Geeks!"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/stjepanjurekovic/awesome-LLM-resources",
   "project": "AutoGen",
   "repository": "https://github.com/microsoft/autogen",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "\u5168\u4e16\u754c\u6700\u597d\u7684\u5927\u8bed\u8a00\u6a21\u578b\u8d44\u6e90\u6c47\u603b \u6301\u7eed\u66f4\u65b0",
    "## \u667a\u80fd\u4f53 Agents",
    "1. [AutoGen](https://github.com/microsoft/autogen): AutoGen is a framework that enables the development of LLM applications using multiple agents that can converse with each other to solve tasks. [AutoGen AIStudio](https://autogen-studio.com/)"
   ],
   "repository_evidence": [
    "\u5168\u4e16\u754c\u6700\u597d\u7684\u5927\u8bed\u8a00\u6a21\u578b\u8d44\u6e90\u6c47\u603b \u6301\u7eed\u66f4\u65b0",
    "## \u667a\u80fd\u4f53 Agents",
    "1. [AutoGen](https://github.com/microsoft/autogen): AutoGen is a framework that enables the development of LLM applications using multiple agents that can converse with each other to solve tasks. [AutoGen AIStudio](https://autogen-studio.com/)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/stjepanjurekovic/awesome-LLM-resources",
   "project": "CrewAI",
   "repository": "https://github.com/joaomdmoura/crewAI",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "\u5168\u4e16\u754c\u6700\u597d\u7684\u5927\u8bed\u8a00\u6a21\u578b\u8d44\u6e90\u6c47\u603b \u6301\u7eed\u66f4\u65b0",
    "## \u667a\u80fd\u4f53 Agents",
    "2. [CrewAI](https://github.com/joaomdmoura/crewAI): Framework for orchestrating role-playing, autonomous AI agents. By fostering collaborative intelligence, CrewAI empowers agents to work together seamlessly, tackling complex tasks."
   ],
   "repository_evidence": [
    "\u5168\u4e16\u754c\u6700\u597d\u7684\u5927\u8bed\u8a00\u6a21\u578b\u8d44\u6e90\u6c47\u603b \u6301\u7eed\u66f4\u65b0",
    "## \u667a\u80fd\u4f53 Agents",
    "2. [CrewAI](https://github.com/joaomdmoura/crewAI): Framework for orchestrating role-playing, autonomous AI agents. By fostering collaborative intelligence, CrewAI empowers agents to work together seamlessly, tackling complex tasks."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/stjepanjurekovic/awesome-LLM-resources",
   "project": "AgentGPT",
   "repository": "https://github.com/reworkd/AgentGPT",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "\u5168\u4e16\u754c\u6700\u597d\u7684\u5927\u8bed\u8a00\u6a21\u578b\u8d44\u6e90\u6c47\u603b \u6301\u7eed\u66f4\u65b0",
    "## \u667a\u80fd\u4f53 Agents",
    "4. [AgentGPT](https://github.com/reworkd/AgentGPT): Assemble, configure, and deploy autonomous AI Agents in your browser."
   ],
   "repository_evidence": [
    "\u5168\u4e16\u754c\u6700\u597d\u7684\u5927\u8bed\u8a00\u6a21\u578b\u8d44\u6e90\u6c47\u603b \u6301\u7eed\u66f4\u65b0",
    "## \u667a\u80fd\u4f53 Agents",
    "4. [AgentGPT](https://github.com/reworkd/AgentGPT): Assemble, configure, and deploy autonomous AI Agents in your browser."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/stjepanjurekovic/awesome-LLM-resources",
   "project": "XAgent",
   "repository": "https://github.com/OpenBMB/XAgent",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "\u5168\u4e16\u754c\u6700\u597d\u7684\u5927\u8bed\u8a00\u6a21\u578b\u8d44\u6e90\u6c47\u603b \u6301\u7eed\u66f4\u65b0",
    "## \u667a\u80fd\u4f53 Agents",
    "5. [XAgent](https://github.com/OpenBMB/XAgent): An Autonomous LLM Agent for Complex Task Solving."
   ],
   "repository_evidence": [
    "\u5168\u4e16\u754c\u6700\u597d\u7684\u5927\u8bed\u8a00\u6a21\u578b\u8d44\u6e90\u6c47\u603b \u6301\u7eed\u66f4\u65b0",
    "## \u667a\u80fd\u4f53 Agents",
    "5. [XAgent](https://github.com/OpenBMB/XAgent): An Autonomous LLM Agent for Complex Task Solving."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/stjepanjurekovic/awesome-LLM-resources",
   "project": "MobileAgent",
   "repository": "https://github.com/X-PLUG/MobileAgent",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "\u5168\u4e16\u754c\u6700\u597d\u7684\u5927\u8bed\u8a00\u6a21\u578b\u8d44\u6e90\u6c47\u603b \u6301\u7eed\u66f4\u65b0",
    "## \u667a\u80fd\u4f53 Agents",
    "6. [MobileAgent](https://github.com/X-PLUG/MobileAgent): The Powerful Mobile Device Operation Assistant Family."
   ],
   "repository_evidence": [
    "\u5168\u4e16\u754c\u6700\u597d\u7684\u5927\u8bed\u8a00\u6a21\u578b\u8d44\u6e90\u6c47\u603b \u6301\u7eed\u66f4\u65b0",
    "## \u667a\u80fd\u4f53 Agents",
    "6. [MobileAgent](https://github.com/X-PLUG/MobileAgent): The Powerful Mobile Device Operation Assistant Family."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/stjepanjurekovic/awesome-LLM-resources",
   "project": "Lagent",
   "repository": "https://github.com/InternLM/lagent",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "\u5168\u4e16\u754c\u6700\u597d\u7684\u5927\u8bed\u8a00\u6a21\u578b\u8d44\u6e90\u6c47\u603b \u6301\u7eed\u66f4\u65b0",
    "## \u667a\u80fd\u4f53 Agents",
    "7. [Lagent](https://github.com/InternLM/lagent): A lightweight framework for building LLM-based agents."
   ],
   "repository_evidence": [
    "\u5168\u4e16\u754c\u6700\u597d\u7684\u5927\u8bed\u8a00\u6a21\u578b\u8d44\u6e90\u6c47\u603b \u6301\u7eed\u66f4\u65b0",
    "## \u667a\u80fd\u4f53 Agents",
    "7. [Lagent](https://github.com/InternLM/lagent): A lightweight framework for building LLM-based agents."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/stjepanjurekovic/awesome-LLM-resources",
   "project": "Qwen-Agent",
   "repository": "https://github.com/QwenLM/Qwen-Agent",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "\u5168\u4e16\u754c\u6700\u597d\u7684\u5927\u8bed\u8a00\u6a21\u578b\u8d44\u6e90\u6c47\u603b \u6301\u7eed\u66f4\u65b0",
    "## \u667a\u80fd\u4f53 Agents",
    "8. [Qwen-Agent](https://github.com/QwenLM/Qwen-Agent): Agent framework and applications built upon Qwen2, featuring Function Calling, Code Interpreter, RAG, and Chrome extension."
   ],
   "repository_evidence": [
    "\u5168\u4e16\u754c\u6700\u597d\u7684\u5927\u8bed\u8a00\u6a21\u578b\u8d44\u6e90\u6c47\u603b \u6301\u7eed\u66f4\u65b0",
    "## \u667a\u80fd\u4f53 Agents",
    "8. [Qwen-Agent](https://github.com/QwenLM/Qwen-Agent): Agent framework and applications built upon Qwen2, featuring Function Calling, Code Interpreter, RAG, and Chrome extension."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/stjepanjurekovic/awesome-LLM-resources",
   "project": "agentUniverse",
   "repository": "https://github.com/alipay/agentUniverse",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "\u5168\u4e16\u754c\u6700\u597d\u7684\u5927\u8bed\u8a00\u6a21\u578b\u8d44\u6e90\u6c47\u603b \u6301\u7eed\u66f4\u65b0",
    "## \u667a\u80fd\u4f53 Agents",
    "11. [agentUniverse](https://github.com/alipay/agentUniverse): agentUniverse is a LLM multi-agent framework that allows developers to easily build multi-agent applications. Furthermore, through the community, they can exchange and share practices of patterns across different domains."
   ],
   "repository_evidence": [
    "\u5168\u4e16\u754c\u6700\u597d\u7684\u5927\u8bed\u8a00\u6a21\u578b\u8d44\u6e90\u6c47\u603b \u6301\u7eed\u66f4\u65b0",
    "## \u667a\u80fd\u4f53 Agents",
    "11. [agentUniverse](https://github.com/alipay/agentUniverse): agentUniverse is a LLM multi-agent framework that allows developers to easily build multi-agent applications. Furthermore, through the community, they can exchange and share practices of patterns across different domains."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/stjepanjurekovic/awesome-LLM-resources",
   "project": "LazyLLM",
   "repository": "https://github.com/LazyAGI/LazyLLM",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "\u5168\u4e16\u754c\u6700\u597d\u7684\u5927\u8bed\u8a00\u6a21\u578b\u8d44\u6e90\u6c47\u603b \u6301\u7eed\u66f4\u65b0",
    "## \u667a\u80fd\u4f53 Agents",
    "12. [LazyLLM](https://github.com/LazyAGI/LazyLLM): \u4f4e\u4ee3\u7801\u6784\u5efa\u591aAgent\u5927\u6a21\u578b\u5e94\u7528\u7684\u5f00\u53d1\u5de5\u5177"
   ],
   "repository_evidence": [
    "\u5168\u4e16\u754c\u6700\u597d\u7684\u5927\u8bed\u8a00\u6a21\u578b\u8d44\u6e90\u6c47\u603b \u6301\u7eed\u66f4\u65b0",
    "## \u667a\u80fd\u4f53 Agents",
    "12. [LazyLLM](https://github.com/LazyAGI/LazyLLM): \u4f4e\u4ee3\u7801\u6784\u5efa\u591aAgent\u5927\u6a21\u578b\u5e94\u7528\u7684\u5f00\u53d1\u5de5\u5177"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/stjepanjurekovic/awesome-LLM-resources",
   "project": "AgentScope",
   "repository": "https://github.com/modelscope/agentscope",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "\u5168\u4e16\u754c\u6700\u597d\u7684\u5927\u8bed\u8a00\u6a21\u578b\u8d44\u6e90\u6c47\u603b \u6301\u7eed\u66f4\u65b0",
    "## \u667a\u80fd\u4f53 Agents",
    "13. [AgentScope](https://github.com/modelscope/agentscope): Start building LLM-empowered multi-agent applications in an easier way."
   ],
   "repository_evidence": [
    "\u5168\u4e16\u754c\u6700\u597d\u7684\u5927\u8bed\u8a00\u6a21\u578b\u8d44\u6e90\u6c47\u603b \u6301\u7eed\u66f4\u65b0",
    "## \u667a\u80fd\u4f53 Agents",
    "13. [AgentScope](https://github.com/modelscope/agentscope): Start building LLM-empowered multi-agent applications in an easier way."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/stjepanjurekovic/awesome-LLM-resources",
   "project": "MoA",
   "repository": "https://github.com/togethercomputer/MoA",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "\u5168\u4e16\u754c\u6700\u597d\u7684\u5927\u8bed\u8a00\u6a21\u578b\u8d44\u6e90\u6c47\u603b \u6301\u7eed\u66f4\u65b0",
    "## \u667a\u80fd\u4f53 Agents",
    "14. [MoA](https://github.com/togethercomputer/MoA): Mixture of Agents (MoA) is a novel approach that leverages the collective strengths of multiple LLMs to enhance performance, achieving state-of-the-art results."
   ],
   "repository_evidence": [
    "\u5168\u4e16\u754c\u6700\u597d\u7684\u5927\u8bed\u8a00\u6a21\u578b\u8d44\u6e90\u6c47\u603b \u6301\u7eed\u66f4\u65b0",
    "## \u667a\u80fd\u4f53 Agents",
    "14. [MoA](https://github.com/togethercomputer/MoA): Mixture of Agents (MoA) is a novel approach that leverages the collective strengths of multiple LLMs to enhance performance, achieving state-of-the-art results."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/stjepanjurekovic/awesome-LLM-resources",
   "project": "Agently",
   "repository": "https://github.com/Maplemx/Agently",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "\u5168\u4e16\u754c\u6700\u597d\u7684\u5927\u8bed\u8a00\u6a21\u578b\u8d44\u6e90\u6c47\u603b \u6301\u7eed\u66f4\u65b0",
    "## \u667a\u80fd\u4f53 Agents",
    "15. [Agently](https://github.com/Maplemx/Agently): AI Agent Application Development Framework."
   ],
   "repository_evidence": [
    "\u5168\u4e16\u754c\u6700\u597d\u7684\u5927\u8bed\u8a00\u6a21\u578b\u8d44\u6e90\u6c47\u603b \u6301\u7eed\u66f4\u65b0",
    "## \u667a\u80fd\u4f53 Agents",
    "15. [Agently](https://github.com/Maplemx/Agently): AI Agent Application Development Framework."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/stjepanjurekovic/awesome-LLM-resources",
   "project": "OmAgent",
   "repository": "https://github.com/om-ai-lab/OmAgent",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "\u5168\u4e16\u754c\u6700\u597d\u7684\u5927\u8bed\u8a00\u6a21\u578b\u8d44\u6e90\u6c47\u603b \u6301\u7eed\u66f4\u65b0",
    "## \u667a\u80fd\u4f53 Agents",
    "16. [OmAgent](https://github.com/om-ai-lab/OmAgent): A multimodal agent framework for solving complex tasks."
   ],
   "repository_evidence": [
    "\u5168\u4e16\u754c\u6700\u597d\u7684\u5927\u8bed\u8a00\u6a21\u578b\u8d44\u6e90\u6c47\u603b \u6301\u7eed\u66f4\u65b0",
    "## \u667a\u80fd\u4f53 Agents",
    "16. [OmAgent](https://github.com/om-ai-lab/OmAgent): A multimodal agent framework for solving complex tasks."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/stjepanjurekovic/awesome-LLM-resources",
   "project": "Tribe",
   "repository": "https://github.com/StreetLamb/tribe",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "\u5168\u4e16\u754c\u6700\u597d\u7684\u5927\u8bed\u8a00\u6a21\u578b\u8d44\u6e90\u6c47\u603b \u6301\u7eed\u66f4\u65b0",
    "## \u667a\u80fd\u4f53 Agents",
    "17. [Tribe](https://github.com/StreetLamb/tribe): No code tool to rapidly build and coordinate multi-agent teams."
   ],
   "repository_evidence": [
    "\u5168\u4e16\u754c\u6700\u597d\u7684\u5927\u8bed\u8a00\u6a21\u578b\u8d44\u6e90\u6c47\u603b \u6301\u7eed\u66f4\u65b0",
    "## \u667a\u80fd\u4f53 Agents",
    "17. [Tribe](https://github.com/StreetLamb/tribe): No code tool to rapidly build and coordinate multi-agent teams."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/stjepanjurekovic/awesome-LLM-resources",
   "project": "CAMEL",
   "repository": "https://github.com/camel-ai/camel",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "\u5168\u4e16\u754c\u6700\u597d\u7684\u5927\u8bed\u8a00\u6a21\u578b\u8d44\u6e90\u6c47\u603b \u6301\u7eed\u66f4\u65b0",
    "## \u667a\u80fd\u4f53 Agents",
    "18. [CAMEL](https://github.com/camel-ai/camel): First LLM multi-agent framework and an open-source community dedicated to finding the scaling law of agents."
   ],
   "repository_evidence": [
    "\u5168\u4e16\u754c\u6700\u597d\u7684\u5927\u8bed\u8a00\u6a21\u578b\u8d44\u6e90\u6c47\u603b \u6301\u7eed\u66f4\u65b0",
    "## \u667a\u80fd\u4f53 Agents",
    "18. [CAMEL](https://github.com/camel-ai/camel): First LLM multi-agent framework and an open-source community dedicated to finding the scaling law of agents."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/stjepanjurekovic/awesome-LLM-resources",
   "project": "PraisonAI",
   "repository": "https://github.com/MervinPraison/PraisonAI/",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "\u5168\u4e16\u754c\u6700\u597d\u7684\u5927\u8bed\u8a00\u6a21\u578b\u8d44\u6e90\u6c47\u603b \u6301\u7eed\u66f4\u65b0",
    "## \u667a\u80fd\u4f53 Agents",
    "19. [PraisonAI](https://github.com/MervinPraison/PraisonAI/): PraisonAI application combines AutoGen and CrewAI or similar frameworks into a low-code solution for building and managing multi-agent LLM systems, focusing on simplicity, customisation, and efficient human-agent collaboration."
   ],
   "repository_evidence": [
    "\u5168\u4e16\u754c\u6700\u597d\u7684\u5927\u8bed\u8a00\u6a21\u578b\u8d44\u6e90\u6c47\u603b \u6301\u7eed\u66f4\u65b0",
    "## \u667a\u80fd\u4f53 Agents",
    "19. [PraisonAI](https://github.com/MervinPraison/PraisonAI/): PraisonAI application combines AutoGen and CrewAI or similar frameworks into a low-code solution for building and managing multi-agent LLM systems, focusing on simplicity, customisation, and efficient human-agent collaboration."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/stjepanjurekovic/awesome-LLM-resources",
   "project": "IoA",
   "repository": "https://github.com/openbmb/ioa",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "\u5168\u4e16\u754c\u6700\u597d\u7684\u5927\u8bed\u8a00\u6a21\u578b\u8d44\u6e90\u6c47\u603b \u6301\u7eed\u66f4\u65b0",
    "## \u667a\u80fd\u4f53 Agents",
    "20. [IoA](https://github.com/openbmb/ioa): An open-source framework for collaborative AI agents, enabling diverse, distributed agents to team up and tackle complex tasks through internet-like connectivity."
   ],
   "repository_evidence": [
    "\u5168\u4e16\u754c\u6700\u597d\u7684\u5927\u8bed\u8a00\u6a21\u578b\u8d44\u6e90\u6c47\u603b \u6301\u7eed\u66f4\u65b0",
    "## \u667a\u80fd\u4f53 Agents",
    "20. [IoA](https://github.com/openbmb/ioa): An open-source framework for collaborative AI agents, enabling diverse, distributed agents to team up and tackle complex tasks through internet-like connectivity."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/stjepanjurekovic/awesome-LLM-resources",
   "project": "llama-agentic-system",
   "repository": "https://github.com/meta-llama/llama-agentic-system",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "\u5168\u4e16\u754c\u6700\u597d\u7684\u5927\u8bed\u8a00\u6a21\u578b\u8d44\u6e90\u6c47\u603b \u6301\u7eed\u66f4\u65b0",
    "## \u667a\u80fd\u4f53 Agents",
    "21. [llama-agentic-system ](https://github.com/meta-llama/llama-agentic-system): Agentic components of the Llama Stack APIs."
   ],
   "repository_evidence": [
    "\u5168\u4e16\u754c\u6700\u597d\u7684\u5927\u8bed\u8a00\u6a21\u578b\u8d44\u6e90\u6c47\u603b \u6301\u7eed\u66f4\u65b0",
    "## \u667a\u80fd\u4f53 Agents",
    "21. [llama-agentic-system ](https://github.com/meta-llama/llama-agentic-system): Agentic components of the Llama Stack APIs."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/stjepanjurekovic/awesome-LLM-resources",
   "project": "Agent Zero",
   "repository": "https://github.com/frdel/agent-zero",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "\u5168\u4e16\u754c\u6700\u597d\u7684\u5927\u8bed\u8a00\u6a21\u578b\u8d44\u6e90\u6c47\u603b \u6301\u7eed\u66f4\u65b0",
    "## \u667a\u80fd\u4f53 Agents",
    "22. [Agent Zero](https://github.com/frdel/agent-zero): Agent Zero is not a predefined agentic framework. It is designed to be dynamic, organically growing, and learning as you use it."
   ],
   "repository_evidence": [
    "\u5168\u4e16\u754c\u6700\u597d\u7684\u5927\u8bed\u8a00\u6a21\u578b\u8d44\u6e90\u6c47\u603b \u6301\u7eed\u66f4\u65b0",
    "## \u667a\u80fd\u4f53 Agents",
    "22. [Agent Zero](https://github.com/frdel/agent-zero): Agent Zero is not a predefined agentic framework. It is designed to be dynamic, organically growing, and learning as you use it."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/stjepanjurekovic/awesome-LLM-resources",
   "project": "Agents",
   "repository": "https://github.com/aiwaves-cn/agents",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "\u5168\u4e16\u754c\u6700\u597d\u7684\u5927\u8bed\u8a00\u6a21\u578b\u8d44\u6e90\u6c47\u603b \u6301\u7eed\u66f4\u65b0",
    "## \u667a\u80fd\u4f53 Agents",
    "23. [Agents](https://github.com/aiwaves-cn/agents): An Open-source Framework for Data-centric, Self-evolving Autonomous Language Agents."
   ],
   "repository_evidence": [
    "\u5168\u4e16\u754c\u6700\u597d\u7684\u5927\u8bed\u8a00\u6a21\u578b\u8d44\u6e90\u6c47\u603b \u6301\u7eed\u66f4\u65b0",
    "## \u667a\u80fd\u4f53 Agents",
    "23. [Agents](https://github.com/aiwaves-cn/agents): An Open-source Framework for Data-centric, Self-evolving Autonomous Language Agents."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/stjepanjurekovic/awesome-LLM-resources",
   "project": "AgentScope",
   "repository": "https://github.com/modelscope/agentscope",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "\u5168\u4e16\u754c\u6700\u597d\u7684\u5927\u8bed\u8a00\u6a21\u578b\u8d44\u6e90\u6c47\u603b \u6301\u7eed\u66f4\u65b0",
    "## \u667a\u80fd\u4f53 Agents",
    "24. [AgentScope](https://github.com/modelscope/agentscope): Start building LLM-empowered multi-agent applications in an easier way."
   ],
   "repository_evidence": [
    "\u5168\u4e16\u754c\u6700\u597d\u7684\u5927\u8bed\u8a00\u6a21\u578b\u8d44\u6e90\u6c47\u603b \u6301\u7eed\u66f4\u65b0",
    "## \u667a\u80fd\u4f53 Agents",
    "24. [AgentScope](https://github.com/modelscope/agentscope): Start building LLM-empowered multi-agent applications in an easier way."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/stjepanjurekovic/awesome-LLM-resources",
   "project": "FastAgency",
   "repository": "https://github.com/airtai/fastagency",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "\u5168\u4e16\u754c\u6700\u597d\u7684\u5927\u8bed\u8a00\u6a21\u578b\u8d44\u6e90\u6c47\u603b \u6301\u7eed\u66f4\u65b0",
    "## \u667a\u80fd\u4f53 Agents",
    "25. [FastAgency](https://github.com/airtai/fastagency): The fastest way to bring multi-agent workflows to production."
   ],
   "repository_evidence": [
    "\u5168\u4e16\u754c\u6700\u597d\u7684\u5927\u8bed\u8a00\u6a21\u578b\u8d44\u6e90\u6c47\u603b \u6301\u7eed\u66f4\u65b0",
    "## \u667a\u80fd\u4f53 Agents",
    "25. [FastAgency](https://github.com/airtai/fastagency): The fastest way to bring multi-agent workflows to production."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/stjepanjurekovic/awesome-LLM-resources",
   "project": "Swarm",
   "repository": "https://github.com/openai/swarm",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "\u5168\u4e16\u754c\u6700\u597d\u7684\u5927\u8bed\u8a00\u6a21\u578b\u8d44\u6e90\u6c47\u603b \u6301\u7eed\u66f4\u65b0",
    "## \u667a\u80fd\u4f53 Agents",
    "26. [Swarm](https://github.com/openai/swarm): Framework for building, orchestrating and deploying multi-agent systems. Managed by OpenAI Solutions team. Experimental framework."
   ],
   "repository_evidence": [
    "\u5168\u4e16\u754c\u6700\u597d\u7684\u5927\u8bed\u8a00\u6a21\u578b\u8d44\u6e90\u6c47\u603b \u6301\u7eed\u66f4\u65b0",
    "## \u667a\u80fd\u4f53 Agents",
    "26. [Swarm](https://github.com/openai/swarm): Framework for building, orchestrating and deploying multi-agent systems. Managed by OpenAI Solutions team. Experimental framework."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/stjepanjurekovic/awesome-LLM-resources",
   "project": "Agent-S",
   "repository": "https://github.com/simular-ai/Agent-S",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "\u5168\u4e16\u754c\u6700\u597d\u7684\u5927\u8bed\u8a00\u6a21\u578b\u8d44\u6e90\u6c47\u603b \u6301\u7eed\u66f4\u65b0",
    "## \u667a\u80fd\u4f53 Agents",
    "27. [Agent-S](https://github.com/simular-ai/Agent-S): an open agentic framework that uses computers like a human."
   ],
   "repository_evidence": [
    "\u5168\u4e16\u754c\u6700\u597d\u7684\u5927\u8bed\u8a00\u6a21\u578b\u8d44\u6e90\u6c47\u603b \u6301\u7eed\u66f4\u65b0",
    "## \u667a\u80fd\u4f53 Agents",
    "27. [Agent-S](https://github.com/simular-ai/Agent-S): an open agentic framework that uses computers like a human."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/stjepanjurekovic/awesome-LLM-resources",
   "project": "PydanticAI",
   "repository": "https://github.com/pydantic/pydantic-ai",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "\u5168\u4e16\u754c\u6700\u597d\u7684\u5927\u8bed\u8a00\u6a21\u578b\u8d44\u6e90\u6c47\u603b \u6301\u7eed\u66f4\u65b0",
    "## \u667a\u80fd\u4f53 Agents",
    "28. [PydanticAI](https://github.com/pydantic/pydantic-ai): Agent Framework / shim to use Pydantic with LLMs."
   ],
   "repository_evidence": [
    "\u5168\u4e16\u754c\u6700\u597d\u7684\u5927\u8bed\u8a00\u6a21\u578b\u8d44\u6e90\u6c47\u603b \u6301\u7eed\u66f4\u65b0",
    "## \u667a\u80fd\u4f53 Agents",
    "28. [PydanticAI](https://github.com/pydantic/pydantic-ai): Agent Framework / shim to use Pydantic with LLMs."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/stjepanjurekovic/awesome-LLM-resources",
   "project": "Agentarium",
   "repository": "https://github.com/Thytu/Agentarium",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "\u5168\u4e16\u754c\u6700\u597d\u7684\u5927\u8bed\u8a00\u6a21\u578b\u8d44\u6e90\u6c47\u603b \u6301\u7eed\u66f4\u65b0",
    "## \u667a\u80fd\u4f53 Agents",
    "29. [Agentarium](https://github.com/Thytu/Agentarium): open-source framework for creating and managing simulations populated with AI-powered agents."
   ],
   "repository_evidence": [
    "\u5168\u4e16\u754c\u6700\u597d\u7684\u5927\u8bed\u8a00\u6a21\u578b\u8d44\u6e90\u6c47\u603b \u6301\u7eed\u66f4\u65b0",
    "## \u667a\u80fd\u4f53 Agents",
    "29. [Agentarium](https://github.com/Thytu/Agentarium): open-source framework for creating and managing simulations populated with AI-powered agents."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/stjepanjurekovic/awesome-LLM-resources",
   "project": "smolagents",
   "repository": "https://github.com/huggingface/smolagents",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "\u5168\u4e16\u754c\u6700\u597d\u7684\u5927\u8bed\u8a00\u6a21\u578b\u8d44\u6e90\u6c47\u603b \u6301\u7eed\u66f4\u65b0",
    "## \u667a\u80fd\u4f53 Agents",
    "30. [smolagents](https://github.com/huggingface/smolagents): a barebones library for agents. Agents write python code to call tools and orchestrate other agents."
   ],
   "repository_evidence": [
    "\u5168\u4e16\u754c\u6700\u597d\u7684\u5927\u8bed\u8a00\u6a21\u578b\u8d44\u6e90\u6c47\u603b \u6301\u7eed\u66f4\u65b0",
    "## \u667a\u80fd\u4f53 Agents",
    "30. [smolagents](https://github.com/huggingface/smolagents): a barebones library for agents. Agents write python code to call tools and orchestrate other agents."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/stjepanjurekovic/awesome-LLM-resources",
   "project": "Cooragent",
   "repository": "https://github.com/LeapLabTHU/cooragent",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "\u5168\u4e16\u754c\u6700\u597d\u7684\u5927\u8bed\u8a00\u6a21\u578b\u8d44\u6e90\u6c47\u603b \u6301\u7eed\u66f4\u65b0",
    "## \u667a\u80fd\u4f53 Agents",
    "31. [Cooragent](https://github.com/LeapLabTHU/cooragent): Cooragent is an AI agent collaboration community."
   ],
   "repository_evidence": [
    "\u5168\u4e16\u754c\u6700\u597d\u7684\u5927\u8bed\u8a00\u6a21\u578b\u8d44\u6e90\u6c47\u603b \u6301\u7eed\u66f4\u65b0",
    "## \u667a\u80fd\u4f53 Agents",
    "31. [Cooragent](https://github.com/LeapLabTHU/cooragent): Cooragent is an AI agent collaboration community."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/stjepanjurekovic/awesome-LLM-resources",
   "project": "Agno",
   "repository": "https://github.com/agno-agi/agno",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "\u5168\u4e16\u754c\u6700\u597d\u7684\u5927\u8bed\u8a00\u6a21\u578b\u8d44\u6e90\u6c47\u603b \u6301\u7eed\u66f4\u65b0",
    "## \u667a\u80fd\u4f53 Agents",
    "32. [Agno](https://github.com/agno-agi/agno): Agno is a lightweight library for building Agents with memory, knowledge, tools and reasoning."
   ],
   "repository_evidence": [
    "\u5168\u4e16\u754c\u6700\u597d\u7684\u5927\u8bed\u8a00\u6a21\u578b\u8d44\u6e90\u6c47\u603b \u6301\u7eed\u66f4\u65b0",
    "## \u667a\u80fd\u4f53 Agents",
    "32. [Agno](https://github.com/agno-agi/agno): Agno is a lightweight library for building Agents with memory, knowledge, tools and reasoning."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/stjepanjurekovic/awesome-LLM-resources",
   "project": "Suna",
   "repository": "https://github.com/kortix-ai/suna",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "\u5168\u4e16\u754c\u6700\u597d\u7684\u5927\u8bed\u8a00\u6a21\u578b\u8d44\u6e90\u6c47\u603b \u6301\u7eed\u66f4\u65b0",
    "## \u667a\u80fd\u4f53 Agents",
    "33. [Suna](https://github.com/kortix-ai/suna): Open Source Generalist AI Agent."
   ],
   "repository_evidence": [
    "\u5168\u4e16\u754c\u6700\u597d\u7684\u5927\u8bed\u8a00\u6a21\u578b\u8d44\u6e90\u6c47\u603b \u6301\u7eed\u66f4\u65b0",
    "## \u667a\u80fd\u4f53 Agents",
    "33. [Suna](https://github.com/kortix-ai/suna): Open Source Generalist AI Agent."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/stjepanjurekovic/awesome-LLM-resources",
   "project": "rowboat",
   "repository": "https://github.com/rowboatlabs/rowboat",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "\u5168\u4e16\u754c\u6700\u597d\u7684\u5927\u8bed\u8a00\u6a21\u578b\u8d44\u6e90\u6c47\u603b \u6301\u7eed\u66f4\u65b0",
    "## \u667a\u80fd\u4f53 Agents",
    "34. [rowboat](https://github.com/rowboatlabs/rowboat): Let AI build multi-agent workflows for you in minutes."
   ],
   "repository_evidence": [
    "\u5168\u4e16\u754c\u6700\u597d\u7684\u5927\u8bed\u8a00\u6a21\u578b\u8d44\u6e90\u6c47\u603b \u6301\u7eed\u66f4\u65b0",
    "## \u667a\u80fd\u4f53 Agents",
    "34. [rowboat](https://github.com/rowboatlabs/rowboat): Let AI build multi-agent workflows for you in minutes."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/stjepanjurekovic/awesome-LLM-resources",
   "project": "EvoAgentX",
   "repository": "https://github.com/EvoAgentX/EvoAgentX",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "\u5168\u4e16\u754c\u6700\u597d\u7684\u5927\u8bed\u8a00\u6a21\u578b\u8d44\u6e90\u6c47\u603b \u6301\u7eed\u66f4\u65b0",
    "## \u667a\u80fd\u4f53 Agents",
    "35. [EvoAgentX](https://github.com/EvoAgentX/EvoAgentX): Building a Self-Evolving Ecosystem of AI Agents."
   ],
   "repository_evidence": [
    "\u5168\u4e16\u754c\u6700\u597d\u7684\u5927\u8bed\u8a00\u6a21\u578b\u8d44\u6e90\u6c47\u603b \u6301\u7eed\u66f4\u65b0",
    "## \u667a\u80fd\u4f53 Agents",
    "35. [EvoAgentX](https://github.com/EvoAgentX/EvoAgentX): Building a Self-Evolving Ecosystem of AI Agents."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/stjepanjurekovic/awesome-LLM-resources",
   "project": "ii-agent",
   "repository": "https://github.com/Intelligent-Internet/ii-agent",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "\u5168\u4e16\u754c\u6700\u597d\u7684\u5927\u8bed\u8a00\u6a21\u578b\u8d44\u6e90\u6c47\u603b \u6301\u7eed\u66f4\u65b0",
    "## \u667a\u80fd\u4f53 Agents",
    "36. [ii-agent](https://github.com/Intelligent-Internet/ii-agent): a new open-source framework to build and deploy intelligent agents."
   ],
   "repository_evidence": [
    "\u5168\u4e16\u754c\u6700\u597d\u7684\u5927\u8bed\u8a00\u6a21\u578b\u8d44\u6e90\u6c47\u603b \u6301\u7eed\u66f4\u65b0",
    "## \u667a\u80fd\u4f53 Agents",
    "36. [ii-agent](https://github.com/Intelligent-Internet/ii-agent): a new open-source framework to build and deploy intelligent agents."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/stjepanjurekovic/awesome-LLM-resources",
   "project": "OWL",
   "repository": "https://github.com/camel-ai/owl",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "\u5168\u4e16\u754c\u6700\u597d\u7684\u5927\u8bed\u8a00\u6a21\u578b\u8d44\u6e90\u6c47\u603b \u6301\u7eed\u66f4\u65b0",
    "## \u667a\u80fd\u4f53 Agents",
    "37. [OWL](https://github.com/camel-ai/owl): Optimized Workforce Learning for General Multi-Agent Assistance in Real-World Task Automation."
   ],
   "repository_evidence": [
    "\u5168\u4e16\u754c\u6700\u597d\u7684\u5927\u8bed\u8a00\u6a21\u578b\u8d44\u6e90\u6c47\u603b \u6301\u7eed\u66f4\u65b0",
    "## \u667a\u80fd\u4f53 Agents",
    "37. [OWL](https://github.com/camel-ai/owl): Optimized Workforce Learning for General Multi-Agent Assistance in Real-World Task Automation."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/stjepanjurekovic/awesome-LLM-resources",
   "project": "OpenManus",
   "repository": "https://github.com/FoundationAgents/OpenManus",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "\u5168\u4e16\u754c\u6700\u597d\u7684\u5927\u8bed\u8a00\u6a21\u578b\u8d44\u6e90\u6c47\u603b \u6301\u7eed\u66f4\u65b0",
    "## \u667a\u80fd\u4f53 Agents",
    "38. [OpenManus](https://github.com/FoundationAgents/OpenManus): No fortress, purely open ground. OpenManus is Coming."
   ],
   "repository_evidence": [
    "\u5168\u4e16\u754c\u6700\u597d\u7684\u5927\u8bed\u8a00\u6a21\u578b\u8d44\u6e90\u6c47\u603b \u6301\u7eed\u66f4\u65b0",
    "## \u667a\u80fd\u4f53 Agents",
    "38. [OpenManus](https://github.com/FoundationAgents/OpenManus): No fortress, purely open ground. OpenManus is Coming."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://dibi8.com/resources/llm-frameworks/llamaindex",
   "project": "LlamaIndex",
   "repository": "https://github.com/run-llama/llama_index",
   "stars": "49500",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# LlamaIndex: 49K+ Stars \u2014 Production RAG Deployment Guide 2026",
    "LlamaIndex is a data framework for building production RAG systems with LLMs."
   ],
   "repository_evidence": [
    "- [LlamaIndex](https://github.com/run-llama/llama_index)",
    "References & Sources #"
   ],
   "stars_evidence": [
    "With **49,517 GitHub stars**, **1,866 contributors**, and a release cadence that ships version 0.14.22 in May 2026, the project moves fast.",
    "| **GitHub Stars** | 49.5k | 95k | 25.3k | 80.9k |",
    "Comparison with Alternatives #"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://dibi8.com/resources/llm-frameworks/llamaindex",
   "project": "LangChain",
   "repository": "https://github.com/langchain-ai/langchain",
   "stars": "95000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "| Metric | LlamaIndex | LangChain | Haystack | RAGFlow |",
    "RAG Performance Benchmarks #"
   ],
   "repository_evidence": [
    "- [LangChain](https://github.com/langchain-ai/langchain)",
    "References & Sources #"
   ],
   "stars_evidence": [
    "| **GitHub Stars** | 49.5k | 95k | 25.3k | 80.9k |",
    "Comparison with Alternatives #"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://dibi8.com/resources/llm-frameworks/llamaindex",
   "project": "Haystack",
   "repository": "https://github.com/deepset-ai/haystack",
   "stars": "25300",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "| Metric | LlamaIndex | LangChain | Haystack | RAGFlow |",
    "RAG Performance Benchmarks #"
   ],
   "repository_evidence": [
    "- [Haystack](https://github.com/deepset-ai/haystack)",
    "References & Sources #"
   ],
   "stars_evidence": [
    "| **GitHub Stars** | 49.5k | 95k | 25.3k | 80.9k |",
    "Comparison with Alternatives #"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://dibi8.com/resources/llm-frameworks/llamaindex",
   "project": "RAGFlow",
   "repository": "https://github.com/infiniflow/ragflow",
   "stars": "80900",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "| Metric | LlamaIndex | LangChain | Haystack | RAGFlow |",
    "RAG Performance Benchmarks #"
   ],
   "repository_evidence": [
    "- [RAGFlow](https://github.com/infiniflow/ragflow)",
    "References & Sources #"
   ],
   "stars_evidence": [
    "| **GitHub Stars** | 49.5k | 95k | 25.3k | 80.9k |",
    "Comparison with Alternatives #"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/strands-agents/harness-sdk",
   "project": "Strands Agents",
   "repository": "https://github.com/strands-agents/harness-sdk",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Strands Agents",
    "Strands Agents is a simple yet powerful SDK that takes a model-driven approach to building and running AI agents."
   ],
   "repository_evidence": [
    "# Strands Agents",
    "Strands Agents is a simple yet powerful SDK that takes a model-driven approach to building and running AI agents.",
    "[Documentation](https://strandsagents.com/) \u25c6 [Samples](https://github.com/strands-agents/samples) \u25c6 [Tools](https://github.com/strands-agents/tools) \u25c6 [MCP Server](https://github.com/strands-agents/harness-sdk/tree/main/strands-mcp)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "http://eden-cms-v2.onbex.co/blog/2026/07/11/guardfall-shell-command-safety-filter-bypass",
   "project": "Bex",
   "repository": "https://github.com/bex-co/bex",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# GuardFall: Why 10 of 11 Open-Source AI Coding Agents Can't Tell What Bash Will Actually Run",
    "*Bex.co is the open-source, AI-native Render alternative \u2014 push a git repo, get a running HTTPS service on machines you own, with AI agents as first-class operators. [Star the repo on GitHub](https://github.com/bex-co/bex) or deploy your first app today.*"
   ],
   "repository_evidence": [
    "# GuardFall: Why 10 of 11 Open-Source AI Coding Agents Can't Tell What Bash Will Actually Run",
    "*Bex.co is the open-source, AI-native Render alternative \u2014 push a git repo, get a running HTTPS service on machines you own, with AI agents as first-class operators. [Star the repo on GitHub](https://github.com/bex-co/bex) or deploy your first app today.*"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://microsoft.github.io/UFO/getting_started/more_guidance",
   "project": "UFO",
   "repository": "https://github.com/microsoft/UFO.git",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# More Guidance",
    "- **[GitHub Discussions](https://github.com/microsoft/UFO/discussions)** - Ask questions, share tips"
   ],
   "repository_evidence": [
    "# More Guidance",
    "# Clone the repository\ngit clone https://github.com/microsoft/UFO.git"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://digialps.com/openmanus-a-powerful-open-source-ai-agent-alternative-to-manus-ai?noamp=mobile",
   "project": "OpenManus",
   "repository": "https://github.com/mannaandpoem/OpenManus",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "OpenManus, A Powerful Open-Source AI Agent Alternative to Manus AI",
    "But don\u2019t worry, a team from MetaGPT has built [OpenManus](https://github.com/mannaandpoem/OpenManus) \u2013 an open-source alternative to the Manus AI agent that anyone can use right away."
   ],
   "repository_evidence": [
    "OpenManus, A Powerful Open-Source AI Agent Alternative to Manus AI",
    "But don\u2019t worry, a team from MetaGPT has built [OpenManus](https://github.com/mannaandpoem/OpenManus) \u2013 an open-source alternative to the Manus AI agent that anyone can use right away."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://niteagent.com/blog/ai-agent-memory-comparison-2026",
   "project": "Mem0",
   "repository": "https://github.com/mem0ai/mem0",
   "stars": "48K",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Mem0 vs Zep vs LangMem vs Letta: AI Agent Memory Showdown 2026",
    "The table below covers the 4 systems worth comparing in mid-2026, plus a 5th path (plain markdown + semantic search) that small teams often overlook:",
    "| Solution | Approach | GitHub Stars | Self-Host | LongMemEval | Pricing (Pro) |",
    "| **Mem0** | Universal memory layer | ~48K\u2605 (mem0ai/mem0) [GitHub, 2026] | Yes (OSS) | 49% (graph gated) [Vectorize, 2026] | $19\u2192$249/mo |"
   ],
   "repository_evidence": [
    "# Mem0 vs Zep vs LangMem vs Letta: AI Agent Memory Showdown 2026"
   ],
   "stars_evidence": [
    "# Mem0 vs Zep vs LangMem vs Letta: AI Agent Memory Showdown 2026",
    "In 2026, four solutions dominate \u2014 Mem0 (48K\u2605 GitHub, general-purpose), Zep (temporal knowledge graphs, 63.8% LongMemEval [Vectorize, 2026]), LangMem (LangGraph-native agent SDK), and Letta (OS-inspired tiered memory, 83.2% LongMemEval [Vectorize, 2026])."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://niteagent.com/blog/ai-agent-memory-comparison-2026",
   "project": "Zep",
   "repository": "https://github.com/getzep/graphiti",
   "stars": "12K",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Mem0 vs Zep vs LangMem vs Letta: AI Agent Memory Showdown 2026",
    "The table below covers the 4 systems worth comparing in mid-2026, plus a 5th path (plain markdown + semantic search) that small teams often overlook:",
    "| Solution | Approach | GitHub Stars | Self-Host | LongMemEval | Pricing (Pro) |",
    "| **Zep** | Temporal knowledge graph | ~12K\u2605 (getzep/graphiti-oss) | GraphDB needed | 63.8% (GPT-4o) [Vectorize, 2026] | $25/mo (graph incl.) |"
   ],
   "repository_evidence": [
    "# Mem0 vs Zep vs LangMem vs Letta: AI Agent Memory Showdown 2026"
   ],
   "stars_evidence": [
    "# Mem0 vs Zep vs LangMem vs Letta: AI Agent Memory Showdown 2026",
    "The table below covers the 4 systems worth comparing in mid-2026, plus a 5th path (plain markdown + semantic search) that small teams often overlook:",
    "| Solution | Approach | GitHub Stars | Self-Host | LongMemEval | Pricing (Pro) |",
    "| **Zep** | Temporal knowledge graph | ~12K\u2605 (getzep/graphiti-oss) | GraphDB needed | 63.8% (GPT-4o) [Vectorize, 2026] | $25/mo (graph incl.) |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://niteagent.com/blog/ai-agent-memory-comparison-2026",
   "project": "LangMem",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Mem0 vs Zep vs LangMem vs Letta: AI Agent Memory Showdown 2026",
    "The table below covers the 4 systems worth comparing in mid-2026, plus a 5th path (plain markdown + semantic search) that small teams often overlook:",
    "| Solution | Approach | GitHub Stars | Self-Host | LongMemEval | Pricing (Pro) |",
    "| **LangMem** | LangGraph SDK library | ~N/A (LangChain) | Yes (library) | N/A (SDK) | Free (OSS) |"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://niteagent.com/blog/ai-agent-memory-comparison-2026",
   "project": "Letta",
   "repository": "https://github.com/letta-ai/letta",
   "stars": "18K",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Mem0 vs Zep vs LangMem vs Letta: AI Agent Memory Showdown 2026",
    "The table below covers the 4 systems worth comparing in mid-2026, plus a 5th path (plain markdown + semantic search) that small teams often overlook:",
    "| Solution | Approach | GitHub Stars | Self-Host | LongMemEval | Pricing (Pro) |",
    "| **Letta** | OS-tiered memory | ~18K\u2605 (letta-ai/letta) | Yes (OSS) | 83.2% [Vectorize, 2026] | Free (OSS) + Cloud |"
   ],
   "repository_evidence": [
    "# Mem0 vs Zep vs LangMem vs Letta: AI Agent Memory Showdown 2026",
    "Letta (formerly MemGPT, ~18K\u2605) takes the most radical approach: agents run inside a persistent runtime with OS-inspired tiered memory."
   ],
   "stars_evidence": [
    "# Mem0 vs Zep vs LangMem vs Letta: AI Agent Memory Showdown 2026",
    "Letta (formerly MemGPT, ~18K\u2605) takes the most radical approach: agents run inside a persistent runtime with OS-inspired tiered memory."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://olud.ai/tool/lavague.html",
   "project": "LaVague",
   "repository": "https://github.com/lavague-ai/LaVague",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# LaVague",
    "[View on GitHub](https://github.com/lavague-ai/LaVague)"
   ],
   "repository_evidence": [
    "[View on GitHub](https://github.com/lavague-ai/LaVague)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://gigazine.net/gsc_news/en/20250205-hugging-face-open-deep-research",
   "project": "smolagents",
   "repository": "https://github.com/huggingface/smolagents/tree/main/examples/open_deep_research",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Hugging Face is developing an open version of OpenAI's AI agent 'Deep research'",
    "But Wolf and his team are committed to improving the experience, and have even made the source code available on GitHub for viewing and feedback.",
    "smolagents/examples/open_deep_research at main \u00b7 huggingface/smolagents \u00b7 GitHub"
   ],
   "repository_evidence": [
    "# Hugging Face is developing an open version of OpenAI's AI agent 'Deep research'",
    "But Wolf and his team are committed to improving the experience, and have even made the source code available on GitHub for viewing and feedback.",
    "https://github.com/huggingface/smolagents/tree/main/examples/open_deep_research"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/kyrolabs%2Fawesome-agents",
   "project": "Screenpipe",
   "repository": "https://github.com/screenpipe/screenpipe",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-agents",
    "## Knowledge Management",
    "- [Screenpipe](/projects/github.com%2Fscreenpipe%2Fscreenpipe) - term context of everything you've seen, said, or heard. MCP server for Claude. 100% local, MIT licensed. ![GitHub Repo stars](https://img.shields.io/github/stars/screenpipe/screenpipe?style=social)"
   ],
   "repository_evidence": [
    "# awesome-agents",
    "## Knowledge Management",
    "- [Screenpipe](/projects/github.com%2Fscreenpipe%2Fscreenpipe) - term context of everything you've seen, said, or heard. MCP server for Claude. 100% local, MIT licensed. ![GitHub Repo stars](https://img.shields.io/github/stars/screenpipe/screenpipe?style=social)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/meituan/EvoCUA",
   "project": "EvoCUA",
   "repository": "https://github.com/meituan/EvoCUA.git",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# EvoCUA: Evolving Computer Use Agent",
    "We sincerely thank the open-source community for their outstanding contributions to the Computer Use Agent field."
   ],
   "repository_evidence": [
    "git clone https://github.com/meituan/EvoCUA.git cd EvoCUA python3 -m venv .venv source .venv/bin/activate pip install -r requirements.txt",
    "### Installation"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/meituan/EvoCUA",
   "project": "OpenCUA",
   "repository": "https://github.com/xlang-ai/OpenCUA",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "We are grateful to **Xinyuan Wang** ([OpenCUA](https://github.com/xlang-ai/OpenCUA)) and **Tianbao Xie** ([OSWorld](https://github.com/xlang-ai/OSWorld)) for their insightful discussions, valuable feedback on evaluation, and continuous support throughout this project.",
    "## \ud83d\ude4f Acknowledgements"
   ],
   "repository_evidence": [
    "We are grateful to **Xinyuan Wang** ([OpenCUA](https://github.com/xlang-ai/OpenCUA)) and **Tianbao Xie** ([OSWorld](https://github.com/xlang-ai/OSWorld)) for their insightful discussions, valuable feedback on evaluation, and continuous support throughout this project.",
    "## \ud83d\ude4f Acknowledgements"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/meituan/EvoCUA",
   "project": "OSWorld",
   "repository": "https://github.com/xlang-ai/OSWorld",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "We are grateful to **Xinyuan Wang** ([OpenCUA](https://github.com/xlang-ai/OpenCUA)) and **Tianbao Xie** ([OSWorld](https://github.com/xlang-ai/OSWorld)) for their insightful discussions, valuable feedback on evaluation, and continuous support throughout this project.",
    "## \ud83d\ude4f Acknowledgements"
   ],
   "repository_evidence": [
    "We are grateful to **Xinyuan Wang** ([OpenCUA](https://github.com/xlang-ai/OpenCUA)) and **Tianbao Xie** ([OSWorld](https://github.com/xlang-ai/OSWorld)) for their insightful discussions, valuable feedback on evaluation, and continuous support throughout this project.",
    "## \ud83d\ude4f Acknowledgements"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://vantaige.io/ai-tool/agno",
   "project": "Agno",
   "repository": null,
   "stars": "40000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Agno is an open-source Python framework for building multi-agent AI systems, rebranded from Phidata in January 2025.",
    "Agno is an open-source Python framework for building, running, and managing multi-agent AI systems."
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "As of April 2026, the project sits at nearly 40,000 GitHub stars and releases multiple version updates per week.",
    "Agno is an open-source Python framework for building multi-agent AI systems, rebranded from Phidata in January 2025."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://vantaige.io/ai-tool/agno",
   "project": "CrewAI",
   "repository": null,
   "stars": "44300",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "The three frameworks most commonly compared to Agno are [CrewAI](/ai-tool/crewai), [LangGraph](/ai-tool/langgraph), and to a lesser extent [smolagents](/ai-tool/smolagents) and [Mastra](/ai-tool/mastra).",
    "By star count, CrewAI leads with roughly 44,300 versus Agno's 40,000, but the 5.2 million monthly PyPI downloads for CrewAI vs. Agno's significantly smaller download base suggests CrewAI still has more active production deployments."
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "The three frameworks most commonly compared to Agno are [CrewAI](/ai-tool/crewai), [LangGraph](/ai-tool/langgraph), and to a lesser extent [smolagents](/ai-tool/smolagents) and [Mastra](/ai-tool/mastra).",
    "By star count, CrewAI leads with roughly 44,300 versus Agno's 40,000, but the 5.2 million monthly PyPI downloads for CrewAI vs. Agno's significantly smaller download base suggests CrewAI still has more active production deployments."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://skillget.dev/listings/ag2ai-fastagency",
   "project": "fastagency",
   "repository": "https://github.com/ag2ai/fastagency",
   "stars": "546",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# fastagency",
    "**FastAgency** is an open-source framework designed to accelerate the transition from prototype to production for multi-agent AI workflows."
   ],
   "repository_evidence": [
    "Last but not least, show us your support by giving a star to our [**GitHub repository**](https://github.com/ag2ai/fastagency/).",
    "**FastAgency** is an open-source framework designed to accelerate the transition from prototype to production for multi-agent AI workflows."
   ],
   "stars_evidence": [
    "- **Community trust** \u00e2\u20ac\u201d 546 GitHub stars",
    "**FastAgency** is an open-source framework designed to accelerate the transition from prototype to production for multi-agent AI workflows."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://langfuse.com/blog/2025-03-19-ai-agent-comparison?trk=article-ssr-frontend-pulse_little-text-block",
   "project": "LangGraph",
   "repository": "https://github.com/langchain-ai/langgraph",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Open-Source AI Agent Frameworks: Which One Is Right for You?",
    "This post offers an in-depth look at some of the leading open-source AI agent frameworks out there: **LangGraph, the OpenAI Agents SDK, Google ADK, Smolagents, CrewAI, AutoGen, Semantic Kernel, Strands Agents, Pydantic AI, Agno, Mastra, and Microsoft Agent Framework**.",
    "[LangGraph](https://github.com/langchain-ai/langgraph) extends the well-known [LangChain](https://github.com/langchain-ai/langchain) library into a graph-based architecture that treats agent steps like nodes in a directed acyclic graph."
   ],
   "repository_evidence": [
    "Open-Source AI Agent Frameworks: Which One Is Right for You?",
    "[LangGraph](https://github.com/langchain-ai/langgraph) extends the well-known [LangChain](https://github.com/langchain-ai/langchain) library into a graph-based architecture that treats agent steps like nodes in a directed acyclic graph."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://langfuse.com/blog/2025-03-19-ai-agent-comparison?trk=article-ssr-frontend-pulse_little-text-block",
   "project": "OpenAI Agents SDK",
   "repository": "https://github.com/openai/openai-agents-python",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Open-Source AI Agent Frameworks: Which One Is Right for You?",
    "This post offers an in-depth look at some of the leading open-source AI agent frameworks out there: **LangGraph, the OpenAI Agents SDK, Google ADK, Smolagents, CrewAI, AutoGen, Semantic Kernel, Strands Agents, Pydantic AI, Agno, Mastra, and Microsoft Agent Framework**.",
    "The [OpenAI Agents SDK](https://github.com/openai/openai-agents-python) is the latest entrant in the field."
   ],
   "repository_evidence": [
    "Open-Source AI Agent Frameworks: Which One Is Right for You?",
    "The [OpenAI Agents SDK](https://github.com/openai/openai-agents-python) is the latest entrant in the field."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://langfuse.com/blog/2025-03-19-ai-agent-comparison?trk=article-ssr-frontend-pulse_little-text-block",
   "project": "Google ADK",
   "repository": "https://github.com/google/adk-python",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Open-Source AI Agent Frameworks: Which One Is Right for You?",
    "This post offers an in-depth look at some of the leading open-source AI agent frameworks out there: **LangGraph, the OpenAI Agents SDK, Google ADK, Smolagents, CrewAI, AutoGen, Semantic Kernel, Strands Agents, Pydantic AI, Agno, Mastra, and Microsoft Agent Framework**.",
    "[Google ADK](https://github.com/google/adk-python) is Google's open-source framework for building, orchestrating, and tracing generative AI agents."
   ],
   "repository_evidence": [
    "Open-Source AI Agent Frameworks: Which One Is Right for You?",
    "[Google ADK](https://github.com/google/adk-python) is Google's open-source framework for building, orchestrating, and tracing generative AI agents."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://langfuse.com/blog/2025-03-19-ai-agent-comparison?trk=article-ssr-frontend-pulse_little-text-block",
   "project": "Smolagents",
   "repository": "https://github.com/huggingface/smolagents",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Open-Source AI Agent Frameworks: Which One Is Right for You?",
    "This post offers an in-depth look at some of the leading open-source AI agent frameworks out there: **LangGraph, the OpenAI Agents SDK, Google ADK, Smolagents, CrewAI, AutoGen, Semantic Kernel, Strands Agents, Pydantic AI, Agno, Mastra, and Microsoft Agent Framework**.",
    "Hugging Face's [smolagents](https://github.com/huggingface/smolagents) takes a radically simple, code-centric approach."
   ],
   "repository_evidence": [
    "Open-Source AI Agent Frameworks: Which One Is Right for You?",
    "Hugging Face's [smolagents](https://github.com/huggingface/smolagents) takes a radically simple, code-centric approach."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://langfuse.com/blog/2025-03-19-ai-agent-comparison?trk=article-ssr-frontend-pulse_little-text-block",
   "project": "CrewAI",
   "repository": "https://github.com/crewAIInc/crewAI",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Open-Source AI Agent Frameworks: Which One Is Right for You?",
    "This post offers an in-depth look at some of the leading open-source AI agent frameworks out there: **LangGraph, the OpenAI Agents SDK, Google ADK, Smolagents, CrewAI, AutoGen, Semantic Kernel, Strands Agents, Pydantic AI, Agno, Mastra, and Microsoft Agent Framework**.",
    "[CrewAI](https://github.com/crewAIInc/crewAI) is all about role-based collaboration among multiple agents."
   ],
   "repository_evidence": [
    "Open-Source AI Agent Frameworks: Which One Is Right for You?",
    "[CrewAI](https://github.com/crewAIInc/crewAI) is all about role-based collaboration among multiple agents."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://langfuse.com/blog/2025-03-19-ai-agent-comparison?trk=article-ssr-frontend-pulse_little-text-block",
   "project": "AutoGen",
   "repository": "https://github.com/microsoft/autogen",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Open-Source AI Agent Frameworks: Which One Is Right for You?",
    "This post offers an in-depth look at some of the leading open-source AI agent frameworks out there: **LangGraph, the OpenAI Agents SDK, Google ADK, Smolagents, CrewAI, AutoGen, Semantic Kernel, Strands Agents, Pydantic AI, Agno, Mastra, and Microsoft Agent Framework**.",
    "[AutoGen](https://github.com/microsoft/autogen), born out of Microsoft Research, frames everything as an asynchronous conversation among specialized agents."
   ],
   "repository_evidence": [
    "Open-Source AI Agent Frameworks: Which One Is Right for You?",
    "[AutoGen](https://github.com/microsoft/autogen), born out of Microsoft Research, frames everything as an asynchronous conversation among specialized agents."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://langfuse.com/blog/2025-03-19-ai-agent-comparison?trk=article-ssr-frontend-pulse_little-text-block",
   "project": "Semantic Kernel",
   "repository": "https://github.com/microsoft/semantic-kernel",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Open-Source AI Agent Frameworks: Which One Is Right for You?",
    "This post offers an in-depth look at some of the leading open-source AI agent frameworks out there: **LangGraph, the OpenAI Agents SDK, Google ADK, Smolagents, CrewAI, AutoGen, Semantic Kernel, Strands Agents, Pydantic AI, Agno, Mastra, and Microsoft Agent Framework**.",
    "[Semantic Kernel](https://github.com/microsoft/semantic-kernel) is Microsoft's .NET-first approach to orchestrating AI \"skills\" and combining them into full-fledged plans or workflows."
   ],
   "repository_evidence": [
    "Open-Source AI Agent Frameworks: Which One Is Right for You?",
    "[Semantic Kernel](https://github.com/microsoft/semantic-kernel) is Microsoft's .NET-first approach to orchestrating AI \"skills\" and combining them into full-fledged plans or workflows."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://langfuse.com/blog/2025-03-19-ai-agent-comparison?trk=article-ssr-frontend-pulse_little-text-block",
   "project": "Strands Agents",
   "repository": "https://strandsagents.com",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Open-Source AI Agent Frameworks: Which One Is Right for You?",
    "This post offers an in-depth look at some of the leading open-source AI agent frameworks out there: **LangGraph, the OpenAI Agents SDK, Google ADK, Smolagents, CrewAI, AutoGen, Semantic Kernel, Strands Agents, Pydantic AI, Agno, Mastra, and Microsoft Agent Framework**.",
    "[Strands Agents SDK](https://strandsagents.com) is a model-agnostic agent framework that runs anywhere and supports multiple model providers with reasoning and tool use, including **Amazon Bedrock**, Anthropic, OpenAI, Ollama, and others via LiteLLM."
   ],
   "repository_evidence": [
    "Open-Source AI Agent Frameworks: Which One Is Right for You?",
    "[Strands Agents SDK](https://strandsagents.com) is a model-agnostic agent framework that runs anywhere and supports multiple model providers with reasoning and tool use, including **Amazon Bedrock**, Anthropic, OpenAI, Ollama, and others via LiteLLM."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://langfuse.com/blog/2025-03-19-ai-agent-comparison?trk=article-ssr-frontend-pulse_little-text-block",
   "project": "Pydantic AI",
   "repository": "https://ai.pydantic.dev/",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Open-Source AI Agent Frameworks: Which One Is Right for You?",
    "This post offers an in-depth look at some of the leading open-source AI agent frameworks out there: **LangGraph, the OpenAI Agents SDK, Google ADK, Smolagents, CrewAI, AutoGen, Semantic Kernel, Strands Agents, Pydantic AI, Agno, Mastra, and Microsoft Agent Framework**.",
    "[Pydantic AI](https://ai.pydantic.dev/) brings Pydantic's famous **type safety** and ergonomic developer experience to agent development."
   ],
   "repository_evidence": [
    "Open-Source AI Agent Frameworks: Which One Is Right for You?",
    "[Pydantic AI](https://ai.pydantic.dev/) brings Pydantic's famous **type safety** and ergonomic developer experience to agent development."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://langfuse.com/blog/2025-03-19-ai-agent-comparison?trk=article-ssr-frontend-pulse_little-text-block",
   "project": "Agno",
   "repository": "https://github.com/agno-agi/agno",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Open-Source AI Agent Frameworks: Which One Is Right for You?",
    "This post offers an in-depth look at some of the leading open-source AI agent frameworks out there: **LangGraph, the OpenAI Agents SDK, Google ADK, Smolagents, CrewAI, AutoGen, Semantic Kernel, Strands Agents, Pydantic AI, Agno, Mastra, and Microsoft Agent Framework**.",
    "[Agno](https://github.com/agno-agi/agno) is a platform and framework for building and managing AI agents with a focus on speed and flexibility."
   ],
   "repository_evidence": [
    "Open-Source AI Agent Frameworks: Which One Is Right for You?",
    "[Agno](https://github.com/agno-agi/agno) is a platform and framework for building and managing AI agents with a focus on speed and flexibility."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://langfuse.com/blog/2025-03-19-ai-agent-comparison?trk=article-ssr-frontend-pulse_little-text-block",
   "project": "Mastra",
   "repository": "https://github.com/mastra-ai/mastra",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Open-Source AI Agent Frameworks: Which One Is Right for You?",
    "This post offers an in-depth look at some of the leading open-source AI agent frameworks out there: **LangGraph, the OpenAI Agents SDK, Google ADK, Smolagents, CrewAI, AutoGen, Semantic Kernel, Strands Agents, Pydantic AI, Agno, Mastra, and Microsoft Agent Framework**.",
    "[Mastra](https://github.com/mastra-ai/mastra) is a TypeScript-first agent framework that provides the essential primitives for building AI applications."
   ],
   "repository_evidence": [
    "Open-Source AI Agent Frameworks: Which One Is Right for You?",
    "[Mastra](https://github.com/mastra-ai/mastra) is a TypeScript-first agent framework that provides the essential primitives for building AI applications."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://langfuse.com/blog/2025-03-19-ai-agent-comparison?trk=article-ssr-frontend-pulse_little-text-block",
   "project": "Microsoft Agent Framework",
   "repository": "https://github.com/microsoft/agent-framework",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Open-Source AI Agent Frameworks: Which One Is Right for You?",
    "This post offers an in-depth look at some of the leading open-source AI agent frameworks out there: **LangGraph, the OpenAI Agents SDK, Google ADK, Smolagents, CrewAI, AutoGen, Semantic Kernel, Strands Agents, Pydantic AI, Agno, Mastra, and Microsoft Agent Framework**.",
    "The [Microsoft Agent Framework](https://github.com/microsoft/agent-framework) is a newer open-source framework from Microsoft, distinct from both AutoGen and Semantic Kernel."
   ],
   "repository_evidence": [
    "Open-Source AI Agent Frameworks: Which One Is Right for You?",
    "The [Microsoft Agent Framework](https://github.com/microsoft/agent-framework) is a newer open-source framework from Microsoft, distinct from both AutoGen and Semantic Kernel."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://jakecuth.com/work/agent-memory-lab",
   "project": "Zep/Graphiti",
   "repository": "https://github.com/getzep/graphiti",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Frameworks: [Mem0 paper (Chhikara et al., ECAI 2025)](https://arxiv.org/abs/2504.19413), [Zep / Graphiti](https://github.com/getzep/graphiti), [Letta](https://github.com/letta-ai/letta), Mastra Observational, EverMemOS, TiMem.",
    "## S12S12 \u00b7 The 2026 map of agent memory"
   ],
   "repository_evidence": [
    "Frameworks: [Mem0 paper (Chhikara et al., ECAI 2025)](https://arxiv.org/abs/2504.19413), [Zep / Graphiti](https://github.com/getzep/graphiti), [Letta](https://github.com/letta-ai/letta), Mastra Observational, EverMemOS, TiMem.",
    "## S12S12 \u00b7 The 2026 map of agent memory"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://jakecuth.com/work/agent-memory-lab",
   "project": "Letta",
   "repository": "https://github.com/letta-ai/letta",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Frameworks: [Mem0 paper (Chhikara et al., ECAI 2025)](https://arxiv.org/abs/2504.19413), [Zep / Graphiti](https://github.com/getzep/graphiti), [Letta](https://github.com/letta-ai/letta), Mastra Observational, EverMemOS, TiMem.",
    "## S12S12 \u00b7 The 2026 map of agent memory"
   ],
   "repository_evidence": [
    "Frameworks: [Mem0 paper (Chhikara et al., ECAI 2025)](https://arxiv.org/abs/2504.19413), [Zep / Graphiti](https://github.com/getzep/graphiti), [Letta](https://github.com/letta-ai/letta), Mastra Observational, EverMemOS, TiMem.",
    "## S12S12 \u00b7 The 2026 map of agent memory"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://reviews.wildrunai.com/blog/openai-agents-sdk-review",
   "project": "Swarm",
   "repository": null,
   "stars": "20000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Agent Frameworks & SDKs",
    "OpenAI's Agents SDK is the company's production framework for building agentic AI applications.",
    "OpenAI shipped Swarm in October 2024 as a deliberately minimal, deliberately experimental multi-agent framework."
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "Agent Frameworks & SDKs",
    "OpenAI's Agents SDK is the company's production framework for building agentic AI applications.",
    "Despite that disclaimer, Swarm accumulated over 20,000 GitHub stars because the core abstractions\u2014agents, function tools, and handoffs\u2014were genuinely well-designed and easy to reason about."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://benchgecko.ai/agents",
   "project": "LangGraph",
   "repository": null,
   "stars": "603",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Agents \u00b7 MomentumLive \u00b7 25 agents \u00b7 1,037,738 GitHub stars \u00b7 1 leaderboards",
    "Frequently asked",
    "What's the fastest-growing AI agent on GitHub?",
    "LangGraph gained 603 GitHub stars in the last 7 days \u00b7 ranked by velocity across the 25 agents tracked."
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "Agents \u00b7 MomentumLive \u00b7 25 agents \u00b7 1,037,738 GitHub stars \u00b7 1 leaderboards",
    "Frequently asked",
    "What's the fastest-growing AI agent on GitHub?",
    "LangGraph gained 603 GitHub stars in the last 7 days \u00b7 ranked by velocity across the 25 agents tracked."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "http://prompts.brightcoding.dev/blog/evocua-is-1-on-osworld-why-top-devs-are-ditching-their-old-gui-agents",
   "project": "EvoCUA",
   "repository": "https://github.com/meituan/EvoCUA",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Developer Tools Artificial Intelligence",
    "EvoCUA Is #1 on OSWorld: Why Top Devs Are Ditching Their Old GUI Agents",
    "But here's what the top engineering teams at Meituan just unleashed: **EvoCUA**, an open-source computer use agent that crushed the OSWorld benchmark with **56.7% task completion**\u2014making it the **#1 open-source model** in the most rigorous test of real-world desktop automation."
   ],
   "repository_evidence": [
    "Developer Tools Artificial Intelligence",
    "EvoCUA Is #1 on OSWorld: Why Top Devs Are Ditching Their Old GUI Agents"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/jenna-winkler/bee-agent-framework",
   "project": "BeeAI Framework",
   "repository": "https://github.com/i-am-bee/beeai-framework",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Framework for building scalable agentic applications.",
    "# BeeAI Framework"
   ],
   "repository_evidence": [
    "Framework for building scalable agentic applications.",
    "# BeeAI Framework",
    "[![GitHub Repo stars](https://camo.githubusercontent.com/02b6285b956b85161d05024291f1aca3ae8736561f95e05a185f6d5d6e2f3bd9/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f492d616d2d6265652f62656561692d6672616d65776f726b)](https://github.com/i-am-bee/beeai-framework)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.1485827954.workers.dev/FoundationAgents/OpenManus",
   "project": "OpenManus",
   "repository": "https://github.1485827954.workers.dev/FoundationAgents/OpenManus.git",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# \ud83d\udc4b OpenManus"
   ],
   "repository_evidence": [
    "git clone https://github.1485827954.workers.dev/FoundationAgents/OpenManus.git cd OpenManus",
    "# \ud83d\udc4b OpenManus"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.1485827954.workers.dev/FoundationAgents/OpenManus",
   "project": "OpenManus-RL",
   "repository": "https://github.1485827954.workers.dev/OpenManus/OpenManus-RL",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "We're also excited to introduce [OpenManus-RL](https://github.1485827954.workers.dev/OpenManus/OpenManus-RL), an open-source project dedicated to reinforcement learning (RL)- based (such as GRPO) tuning methods for LLM agents, developed collaboratively by researchers from UIUC and OpenManus.",
    "# \ud83d\udc4b OpenManus"
   ],
   "repository_evidence": [
    "We're also excited to introduce [OpenManus-RL](https://github.1485827954.workers.dev/OpenManus/OpenManus-RL), an open-source project dedicated to reinforcement learning (RL)- based (such as GRPO) tuning methods for LLM agents, developed collaboratively by researchers from UIUC and OpenManus.",
    "# \ud83d\udc4b OpenManus"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.1485827954.workers.dev/FoundationAgents/OpenManus",
   "project": "anthropic-computer-use",
   "repository": "https://github.1485827954.workers.dev/anthropics/anthropic-quickstarts/tree/main/computer-use-demo",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Thanks to [anthropic-computer-use](https://github.1485827954.workers.dev/anthropics/anthropic-quickstarts/tree/main/computer-use-demo), [browser-use](https://github.1485827954.workers.dev/browser-use/browser-use) and [crawl4ai](https://github.1485827954.workers.dev/unclecode/crawl4ai) for providing basic support for this project!",
    "# \ud83d\udc4b OpenManus"
   ],
   "repository_evidence": [
    "Thanks to [anthropic-computer-use](https://github.1485827954.workers.dev/anthropics/anthropic-quickstarts/tree/main/computer-use-demo), [browser-use](https://github.1485827954.workers.dev/browser-use/browser-use) and [crawl4ai](https://github.1485827954.workers.dev/unclecode/crawl4ai) for providing basic support for this project!",
    "# \ud83d\udc4b OpenManus"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.1485827954.workers.dev/FoundationAgents/OpenManus",
   "project": "browser-use",
   "repository": "https://github.1485827954.workers.dev/browser-use/browser-use",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Thanks to [anthropic-computer-use](https://github.1485827954.workers.dev/anthropics/anthropic-quickstarts/tree/main/computer-use-demo), [browser-use](https://github.1485827954.workers.dev/browser-use/browser-use) and [crawl4ai](https://github.1485827954.workers.dev/unclecode/crawl4ai) for providing basic support for this project!",
    "# \ud83d\udc4b OpenManus"
   ],
   "repository_evidence": [
    "Thanks to [anthropic-computer-use](https://github.1485827954.workers.dev/anthropics/anthropic-quickstarts/tree/main/computer-use-demo), [browser-use](https://github.1485827954.workers.dev/browser-use/browser-use) and [crawl4ai](https://github.1485827954.workers.dev/unclecode/crawl4ai) for providing basic support for this project!",
    "# \ud83d\udc4b OpenManus"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.1485827954.workers.dev/FoundationAgents/OpenManus",
   "project": "crawl4ai",
   "repository": "https://github.1485827954.workers.dev/unclecode/crawl4ai",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Thanks to [anthropic-computer-use](https://github.1485827954.workers.dev/anthropics/anthropic-quickstarts/tree/main/computer-use-demo), [browser-use](https://github.1485827954.workers.dev/browser-use/browser-use) and [crawl4ai](https://github.1485827954.workers.dev/unclecode/crawl4ai) for providing basic support for this project!",
    "# \ud83d\udc4b OpenManus"
   ],
   "repository_evidence": [
    "Thanks to [anthropic-computer-use](https://github.1485827954.workers.dev/anthropics/anthropic-quickstarts/tree/main/computer-use-demo), [browser-use](https://github.1485827954.workers.dev/browser-use/browser-use) and [crawl4ai](https://github.1485827954.workers.dev/unclecode/crawl4ai) for providing basic support for this project!",
    "# \ud83d\udc4b OpenManus"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.1485827954.workers.dev/FoundationAgents/OpenManus",
   "project": "AAAJ",
   "repository": "https://github.1485827954.workers.dev/metauto-ai/agent-as-a-judge",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Additionally, we are grateful to [AAAJ](https://github.1485827954.workers.dev/metauto-ai/agent-as-a-judge), [MetaGPT](https://github.1485827954.workers.dev/geekan/MetaGPT), [OpenHands](https://github.1485827954.workers.dev/All-Hands-AI/OpenHands) and [SWE-agent](https://github.1485827954.workers.dev/SWE-agent/SWE-agent).",
    "# \ud83d\udc4b OpenManus"
   ],
   "repository_evidence": [
    "Additionally, we are grateful to [AAAJ](https://github.1485827954.workers.dev/metauto-ai/agent-as-a-judge), [MetaGPT](https://github.1485827954.workers.dev/geekan/MetaGPT), [OpenHands](https://github.1485827954.workers.dev/All-Hands-AI/OpenHands) and [SWE-agent](https://github.1485827954.workers.dev/SWE-agent/SWE-agent).",
    "# \ud83d\udc4b OpenManus"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.1485827954.workers.dev/FoundationAgents/OpenManus",
   "project": "MetaGPT",
   "repository": "https://github.1485827954.workers.dev/geekan/MetaGPT",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Additionally, we are grateful to [AAAJ](https://github.1485827954.workers.dev/metauto-ai/agent-as-a-judge), [MetaGPT](https://github.1485827954.workers.dev/geekan/MetaGPT), [OpenHands](https://github.1485827954.workers.dev/All-Hands-AI/OpenHands) and [SWE-agent](https://github.1485827954.workers.dev/SWE-agent/SWE-agent).",
    "# \ud83d\udc4b OpenManus"
   ],
   "repository_evidence": [
    "Additionally, we are grateful to [AAAJ](https://github.1485827954.workers.dev/metauto-ai/agent-as-a-judge), [MetaGPT](https://github.1485827954.workers.dev/geekan/MetaGPT), [OpenHands](https://github.1485827954.workers.dev/All-Hands-AI/OpenHands) and [SWE-agent](https://github.1485827954.workers.dev/SWE-agent/SWE-agent).",
    "# \ud83d\udc4b OpenManus"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.1485827954.workers.dev/FoundationAgents/OpenManus",
   "project": "OpenHands",
   "repository": "https://github.1485827954.workers.dev/All-Hands-AI/OpenHands",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Additionally, we are grateful to [AAAJ](https://github.1485827954.workers.dev/metauto-ai/agent-as-a-judge), [MetaGPT](https://github.1485827954.workers.dev/geekan/MetaGPT), [OpenHands](https://github.1485827954.workers.dev/All-Hands-AI/OpenHands) and [SWE-agent](https://github.1485827954.workers.dev/SWE-agent/SWE-agent).",
    "# \ud83d\udc4b OpenManus"
   ],
   "repository_evidence": [
    "Additionally, we are grateful to [AAAJ](https://github.1485827954.workers.dev/metauto-ai/agent-as-a-judge), [MetaGPT](https://github.1485827954.workers.dev/geekan/MetaGPT), [OpenHands](https://github.1485827954.workers.dev/All-Hands-AI/OpenHands) and [SWE-agent](https://github.1485827954.workers.dev/SWE-agent/SWE-agent).",
    "# \ud83d\udc4b OpenManus"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.1485827954.workers.dev/FoundationAgents/OpenManus",
   "project": "SWE-agent",
   "repository": "https://github.1485827954.workers.dev/SWE-agent/SWE-agent",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Additionally, we are grateful to [AAAJ](https://github.1485827954.workers.dev/metauto-ai/agent-as-a-judge), [MetaGPT](https://github.1485827954.workers.dev/geekan/MetaGPT), [OpenHands](https://github.1485827954.workers.dev/All-Hands-AI/OpenHands) and [SWE-agent](https://github.1485827954.workers.dev/SWE-agent/SWE-agent).",
    "# \ud83d\udc4b OpenManus"
   ],
   "repository_evidence": [
    "Additionally, we are grateful to [AAAJ](https://github.1485827954.workers.dev/metauto-ai/agent-as-a-judge), [MetaGPT](https://github.1485827954.workers.dev/geekan/MetaGPT), [OpenHands](https://github.1485827954.workers.dev/All-Hands-AI/OpenHands) and [SWE-agent](https://github.1485827954.workers.dev/SWE-agent/SWE-agent).",
    "# \ud83d\udc4b OpenManus"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://callsphere.ai/blog/open-source-ai-agent-frameworks-rising-2026-best-alternatives-compared",
   "project": "LangGraph",
   "repository": null,
   "stars": "48000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Open Source AI Agent Frameworks Rising: Comparing 2026's Best Open Alternatives",
    "Survey of open-source agent frameworks in 2026: LangGraph, CrewAI, AutoGen, Semantic Kernel, Haystack, and DSPy with community metrics, features, and production readiness.",
    "FrameworkProfile( \"LangGraph\", 48_000, 2_800_000, \"Python/JS\", \"MIT\", \"LangChain Inc\", \"Stateful graph-based agent orchestration\", True, \"Complex multi-step agents with state management\" )"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# Open Source AI Agent Frameworks Rising: Comparing 2026's Best Open Alternatives",
    "Survey of open-source agent frameworks in 2026: LangGraph, CrewAI, AutoGen, Semantic Kernel, Haystack, and DSPy with community metrics, features, and production readiness.",
    "FrameworkProfile( \"LangGraph\", 48_000, 2_800_000, \"Python/JS\", \"MIT\", \"LangChain Inc\", \"Stateful graph-based agent orchestration\", True, \"Complex multi-step agents with state management\" )"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://callsphere.ai/blog/open-source-ai-agent-frameworks-rising-2026-best-alternatives-compared",
   "project": "CrewAI",
   "repository": null,
   "stars": "35000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Open Source AI Agent Frameworks Rising: Comparing 2026's Best Open Alternatives",
    "Survey of open-source agent frameworks in 2026: LangGraph, CrewAI, AutoGen, Semantic Kernel, Haystack, and DSPy with community metrics, features, and production readiness.",
    "FrameworkProfile( \"CrewAI\", 35_000, 1_500_000, \"Python\", \"MIT\", \"CrewAI Inc\", \"Role-based multi-agent collaboration\", True, \"Multi-agent teams with defined roles\" )"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# Open Source AI Agent Frameworks Rising: Comparing 2026's Best Open Alternatives",
    "Survey of open-source agent frameworks in 2026: LangGraph, CrewAI, AutoGen, Semantic Kernel, Haystack, and DSPy with community metrics, features, and production readiness.",
    "FrameworkProfile( \"CrewAI\", 35_000, 1_500_000, \"Python\", \"MIT\", \"CrewAI Inc\", \"Role-based multi-agent collaboration\", True, \"Multi-agent teams with defined roles\" )"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://callsphere.ai/blog/open-source-ai-agent-frameworks-rising-2026-best-alternatives-compared",
   "project": "AutoGen",
   "repository": null,
   "stars": "42000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Open Source AI Agent Frameworks Rising: Comparing 2026's Best Open Alternatives",
    "Survey of open-source agent frameworks in 2026: LangGraph, CrewAI, AutoGen, Semantic Kernel, Haystack, and DSPy with community metrics, features, and production readiness.",
    "FrameworkProfile( \"AutoGen\", 42_000, 1_200_000, \"Python\", \"CC-BY-4.0\", \"Microsoft\", \"Conversational multi-agent framework\", True, \"Research-oriented agent interactions\" )"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# Open Source AI Agent Frameworks Rising: Comparing 2026's Best Open Alternatives",
    "Survey of open-source agent frameworks in 2026: LangGraph, CrewAI, AutoGen, Semantic Kernel, Haystack, and DSPy with community metrics, features, and production readiness.",
    "FrameworkProfile( \"AutoGen\", 42_000, 1_200_000, \"Python\", \"CC-BY-4.0\", \"Microsoft\", \"Conversational multi-agent framework\", True, \"Research-oriented agent interactions\" )"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://callsphere.ai/blog/open-source-ai-agent-frameworks-rising-2026-best-alternatives-compared",
   "project": "Semantic Kernel",
   "repository": null,
   "stars": "28000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Open Source AI Agent Frameworks Rising: Comparing 2026's Best Open Alternatives",
    "Survey of open-source agent frameworks in 2026: LangGraph, CrewAI, AutoGen, Semantic Kernel, Haystack, and DSPy with community metrics, features, and production readiness.",
    "FrameworkProfile( \"Semantic Kernel\", 28_000, 900_000, \"C#/Python/Java\", \"MIT\", \"Microsoft\", \"Enterprise plugin-based agent orchestration\", True, \"Enterprise .NET/Java agent integration\" )"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# Open Source AI Agent Frameworks Rising: Comparing 2026's Best Open Alternatives",
    "Survey of open-source agent frameworks in 2026: LangGraph, CrewAI, AutoGen, Semantic Kernel, Haystack, and DSPy with community metrics, features, and production readiness.",
    "FrameworkProfile( \"Semantic Kernel\", 28_000, 900_000, \"C#/Python/Java\", \"MIT\", \"Microsoft\", \"Enterprise plugin-based agent orchestration\", True, \"Enterprise .NET/Java agent integration\" )"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://callsphere.ai/blog/open-source-ai-agent-frameworks-rising-2026-best-alternatives-compared",
   "project": "Haystack",
   "repository": null,
   "stars": "22000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Open Source AI Agent Frameworks Rising: Comparing 2026's Best Open Alternatives",
    "Survey of open-source agent frameworks in 2026: LangGraph, CrewAI, AutoGen, Semantic Kernel, Haystack, and DSPy with community metrics, features, and production readiness.",
    "FrameworkProfile( \"Haystack\", 22_000, 700_000, \"Python\", \"Apache 2.0\", \"deepset\", \"Pipeline-based RAG and agent framework\", True, \"RAG-first agents with document processing\" )"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# Open Source AI Agent Frameworks Rising: Comparing 2026's Best Open Alternatives",
    "Survey of open-source agent frameworks in 2026: LangGraph, CrewAI, AutoGen, Semantic Kernel, Haystack, and DSPy with community metrics, features, and production readiness.",
    "FrameworkProfile( \"Haystack\", 22_000, 700_000, \"Python\", \"Apache 2.0\", \"deepset\", \"Pipeline-based RAG and agent framework\", True, \"RAG-first agents with document processing\" )"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://callsphere.ai/blog/open-source-ai-agent-frameworks-rising-2026-best-alternatives-compared",
   "project": "DSPy",
   "repository": null,
   "stars": "25000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Open Source AI Agent Frameworks Rising: Comparing 2026's Best Open Alternatives",
    "Survey of open-source agent frameworks in 2026: LangGraph, CrewAI, AutoGen, Semantic Kernel, Haystack, and DSPy with community metrics, features, and production readiness.",
    "FrameworkProfile( \"DSPy\", 25_000, 600_000, \"Python\", \"MIT\", \"Stanford NLP\", \"Programming framework for LM pipelines\", True, \"Optimized prompt pipelines with assertions\" )"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# Open Source AI Agent Frameworks Rising: Comparing 2026's Best Open Alternatives",
    "Survey of open-source agent frameworks in 2026: LangGraph, CrewAI, AutoGen, Semantic Kernel, Haystack, and DSPy with community metrics, features, and production readiness.",
    "FrameworkProfile( \"DSPy\", 25_000, 600_000, \"Python\", \"MIT\", \"Stanford NLP\", \"Programming framework for LM pipelines\", True, \"Optimized prompt pipelines with assertions\" )"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://dev.to/aws/stop-reaching-for-python-strands-agents-typescript-sdk-just-hit-10-4lk6",
   "project": "Strands Agents",
   "repository": "https://github.com/strands-agents/sdk-typescript",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Strands Agents just shipped 1.0 of the TypeScript SDK, so now you don't have to.",
    "Stop Reaching for Python: Strands Agents TypeScript SDK Just Hit 1.0"
   ],
   "repository_evidence": [
    "There's a demo in the [`strands-agents/sdk-typescript`](https://github.com/strands-agents/sdk-typescript/tree/main/strands-ts/examples/browser-agent) repo where you chat with an agent and it builds a live HTML canvas in real time.",
    "Stop Reaching for Python: Strands Agents TypeScript SDK Just Hit 1.0"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://codemyspec.com/blog/best-ai-coding-tools-2026",
   "project": "OpenCode",
   "repository": "https://opencode.ai/changelog",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "The Best AI Coding Tools in 2026: CLI Agents, IDEs, and the Great Consolidation",
    "## At a glance",
    "| Tool | Type | Pricing | Open source? | Best for |",
    "| [OpenCode](/blog/free-open-source-ai-coding-tools-2026) | CLI agent | Free (BYOK) or PAYG | Yes | Open-source model freedom |",
    "### OpenCode: the open-source pick",
    "The most-starred tool in the category and the most active open-source project on this list."
   ],
   "repository_evidence": [
    "The Best AI Coding Tools in 2026: CLI Agents, IDEs, and the Great Consolidation",
    "## Sources",
    "- OpenCode changelog and Zen gateway: [https://opencode.ai/changelog](https://opencode.ai/changelog)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://codemyspec.com/blog/best-ai-coding-tools-2026",
   "project": "Goose",
   "repository": "https://github.com/block/goose/releases",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "The Best AI Coding Tools in 2026: CLI Agents, IDEs, and the Great Consolidation",
    "## At a glance",
    "| Tool | Type | Pricing | Open source? | Best for |",
    "| Goose | CLI agent | Free (BYOK) | Yes | Custom agent workflows |",
    "### Goose: the extensibility play",
    "Free, Apache 2.0, bring your own keys, runs fully local if you want it to."
   ],
   "repository_evidence": [
    "The Best AI Coding Tools in 2026: CLI Agents, IDEs, and the Great Consolidation",
    "## Sources",
    "- Goose releases, Block: [https://github.com/block/goose/releases](https://github.com/block/goose/releases)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://codemyspec.com/blog/best-ai-coding-tools-2026",
   "project": "Crush",
   "repository": "https://github.com/charmbracelet/crush",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "The Best AI Coding Tools in 2026: CLI Agents, IDEs, and the Great Consolidation",
    "## At a glance",
    "| Tool | Type | Pricing | Open source? | Best for |",
    "| Crush | CLI agent | Free (BYOK) | Source-available | Terminal purists, model switching |",
    "### Crush: the terminal-native newcomer",
    "Source-available (FSL-1.1-MIT) rather than fully open."
   ],
   "repository_evidence": [
    "The Best AI Coding Tools in 2026: CLI Agents, IDEs, and the Great Consolidation",
    "## Sources",
    "- Crush, Charm: [https://github.com/charmbracelet/crush](https://github.com/charmbracelet/crush)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://codemyspec.com/blog/best-ai-coding-tools-2026",
   "project": "Aider",
   "repository": "https://pypi.org/project/aider-chat/",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "The Best AI Coding Tools in 2026: CLI Agents, IDEs, and the Great Consolidation",
    "## At a glance",
    "| Tool | Type | Pricing | Open source? | Best for |",
    "| [Aider](/blog/aider-review-2026) | CLI agent | Free (BYOK) | Yes | Git discipline (now dormant) |",
    "### Aider: the pioneer, now dormant",
    "Aider invented the category, its git integration is still unmatched, and its Polyglot leaderboard remains the reference for judging models (not tools)."
   ],
   "repository_evidence": [
    "The Best AI Coding Tools in 2026: CLI Agents, IDEs, and the Great Consolidation",
    "## Sources",
    "- Aider release history, PyPI: [https://pypi.org/project/aider-chat/](https://pypi.org/project/aider-chat/)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://codemyspec.com/blog/best-ai-coding-tools-2026",
   "project": "Gemini CLI",
   "repository": "https://developers.googleblog.com/an-important-update-transitioning-gemini-cli-to-antigravity-cli/",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "The Best AI Coding Tools in 2026: CLI Agents, IDEs, and the Great Consolidation",
    "## At a glance",
    "| Tool | Type | Pricing | Open source? | Best for |",
    "| [Gemini CLI](/blog/gemini-cli-review-2026) | CLI agent | Sunsetting | Yes | Migrating to Antigravity CLI |",
    "### Gemini CLI: sunsetting into Antigravity",
    "Google announced June 18 that Gemini CLI stops serving free and consumer-plan users, with everyone pushed toward the new Antigravity CLI (default model Gemini 3.5 Flash)."
   ],
   "repository_evidence": [
    "The Best AI Coding Tools in 2026: CLI Agents, IDEs, and the Great Consolidation",
    "## Sources",
    "- Transitioning Gemini CLI to Antigravity CLI, Google Developers Blog, June 18, 2026: [https://developers.googleblog.com/an-important-update-transitioning-gemini-cli-to-antigravity-cli/](https://developers.googleblog.com/an-important-update-transitioning-gemini-cli-to-antigravity-cli/)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://codemyspec.com/blog/best-ai-coding-tools-2026",
   "project": "Zed",
   "repository": "https://zed.dev/pricing",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "The Best AI Coding Tools in 2026: CLI Agents, IDEs, and the Great Consolidation",
    "## At a glance",
    "| Tool | Type | Pricing | Open source? | Best for |",
    "| Zed | Editor | Free to $30/mo | Yes | Speed, independence, ACP |",
    "### Zed: the independent",
    "Zed remains what it\u2019s been all year: absurdly fast, genuinely independent, and increasingly the neutral ground where other agents plug in via the Agent Client Protocol."
   ],
   "repository_evidence": [
    "The Best AI Coding Tools in 2026: CLI Agents, IDEs, and the Great Consolidation",
    "## Sources",
    "- Zed pricing and releases: [https://zed.dev/pricing](https://zed.dev/pricing)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://codemyspec.com/blog/best-ai-coding-tools-2026",
   "project": "Cline",
   "repository": "https://github.com/cline/cline/releases",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "The Best AI Coding Tools in 2026: CLI Agents, IDEs, and the Great Consolidation",
    "## At a glance",
    "| Tool | Type | Pricing | Open source? | Best for |",
    "| Cline | VS Code ext | Free (BYOK), $9.99 hosted | Yes | Autonomous agent inside VS Code |",
    "### Cline: the VS Code agent (pour one out for Roo Code)",
    "Cline stays the best way to run a real autonomous agent inside VS Code: reads files, runs commands, drives a browser, with human approval gates."
   ],
   "repository_evidence": [
    "The Best AI Coding Tools in 2026: CLI Agents, IDEs, and the Great Consolidation",
    "## Sources",
    "- Cline releases and ClinePass: [https://github.com/cline/cline/releases](https://github.com/cline/cline/releases)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://codemyspec.com/blog/best-ai-coding-tools-2026",
   "project": "Roo Code",
   "repository": "https://github.com/RooCodeInc/Roo-Code/releases",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "The Best AI Coding Tools in 2026: CLI Agents, IDEs, and the Great Consolidation",
    "### Cline: the VS Code agent (pour one out for Roo Code)",
    "Its most famous fork, Roo Code, is gone: repo archived read-only May 15."
   ],
   "repository_evidence": [
    "The Best AI Coding Tools in 2026: CLI Agents, IDEs, and the Great Consolidation",
    "## Sources",
    "- Roo Code repository (archived May 15, 2026): [https://github.com/RooCodeInc/Roo-Code/releases](https://github.com/RooCodeInc/Roo-Code/releases)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://codemyspec.com/blog/best-ai-coding-tools-2026",
   "project": "Warp",
   "repository": "https://github.com/warpdotdev/warp",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "The Best AI Coding Tools in 2026: CLI Agents, IDEs, and the Great Consolidation",
    "## At a glance",
    "| Tool | Type | Pricing | Open source? | Best for |",
    "| Warp (Oz) | Terminal + agents | Freemium | Yes (core) | Orchestrating other agents |",
    "- **Warp (Oz)** took the most interesting angle: the terminal itself became the agent orchestrator."
   ],
   "repository_evidence": [
    "The Best AI Coding Tools in 2026: CLI Agents, IDEs, and the Great Consolidation",
    "## Sources",
    "- Warp open-source announcement, May 2026: [https://github.com/warpdotdev/warp](https://github.com/warpdotdev/warp)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://arxiv.org/html/2505.19253v2",
   "project": "GPT Researcher",
   "repository": "https://github.com/assafelovic/gpt-researcher",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "References",
    "- Elovic [2025] Assaf Elovic. GPT Researcher: LLM-based Autonomous Agent for Deep Research, 2025. URL [https://github.com/assafelovic/gpt-researcher](https://github.com/assafelovic/gpt-researcher)."
   ],
   "repository_evidence": [
    "References",
    "- Elovic [2025] Assaf Elovic. GPT Researcher: LLM-based Autonomous Agent for Deep Research, 2025. URL [https://github.com/assafelovic/gpt-researcher](https://github.com/assafelovic/gpt-researcher)."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://arxiv.org/html/2505.19253v2",
   "project": "Open Deep Research",
   "repository": "https://github.com/huggingface/smolagents/tree/main/examples/open_deep_research",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "References",
    "- HuggingFace [2025] HuggingFace. Open Deep Research, 2025. URL [https://github.com/huggingface/smolagents/tree/main/examples/open_deep_research](https://github.com/huggingface/smolagents/tree/main/examples/open_deep_research)."
   ],
   "repository_evidence": [
    "References",
    "- HuggingFace [2025] HuggingFace. Open Deep Research, 2025. URL [https://github.com/huggingface/smolagents/tree/main/examples/open_deep_research](https://github.com/huggingface/smolagents/tree/main/examples/open_deep_research)."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://terezatizkova.substack.com/p/ai-agents-landscape-6ea03939296e",
   "project": "AutoGPT",
   "repository": null,
   "stars": "140000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "#### A list of AI autonomous agents",
    "### [\ud83d\udc50 Open-source projects](https://github.com/e2b-dev/awesome-ai-agents#open_hands-open-source-projects)",
    "### [AutoGPT](https://agpt.co/?utm_source=awesome-ai-agents)",
    "An experimental open-source attempt to make GPT-4 fully autonomous, with >140k stars on GitHub"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "#### A list of AI autonomous agents",
    "### [\ud83d\udc50 Open-source projects](https://github.com/e2b-dev/awesome-ai-agents#open_hands-open-source-projects)",
    "### [AutoGPT](https://agpt.co/?utm_source=awesome-ai-agents)",
    "An experimental open-source attempt to make GPT-4 fully autonomous, with >140k stars on GitHub"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://arxiv.org/html/2412.10047v1",
   "project": "UFO",
   "repository": "https://github.com/microsoft/UFO",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Large Action Models: From Inception to Implementation",
    "In the following sections, we use the Windows GUI agent UFO (Zhang et al. 2024d)** * [https://github.com/microsoft/UFO](https://github.com/microsoft/UFO) as a case study to illustrate the process of building a robust LAM from the ground up."
   ],
   "repository_evidence": [
    "Large Action Models: From Inception to Implementation",
    "In the following sections, we use the Windows GUI agent UFO (Zhang et al. 2024d)** * [https://github.com/microsoft/UFO](https://github.com/microsoft/UFO) as a case study to illustrate the process of building a robust LAM from the ground up."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.lvtd.dev/?topic=aiagents",
   "project": "Composio",
   "repository": "https://github.com/ComposioHQ/composio",
   "stars": "29239",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Composio powers 1000+ toolkits, tool search, context management, authentication, and a sandboxed workbench to help you build AI agents that turn intent into action.",
    "[Website](https://docs.composio.dev) [GitHub](https://github.com/ComposioHQ/composio)"
   ],
   "repository_evidence": [
    "[Website](https://docs.composio.dev) [GitHub](https://github.com/ComposioHQ/composio)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.lvtd.dev/?topic=aiagents",
   "project": "Sim",
   "repository": "https://github.com/simstudioai/sim",
   "stars": "29121",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "[simstudioai/sim](/repos/simstudioai/sim/)\n Build, deploy, and orchestrate AI agents. Sim is the central intelligence layer for your AI workforce.",
    "[Website](https://www.sim.ai) [GitHub](https://github.com/simstudioai/sim)"
   ],
   "repository_evidence": [
    "[Website](https://www.sim.ai) [GitHub](https://github.com/simstudioai/sim)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.lvtd.dev/?topic=aiagents",
   "project": "PocketFlow",
   "repository": "https://github.com/The-Pocket/PocketFlow",
   "stars": "11014",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "[The-Pocket/PocketFlow](/repos/The-Pocket/PocketFlow/)\n Pocket Flow: 100-line LLM framework. Let Agents build Agents!",
    "[Website](https://the-pocket.github.io/PocketFlow/) [GitHub](https://github.com/The-Pocket/PocketFlow)"
   ],
   "repository_evidence": [
    "[Website](https://the-pocket.github.io/PocketFlow/) [GitHub](https://github.com/The-Pocket/PocketFlow)"
   ],
   "stars_evidence": [
    " 11,014\n\nstars"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.lvtd.dev/?topic=aiagents",
   "project": "PraisonAI",
   "repository": "https://github.com/MervinPraison/PraisonAI",
   "stars": "8448",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "[MervinPraison/PraisonAI](/repos/MervinPraison/PraisonAI/)\n PraisonAI \ud83e\udd9e \u2014 Hire a 24/7 AI Workforce. Stop writing boilerplate and start shipping autonomous self-improving agents that research, plan, code, and execute tasks. Deployed in 5 lines of code with built-in memory, RAG, and support for 100+ LLMs.",
    "[Website](https://praison.ai/docs) [GitHub](https://github.com/MervinPraison/PraisonAI)"
   ],
   "repository_evidence": [
    "[Website](https://praison.ai/docs) [GitHub](https://github.com/MervinPraison/PraisonAI)"
   ],
   "stars_evidence": [
    " 8,448\n\nstars"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.lvtd.dev/?topic=aiagents",
   "project": "Julep",
   "repository": "https://github.com/julep-ai/julep",
   "stars": "6595",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "[julep-ai/julep](/repos/julep-ai/julep/)\n Julep \u2014 durable, composable AI agents. Flows that crash and resume, retry safely, and explain every step.",
    "[Website](https://docs.julep.ai) [GitHub](https://github.com/julep-ai/julep)"
   ],
   "repository_evidence": [
    "[Website](https://docs.julep.ai) [GitHub](https://github.com/julep-ai/julep)"
   ],
   "stars_evidence": [
    " 6,595\n\nstars"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.lvtd.dev/?topic=aiagents",
   "project": "AG2",
   "repository": "https://github.com/ag2ai/ag2",
   "stars": "4770",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "[ag2ai/ag2](/repos/ag2ai/ag2/)\n AG2 (formerly AutoGen): The Open-Source AgentOS.Join us at: https://discord.gg/sNGSwQME3x",
    "[Website](https://ag2.ai) [GitHub](https://github.com/ag2ai/ag2)"
   ],
   "repository_evidence": [
    "[Website](https://ag2.ai) [GitHub](https://github.com/ag2ai/ag2)"
   ],
   "stars_evidence": [
    " 4,770\n\nstars"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.lvtd.dev/?topic=aiagents",
   "project": "Open Source version of Claude Cowork",
   "repository": "https://github.com/composio-community/open-claude-cowork",
   "stars": "4311",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "[composio-community/open-claude-cowork](/repos/composio-community/open-claude-cowork/)\n Open Source version of Claude Cowork with 500+ SaaS app integrations",
    "[GitHub](https://github.com/composio-community/open-claude-cowork)"
   ],
   "repository_evidence": [
    "[GitHub](https://github.com/composio-community/open-claude-cowork)"
   ],
   "stars_evidence": [
    " 4,311\n\nstars"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.lvtd.dev/?topic=aiagents",
   "project": "ai00_server",
   "repository": "https://github.com/Ai00-X/ai00_server",
   "stars": "620",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "[Ai00-X/ai00_server](/repos/Ai00-X/ai00_server/)\n The all-in-one RWKV runtime box with embed, RAG, AI agents, and more.",
    "[Website](https://ai00-x.github.io/ai00_server/) [GitHub](https://github.com/Ai00-X/ai00_server)"
   ],
   "repository_evidence": [
    "[Website](https://ai00-x.github.io/ai00_server/) [GitHub](https://github.com/Ai00-X/ai00_server)"
   ],
   "stars_evidence": [
    " 620\n\nstars"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.lvtd.dev/?topic=aiagents",
   "project": "chat2geo",
   "repository": "https://github.com/GeoRetina/chat2geo",
   "stars": "509",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "[GeoRetina/chat2geo](/repos/GeoRetina/chat2geo/)\n Chat2Geo delivers a ChatGPT-like experience tailored for remote-sensing-based geospatial analysis. Its mission is to democratize geospatial insights at scale by harnessing cutting-edge AI technologies, making advanced analysis accessible to everyone.",
    "[Website](https://www.georetina.com) [GitHub](https://github.com/GeoRetina/chat2geo)"
   ],
   "repository_evidence": [
    "[Website](https://www.georetina.com) [GitHub](https://github.com/GeoRetina/chat2geo)"
   ],
   "stars_evidence": [
    " 509\n\nstars"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.lvtd.dev/?topic=aiagents",
   "project": "evolving-agents",
   "repository": "https://github.com/matiasmolinas/evolving-agents",
   "stars": "452",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "[matiasmolinas/evolving-agents](/repos/matiasmolinas/evolving-agents/)\n Your toolkit for autonomous, evolving agent ecosystems. Create, execute, govern, and evolve agents that learn from experience, collaborate, build new capabilities, and operate safely within defined guardrails.",
    "[GitHub](https://github.com/matiasmolinas/evolving-agents)"
   ],
   "repository_evidence": [
    "[GitHub](https://github.com/matiasmolinas/evolving-agents)"
   ],
   "stars_evidence": [
    " 452\n\nstars"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.zerozr99.workers.dev/FoundationAgents/OpenManus",
   "project": "OpenManus",
   "repository": "https://github.com/FoundationAgents/OpenManus",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# FoundationAgents/OpenManus",
    "# \ud83d\udc4b OpenManus",
    "OpenManus: An open-source framework for building general AI agents"
   ],
   "repository_evidence": [
    "# FoundationAgents/OpenManus",
    "git clone https://github.zerozr99.workers.dev/FoundationAgents/OpenManus.git cd OpenManus"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.zerozr99.workers.dev/FoundationAgents/OpenManus",
   "project": "OpenManus-RL",
   "repository": "https://github.com/OpenManus/OpenManus-RL",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "We're also excited to introduce [OpenManus-RL](https://github.zerozr99.workers.dev/OpenManus/OpenManus-RL), an open-source project dedicated to reinforcement learning (RL)- based (such as GRPO) tuning methods for LLM agents, developed collaboratively by researchers from UIUC and OpenManus."
   ],
   "repository_evidence": [
    "We're also excited to introduce [OpenManus-RL](https://github.zerozr99.workers.dev/OpenManus/OpenManus-RL), an open-source project dedicated to reinforcement learning (RL)- based (such as GRPO) tuning methods for LLM agents, developed collaboratively by researchers from UIUC and OpenManus."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.zerozr99.workers.dev/FoundationAgents/OpenManus",
   "project": "anthropic-computer-use",
   "repository": "https://github.com/anthropics/anthropic-quickstarts/tree/main/computer-use-demo",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Thanks to [anthropic-computer-use](https://github.zerozr99.workers.dev/anthropics/anthropic-quickstarts/tree/main/computer-use-demo), [browser-use](https://github.zerozr99.workers.dev/browser-use/browser-use) and [crawl4ai](https://github.zerozr99.workers.dev/unclecode/crawl4ai) for providing basic support for this project!"
   ],
   "repository_evidence": [
    "Thanks to [anthropic-computer-use](https://github.zerozr99.workers.dev/anthropics/anthropic-quickstarts/tree/main/computer-use-demo), [browser-use](https://github.zerozr99.workers.dev/browser-use/browser-use) and [crawl4ai](https://github.zerozr99.workers.dev/unclecode/crawl4ai) for providing basic support for this project!"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.zerozr99.workers.dev/FoundationAgents/OpenManus",
   "project": "browser-use",
   "repository": "https://github.com/browser-use/browser-use",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Thanks to [anthropic-computer-use](https://github.zerozr99.workers.dev/anthropics/anthropic-quickstarts/tree/main/computer-use-demo), [browser-use](https://github.zerozr99.workers.dev/browser-use/browser-use) and [crawl4ai](https://github.zerozr99.workers.dev/unclecode/crawl4ai) for providing basic support for this project!"
   ],
   "repository_evidence": [
    "Thanks to [anthropic-computer-use](https://github.zerozr99.workers.dev/anthropics/anthropic-quickstarts/tree/main/computer-use-demo), [browser-use](https://github.zerozr99.workers.dev/browser-use/browser-use) and [crawl4ai](https://github.zerozr99.workers.dev/unclecode/crawl4ai) for providing basic support for this project!"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.zerozr99.workers.dev/FoundationAgents/OpenManus",
   "project": "crawl4ai",
   "repository": "https://github.com/unclecode/crawl4ai",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Thanks to [anthropic-computer-use](https://github.zerozr99.workers.dev/anthropics/anthropic-quickstarts/tree/main/computer-use-demo), [browser-use](https://github.zerozr99.workers.dev/browser-use/browser-use) and [crawl4ai](https://github.zerozr99.workers.dev/unclecode/crawl4ai) for providing basic support for this project!"
   ],
   "repository_evidence": [
    "Thanks to [anthropic-computer-use](https://github.zerozr99.workers.dev/anthropics/anthropic-quickstarts/tree/main/computer-use-demo), [browser-use](https://github.zerozr99.workers.dev/browser-use/browser-use) and [crawl4ai](https://github.zerozr99.workers.dev/unclecode/crawl4ai) for providing basic support for this project!"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.zerozr99.workers.dev/FoundationAgents/OpenManus",
   "project": "AAAJ",
   "repository": "https://github.com/metauto-ai/agent-as-a-judge",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Additionally, we are grateful to [AAAJ](https://github.zerozr99.workers.dev/metauto-ai/agent-as-a-judge), [MetaGPT](https://github.zerozr99.workers.dev/geekan/MetaGPT), [OpenHands](https://github.zerozr99.workers.dev/All-Hands-AI/OpenHands) and [SWE-agent](https://github.zerozr99.workers.dev/SWE-agent/SWE-agent)."
   ],
   "repository_evidence": [
    "Additionally, we are grateful to [AAAJ](https://github.zerozr99.workers.dev/metauto-ai/agent-as-a-judge), [MetaGPT](https://github.zerozr99.workers.dev/geekan/MetaGPT), [OpenHands](https://github.zerozr99.workers.dev/All-Hands-AI/OpenHands) and [SWE-agent](https://github.zerozr99.workers.dev/SWE-agent/SWE-agent)."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.zerozr99.workers.dev/FoundationAgents/OpenManus",
   "project": "MetaGPT",
   "repository": "https://github.com/geekan/MetaGPT",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Additionally, we are grateful to [AAAJ](https://github.zerozr99.workers.dev/metauto-ai/agent-as-a-judge), [MetaGPT](https://github.zerozr99.workers.dev/geekan/MetaGPT), [OpenHands](https://github.zerozr99.workers.dev/All-Hands-AI/OpenHands) and [SWE-agent](https://github.zerozr99.workers.dev/SWE-agent/SWE-agent)."
   ],
   "repository_evidence": [
    "Additionally, we are grateful to [AAAJ](https://github.zerozr99.workers.dev/metauto-ai/agent-as-a-judge), [MetaGPT](https://github.zerozr99.workers.dev/geekan/MetaGPT), [OpenHands](https://github.zerozr99.workers.dev/All-Hands-AI/OpenHands) and [SWE-agent](https://github.zerozr99.workers.dev/SWE-agent/SWE-agent)."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.zerozr99.workers.dev/FoundationAgents/OpenManus",
   "project": "OpenHands",
   "repository": "https://github.com/All-Hands-AI/OpenHands",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Additionally, we are grateful to [AAAJ](https://github.zerozr99.workers.dev/metauto-ai/agent-as-a-judge), [MetaGPT](https://github.zerozr99.workers.dev/geekan/MetaGPT), [OpenHands](https://github.zerozr99.workers.dev/All-Hands-AI/OpenHands) and [SWE-agent](https://github.zerozr99.workers.dev/SWE-agent/SWE-agent)."
   ],
   "repository_evidence": [
    "Additionally, we are grateful to [AAAJ](https://github.zerozr99.workers.dev/metauto-ai/agent-as-a-judge), [MetaGPT](https://github.zerozr99.workers.dev/geekan/MetaGPT), [OpenHands](https://github.zerozr99.workers.dev/All-Hands-AI/OpenHands) and [SWE-agent](https://github.zerozr99.workers.dev/SWE-agent/SWE-agent)."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.zerozr99.workers.dev/FoundationAgents/OpenManus",
   "project": "SWE-agent",
   "repository": "https://github.com/SWE-agent/SWE-agent",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Additionally, we are grateful to [AAAJ](https://github.zerozr99.workers.dev/metauto-ai/agent-as-a-judge), [MetaGPT](https://github.zerozr99.workers.dev/geekan/MetaGPT), [OpenHands](https://github.zerozr99.workers.dev/All-Hands-AI/OpenHands) and [SWE-agent](https://github.zerozr99.workers.dev/SWE-agent/SWE-agent)."
   ],
   "repository_evidence": [
    "Additionally, we are grateful to [AAAJ](https://github.zerozr99.workers.dev/metauto-ai/agent-as-a-judge), [MetaGPT](https://github.zerozr99.workers.dev/geekan/MetaGPT), [OpenHands](https://github.zerozr99.workers.dev/All-Hands-AI/OpenHands) and [SWE-agent](https://github.zerozr99.workers.dev/SWE-agent/SWE-agent)."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://medium.com/@billtcheng2013/autonomous-agent-part-2-502cf03dacb5",
   "project": "LangGraph",
   "repository": "https://github.com/langchain-ai/langgraph",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Autonomous Agent: Part 2",
    "Frameworks",
    "2025.3: [LangGraph](https://github.com/langchain-ai/langgraph), [OpenAI Agents SDK](https://github.com/openai/openai-agents-python), [smolagents](https://github.com/huggingface/smolagents), [CrewAI](https://github.com/crewAIInc/crewAI), [AutoGen](https://github.com/microsoft/autogen), [Semantic Kernel](https://github.com/microsoft/semantic-kernel), [LlamaIndex](https://github.com/run-llama/llama_index), [Strands Agents SDK](https://strandsagents.com/), [Pydantic AI](https://ai.pydantic.dev/)"
   ],
   "repository_evidence": [
    "Autonomous Agent: Part 2",
    "Frameworks",
    "2025.3: [LangGraph](https://github.com/langchain-ai/langgraph), [OpenAI Agents SDK](https://github.com/openai/openai-agents-python), [smolagents](https://github.com/huggingface/smolagents), [CrewAI](https://github.com/crewAIInc/crewAI), [AutoGen](https://github.com/microsoft/autogen), [Semantic Kernel](https://github.com/microsoft/semantic-kernel), [LlamaIndex](https://github.com/run-llama/llama_index), [Strands Agents SDK](https://strandsagents.com/), [Pydantic AI](https://ai.pydantic.dev/)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://medium.com/@billtcheng2013/autonomous-agent-part-2-502cf03dacb5",
   "project": "OpenAI Agents SDK",
   "repository": "https://github.com/openai/openai-agents-python",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Autonomous Agent: Part 2",
    "Frameworks",
    "2025.3: [LangGraph](https://github.com/langchain-ai/langgraph), [OpenAI Agents SDK](https://github.com/openai/openai-agents-python), [smolagents](https://github.com/huggingface/smolagents), [CrewAI](https://github.com/crewAIInc/crewAI), [AutoGen](https://github.com/microsoft/autogen), [Semantic Kernel](https://github.com/microsoft/semantic-kernel), [LlamaIndex](https://github.com/run-llama/llama_index), [Strands Agents SDK](https://strandsagents.com/), [Pydantic AI](https://ai.pydantic.dev/)"
   ],
   "repository_evidence": [
    "Autonomous Agent: Part 2",
    "Frameworks",
    "2025.3: [LangGraph](https://github.com/langchain-ai/langgraph), [OpenAI Agents SDK](https://github.com/openai/openai-agents-python), [smolagents](https://github.com/huggingface/smolagents), [CrewAI](https://github.com/crewAIInc/crewAI), [AutoGen](https://github.com/microsoft/autogen), [Semantic Kernel](https://github.com/microsoft/semantic-kernel), [LlamaIndex](https://github.com/run-llama/llama_index), [Strands Agents SDK](https://strandsagents.com/), [Pydantic AI](https://ai.pydantic.dev/)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://medium.com/@billtcheng2013/autonomous-agent-part-2-502cf03dacb5",
   "project": "smolagents",
   "repository": "https://github.com/huggingface/smolagents",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Autonomous Agent: Part 2",
    "Frameworks",
    "2025.3: [LangGraph](https://github.com/langchain-ai/langgraph), [OpenAI Agents SDK](https://github.com/openai/openai-agents-python), [smolagents](https://github.com/huggingface/smolagents), [CrewAI](https://github.com/crewAIInc/crewAI), [AutoGen](https://github.com/microsoft/autogen), [Semantic Kernel](https://github.com/microsoft/semantic-kernel), [LlamaIndex](https://github.com/run-llama/llama_index), [Strands Agents SDK](https://strandsagents.com/), [Pydantic AI](https://ai.pydantic.dev/)"
   ],
   "repository_evidence": [
    "Autonomous Agent: Part 2",
    "Frameworks",
    "2025.3: [LangGraph](https://github.com/langchain-ai/langgraph), [OpenAI Agents SDK](https://github.com/openai/openai-agents-python), [smolagents](https://github.com/huggingface/smolagents), [CrewAI](https://github.com/crewAIInc/crewAI), [AutoGen](https://github.com/microsoft/autogen), [Semantic Kernel](https://github.com/microsoft/semantic-kernel), [LlamaIndex](https://github.com/run-llama/llama_index), [Strands Agents SDK](https://strandsagents.com/), [Pydantic AI](https://ai.pydantic.dev/)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://medium.com/@billtcheng2013/autonomous-agent-part-2-502cf03dacb5",
   "project": "CrewAI",
   "repository": "https://github.com/crewAIInc/crewAI",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Autonomous Agent: Part 2",
    "Frameworks",
    "2025.3: [LangGraph](https://github.com/langchain-ai/langgraph), [OpenAI Agents SDK](https://github.com/openai/openai-agents-python), [smolagents](https://github.com/huggingface/smolagents), [CrewAI](https://github.com/crewAIInc/crewAI), [AutoGen](https://github.com/microsoft/autogen), [Semantic Kernel](https://github.com/microsoft/semantic-kernel), [LlamaIndex](https://github.com/run-llama/llama_index), [Strands Agents SDK](https://strandsagents.com/), [Pydantic AI](https://ai.pydantic.dev/)"
   ],
   "repository_evidence": [
    "Autonomous Agent: Part 2",
    "Frameworks",
    "2025.3: [LangGraph](https://github.com/langchain-ai/langgraph), [OpenAI Agents SDK](https://github.com/openai/openai-agents-python), [smolagents](https://github.com/huggingface/smolagents), [CrewAI](https://github.com/crewAIInc/crewAI), [AutoGen](https://github.com/microsoft/autogen), [Semantic Kernel](https://github.com/microsoft/semantic-kernel), [LlamaIndex](https://github.com/run-llama/llama_index), [Strands Agents SDK](https://strandsagents.com/), [Pydantic AI](https://ai.pydantic.dev/)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://medium.com/@billtcheng2013/autonomous-agent-part-2-502cf03dacb5",
   "project": "AutoGen",
   "repository": "https://github.com/microsoft/autogen",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Autonomous Agent: Part 2",
    "Frameworks",
    "2025.3: [LangGraph](https://github.com/langchain-ai/langgraph), [OpenAI Agents SDK](https://github.com/openai/openai-agents-python), [smolagents](https://github.com/huggingface/smolagents), [CrewAI](https://github.com/crewAIInc/crewAI), [AutoGen](https://github.com/microsoft/autogen), [Semantic Kernel](https://github.com/microsoft/semantic-kernel), [LlamaIndex](https://github.com/run-llama/llama_index), [Strands Agents SDK](https://strandsagents.com/), [Pydantic AI](https://ai.pydantic.dev/)"
   ],
   "repository_evidence": [
    "Autonomous Agent: Part 2",
    "Frameworks",
    "2025.3: [LangGraph](https://github.com/langchain-ai/langgraph), [OpenAI Agents SDK](https://github.com/openai/openai-agents-python), [smolagents](https://github.com/huggingface/smolagents), [CrewAI](https://github.com/crewAIInc/crewAI), [AutoGen](https://github.com/microsoft/autogen), [Semantic Kernel](https://github.com/microsoft/semantic-kernel), [LlamaIndex](https://github.com/run-llama/llama_index), [Strands Agents SDK](https://strandsagents.com/), [Pydantic AI](https://ai.pydantic.dev/)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://medium.com/@billtcheng2013/autonomous-agent-part-2-502cf03dacb5",
   "project": "Semantic Kernel",
   "repository": "https://github.com/microsoft/semantic-kernel",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Autonomous Agent: Part 2",
    "Frameworks",
    "2025.3: [LangGraph](https://github.com/langchain-ai/langgraph), [OpenAI Agents SDK](https://github.com/openai/openai-agents-python), [smolagents](https://github.com/huggingface/smolagents), [CrewAI](https://github.com/crewAIInc/crewAI), [AutoGen](https://github.com/microsoft/autogen), [Semantic Kernel](https://github.com/microsoft/semantic-kernel), [LlamaIndex](https://github.com/run-llama/llama_index), [Strands Agents SDK](https://strandsagents.com/), [Pydantic AI](https://ai.pydantic.dev/)"
   ],
   "repository_evidence": [
    "Autonomous Agent: Part 2",
    "Frameworks",
    "2025.3: [LangGraph](https://github.com/langchain-ai/langgraph), [OpenAI Agents SDK](https://github.com/openai/openai-agents-python), [smolagents](https://github.com/huggingface/smolagents), [CrewAI](https://github.com/crewAIInc/crewAI), [AutoGen](https://github.com/microsoft/autogen), [Semantic Kernel](https://github.com/microsoft/semantic-kernel), [LlamaIndex](https://github.com/run-llama/llama_index), [Strands Agents SDK](https://strandsagents.com/), [Pydantic AI](https://ai.pydantic.dev/)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://medium.com/@billtcheng2013/autonomous-agent-part-2-502cf03dacb5",
   "project": "LlamaIndex",
   "repository": "https://github.com/run-llama/llama_index",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Autonomous Agent: Part 2",
    "Frameworks",
    "2025.3: [LangGraph](https://github.com/langchain-ai/langgraph), [OpenAI Agents SDK](https://github.com/openai/openai-agents-python), [smolagents](https://github.com/huggingface/smolagents), [CrewAI](https://github.com/crewAIInc/crewAI), [AutoGen](https://github.com/microsoft/autogen), [Semantic Kernel](https://github.com/microsoft/semantic-kernel), [LlamaIndex](https://github.com/run-llama/llama_index), [Strands Agents SDK](https://strandsagents.com/), [Pydantic AI](https://ai.pydantic.dev/)"
   ],
   "repository_evidence": [
    "Autonomous Agent: Part 2",
    "Frameworks",
    "2025.3: [LangGraph](https://github.com/langchain-ai/langgraph), [OpenAI Agents SDK](https://github.com/openai/openai-agents-python), [smolagents](https://github.com/huggingface/smolagents), [CrewAI](https://github.com/crewAIInc/crewAI), [AutoGen](https://github.com/microsoft/autogen), [Semantic Kernel](https://github.com/microsoft/semantic-kernel), [LlamaIndex](https://github.com/run-llama/llama_index), [Strands Agents SDK](https://strandsagents.com/), [Pydantic AI](https://ai.pydantic.dev/)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://medium.com/@billtcheng2013/autonomous-agent-part-2-502cf03dacb5",
   "project": "fabric",
   "repository": "https://github.com/danielmiessler/fabric",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Autonomous Agent: Part 2",
    "[fabric](https://github.com/danielmiessler/fabric) organizes prompts by real-world task, allowing people to create, collect, and organize their most important AI solutions in a single place for use in their favorite tools, e.g. [extract_wisdom](https://github.com/danielmiessler/Fabric/blob/main/data/patterns/extract_wisdom/system.md)"
   ],
   "repository_evidence": [
    "Autonomous Agent: Part 2",
    "[fabric](https://github.com/danielmiessler/fabric) organizes prompts by real-world task, allowing people to create, collect, and organize their most important AI solutions in a single place for use in their favorite tools, e.g. [extract_wisdom](https://github.com/danielmiessler/Fabric/blob/main/data/patterns/extract_wisdom/system.md)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://medium.com/@billtcheng2013/autonomous-agent-part-2-502cf03dacb5",
   "project": "Apache Gravitino",
   "repository": "https://github.com/apache/gravitino",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Autonomous Agent: Part 2",
    "[Apache (incubating) Gravitino](https://github.com/apache/gravitino) is a high-performance, geo-distributed, and federated metadata lake."
   ],
   "repository_evidence": [
    "Autonomous Agent: Part 2",
    "[Apache (incubating) Gravitino](https://github.com/apache/gravitino) is a high-performance, geo-distributed, and federated metadata lake."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://medium.com/@billtcheng2013/autonomous-agent-part-2-502cf03dacb5",
   "project": "cuga-agent",
   "repository": "https://github.com/cuga-project/cuga-agent",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Autonomous Agent: Part 2",
    "[cuga.dev](https://github.com/cuga-project/cuga-agent): open-source generalist agent framework from IBM Research, purpose-built for enterprise automation"
   ],
   "repository_evidence": [
    "Autonomous Agent: Part 2",
    "[cuga.dev](https://github.com/cuga-project/cuga-agent): open-source generalist agent framework from IBM Research, purpose-built for enterprise automation"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://vantaige.io/ai-tool/haystack/alternatives",
   "project": "LlamaIndex",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Best Haystack Alternatives in 2026",
    "LlamaIndex is an open-source data framework for building RAG applications over private data, developed by LlamaIndex, Inc."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://vantaige.io/ai-tool/haystack/alternatives",
   "project": "PydanticAI",
   "repository": null,
   "stars": "16000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Best Haystack Alternatives in 2026",
    "PydanticAI is an open-source Python framework for building production-grade AI agents."
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# Best Haystack Alternatives in 2026",
    "Free, MIT-licensed, 16k+ GitHub stars."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://vantaige.io/ai-tool/haystack/alternatives",
   "project": "Quivr",
   "repository": null,
   "stars": "39000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Best Haystack Alternatives in 2026",
    "Quivr is an open-source Python library for adding retrieval-augmented generation to any application."
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# Best Haystack Alternatives in 2026",
    "Built by a YC W24 team, with 39,000+ GitHub stars since its 2023 launch."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://vantaige.io/ai-tool/haystack/alternatives",
   "project": "Agno",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Best Haystack Alternatives in 2026",
    "Agno is an open-source Python framework for building multi-agent AI systems, rebranded from Phidata in January 2025."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://vantaige.io/ai-tool/haystack/alternatives",
   "project": "Langflow",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Best Haystack Alternatives in 2026",
    "Langflow is an open-source visual builder for LLM pipelines, RAG applications, and multi-agent workflows."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://vantaige.io/ai-tool/haystack/alternatives",
   "project": "Mastra",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Best Haystack Alternatives in 2026",
    "Mastra is an open-source TypeScript framework for building production AI agents, from the team behind Gatsby."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://vantaige.io/ai-tool/haystack/alternatives",
   "project": "DSPy",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Best Haystack Alternatives in 2026",
    "DSPy is a Stanford NLP framework that treats prompt engineering as a compiler problem: you write typed signatures and modules, define a metric, and an optimizer searches for the best prompts automatically."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://vantaige.io/ai-tool/haystack/alternatives",
   "project": "smolagents",
   "repository": null,
   "stars": "1000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Best Haystack Alternatives in 2026",
    "smolagents is Hugging Face's open-source Python library for building AI agents that write code as actions rather than JSON tool calls."
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# Best Haystack Alternatives in 2026",
    "Apache 2.0, ~1,000 lines of core code, supports 100-plus LLMs including local models via Ollama and Transformers."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://vantaige.io/ai-tool/haystack/alternatives",
   "project": "Genkit",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Best Haystack Alternatives in 2026",
    "Genkit is Google's open-source AI framework for TypeScript, Go, and Python developers."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://vantaige.io/ai-tool/haystack/alternatives",
   "project": "Dify",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Best Haystack Alternatives in 2026",
    "Dify is an Apache 2.0 open-source platform for building production-ready LLM applications."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://agentscout.live/tech/ai-agents/insight/ai-agent-framework-consolidation-developer-preference-shifts",
   "project": "AutoGen",
   "repository": "https://github.com/microsoft/autogen",
   "stars": "55930",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "| Framework | GitHub Stars | PyPI Monthly Downloads | Status |",
    "| AutoGen | 55,930 | 404K | Maintenance Mode |",
    "## Current State: 2026"
   ],
   "repository_evidence": [
    "- [AutoGen GitHub Repository](https://github.com/microsoft/autogen) \u2014 Microsoft, 2026-03"
   ],
   "stars_evidence": [
    "| Framework | GitHub Stars | PyPI Monthly Downloads | Status |",
    "| AutoGen | 55,930 | 404K | Maintenance Mode |",
    "## Current State: 2026"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://agentscout.live/tech/ai-agents/insight/ai-agent-framework-consolidation-developer-preference-shifts",
   "project": "CrewAI",
   "repository": "https://github.com/crewAIInc/crewAI",
   "stars": "46669",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "| Framework | GitHub Stars | PyPI Monthly Downloads | Status |",
    "| CrewAI | 46,669 | 5.77M | Active Development |",
    "## Current State: 2026"
   ],
   "repository_evidence": [
    "- [CrewAI GitHub Repository](https://github.com/crewAIInc/crewAI) \u2014 CrewAI Inc, 2026-03"
   ],
   "stars_evidence": [
    "| Framework | GitHub Stars | PyPI Monthly Downloads | Status |",
    "| CrewAI | 46,669 | 5.77M | Active Development |",
    "## Current State: 2026"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://agentscout.live/tech/ai-agents/insight/ai-agent-framework-consolidation-developer-preference-shifts",
   "project": "LangGraph",
   "repository": "https://github.com/langchain-ai/langgraph",
   "stars": "26980",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "| Framework | GitHub Stars | PyPI Monthly Downloads | Status |",
    "| LangGraph | 26,980 | 41.1M | Active Development |",
    "## Current State: 2026"
   ],
   "repository_evidence": [
    "- [LangGraph GitHub Repository](https://github.com/langchain-ai/langgraph) \u2014 LangChain, 2026-03"
   ],
   "stars_evidence": [
    "| Framework | GitHub Stars | PyPI Monthly Downloads | Status |",
    "| LangGraph | 26,980 | 41.1M | Active Development |",
    "## Current State: 2026"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://agentscout.live/tech/ai-agents/insight/ai-agent-framework-consolidation-developer-preference-shifts",
   "project": "OpenAI Swarm",
   "repository": "https://github.com/openai/swarm",
   "stars": "21197",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "| Framework | GitHub Stars | PyPI Monthly Downloads | Status |",
    "| OpenAI Swarm | 21,197 | N/A (Deprecated) | Deprecated |",
    "## Current State: 2026"
   ],
   "repository_evidence": [
    "- [OpenAI Swarm GitHub Repository](https://github.com/openai/swarm) \u2014 OpenAI, 2025-03"
   ],
   "stars_evidence": [
    "| Framework | GitHub Stars | PyPI Monthly Downloads | Status |",
    "| OpenAI Swarm | 21,197 | N/A (Deprecated) | Deprecated |",
    "## Current State: 2026"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://agentscout.live/tech/ai-agents/insight/ai-agent-framework-consolidation-developer-preference-shifts",
   "project": "OpenAI Agents SDK",
   "repository": "https://github.com/openai/openai-agents-python",
   "stars": "20153",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "| Framework | GitHub Stars | PyPI Monthly Downloads | Status |",
    "| OpenAI Agents SDK | 20,153 | 18.2M | Active Development |",
    "## Current State: 2026"
   ],
   "repository_evidence": [
    "- [OpenAI Agents SDK GitHub Repository](https://github.com/openai/openai-agents-python) \u2014 OpenAI, 2026-03"
   ],
   "stars_evidence": [
    "| Framework | GitHub Stars | PyPI Monthly Downloads | Status |",
    "| OpenAI Agents SDK | 20,153 | 18.2M | Active Development |",
    "## Current State: 2026"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://agentscout.live/tech/ai-agents/insight/ai-agent-framework-consolidation-developer-preference-shifts",
   "project": "Google ADK",
   "repository": "https://github.com/google/adk-python",
   "stars": "18491",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "| Framework | GitHub Stars | PyPI Monthly Downloads | Status |",
    "| Google ADK | 18,491 | N/A | Active Development |",
    "## Current State: 2026"
   ],
   "repository_evidence": [
    "- [Google ADK Python](https://github.com/google/adk-python) \u2014 Google, 2026-03"
   ],
   "stars_evidence": [
    "| Framework | GitHub Stars | PyPI Monthly Downloads | Status |",
    "| Google ADK | 18,491 | N/A | Active Development |",
    "## Current State: 2026"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://agentscout.live/tech/ai-agents/insight/ai-agent-framework-consolidation-developer-preference-shifts",
   "project": "PydanticAI",
   "repository": "https://github.com/pydantic/pydantic-ai",
   "stars": "15613",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "| Framework | GitHub Stars | PyPI Monthly Downloads | Status |",
    "| PydanticAI | 15,613 | N/A | Active Development |",
    "## Current State: 2026"
   ],
   "repository_evidence": [
    "- [PydanticAI GitHub Repository](https://github.com/pydantic/pydantic-ai) \u2014 Pydantic, 2026-03"
   ],
   "stars_evidence": [
    "| Framework | GitHub Stars | PyPI Monthly Downloads | Status |",
    "| PydanticAI | 15,613 | N/A | Active Development |",
    "## Current State: 2026"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://academy.kspl.tech/blog/ai-tool-deep-dive-goose",
   "project": "Goose",
   "repository": "https://github.com/aaif-goose/goose",
   "stars": "27000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Goose by Block in 2026: Deep-Dive Review \u2014 Recipes, MCP, and When It Beats Claude Code",
    "Goose is Block's open-source AI agent: Apache 2.0, 27K+ GitHub stars, desktop app plus CLI plus API, model-agnostic across 25+ providers."
   ],
   "repository_evidence": [
    "Goose by Block in 2026: Deep-Dive Review \u2014 Recipes, MCP, and When It Beats Claude Code",
    "[GitHub: aaif-goose/goose](https://github.com/aaif-goose/goose) Here is what a minimal Recipe looks like:"
   ],
   "stars_evidence": [
    "Goose by Block in 2026: Deep-Dive Review \u2014 Recipes, MCP, and When It Beats Claude Code",
    "Goose is Block's open-source AI agent: Apache 2.0, 27K+ GitHub stars, desktop app plus CLI plus API, model-agnostic across 25+ providers."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://bytetunnels.com/posts/browser-agent-frameworks-compared-browser-use-vs-stagehand-vs-skyvern",
   "project": "Stagehand",
   "repository": null,
   "stars": "20000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Browser Agent Frameworks Compared: Browser Use vs Stagehand vs Skyvern",
    "Stagehand, built by Browserbase, takes the opposite approach.",
    "With over 20,000 GitHub stars, it has become the leading TypeScript framework for AI-augmented browser automation."
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "Browser Agent Frameworks Compared: Browser Use vs Stagehand vs Skyvern",
    "Stagehand, built by Browserbase, takes the opposite approach.",
    "With over 20,000 GitHub stars, it has become the leading TypeScript framework for AI-augmented browser automation."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://arxiv.org/pdf/2511.11332v1",
   "project": "UFO3",
   "repository": "https://github.com/microsoft/UFO/",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "UFO3: Weaving the Digital Agent Galaxy",
    "The entire project is open-sourced at https://github.com/microsoft/UFO/, accompanied\nby detailed documentation and tutorials at https://microsoft.github.io/UFO/"
   ],
   "repository_evidence": [
    "UFO3: Weaving the Digital Agent Galaxy",
    "The entire project is open-sourced at https://github.com/microsoft/UFO/, accompanied\nby detailed documentation and tutorials at https://microsoft.github.io/UFO/"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/hiromima/OpenManus",
   "project": "OpenManus",
   "repository": "https://github.com/mannaandpoem/OpenManus",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "OpenManus is built by contributors from MetaGPT.",
    "# \ud83d\udc4b OpenManus"
   ],
   "repository_evidence": [
    "git clone https://github.com/mannaandpoem/OpenManus.git cd OpenManus",
    "# \ud83d\udc4b OpenManus"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/hiromima/OpenManus",
   "project": "OpenManus-RL",
   "repository": "https://github.com/OpenManus/OpenManus-RL",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "We're also excited to introduce [OpenManus-RL](https://github.com/OpenManus/OpenManus-RL), an open-source project dedicated to reinforcement learning (RL)- based (such as GRPO) tuning methods for LLM agents, developed collaboratively by researchers from UIUC and OpenManus.",
    "# \ud83d\udc4b OpenManus"
   ],
   "repository_evidence": [
    "We're also excited to introduce [OpenManus-RL](https://github.com/OpenManus/OpenManus-RL), an open-source project dedicated to reinforcement learning (RL)- based (such as GRPO) tuning methods for LLM agents, developed collaboratively by researchers from UIUC and OpenManus.",
    "# \ud83d\udc4b OpenManus"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/hiromima/OpenManus",
   "project": "anthropic-computer-use",
   "repository": "https://github.com/anthropics/anthropic-quickstarts/tree/main/computer-use-demo",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Thanks to [anthropic-computer-use](https://github.com/anthropics/anthropic-quickstarts/tree/main/computer-use-demo) and [browser-use](https://github.com/browser-use/browser-use) for providing basic support for this project!",
    "## Acknowledgement"
   ],
   "repository_evidence": [
    "Thanks to [anthropic-computer-use](https://github.com/anthropics/anthropic-quickstarts/tree/main/computer-use-demo) and [browser-use](https://github.com/browser-use/browser-use) for providing basic support for this project!",
    "## Acknowledgement"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/hiromima/OpenManus",
   "project": "browser-use",
   "repository": "https://github.com/browser-use/browser-use",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Thanks to [anthropic-computer-use](https://github.com/anthropics/anthropic-quickstarts/tree/main/computer-use-demo) and [browser-use](https://github.com/browser-use/browser-use) for providing basic support for this project!",
    "## Acknowledgement"
   ],
   "repository_evidence": [
    "Thanks to [anthropic-computer-use](https://github.com/anthropics/anthropic-quickstarts/tree/main/computer-use-demo) and [browser-use](https://github.com/browser-use/browser-use) for providing basic support for this project!",
    "## Acknowledgement"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/hiromima/OpenManus",
   "project": "AAAJ",
   "repository": "https://github.com/metauto-ai/agent-as-a-judge",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Additionally, we are grateful to [AAAJ](https://github.com/metauto-ai/agent-as-a-judge), [MetaGPT](https://github.com/geekan/MetaGPT), [OpenHands](https://github.com/All-Hands-AI/OpenHands) and [SWE-agent](https://github.com/SWE-agent/SWE-agent).",
    "## Acknowledgement"
   ],
   "repository_evidence": [
    "Additionally, we are grateful to [AAAJ](https://github.com/metauto-ai/agent-as-a-judge), [MetaGPT](https://github.com/geekan/MetaGPT), [OpenHands](https://github.com/All-Hands-AI/OpenHands) and [SWE-agent](https://github.com/SWE-agent/SWE-agent).",
    "## Acknowledgement"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/hiromima/OpenManus",
   "project": "MetaGPT",
   "repository": "https://github.com/geekan/MetaGPT",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Additionally, we are grateful to [AAAJ](https://github.com/metauto-ai/agent-as-a-judge), [MetaGPT](https://github.com/geekan/MetaGPT), [OpenHands](https://github.com/All-Hands-AI/OpenHands) and [SWE-agent](https://github.com/SWE-agent/SWE-agent).",
    "## Acknowledgement"
   ],
   "repository_evidence": [
    "Additionally, we are grateful to [AAAJ](https://github.com/metauto-ai/agent-as-a-judge), [MetaGPT](https://github.com/geekan/MetaGPT), [OpenHands](https://github.com/All-Hands-AI/OpenHands) and [SWE-agent](https://github.com/SWE-agent/SWE-agent).",
    "## Acknowledgement"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/hiromima/OpenManus",
   "project": "OpenHands",
   "repository": "https://github.com/All-Hands-AI/OpenHands",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Additionally, we are grateful to [AAAJ](https://github.com/metauto-ai/agent-as-a-judge), [MetaGPT](https://github.com/geekan/MetaGPT), [OpenHands](https://github.com/All-Hands-AI/OpenHands) and [SWE-agent](https://github.com/SWE-agent/SWE-agent).",
    "## Acknowledgement"
   ],
   "repository_evidence": [
    "Additionally, we are grateful to [AAAJ](https://github.com/metauto-ai/agent-as-a-judge), [MetaGPT](https://github.com/geekan/MetaGPT), [OpenHands](https://github.com/All-Hands-AI/OpenHands) and [SWE-agent](https://github.com/SWE-agent/SWE-agent).",
    "## Acknowledgement"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/hiromima/OpenManus",
   "project": "SWE-agent",
   "repository": "https://github.com/SWE-agent/SWE-agent",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Additionally, we are grateful to [AAAJ](https://github.com/metauto-ai/agent-as-a-judge), [MetaGPT](https://github.com/geekan/MetaGPT), [OpenHands](https://github.com/All-Hands-AI/OpenHands) and [SWE-agent](https://github.com/SWE-agent/SWE-agent).",
    "## Acknowledgement"
   ],
   "repository_evidence": [
    "Additionally, we are grateful to [AAAJ](https://github.com/metauto-ai/agent-as-a-judge), [MetaGPT](https://github.com/geekan/MetaGPT), [OpenHands](https://github.com/All-Hands-AI/OpenHands) and [SWE-agent](https://github.com/SWE-agent/SWE-agent).",
    "## Acknowledgement"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://winder.ai/comparison-open-source-llm-frameworks-pipelining",
   "project": "LangChain",
   "repository": "https://github.com/langchain-ai/langchain",
   "stars": "89300",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# A Comparison of Open Source LLM Frameworks for Pipelining",
    "Open-source LLM frameworks fall into three categories: orchestration libraries (LangChain, LlamaIndex, Haystack) that connect models to data and tools; low-code platforms (Botpress, Dify, Flowise, Helix, Danswer) that let teams build LLM applications visually; and RAG-oriented search tools (Typesense, Verba, Inkeep) that handle retrieval over private data.",
    "Open Source LLM Frameworks Compared",
    "| Framework | Category | Licence | GitHub stars | Best for | Main weakness |",
    "| LangChain | Orchestration library | MIT | 89.3k | General-purpose pipelines, multi-model apps, agent workflows | Frequent breaking changes between versions |"
   ],
   "repository_evidence": [
    "# A Comparison of Open Source LLM Frameworks for Pipelining",
    "### [LangChain](https://github.com/langchain-ai/langchain)"
   ],
   "stars_evidence": [
    "Open Source LLM Frameworks Compared",
    "| Framework | Category | Licence | GitHub stars | Best for | Main weakness |",
    "| LangChain | Orchestration library | MIT | 89.3k | General-purpose pipelines, multi-model apps, agent workflows | Frequent breaking changes between versions |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://winder.ai/comparison-open-source-llm-frameworks-pipelining",
   "project": "LlamaIndex",
   "repository": "https://github.com/run-llama/llama_index",
   "stars": "33700",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# A Comparison of Open Source LLM Frameworks for Pipelining",
    "Open-source LLM frameworks fall into three categories: orchestration libraries (LangChain, LlamaIndex, Haystack) that connect models to data and tools; low-code platforms (Botpress, Dify, Flowise, Helix, Danswer) that let teams build LLM applications visually; and RAG-oriented search tools (Typesense, Verba, Inkeep) that handle retrieval over private data.",
    "Open Source LLM Frameworks Compared",
    "| Framework | Category | Licence | GitHub stars | Best for | Main weakness |",
    "| LlamaIndex | Orchestration library | MIT | 33.7k | Search and retrieval with rich document metadata | Documentation often lags releases |"
   ],
   "repository_evidence": [
    "# A Comparison of Open Source LLM Frameworks for Pipelining",
    "### [LlamaIndex](https://github.com/run-llama/llama_index)"
   ],
   "stars_evidence": [
    "Open Source LLM Frameworks Compared",
    "| Framework | Category | Licence | GitHub stars | Best for | Main weakness |",
    "| LlamaIndex | Orchestration library | MIT | 33.7k | Search and retrieval with rich document metadata | Documentation often lags releases |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://winder.ai/comparison-open-source-llm-frameworks-pipelining",
   "project": "Haystack",
   "repository": "https://github.com/deepset-ai/haystack",
   "stars": "14700",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# A Comparison of Open Source LLM Frameworks for Pipelining",
    "Open-source LLM frameworks fall into three categories: orchestration libraries (LangChain, LlamaIndex, Haystack) that connect models to data and tools; low-code platforms (Botpress, Dify, Flowise, Helix, Danswer) that let teams build LLM applications visually; and RAG-oriented search tools (Typesense, Verba, Inkeep) that handle retrieval over private data.",
    "Open Source LLM Frameworks Compared",
    "| Framework | Category | Licence | GitHub stars | Best for | Main weakness |",
    "| Haystack | Orchestration library | Apache-2.0 | 14.7k | Enterprise semantic search and QA pipelines | Narrower scope than LangChain |"
   ],
   "repository_evidence": [
    "# A Comparison of Open Source LLM Frameworks for Pipelining",
    "### [Haystack](https://github.com/deepset-ai/haystack)"
   ],
   "stars_evidence": [
    "Open Source LLM Frameworks Compared",
    "| Framework | Category | Licence | GitHub stars | Best for | Main weakness |",
    "| Haystack | Orchestration library | Apache-2.0 | 14.7k | Enterprise semantic search and QA pipelines | Narrower scope than LangChain |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://winder.ai/comparison-open-source-llm-frameworks-pipelining",
   "project": "Botpress",
   "repository": "https://github.com/botpress/botpress",
   "stars": "12300",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# A Comparison of Open Source LLM Frameworks for Pipelining",
    "Open-source LLM frameworks fall into three categories: orchestration libraries (LangChain, LlamaIndex, Haystack) that connect models to data and tools; low-code platforms (Botpress, Dify, Flowise, Helix, Danswer) that let teams build LLM applications visually; and RAG-oriented search tools (Typesense, Verba, Inkeep) that handle retrieval over private data.",
    "Open Source LLM Frameworks Compared",
    "| Framework | Category | Licence | GitHub stars | Best for | Main weakness |",
    "| Botpress | Low-code platform | MIT | 12.3k | Visual chatbot building across channels | Less control than code-first frameworks |"
   ],
   "repository_evidence": [
    "# A Comparison of Open Source LLM Frameworks for Pipelining",
    "### [Botpress Cloud](https://github.com/botpress/botpress)"
   ],
   "stars_evidence": [
    "Open Source LLM Frameworks Compared",
    "| Framework | Category | Licence | GitHub stars | Best for | Main weakness |",
    "| Botpress | Low-code platform | MIT | 12.3k | Visual chatbot building across channels | Less control than code-first frameworks |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://winder.ai/comparison-open-source-llm-frameworks-pipelining",
   "project": "Dify",
   "repository": "https://github.com/langgenius/dify",
   "stars": "37900",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# A Comparison of Open Source LLM Frameworks for Pipelining",
    "Open-source LLM frameworks fall into three categories: orchestration libraries (LangChain, LlamaIndex, Haystack) that connect models to data and tools; low-code platforms (Botpress, Dify, Flowise, Helix, Danswer) that let teams build LLM applications visually; and RAG-oriented search tools (Typesense, Verba, Inkeep) that handle retrieval over private data.",
    "Open Source LLM Frameworks Compared",
    "| Framework | Category | Licence | GitHub stars | Best for | Main weakness |",
    "| Dify | Low-code platform | Apache-2.0 | 37.9k | Production-grade BaaS plus LLMOps in one place | Hosted-first design pattern |"
   ],
   "repository_evidence": [
    "# A Comparison of Open Source LLM Frameworks for Pipelining",
    "### [Dify Cloud](https://github.com/langgenius/dify)"
   ],
   "stars_evidence": [
    "Open Source LLM Frameworks Compared",
    "| Framework | Category | Licence | GitHub stars | Best for | Main weakness |",
    "| Dify | Low-code platform | Apache-2.0 | 37.9k | Production-grade BaaS plus LLMOps in one place | Hosted-first design pattern |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://winder.ai/comparison-open-source-llm-frameworks-pipelining",
   "project": "Flowise",
   "repository": "https://github.com/FlowiseAI/Flowise",
   "stars": "27700",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# A Comparison of Open Source LLM Frameworks for Pipelining",
    "Open-source LLM frameworks fall into three categories: orchestration libraries (LangChain, LlamaIndex, Haystack) that connect models to data and tools; low-code platforms (Botpress, Dify, Flowise, Helix, Danswer) that let teams build LLM applications visually; and RAG-oriented search tools (Typesense, Verba, Inkeep) that handle retrieval over private data.",
    "Open Source LLM Frameworks Compared",
    "| Framework | Category | Licence | GitHub stars | Best for | Main weakness |",
    "| Flowise | Low-code platform | Apache-2.0 | 27.7k | Visual orchestration on top of LangChain.js | Inherits LangChain\u2019s release lag |"
   ],
   "repository_evidence": [
    "# A Comparison of Open Source LLM Frameworks for Pipelining",
    "### [Flowise](https://github.com/FlowiseAI/Flowise)"
   ],
   "stars_evidence": [
    "Open Source LLM Frameworks Compared",
    "| Framework | Category | Licence | GitHub stars | Best for | Main weakness |",
    "| Flowise | Low-code platform | Apache-2.0 | 27.7k | Visual orchestration on top of LangChain.js | Inherits LangChain\u2019s release lag |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://winder.ai/comparison-open-source-llm-frameworks-pipelining",
   "project": "Helix",
   "repository": "https://github.com/helixml/helix",
   "stars": "287",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# A Comparison of Open Source LLM Frameworks for Pipelining",
    "Open-source LLM frameworks fall into three categories: orchestration libraries (LangChain, LlamaIndex, Haystack) that connect models to data and tools; low-code platforms (Botpress, Dify, Flowise, Helix, Danswer) that let teams build LLM applications visually; and RAG-oriented search tools (Typesense, Verba, Inkeep) that handle retrieval over private data.",
    "Open Source LLM Frameworks Compared",
    "| Framework | Category | Licence | GitHub stars | Best for | Main weakness |",
    "| Helix | Low-code platform | Custom | 287 | On-premise deployment on your own GPUs | Smaller community |"
   ],
   "repository_evidence": [
    "# A Comparison of Open Source LLM Frameworks for Pipelining",
    "### [Helix](https://github.com/helixml/helix)"
   ],
   "stars_evidence": [
    "Open Source LLM Frameworks Compared",
    "| Framework | Category | Licence | GitHub stars | Best for | Main weakness |",
    "| Helix | Low-code platform | Custom | 287 | On-premise deployment on your own GPUs | Smaller community |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://winder.ai/comparison-open-source-llm-frameworks-pipelining",
   "project": "Danswer",
   "repository": "https://github.com/danswer-ai/danswer",
   "stars": "9800",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# A Comparison of Open Source LLM Frameworks for Pipelining",
    "Open-source LLM frameworks fall into three categories: orchestration libraries (LangChain, LlamaIndex, Haystack) that connect models to data and tools; low-code platforms (Botpress, Dify, Flowise, Helix, Danswer) that let teams build LLM applications visually; and RAG-oriented search tools (Typesense, Verba, Inkeep) that handle retrieval over private data.",
    "Open Source LLM Frameworks Compared",
    "| Framework | Category | Licence | GitHub stars | Best for | Main weakness |",
    "| Danswer | Low-code platform | Mixed | 9.8k | Workplace knowledge search over Slack, Drive, Confluence | Self-hosted setup complexity |"
   ],
   "repository_evidence": [
    "# A Comparison of Open Source LLM Frameworks for Pipelining",
    "### [Danswer](https://github.com/danswer-ai/danswer)"
   ],
   "stars_evidence": [
    "Open Source LLM Frameworks Compared",
    "| Framework | Category | Licence | GitHub stars | Best for | Main weakness |",
    "| Danswer | Low-code platform | Mixed | 9.8k | Workplace knowledge search over Slack, Drive, Confluence | Self-hosted setup complexity |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://winder.ai/comparison-open-source-llm-frameworks-pipelining",
   "project": "Typesense",
   "repository": "https://github.com/typesense/typesense",
   "stars": "18900",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# A Comparison of Open Source LLM Frameworks for Pipelining",
    "Open-source LLM frameworks fall into three categories: orchestration libraries (LangChain, LlamaIndex, Haystack) that connect models to data and tools; low-code platforms (Botpress, Dify, Flowise, Helix, Danswer) that let teams build LLM applications visually; and RAG-oriented search tools (Typesense, Verba, Inkeep) that handle retrieval over private data.",
    "Open Source LLM Frameworks Compared",
    "| Framework | Category | Licence | GitHub stars | Best for | Main weakness |",
    "| Typesense | RAG-oriented search | GPL-3.0 | 18.9k | Fast, typo-tolerant search APIs | Not LLM-native, requires glue code |"
   ],
   "repository_evidence": [
    "# A Comparison of Open Source LLM Frameworks for Pipelining",
    "### [Typesense](https://github.com/typesense/typesense)"
   ],
   "stars_evidence": [
    "Open Source LLM Frameworks Compared",
    "| Framework | Category | Licence | GitHub stars | Best for | Main weakness |",
    "| Typesense | RAG-oriented search | GPL-3.0 | 18.9k | Fast, typo-tolerant search APIs | Not LLM-native, requires glue code |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://winder.ai/comparison-open-source-llm-frameworks-pipelining",
   "project": "Verba",
   "repository": "https://github.com/weaviate/Verba",
   "stars": "5000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# A Comparison of Open Source LLM Frameworks for Pipelining",
    "Open-source LLM frameworks fall into three categories: orchestration libraries (LangChain, LlamaIndex, Haystack) that connect models to data and tools; low-code platforms (Botpress, Dify, Flowise, Helix, Danswer) that let teams build LLM applications visually; and RAG-oriented search tools (Typesense, Verba, Inkeep) that handle retrieval over private data.",
    "Open Source LLM Frameworks Compared",
    "| Framework | Category | Licence | GitHub stars | Best for | Main weakness |",
    "| Verba | RAG-oriented search | BSD-3-Clause | 5k | Personal RAG assistant over mixed file formats | Tightly coupled to Weaviate |"
   ],
   "repository_evidence": [
    "# A Comparison of Open Source LLM Frameworks for Pipelining",
    "### [Verba](https://github.com/weaviate/Verba)"
   ],
   "stars_evidence": [
    "Open Source LLM Frameworks Compared",
    "| Framework | Category | Licence | GitHub stars | Best for | Main weakness |",
    "| Verba | RAG-oriented search | BSD-3-Clause | 5k | Personal RAG assistant over mixed file formats | Tightly coupled to Weaviate |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://winder.ai/comparison-open-source-llm-frameworks-pipelining",
   "project": "Inkeep",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# A Comparison of Open Source LLM Frameworks for Pipelining",
    "Open-source LLM frameworks fall into three categories: orchestration libraries (LangChain, LlamaIndex, Haystack) that connect models to data and tools; low-code platforms (Botpress, Dify, Flowise, Helix, Danswer) that let teams build LLM applications visually; and RAG-oriented search tools (Typesense, Verba, Inkeep) that handle retrieval over private data.",
    "Open Source LLM Frameworks Compared",
    "| Framework | Category | Licence | GitHub stars | Best for | Main weakness |",
    "| Inkeep | RAG-oriented search | Proprietary | n/a | Self-serve customer support over documentation | Closed source |"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://wal.sh/research/2025-terminal-ai-agents",
   "project": "OpenHands",
   "repository": "https://github.com/All-Hands-AI/OpenHands",
   "stars": "65846",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Terminal AI Agents: The 2025 Landscape",
    "## 3. GitHub Stars Leaderboard (December 2025)",
    "| Rank | Agent | Stars | Provider |",
    "| 2 | [OpenHands](https://github.com/All-Hands-AI/OpenHands) | 65,846 | Open Source |"
   ],
   "repository_evidence": [
    "# Terminal AI Agents: The 2025 Landscape",
    "## 3. GitHub Stars Leaderboard (December 2025)",
    "| Rank | Agent | Stars | Provider |",
    "| 2 | [OpenHands](https://github.com/All-Hands-AI/OpenHands) | 65,846 | Open Source |"
   ],
   "stars_evidence": [
    "# Terminal AI Agents: The 2025 Landscape",
    "## 3. GitHub Stars Leaderboard (December 2025)",
    "| Rank | Agent | Stars | Provider |",
    "| 2 | [OpenHands](https://github.com/All-Hands-AI/OpenHands) | 65,846 | Open Source |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://wal.sh/research/2025-terminal-ai-agents",
   "project": "Open Interpreter",
   "repository": "https://github.com/OpenInterpreter/open-interpreter",
   "stars": "61209",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Terminal AI Agents: The 2025 Landscape",
    "## 3. GitHub Stars Leaderboard (December 2025)",
    "| Rank | Agent | Stars | Provider |",
    "| 3 | [Open Interpreter](https://github.com/OpenInterpreter/open-interpreter) | 61,209 | Open Source |"
   ],
   "repository_evidence": [
    "# Terminal AI Agents: The 2025 Landscape",
    "## 3. GitHub Stars Leaderboard (December 2025)",
    "| Rank | Agent | Stars | Provider |",
    "| 3 | [Open Interpreter](https://github.com/OpenInterpreter/open-interpreter) | 61,209 | Open Source |"
   ],
   "stars_evidence": [
    "# Terminal AI Agents: The 2025 Landscape",
    "## 3. GitHub Stars Leaderboard (December 2025)",
    "| Rank | Agent | Stars | Provider |",
    "| 3 | [Open Interpreter](https://github.com/OpenInterpreter/open-interpreter) | 61,209 | Open Source |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://wal.sh/research/2025-terminal-ai-agents",
   "project": "Cline",
   "repository": "https://github.com/cline/cline",
   "stars": "56318",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Terminal AI Agents: The 2025 Landscape",
    "## 3. GitHub Stars Leaderboard (December 2025)",
    "| Rank | Agent | Stars | Provider |",
    "| 4 | [Cline](https://github.com/cline/cline) | 56,318 | Open Source |"
   ],
   "repository_evidence": [
    "# Terminal AI Agents: The 2025 Landscape",
    "## 3. GitHub Stars Leaderboard (December 2025)",
    "| Rank | Agent | Stars | Provider |",
    "| 4 | [Cline](https://github.com/cline/cline) | 56,318 | Open Source |"
   ],
   "stars_evidence": [
    "# Terminal AI Agents: The 2025 Landscape",
    "## 3. GitHub Stars Leaderboard (December 2025)",
    "| Rank | Agent | Stars | Provider |",
    "| 4 | [Cline](https://github.com/cline/cline) | 56,318 | Open Source |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://wal.sh/research/2025-terminal-ai-agents",
   "project": "GPT Engineer",
   "repository": "https://github.com/AntonOsika/gpt-engineer",
   "stars": "55131",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Terminal AI Agents: The 2025 Landscape",
    "## 3. GitHub Stars Leaderboard (December 2025)",
    "| Rank | Agent | Stars | Provider |",
    "| 5 | [GPT Engineer](https://github.com/AntonOsika/gpt-engineer) | 55,131 | Open Source |"
   ],
   "repository_evidence": [
    "# Terminal AI Agents: The 2025 Landscape",
    "## 3. GitHub Stars Leaderboard (December 2025)",
    "| Rank | Agent | Stars | Provider |",
    "| 5 | [GPT Engineer](https://github.com/AntonOsika/gpt-engineer) | 55,131 | Open Source |"
   ],
   "stars_evidence": [
    "# Terminal AI Agents: The 2025 Landscape",
    "## 3. GitHub Stars Leaderboard (December 2025)",
    "| Rank | Agent | Stars | Provider |",
    "| 5 | [GPT Engineer](https://github.com/AntonOsika/gpt-engineer) | 55,131 | Open Source |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://wal.sh/research/2025-terminal-ai-agents",
   "project": "Aider",
   "repository": "https://github.com/Aider-AI/aider",
   "stars": "39129",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Terminal AI Agents: The 2025 Landscape",
    "## 3. GitHub Stars Leaderboard (December 2025)",
    "| Rank | Agent | Stars | Provider |",
    "| 8 | [Aider](https://github.com/Aider-AI/aider) | 39,129 | Open Source |"
   ],
   "repository_evidence": [
    "# Terminal AI Agents: The 2025 Landscape",
    "## 3. GitHub Stars Leaderboard (December 2025)",
    "| Rank | Agent | Stars | Provider |",
    "| 8 | [Aider](https://github.com/Aider-AI/aider) | 39,129 | Open Source |"
   ],
   "stars_evidence": [
    "# Terminal AI Agents: The 2025 Landscape",
    "## 3. GitHub Stars Leaderboard (December 2025)",
    "| Rank | Agent | Stars | Provider |",
    "| 8 | [Aider](https://github.com/Aider-AI/aider) | 39,129 | Open Source |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://wal.sh/research/2025-terminal-ai-agents",
   "project": "Continue",
   "repository": "https://github.com/continuedev/continue",
   "stars": "30453",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Terminal AI Agents: The 2025 Landscape",
    "## 3. GitHub Stars Leaderboard (December 2025)",
    "| Rank | Agent | Stars | Provider |",
    "| 9 | [Continue](https://github.com/continuedev/continue) | 30,453 | Open Source |"
   ],
   "repository_evidence": [
    "# Terminal AI Agents: The 2025 Landscape",
    "## 3. GitHub Stars Leaderboard (December 2025)",
    "| Rank | Agent | Stars | Provider |",
    "| 9 | [Continue](https://github.com/continuedev/continue) | 30,453 | Open Source |"
   ],
   "stars_evidence": [
    "# Terminal AI Agents: The 2025 Landscape",
    "## 3. GitHub Stars Leaderboard (December 2025)",
    "| Rank | Agent | Stars | Provider |",
    "| 9 | [Continue](https://github.com/continuedev/continue) | 30,453 | Open Source |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://wal.sh/research/2025-terminal-ai-agents",
   "project": "Devika",
   "repository": "https://github.com/stitionai/devika",
   "stars": "19477",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Terminal AI Agents: The 2025 Landscape",
    "## 3. GitHub Stars Leaderboard (December 2025)",
    "| Rank | Agent | Stars | Provider |",
    "| 11 | [Devika](https://github.com/stitionai/devika) | 19,477 | Open Source |"
   ],
   "repository_evidence": [
    "# Terminal AI Agents: The 2025 Landscape",
    "## 3. GitHub Stars Leaderboard (December 2025)",
    "| Rank | Agent | Stars | Provider |",
    "| 11 | [Devika](https://github.com/stitionai/devika) | 19,477 | Open Source |"
   ],
   "stars_evidence": [
    "# Terminal AI Agents: The 2025 Landscape",
    "## 3. GitHub Stars Leaderboard (December 2025)",
    "| Rank | Agent | Stars | Provider |",
    "| 11 | [Devika](https://github.com/stitionai/devika) | 19,477 | Open Source |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://wal.sh/research/2025-terminal-ai-agents",
   "project": "SWE-agent",
   "repository": "https://github.com/SWE-agent/SWE-agent",
   "stars": "18075",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Terminal AI Agents: The 2025 Landscape",
    "## 3. GitHub Stars Leaderboard (December 2025)",
    "| Rank | Agent | Stars | Provider |",
    "| 12 | [SWE-agent](https://github.com/SWE-agent/SWE-agent) | 18,075 | Princeton NLP |"
   ],
   "repository_evidence": [
    "# Terminal AI Agents: The 2025 Landscape",
    "## 3. GitHub Stars Leaderboard (December 2025)",
    "| Rank | Agent | Stars | Provider |",
    "| 12 | [SWE-agent](https://github.com/SWE-agent/SWE-agent) | 18,075 | Princeton NLP |"
   ],
   "stars_evidence": [
    "# Terminal AI Agents: The 2025 Landscape",
    "## 3. GitHub Stars Leaderboard (December 2025)",
    "| Rank | Agent | Stars | Provider |",
    "| 12 | [SWE-agent](https://github.com/SWE-agent/SWE-agent) | 18,075 | Princeton NLP |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://wal.sh/research/2025-terminal-ai-agents",
   "project": "Plandex",
   "repository": "https://github.com/plandex-ai/plandex",
   "stars": "14781",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Terminal AI Agents: The 2025 Landscape",
    "## 3. GitHub Stars Leaderboard (December 2025)",
    "| Rank | Agent | Stars | Provider |",
    "| 13 | [Plandex](https://github.com/plandex-ai/plandex) | 14,781 | Open Source |"
   ],
   "repository_evidence": [
    "# Terminal AI Agents: The 2025 Landscape",
    "## 3. GitHub Stars Leaderboard (December 2025)",
    "| Rank | Agent | Stars | Provider |",
    "| 13 | [Plandex](https://github.com/plandex-ai/plandex) | 14,781 | Open Source |"
   ],
   "stars_evidence": [
    "# Terminal AI Agents: The 2025 Landscape",
    "## 3. GitHub Stars Leaderboard (December 2025)",
    "| Rank | Agent | Stars | Provider |",
    "| 13 | [Plandex](https://github.com/plandex-ai/plandex) | 14,781 | Open Source |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://wal.sh/research/2025-terminal-ai-agents",
   "project": "gptme",
   "repository": "https://github.com/gptme/gptme",
   "stars": "4089",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Terminal AI Agents: The 2025 Landscape",
    "## 3. GitHub Stars Leaderboard (December 2025)",
    "| Rank | Agent | Stars | Provider |",
    "| 14 | [gptme](https://github.com/gptme/gptme) | 4,089 | Open Source |"
   ],
   "repository_evidence": [
    "# Terminal AI Agents: The 2025 Landscape",
    "## 3. GitHub Stars Leaderboard (December 2025)",
    "| Rank | Agent | Stars | Provider |",
    "| 14 | [gptme](https://github.com/gptme/gptme) | 4,089 | Open Source |"
   ],
   "stars_evidence": [
    "# Terminal AI Agents: The 2025 Landscape",
    "## 3. GitHub Stars Leaderboard (December 2025)",
    "| Rank | Agent | Stars | Provider |",
    "| 14 | [gptme](https://github.com/gptme/gptme) | 4,089 | Open Source |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://hvtracker.net/compare/skyvern-vs-stagehand",
   "project": "Skyvern",
   "repository": "Skyvern-AI/skyvern",
   "stars": "22700",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Skyvern vs Stagehand",
    "An independent, evidence-based trust comparison of Skyvern and Stagehand, two Browser & Computer Use projects in the HVTracker registry. Scores come from public, checkable signals \u2014 supply-chain provenance, OSSF Scorecard, maintenance, and adoption \u2014 not popularity.",
    "| Signal | [Skyvern](/agents/skyvern/)Skyvern-AI/skyvern | [Stagehand](/agents/stagehand/)browserbase/stagehand |"
   ],
   "repository_evidence": [
    "# Skyvern vs Stagehand",
    "An independent, evidence-based trust comparison of Skyvern and Stagehand, two Browser & Computer Use projects in the HVTracker registry. Scores come from public, checkable signals \u2014 supply-chain provenance, OSSF Scorecard, maintenance, and adoption \u2014 not popularity.",
    "| Signal | [Skyvern](/agents/skyvern/)Skyvern-AI/skyvern | [Stagehand](/agents/stagehand/)browserbase/stagehand |"
   ],
   "stars_evidence": [
    "# Skyvern vs Stagehand",
    "An independent, evidence-based trust comparison of Skyvern and Stagehand, two Browser & Computer Use projects in the HVTracker registry. Scores come from public, checkable signals \u2014 supply-chain provenance, OSSF Scorecard, maintenance, and adoption \u2014 not popularity.",
    "| Signal | [Skyvern](/agents/skyvern/)Skyvern-AI/skyvern | [Stagehand](/agents/stagehand/)browserbase/stagehand |",
    "| GitHub stars | 22.7k | 23.8k |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://hvtracker.net/compare/skyvern-vs-stagehand",
   "project": "Stagehand",
   "repository": "browserbase/stagehand",
   "stars": "23800",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Skyvern vs Stagehand",
    "An independent, evidence-based trust comparison of Skyvern and Stagehand, two Browser & Computer Use projects in the HVTracker registry. Scores come from public, checkable signals \u2014 supply-chain provenance, OSSF Scorecard, maintenance, and adoption \u2014 not popularity.",
    "| Signal | [Skyvern](/agents/skyvern/)Skyvern-AI/skyvern | [Stagehand](/agents/stagehand/)browserbase/stagehand |"
   ],
   "repository_evidence": [
    "# Skyvern vs Stagehand",
    "An independent, evidence-based trust comparison of Skyvern and Stagehand, two Browser & Computer Use projects in the HVTracker registry. Scores come from public, checkable signals \u2014 supply-chain provenance, OSSF Scorecard, maintenance, and adoption \u2014 not popularity.",
    "| Signal | [Skyvern](/agents/skyvern/)Skyvern-AI/skyvern | [Stagehand](/agents/stagehand/)browserbase/stagehand |"
   ],
   "stars_evidence": [
    "# Skyvern vs Stagehand",
    "An independent, evidence-based trust comparison of Skyvern and Stagehand, two Browser & Computer Use projects in the HVTracker registry. Scores come from public, checkable signals \u2014 supply-chain provenance, OSSF Scorecard, maintenance, and adoption \u2014 not popularity.",
    "| Signal | [Skyvern](/agents/skyvern/)Skyvern-AI/skyvern | [Stagehand](/agents/stagehand/)browserbase/stagehand |",
    "| GitHub stars | 22.7k | 23.8k |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://arxiv.org/pdf/2603.15594v1.pdf",
   "project": "OpenSeeker",
   "repository": "https://github.com/rui-ye/OpenSeeker",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Abstract",
    "To bridge this gap, we introduce OpenSeeker, the first fully\nopen-source search agent (i.e., model and data) that achieves frontier-level performance through\ntwo core technical innovations: (1) Fact-grounded scalable controllable QA synthesis, which\nreverse-engineers the web graph via topological expansion and entity obfuscation to generate\ncomplex, multi-hop reasoning tasks with controllable coverage and complexity.",
    "Code",
    "https://github.com/rui-ye/OpenSeeker"
   ],
   "repository_evidence": [
    "Code",
    "https://github.com/rui-ye/OpenSeeker"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://microsoft.github.io/UFO/faq",
   "project": "UFO",
   "repository": "https://github.com/microsoft/UFO",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Frequently Asked Questions (FAQ)",
    "Quick answers to common questions about UFO\u00b3 Galaxy, UFO\u00b2, Linux Agents, and general troubleshooting."
   ],
   "repository_evidence": [
    "Frequently Asked Questions (FAQ)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://mcpressonline.com/analytics-cognitive/2025-the-year-open-agentic-ai-took-center-stage",
   "project": "BeeAI",
   "repository": "https://github.com/i-am-bee/beeai-framework",
   "stars": "3000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "From agentic capabilities in experimental AI models to real-world deployment, 2025 was the year open, agentic AI captured attention.",
    "For IBM, this evolution is embodied in [BeeAI](https://framework.beeai.dev/introduction/welcome) and [Agent Stack,](https://agentstack.beeai.dev/stable/introduction/welcome) two open-source initiatives that have reshaped how enterprises build and deploy intelligent agents."
   ],
   "repository_evidence": [
    "From agentic capabilities in experimental AI models to real-world deployment, 2025 was the year open, agentic AI captured attention.",
    "Under Linux Foundation governance, BeeAI has gained traction; it now has more than 3,000 [GitHub stars](https://github.com/i-am-bee/beeai-framework)."
   ],
   "stars_evidence": [
    "From agentic capabilities in experimental AI models to real-world deployment, 2025 was the year open, agentic AI captured attention.",
    "Under Linux Foundation governance, BeeAI has gained traction; it now has more than 3,000 [GitHub stars](https://github.com/i-am-bee/beeai-framework)."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/janreges/OpenManus",
   "project": "OpenManus",
   "repository": "https://github.com/mannaandpoem/OpenManus",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "OpenManus \ud83d\ude4b",
    "Manus is incredible, but OpenManus can achieve any ideas without an Invite Code \ud83d\udeeb!"
   ],
   "repository_evidence": [
    "git clone https://github.com/mannaandpoem/OpenManus.git cd OpenManus",
    "OpenManus \ud83d\ude4b"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/janreges/OpenManus",
   "project": "MetaGPT",
   "repository": "https://github.com/geekan/MetaGPT",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Our team members [@mannaandpoem](https://github.com/mannaandpoem) [@XiangJinyu](https://github.com/XiangJinyu) [@MoshiQAQ](https://github.com/MoshiQAQ) [@didiforgithub](https://github.com/didiforgithub) and [@Xinyu Zhang](https://x.com/xinyzng), we are from [@MetaGPT](https://github.com/geekan/MetaGPT) etc.",
    "OpenManus \ud83d\ude4b"
   ],
   "repository_evidence": [
    "Our team members [@mannaandpoem](https://github.com/mannaandpoem) [@XiangJinyu](https://github.com/XiangJinyu) [@MoshiQAQ](https://github.com/MoshiQAQ) [@didiforgithub](https://github.com/didiforgithub) and [@Xinyu Zhang](https://x.com/xinyzng), we are from [@MetaGPT](https://github.com/geekan/MetaGPT) etc.",
    "OpenManus \ud83d\ude4b"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/janreges/OpenManus",
   "project": "OpenManus-RL",
   "repository": "https://github.com/OpenManus/OpenManus-RL",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "We're also excited to introduce [OpenManus-RL](https://github.com/OpenManus/OpenManus-RL), an open-source project dedicated to reinforcement learning (RL)- based (such as GRPO) tuning methods for LLM agents, developed collaboratively by researchers from UIUC and OpenManus.",
    "OpenManus \ud83d\ude4b"
   ],
   "repository_evidence": [
    "We're also excited to introduce [OpenManus-RL](https://github.com/OpenManus/OpenManus-RL), an open-source project dedicated to reinforcement learning (RL)- based (such as GRPO) tuning methods for LLM agents, developed collaboratively by researchers from UIUC and OpenManus.",
    "OpenManus \ud83d\ude4b"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/janreges/OpenManus",
   "project": "anthropic-computer-use",
   "repository": "https://github.com/anthropics/anthropic-quickstarts/tree/main/computer-use-demo",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Thanks to [anthropic-computer-use](https://github.com/anthropics/anthropic-quickstarts/tree/main/computer-use-demo) and [browser-use](https://github.com/browser-use/browser-use) for providing basic support for this project!",
    "OpenManus \ud83d\ude4b"
   ],
   "repository_evidence": [
    "Thanks to [anthropic-computer-use](https://github.com/anthropics/anthropic-quickstarts/tree/main/computer-use-demo) and [browser-use](https://github.com/browser-use/browser-use) for providing basic support for this project!",
    "OpenManus \ud83d\ude4b"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/janreges/OpenManus",
   "project": "browser-use",
   "repository": "https://github.com/browser-use/browser-use",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Thanks to [anthropic-computer-use](https://github.com/anthropics/anthropic-quickstarts/tree/main/computer-use-demo) and [browser-use](https://github.com/browser-use/browser-use) for providing basic support for this project!",
    "OpenManus \ud83d\ude4b"
   ],
   "repository_evidence": [
    "Thanks to [anthropic-computer-use](https://github.com/anthropics/anthropic-quickstarts/tree/main/computer-use-demo) and [browser-use](https://github.com/browser-use/browser-use) for providing basic support for this project!",
    "OpenManus \ud83d\ude4b"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://blog.brightcoding.dev/2025/08/22/taskingai-the-open-source-platform-for-building-deploying-llm-powered-ai-agents-with-plugins-and-tools",
   "project": "TaskingAI",
   "repository": "https://github.com/TaskingAI/TaskingAI",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# TaskingAI: The Open-Source Platform for Building & Deploying LLM-Powered AI Agents with Plugins and Tools",
    "**[TaskingAI](https://github.com/TaskingAI/TaskingAI)** is not just another wrapper around OpenAI it is a **full-stack operating system for AI agents**."
   ],
   "repository_evidence": [
    "Contributions welcome see [CONTRIBUTING.md](https://github.com/TaskingAI/TaskingAI/blob/main/CONTRIBUTING.md).",
    "> Repository: [https://github.com/TaskingAI/TaskingAI](https://github.com/TaskingAI/TaskingAI)",
    "[GitHub - TaskingAI/TaskingAI: The open source platform for AI-native application development.](https://github.com/TaskingAI/TaskingAI)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://pypi.org/project/agent-os-kernel",
   "project": "Dify",
   "repository": "https://github.com/langgenius/dify-plugins/pull/2060",
   "stars": "65000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "### \ud83c\udfe2 Adopted By Leading AI Frameworks",
    "| Framework | Stars | Status | Link |",
    "| **Dify** | 65K \u2b50 | \u2705 Merged | [dify-plugins#2060](https://github.com/langgenius/dify-plugins/pull/2060) |"
   ],
   "repository_evidence": [
    "### \ud83c\udfe2 Adopted By Leading AI Frameworks",
    "| Framework | Stars | Status | Link |",
    "| **Dify** | 65K \u2b50 | \u2705 Merged | [dify-plugins#2060](https://github.com/langgenius/dify-plugins/pull/2060) |"
   ],
   "stars_evidence": [
    "### \ud83c\udfe2 Adopted By Leading AI Frameworks",
    "| Framework | Stars | Status | Link |",
    "| **Dify** | 65K \u2b50 | \u2705 Merged | [dify-plugins#2060](https://github.com/langgenius/dify-plugins/pull/2060) |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://pypi.org/project/agent-os-kernel",
   "project": "LlamaIndex",
   "repository": "https://github.com/run-llama/llama_index/pull/20644",
   "stars": "47000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "### \ud83c\udfe2 Adopted By Leading AI Frameworks",
    "| Framework | Stars | Status | Link |",
    "| **LlamaIndex** | 47K \u2b50 | \u2705 Merged | [llama_index#20644](https://github.com/run-llama/llama_index/pull/20644) |"
   ],
   "repository_evidence": [
    "### \ud83c\udfe2 Adopted By Leading AI Frameworks",
    "| Framework | Stars | Status | Link |",
    "| **LlamaIndex** | 47K \u2b50 | \u2705 Merged | [llama_index#20644](https://github.com/run-llama/llama_index/pull/20644) |"
   ],
   "stars_evidence": [
    "### \ud83c\udfe2 Adopted By Leading AI Frameworks",
    "| Framework | Stars | Status | Link |",
    "| **LlamaIndex** | 47K \u2b50 | \u2705 Merged | [llama_index#20644](https://github.com/run-llama/llama_index/pull/20644) |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://pypi.org/project/agent-os-kernel",
   "project": "Microsoft Agent-Lightning",
   "repository": "https://github.com/microsoft/agent-governance-python/agent-lightning/pull/478",
   "stars": "15000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "### \ud83c\udfe2 Adopted By Leading AI Frameworks",
    "| Framework | Stars | Status | Link |",
    "| **Microsoft Agent-Lightning** | 15K \u2b50 | \u2705 Merged | [agent-lightning#478](https://github.com/microsoft/agent-governance-python/agent-lightning/pull/478) |"
   ],
   "repository_evidence": [
    "### \ud83c\udfe2 Adopted By Leading AI Frameworks",
    "| Framework | Stars | Status | Link |",
    "| **Microsoft Agent-Lightning** | 15K \u2b50 | \u2705 Merged | [agent-lightning#478](https://github.com/microsoft/agent-governance-python/agent-lightning/pull/478) |"
   ],
   "stars_evidence": [
    "### \ud83c\udfe2 Adopted By Leading AI Frameworks",
    "| Framework | Stars | Status | Link |",
    "| **Microsoft Agent-Lightning** | 15K \u2b50 | \u2705 Merged | [agent-lightning#478](https://github.com/microsoft/agent-governance-python/agent-lightning/pull/478) |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://pypi.org/project/agent-os-kernel",
   "project": "LangGraph",
   "repository": "https://pypi.org/project/langgraph-trust/",
   "stars": "24000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "### \ud83c\udfe2 Adopted By Leading AI Frameworks",
    "| Framework | Stars | Status | Link |",
    "| **LangGraph** | 24K \u2b50 | \ud83d\udce6 Published on PyPI | [langgraph-trust](https://pypi.org/project/langgraph-trust/) |"
   ],
   "repository_evidence": [
    "### \ud83c\udfe2 Adopted By Leading AI Frameworks",
    "| Framework | Stars | Status | Link |",
    "| **LangGraph** | 24K \u2b50 | \ud83d\udce6 Published on PyPI | [langgraph-trust](https://pypi.org/project/langgraph-trust/) |"
   ],
   "stars_evidence": [
    "### \ud83c\udfe2 Adopted By Leading AI Frameworks",
    "| Framework | Stars | Status | Link |",
    "| **LangGraph** | 24K \u2b50 | \ud83d\udce6 Published on PyPI | [langgraph-trust](https://pypi.org/project/langgraph-trust/) |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://pypi.org/project/agent-os-kernel",
   "project": "OpenAI Agents SDK",
   "repository": "https://pypi.org/project/agentmesh-openai-agents-trust/",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "### \ud83c\udfe2 Adopted By Leading AI Frameworks",
    "| Framework | Stars | Status | Link |",
    "| **OpenAI Agents SDK** | \u2014 | \ud83d\udce6 Published on PyPI | [agentmesh-openai-agents-trust](https://pypi.org/project/agentmesh-openai-agents-trust/) |"
   ],
   "repository_evidence": [
    "### \ud83c\udfe2 Adopted By Leading AI Frameworks",
    "| Framework | Stars | Status | Link |",
    "| **OpenAI Agents SDK** | \u2014 | \ud83d\udce6 Published on PyPI | [agentmesh-openai-agents-trust](https://pypi.org/project/agentmesh-openai-agents-trust/) |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://pypi.org/project/agent-os-kernel",
   "project": "OpenClaw",
   "repository": "https://clawhub.ai/microsoft/agentmesh-governance",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "### \ud83c\udfe2 Adopted By Leading AI Frameworks",
    "| Framework | Stars | Status | Link |",
    "| **OpenClaw** | \u2014 | \ud83d\udce6 Published on ClawHub | [agentmesh-governance](https://clawhub.ai/microsoft/agentmesh-governance) |"
   ],
   "repository_evidence": [
    "### \ud83c\udfe2 Adopted By Leading AI Frameworks",
    "| Framework | Stars | Status | Link |",
    "| **OpenClaw** | \u2014 | \ud83d\udce6 Published on ClawHub | [agentmesh-governance](https://clawhub.ai/microsoft/agentmesh-governance) |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://pypi.org/project/agent-os-kernel",
   "project": "AutoGen",
   "repository": "https://github.com/microsoft/autogen/issues/7242",
   "stars": "54000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "**\ud83d\udccb Proposals under review at 10+ frameworks (click to expand)**",
    "| Framework | Stars | Proposal |",
    "| AutoGen | 54K \u2b50 | [microsoft/autogen#7242](https://github.com/microsoft/autogen/issues/7242) |"
   ],
   "repository_evidence": [
    "**\ud83d\udccb Proposals under review at 10+ frameworks (click to expand)**",
    "| Framework | Stars | Proposal |",
    "| AutoGen | 54K \u2b50 | [microsoft/autogen#7242](https://github.com/microsoft/autogen/issues/7242) |"
   ],
   "stars_evidence": [
    "**\ud83d\udccb Proposals under review at 10+ frameworks (click to expand)**",
    "| Framework | Stars | Proposal |",
    "| AutoGen | 54K \u2b50 | [microsoft/autogen#7242](https://github.com/microsoft/autogen/issues/7242) |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://pypi.org/project/agent-os-kernel",
   "project": "CrewAI",
   "repository": "https://github.com/crewAIInc/crewAI/issues/4502",
   "stars": "44000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "**\ud83d\udccb Proposals under review at 10+ frameworks (click to expand)**",
    "| Framework | Stars | Proposal |",
    "| CrewAI | 44K \u2b50 | [crewAIInc/crewAI#4502](https://github.com/crewAIInc/crewAI/issues/4502) |"
   ],
   "repository_evidence": [
    "**\ud83d\udccb Proposals under review at 10+ frameworks (click to expand)**",
    "| Framework | Stars | Proposal |",
    "| CrewAI | 44K \u2b50 | [crewAIInc/crewAI#4502](https://github.com/crewAIInc/crewAI/issues/4502) |"
   ],
   "stars_evidence": [
    "**\ud83d\udccb Proposals under review at 10+ frameworks (click to expand)**",
    "| Framework | Stars | Proposal |",
    "| CrewAI | 44K \u2b50 | [crewAIInc/crewAI#4502](https://github.com/crewAIInc/crewAI/issues/4502) |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://pypi.org/project/agent-os-kernel",
   "project": "Haystack",
   "repository": "https://github.com/deepset-ai/haystack/issues/10615",
   "stars": "22000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "**\ud83d\udccb Proposals under review at 10+ frameworks (click to expand)**",
    "| Framework | Stars | Proposal |",
    "| Haystack | 22K \u2b50 | [deepset-ai/haystack#10615](https://github.com/deepset-ai/haystack/issues/10615) |"
   ],
   "repository_evidence": [
    "**\ud83d\udccb Proposals under review at 10+ frameworks (click to expand)**",
    "| Framework | Stars | Proposal |",
    "| Haystack | 22K \u2b50 | [deepset-ai/haystack#10615](https://github.com/deepset-ai/haystack/issues/10615) |"
   ],
   "stars_evidence": [
    "**\ud83d\udccb Proposals under review at 10+ frameworks (click to expand)**",
    "| Framework | Stars | Proposal |",
    "| Haystack | 22K \u2b50 | [deepset-ai/haystack#10615](https://github.com/deepset-ai/haystack/issues/10615) |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://pypi.org/project/agent-os-kernel",
   "project": "Semantic Kernel",
   "repository": "https://github.com/microsoft/semantic-kernel/issues/13556",
   "stars": "27000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "**\ud83d\udccb Proposals under review at 10+ frameworks (click to expand)**",
    "| Framework | Stars | Proposal |",
    "| Semantic Kernel | 27K \u2b50 | [microsoft/semantic-kernel#13556](https://github.com/microsoft/semantic-kernel/issues/13556) |"
   ],
   "repository_evidence": [
    "**\ud83d\udccb Proposals under review at 10+ frameworks (click to expand)**",
    "| Framework | Stars | Proposal |",
    "| Semantic Kernel | 27K \u2b50 | [microsoft/semantic-kernel#13556](https://github.com/microsoft/semantic-kernel/issues/13556) |"
   ],
   "stars_evidence": [
    "**\ud83d\udccb Proposals under review at 10+ frameworks (click to expand)**",
    "| Framework | Stars | Proposal |",
    "| Semantic Kernel | 27K \u2b50 | [microsoft/semantic-kernel#13556](https://github.com/microsoft/semantic-kernel/issues/13556) |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://pypi.org/project/agent-os-kernel",
   "project": "smolagents",
   "repository": "https://github.com/huggingface/smolagents/issues/1989",
   "stars": "25000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "**\ud83d\udccb Proposals under review at 10+ frameworks (click to expand)**",
    "| Framework | Stars | Proposal |",
    "| smolagents | 25K \u2b50 | \u2705 Adapter built \u2014 [huggingface/smolagents#1989](https://github.com/huggingface/smolagents/issues/1989) |"
   ],
   "repository_evidence": [
    "**\ud83d\udccb Proposals under review at 10+ frameworks (click to expand)**",
    "| Framework | Stars | Proposal |",
    "| smolagents | 25K \u2b50 | \u2705 Adapter built \u2014 [huggingface/smolagents#1989](https://github.com/huggingface/smolagents/issues/1989) |"
   ],
   "stars_evidence": [
    "**\ud83d\udccb Proposals under review at 10+ frameworks (click to expand)**",
    "| Framework | Stars | Proposal |",
    "| smolagents | 25K \u2b50 | \u2705 Adapter built \u2014 [huggingface/smolagents#1989](https://github.com/huggingface/smolagents/issues/1989) |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://pypi.org/project/agent-os-kernel",
   "project": "Google ADK",
   "repository": "https://github.com/google/adk-python/issues/4517",
   "stars": "18000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "**\ud83d\udccb Proposals under review at 10+ frameworks (click to expand)**",
    "| Framework | Stars | Proposal |",
    "| Google ADK | 18K \u2b50 | \u2705 Adapter + GovernancePlugin \u2014 [google/adk-python#4517](https://github.com/google/adk-python/issues/4517) |"
   ],
   "repository_evidence": [
    "**\ud83d\udccb Proposals under review at 10+ frameworks (click to expand)**",
    "| Framework | Stars | Proposal |",
    "| Google ADK | 18K \u2b50 | \u2705 Adapter + GovernancePlugin \u2014 [google/adk-python#4517](https://github.com/google/adk-python/issues/4517) |"
   ],
   "stars_evidence": [
    "**\ud83d\udccb Proposals under review at 10+ frameworks (click to expand)**",
    "| Framework | Stars | Proposal |",
    "| Google ADK | 18K \u2b50 | \u2705 Adapter + GovernancePlugin \u2014 [google/adk-python#4517](https://github.com/google/adk-python/issues/4517) |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://pypi.org/project/agent-os-kernel",
   "project": "PydanticAI",
   "repository": "https://github.com/pydantic/pydantic-ai/issues/4335",
   "stars": "15000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "**\ud83d\udccb Proposals under review at 10+ frameworks (click to expand)**",
    "| Framework | Stars | Proposal |",
    "| PydanticAI | 15K \u2b50 | \u2705 Adapter built \u2014 [pydantic/pydantic-ai#4335](https://github.com/pydantic/pydantic-ai/issues/4335) |"
   ],
   "repository_evidence": [
    "**\ud83d\udccb Proposals under review at 10+ frameworks (click to expand)**",
    "| Framework | Stars | Proposal |",
    "| PydanticAI | 15K \u2b50 | \u2705 Adapter built \u2014 [pydantic/pydantic-ai#4335](https://github.com/pydantic/pydantic-ai/issues/4335) |"
   ],
   "stars_evidence": [
    "**\ud83d\udccb Proposals under review at 10+ frameworks (click to expand)**",
    "| Framework | Stars | Proposal |",
    "| PydanticAI | 15K \u2b50 | \u2705 Adapter built \u2014 [pydantic/pydantic-ai#4335](https://github.com/pydantic/pydantic-ai/issues/4335) |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://pypi.org/project/agent-os-kernel",
   "project": "OpenAI Agents SDK",
   "repository": "https://github.com/openai/openai-agents-python/issues/2515",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "**\ud83d\udccb Proposals under review at 10+ frameworks (click to expand)**",
    "| Framework | Stars | Proposal |",
    "| OpenAI Agents SDK | \u2014 | [openai/openai-agents-python#2515](https://github.com/openai/openai-agents-python/issues/2515) |"
   ],
   "repository_evidence": [
    "**\ud83d\udccb Proposals under review at 10+ frameworks (click to expand)**",
    "| Framework | Stars | Proposal |",
    "| OpenAI Agents SDK | \u2014 | [openai/openai-agents-python#2515](https://github.com/openai/openai-agents-python/issues/2515) |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://pypi.org/project/agent-os-kernel",
   "project": "A2A Protocol",
   "repository": "https://github.com/a2aproject/A2A/issues/1501",
   "stars": "21000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "**\ud83d\udccb Proposals under review at 10+ frameworks (click to expand)**",
    "| Framework | Stars | Proposal |",
    "| A2A Protocol | 21K \u2b50 | [a2aproject/A2A#1501](https://github.com/a2aproject/A2A/issues/1501) |"
   ],
   "repository_evidence": [
    "**\ud83d\udccb Proposals under review at 10+ frameworks (click to expand)**",
    "| Framework | Stars | Proposal |",
    "| A2A Protocol | 21K \u2b50 | [a2aproject/A2A#1501](https://github.com/a2aproject/A2A/issues/1501) |"
   ],
   "stars_evidence": [
    "**\ud83d\udccb Proposals under review at 10+ frameworks (click to expand)**",
    "| Framework | Stars | Proposal |",
    "| A2A Protocol | 21K \u2b50 | [a2aproject/A2A#1501](https://github.com/a2aproject/A2A/issues/1501) |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://pypi.org/project/agent-os-kernel",
   "project": "Oracle Agent Spec",
   "repository": "https://github.com/oracle/agent-spec/issues/105",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "**\ud83d\udccb Proposals under review at 10+ frameworks (click to expand)**",
    "| Framework | Stars | Proposal |",
    "| Oracle Agent Spec | \u2014 | [oracle/agent-spec#105](https://github.com/oracle/agent-spec/issues/105) |"
   ],
   "repository_evidence": [
    "**\ud83d\udccb Proposals under review at 10+ frameworks (click to expand)**",
    "| Framework | Stars | Proposal |",
    "| Oracle Agent Spec | \u2014 | [oracle/agent-spec#105](https://github.com/oracle/agent-spec/issues/105) |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://pypi.org/project/agent-os-kernel",
   "project": "AI Card Spec",
   "repository": "https://github.com/Agent-Card/ai-card/issues/16",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "**\ud83d\udccb Proposals under review at 10+ frameworks (click to expand)**",
    "| Framework | Stars | Proposal |",
    "| AI Card Spec | \u2014 | [agent-card/ai-card#16](https://github.com/Agent-Card/ai-card/issues/16) |"
   ],
   "repository_evidence": [
    "**\ud83d\udccb Proposals under review at 10+ frameworks (click to expand)**",
    "| Framework | Stars | Proposal |",
    "| AI Card Spec | \u2014 | [agent-card/ai-card#16](https://github.com/Agent-Card/ai-card/issues/16) |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://pypi.org/project/agent_os_kernel",
   "project": "Dify",
   "repository": "https://github.com/langgenius/dify-plugins/pull/2060",
   "stars": "65000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Public Preview \u2014 A kernel architecture for governing autonomous AI agents with Nexus Trust Exchange",
    "### \ud83c\udfe2 Adopted By Leading AI Frameworks",
    "| Framework | Stars | Status | Link |",
    "| **Dify** | 65K \u2b50 | \u2705 Merged | [dify-plugins#2060](https://github.com/langgenius/dify-plugins/pull/2060) |"
   ],
   "repository_evidence": [
    "Public Preview \u2014 A kernel architecture for governing autonomous AI agents with Nexus Trust Exchange",
    "### \ud83c\udfe2 Adopted By Leading AI Frameworks",
    "| Framework | Stars | Status | Link |",
    "| **Dify** | 65K \u2b50 | \u2705 Merged | [dify-plugins#2060](https://github.com/langgenius/dify-plugins/pull/2060) |"
   ],
   "stars_evidence": [
    "Public Preview \u2014 A kernel architecture for governing autonomous AI agents with Nexus Trust Exchange",
    "### \ud83c\udfe2 Adopted By Leading AI Frameworks",
    "| Framework | Stars | Status | Link |",
    "| **Dify** | 65K \u2b50 | \u2705 Merged | [dify-plugins#2060](https://github.com/langgenius/dify-plugins/pull/2060) |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://pypi.org/project/agent_os_kernel",
   "project": "LlamaIndex",
   "repository": "https://github.com/run-llama/llama_index/pull/20644",
   "stars": "47000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Public Preview \u2014 A kernel architecture for governing autonomous AI agents with Nexus Trust Exchange",
    "### \ud83c\udfe2 Adopted By Leading AI Frameworks",
    "| Framework | Stars | Status | Link |",
    "| **LlamaIndex** | 47K \u2b50 | \u2705 Merged | [llama_index#20644](https://github.com/run-llama/llama_index/pull/20644) |"
   ],
   "repository_evidence": [
    "Public Preview \u2014 A kernel architecture for governing autonomous AI agents with Nexus Trust Exchange",
    "### \ud83c\udfe2 Adopted By Leading AI Frameworks",
    "| Framework | Stars | Status | Link |",
    "| **LlamaIndex** | 47K \u2b50 | \u2705 Merged | [llama_index#20644](https://github.com/run-llama/llama_index/pull/20644) |"
   ],
   "stars_evidence": [
    "Public Preview \u2014 A kernel architecture for governing autonomous AI agents with Nexus Trust Exchange",
    "### \ud83c\udfe2 Adopted By Leading AI Frameworks",
    "| Framework | Stars | Status | Link |",
    "| **LlamaIndex** | 47K \u2b50 | \u2705 Merged | [llama_index#20644](https://github.com/run-llama/llama_index/pull/20644) |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://pypi.org/project/agent_os_kernel",
   "project": "Microsoft Agent-Lightning",
   "repository": "https://github.com/microsoft/agent-governance-python/agent-lightning/pull/478",
   "stars": "15000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Public Preview \u2014 A kernel architecture for governing autonomous AI agents with Nexus Trust Exchange",
    "### \ud83c\udfe2 Adopted By Leading AI Frameworks",
    "| Framework | Stars | Status | Link |",
    "| **Microsoft Agent-Lightning** | 15K \u2b50 | \u2705 Merged | [agent-lightning#478](https://github.com/microsoft/agent-governance-python/agent-lightning/pull/478) |"
   ],
   "repository_evidence": [
    "Public Preview \u2014 A kernel architecture for governing autonomous AI agents with Nexus Trust Exchange",
    "### \ud83c\udfe2 Adopted By Leading AI Frameworks",
    "| Framework | Stars | Status | Link |",
    "| **Microsoft Agent-Lightning** | 15K \u2b50 | \u2705 Merged | [agent-lightning#478](https://github.com/microsoft/agent-governance-python/agent-lightning/pull/478) |"
   ],
   "stars_evidence": [
    "Public Preview \u2014 A kernel architecture for governing autonomous AI agents with Nexus Trust Exchange",
    "### \ud83c\udfe2 Adopted By Leading AI Frameworks",
    "| Framework | Stars | Status | Link |",
    "| **Microsoft Agent-Lightning** | 15K \u2b50 | \u2705 Merged | [agent-lightning#478](https://github.com/microsoft/agent-governance-python/agent-lightning/pull/478) |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://pypi.org/project/agent_os_kernel",
   "project": "LangGraph",
   "repository": "https://pypi.org/project/langgraph-trust/",
   "stars": "24000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Public Preview \u2014 A kernel architecture for governing autonomous AI agents with Nexus Trust Exchange",
    "### \ud83c\udfe2 Adopted By Leading AI Frameworks",
    "| Framework | Stars | Status | Link |",
    "| **LangGraph** | 24K \u2b50 | \ud83d\udce6 Published on PyPI | [langgraph-trust](https://pypi.org/project/langgraph-trust/) |"
   ],
   "repository_evidence": [
    "Public Preview \u2014 A kernel architecture for governing autonomous AI agents with Nexus Trust Exchange",
    "### \ud83c\udfe2 Adopted By Leading AI Frameworks",
    "| Framework | Stars | Status | Link |",
    "| **LangGraph** | 24K \u2b50 | \ud83d\udce6 Published on PyPI | [langgraph-trust](https://pypi.org/project/langgraph-trust/) |"
   ],
   "stars_evidence": [
    "Public Preview \u2014 A kernel architecture for governing autonomous AI agents with Nexus Trust Exchange",
    "### \ud83c\udfe2 Adopted By Leading AI Frameworks",
    "| Framework | Stars | Status | Link |",
    "| **LangGraph** | 24K \u2b50 | \ud83d\udce6 Published on PyPI | [langgraph-trust](https://pypi.org/project/langgraph-trust/) |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://pypi.org/project/agent_os_kernel",
   "project": "OpenAI Agents SDK",
   "repository": "https://pypi.org/project/agentmesh-openai-agents-trust/",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Public Preview \u2014 A kernel architecture for governing autonomous AI agents with Nexus Trust Exchange",
    "### \ud83c\udfe2 Adopted By Leading AI Frameworks",
    "| Framework | Stars | Status | Link |",
    "| **OpenAI Agents SDK** | \u2014 | \ud83d\udce6 Published on PyPI | [agentmesh-openai-agents-trust](https://pypi.org/project/agentmesh-openai-agents-trust/) |"
   ],
   "repository_evidence": [
    "Public Preview \u2014 A kernel architecture for governing autonomous AI agents with Nexus Trust Exchange",
    "### \ud83c\udfe2 Adopted By Leading AI Frameworks",
    "| Framework | Stars | Status | Link |",
    "| **OpenAI Agents SDK** | \u2014 | \ud83d\udce6 Published on PyPI | [agentmesh-openai-agents-trust](https://pypi.org/project/agentmesh-openai-agents-trust/) |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://pypi.org/project/agent_os_kernel",
   "project": "OpenClaw",
   "repository": "https://clawhub.ai/microsoft/agentmesh-governance",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Public Preview \u2014 A kernel architecture for governing autonomous AI agents with Nexus Trust Exchange",
    "### \ud83c\udfe2 Adopted By Leading AI Frameworks",
    "| Framework | Stars | Status | Link |",
    "| **OpenClaw** | \u2014 | \ud83d\udce6 Published on ClawHub | [agentmesh-governance](https://clawhub.ai/microsoft/agentmesh-governance) |"
   ],
   "repository_evidence": [
    "Public Preview \u2014 A kernel architecture for governing autonomous AI agents with Nexus Trust Exchange",
    "### \ud83c\udfe2 Adopted By Leading AI Frameworks",
    "| Framework | Stars | Status | Link |",
    "| **OpenClaw** | \u2014 | \ud83d\udce6 Published on ClawHub | [agentmesh-governance](https://clawhub.ai/microsoft/agentmesh-governance) |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://pypi.org/project/agent_os_kernel",
   "project": "AutoGen",
   "repository": "https://github.com/microsoft/autogen/issues/7242",
   "stars": "54000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Public Preview \u2014 A kernel architecture for governing autonomous AI agents with Nexus Trust Exchange",
    "**\ud83d\udccb Proposals under review at 10+ frameworks (click to expand)**",
    "| Framework | Stars | Proposal |",
    "| AutoGen | 54K \u2b50 | [microsoft/autogen#7242](https://github.com/microsoft/autogen/issues/7242) |"
   ],
   "repository_evidence": [
    "Public Preview \u2014 A kernel architecture for governing autonomous AI agents with Nexus Trust Exchange",
    "**\ud83d\udccb Proposals under review at 10+ frameworks (click to expand)**",
    "| Framework | Stars | Proposal |",
    "| AutoGen | 54K \u2b50 | [microsoft/autogen#7242](https://github.com/microsoft/autogen/issues/7242) |"
   ],
   "stars_evidence": [
    "Public Preview \u2014 A kernel architecture for governing autonomous AI agents with Nexus Trust Exchange",
    "**\ud83d\udccb Proposals under review at 10+ frameworks (click to expand)**",
    "| Framework | Stars | Proposal |",
    "| AutoGen | 54K \u2b50 | [microsoft/autogen#7242](https://github.com/microsoft/autogen/issues/7242) |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://pypi.org/project/agent_os_kernel",
   "project": "CrewAI",
   "repository": "https://github.com/crewAIInc/crewAI/issues/4502",
   "stars": "44000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Public Preview \u2014 A kernel architecture for governing autonomous AI agents with Nexus Trust Exchange",
    "**\ud83d\udccb Proposals under review at 10+ frameworks (click to expand)**",
    "| Framework | Stars | Proposal |",
    "| CrewAI | 44K \u2b50 | [crewAIInc/crewAI#4502](https://github.com/crewAIInc/crewAI/issues/4502) |"
   ],
   "repository_evidence": [
    "Public Preview \u2014 A kernel architecture for governing autonomous AI agents with Nexus Trust Exchange",
    "**\ud83d\udccb Proposals under review at 10+ frameworks (click to expand)**",
    "| Framework | Stars | Proposal |",
    "| CrewAI | 44K \u2b50 | [crewAIInc/crewAI#4502](https://github.com/crewAIInc/crewAI/issues/4502) |"
   ],
   "stars_evidence": [
    "Public Preview \u2014 A kernel architecture for governing autonomous AI agents with Nexus Trust Exchange",
    "**\ud83d\udccb Proposals under review at 10+ frameworks (click to expand)**",
    "| Framework | Stars | Proposal |",
    "| CrewAI | 44K \u2b50 | [crewAIInc/crewAI#4502](https://github.com/crewAIInc/crewAI/issues/4502) |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://pypi.org/project/agent_os_kernel",
   "project": "Haystack",
   "repository": "https://github.com/deepset-ai/haystack/issues/10615",
   "stars": "22000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Public Preview \u2014 A kernel architecture for governing autonomous AI agents with Nexus Trust Exchange",
    "**\ud83d\udccb Proposals under review at 10+ frameworks (click to expand)**",
    "| Framework | Stars | Proposal |",
    "| Haystack | 22K \u2b50 | [deepset-ai/haystack#10615](https://github.com/deepset-ai/haystack/issues/10615) |"
   ],
   "repository_evidence": [
    "Public Preview \u2014 A kernel architecture for governing autonomous AI agents with Nexus Trust Exchange",
    "**\ud83d\udccb Proposals under review at 10+ frameworks (click to expand)**",
    "| Framework | Stars | Proposal |",
    "| Haystack | 22K \u2b50 | [deepset-ai/haystack#10615](https://github.com/deepset-ai/haystack/issues/10615) |"
   ],
   "stars_evidence": [
    "Public Preview \u2014 A kernel architecture for governing autonomous AI agents with Nexus Trust Exchange",
    "**\ud83d\udccb Proposals under review at 10+ frameworks (click to expand)**",
    "| Framework | Stars | Proposal |",
    "| Haystack | 22K \u2b50 | [deepset-ai/haystack#10615](https://github.com/deepset-ai/haystack/issues/10615) |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://pypi.org/project/agent_os_kernel",
   "project": "Semantic Kernel",
   "repository": "https://github.com/microsoft/semantic-kernel/issues/13556",
   "stars": "27000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Public Preview \u2014 A kernel architecture for governing autonomous AI agents with Nexus Trust Exchange",
    "**\ud83d\udccb Proposals under review at 10+ frameworks (click to expand)**",
    "| Framework | Stars | Proposal |",
    "| Semantic Kernel | 27K \u2b50 | [microsoft/semantic-kernel#13556](https://github.com/microsoft/semantic-kernel/issues/13556) |"
   ],
   "repository_evidence": [
    "Public Preview \u2014 A kernel architecture for governing autonomous AI agents with Nexus Trust Exchange",
    "**\ud83d\udccb Proposals under review at 10+ frameworks (click to expand)**",
    "| Framework | Stars | Proposal |",
    "| Semantic Kernel | 27K \u2b50 | [microsoft/semantic-kernel#13556](https://github.com/microsoft/semantic-kernel/issues/13556) |"
   ],
   "stars_evidence": [
    "Public Preview \u2014 A kernel architecture for governing autonomous AI agents with Nexus Trust Exchange",
    "**\ud83d\udccb Proposals under review at 10+ frameworks (click to expand)**",
    "| Framework | Stars | Proposal |",
    "| Semantic Kernel | 27K \u2b50 | [microsoft/semantic-kernel#13556](https://github.com/microsoft/semantic-kernel/issues/13556) |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://pypi.org/project/agent_os_kernel",
   "project": "smolagents",
   "repository": "https://github.com/huggingface/smolagents/issues/1989",
   "stars": "25000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Public Preview \u2014 A kernel architecture for governing autonomous AI agents with Nexus Trust Exchange",
    "**\ud83d\udccb Proposals under review at 10+ frameworks (click to expand)**",
    "| Framework | Stars | Proposal |",
    "| smolagents | 25K \u2b50 | \u2705 Adapter built \u2014 [huggingface/smolagents#1989](https://github.com/huggingface/smolagents/issues/1989) |"
   ],
   "repository_evidence": [
    "Public Preview \u2014 A kernel architecture for governing autonomous AI agents with Nexus Trust Exchange",
    "**\ud83d\udccb Proposals under review at 10+ frameworks (click to expand)**",
    "| Framework | Stars | Proposal |",
    "| smolagents | 25K \u2b50 | \u2705 Adapter built \u2014 [huggingface/smolagents#1989](https://github.com/huggingface/smolagents/issues/1989) |"
   ],
   "stars_evidence": [
    "Public Preview \u2014 A kernel architecture for governing autonomous AI agents with Nexus Trust Exchange",
    "**\ud83d\udccb Proposals under review at 10+ frameworks (click to expand)**",
    "| Framework | Stars | Proposal |",
    "| smolagents | 25K \u2b50 | \u2705 Adapter built \u2014 [huggingface/smolagents#1989](https://github.com/huggingface/smolagents/issues/1989) |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://pypi.org/project/agent_os_kernel",
   "project": "Google ADK",
   "repository": "https://github.com/google/adk-python/issues/4517",
   "stars": "18000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Public Preview \u2014 A kernel architecture for governing autonomous AI agents with Nexus Trust Exchange",
    "**\ud83d\udccb Proposals under review at 10+ frameworks (click to expand)**",
    "| Framework | Stars | Proposal |",
    "| Google ADK | 18K \u2b50 | \u2705 Adapter + GovernancePlugin \u2014 [google/adk-python#4517](https://github.com/google/adk-python/issues/4517) |"
   ],
   "repository_evidence": [
    "Public Preview \u2014 A kernel architecture for governing autonomous AI agents with Nexus Trust Exchange",
    "**\ud83d\udccb Proposals under review at 10+ frameworks (click to expand)**",
    "| Framework | Stars | Proposal |",
    "| Google ADK | 18K \u2b50 | \u2705 Adapter + GovernancePlugin \u2014 [google/adk-python#4517](https://github.com/google/adk-python/issues/4517) |"
   ],
   "stars_evidence": [
    "Public Preview \u2014 A kernel architecture for governing autonomous AI agents with Nexus Trust Exchange",
    "**\ud83d\udccb Proposals under review at 10+ frameworks (click to expand)**",
    "| Framework | Stars | Proposal |",
    "| Google ADK | 18K \u2b50 | \u2705 Adapter + GovernancePlugin \u2014 [google/adk-python#4517](https://github.com/google/adk-python/issues/4517) |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://pypi.org/project/agent_os_kernel",
   "project": "PydanticAI",
   "repository": "https://github.com/pydantic/pydantic-ai/issues/4335",
   "stars": "15000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Public Preview \u2014 A kernel architecture for governing autonomous AI agents with Nexus Trust Exchange",
    "**\ud83d\udccb Proposals under review at 10+ frameworks (click to expand)**",
    "| Framework | Stars | Proposal |",
    "| PydanticAI | 15K \u2b50 | \u2705 Adapter built \u2014 [pydantic/pydantic-ai#4335](https://github.com/pydantic/pydantic-ai/issues/4335) |"
   ],
   "repository_evidence": [
    "Public Preview \u2014 A kernel architecture for governing autonomous AI agents with Nexus Trust Exchange",
    "**\ud83d\udccb Proposals under review at 10+ frameworks (click to expand)**",
    "| Framework | Stars | Proposal |",
    "| PydanticAI | 15K \u2b50 | \u2705 Adapter built \u2014 [pydantic/pydantic-ai#4335](https://github.com/pydantic/pydantic-ai/issues/4335) |"
   ],
   "stars_evidence": [
    "Public Preview \u2014 A kernel architecture for governing autonomous AI agents with Nexus Trust Exchange",
    "**\ud83d\udccb Proposals under review at 10+ frameworks (click to expand)**",
    "| Framework | Stars | Proposal |",
    "| PydanticAI | 15K \u2b50 | \u2705 Adapter built \u2014 [pydantic/pydantic-ai#4335](https://github.com/pydantic/pydantic-ai/issues/4335) |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://pypi.org/project/agent_os_kernel",
   "project": "A2A Protocol",
   "repository": "https://github.com/a2aproject/A2A/issues/1501",
   "stars": "21000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Public Preview \u2014 A kernel architecture for governing autonomous AI agents with Nexus Trust Exchange",
    "**\ud83d\udccb Proposals under review at 10+ frameworks (click to expand)**",
    "| Framework | Stars | Proposal |",
    "| A2A Protocol | 21K \u2b50 | [a2aproject/A2A#1501](https://github.com/a2aproject/A2A/issues/1501) |"
   ],
   "repository_evidence": [
    "Public Preview \u2014 A kernel architecture for governing autonomous AI agents with Nexus Trust Exchange",
    "**\ud83d\udccb Proposals under review at 10+ frameworks (click to expand)**",
    "| Framework | Stars | Proposal |",
    "| A2A Protocol | 21K \u2b50 | [a2aproject/A2A#1501](https://github.com/a2aproject/A2A/issues/1501) |"
   ],
   "stars_evidence": [
    "Public Preview \u2014 A kernel architecture for governing autonomous AI agents with Nexus Trust Exchange",
    "**\ud83d\udccb Proposals under review at 10+ frameworks (click to expand)**",
    "| Framework | Stars | Proposal |",
    "| A2A Protocol | 21K \u2b50 | [a2aproject/A2A#1501](https://github.com/a2aproject/A2A/issues/1501) |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://local-llm.net/compare/langchain-vs-llamaindex-vs-haystack",
   "project": "LangChain",
   "repository": null,
   "stars": "100K+",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "LangChain, LlamaIndex, and Haystack are the three dominant frameworks for LLM application development in 2026, and each brings a distinct philosophy to the problem.",
    "| Feature | LangChain | LlamaIndex | Haystack |",
    "| **GitHub stars** | 100K+ | 40K+ | 20K+ |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "LangChain, LlamaIndex, and Haystack are the three dominant frameworks for LLM application development in 2026, and each brings a distinct philosophy to the problem.",
    "| Feature | LangChain | LlamaIndex | Haystack |",
    "| **GitHub stars** | 100K+ | 40K+ | 20K+ |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://local-llm.net/compare/langchain-vs-llamaindex-vs-haystack",
   "project": "LlamaIndex",
   "repository": null,
   "stars": "40K+",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "LangChain, LlamaIndex, and Haystack are the three dominant frameworks for LLM application development in 2026, and each brings a distinct philosophy to the problem.",
    "| Feature | LangChain | LlamaIndex | Haystack |",
    "| **GitHub stars** | 100K+ | 40K+ | 20K+ |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "LangChain, LlamaIndex, and Haystack are the three dominant frameworks for LLM application development in 2026, and each brings a distinct philosophy to the problem.",
    "| Feature | LangChain | LlamaIndex | Haystack |",
    "| **GitHub stars** | 100K+ | 40K+ | 20K+ |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://local-llm.net/compare/langchain-vs-llamaindex-vs-haystack",
   "project": "Haystack",
   "repository": null,
   "stars": "20K+",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "LangChain, LlamaIndex, and Haystack are the three dominant frameworks for LLM application development in 2026, and each brings a distinct philosophy to the problem.",
    "| Feature | LangChain | LlamaIndex | Haystack |",
    "| **GitHub stars** | 100K+ | 40K+ | 20K+ |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "LangChain, LlamaIndex, and Haystack are the three dominant frameworks for LLM application development in 2026, and each brings a distinct philosophy to the problem.",
    "| Feature | LangChain | LlamaIndex | Haystack |",
    "| **GitHub stars** | 100K+ | 40K+ | 20K+ |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/jim-schwoebel/awesome-agents",
   "project": "llama-agentic-system",
   "repository": "https://github.com/meta-llama/llama-agentic-system",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# \ud83e\udd16 Awesome Agents",
    "Awesome Agents is a curated list of open-source tools and products to build AI agents.",
    "## Frameworks",
    "- [llama-agentic-system](https://github.com/meta-llama/llama-agentic-system): Agentic components of the Llama Stack APIs [![GitHub Repo stars](https://camo.githubusercontent.com/521094aab3396575e1e871cdaf6f33747d1e14baa2072b5edfc5284733bf58f2/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f6d6574612d6c6c616d612f6c6c616d612d6167656e7469632d73797374656d3f7374796c653d736f6369616c)](https://camo.githubusercontent.com/521094aab3396575e1e871cdaf6f33747d1e14baa2072b5edfc5284733bf58f2/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f6d6574612d6c6c616d612f6c6c616d612d6167656e7469632d73797374656d3f7374796c653d736f6369616c)"
   ],
   "repository_evidence": [
    "# \ud83e\udd16 Awesome Agents",
    "Awesome Agents is a curated list of open-source tools and products to build AI agents.",
    "## Frameworks",
    "- [llama-agentic-system](https://github.com/meta-llama/llama-agentic-system): Agentic components of the Llama Stack APIs [![GitHub Repo stars](https://camo.githubusercontent.com/521094aab3396575e1e871cdaf6f33747d1e14baa2072b5edfc5284733bf58f2/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f6d6574612d6c6c616d612f6c6c616d612d6167656e7469632d73797374656d3f7374796c653d736f6369616c)](https://camo.githubusercontent.com/521094aab3396575e1e871cdaf6f33747d1e14baa2072b5edfc5284733bf58f2/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f6d6574612d6c6c616d612f6c6c616d612d6167656e7469632d73797374656d3f7374796c653d736f6369616c)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://krabarena.com/battles/browser-use-vs-skyvern-vs-stagehand-which-ai-browser-agent-actually-finishes-the",
   "project": "browser-use",
   "repository": "https://github.com/browser-use/browser-use",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Project docs and repositories",
    "- [browser-use/browser-use](https://github.com/browser-use/browser-use) \u2014 Browser-use README with Python install, Playwright/Chromium setup, local agent examples, and optional cloud notes."
   ],
   "repository_evidence": [
    "Project docs and repositories",
    "- [browser-use/browser-use](https://github.com/browser-use/browser-use) \u2014 Browser-use README with Python install, Playwright/Chromium setup, local agent examples, and optional cloud notes."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://krabarena.com/battles/browser-use-vs-skyvern-vs-stagehand-which-ai-browser-agent-actually-finishes-the",
   "project": "Skyvern",
   "repository": "https://github.com/Skyvern-AI/skyvern",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Project docs and repositories",
    "- [Skyvern-AI/skyvern](https://github.com/Skyvern-AI/skyvern) \u2014 Skyvern repository describing LLM/computer-vision browser workflows, self-hosting, SDKs, and cloud deployment options."
   ],
   "repository_evidence": [
    "Project docs and repositories",
    "- [Skyvern-AI/skyvern](https://github.com/Skyvern-AI/skyvern) \u2014 Skyvern repository describing LLM/computer-vision browser workflows, self-hosting, SDKs, and cloud deployment options."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://krabarena.com/battles/browser-use-vs-skyvern-vs-stagehand-which-ai-browser-agent-actually-finishes-the",
   "project": "Stagehand",
   "repository": "https://github.com/browserbase/stagehand",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Project docs and repositories",
    "- [browserbase/stagehand](https://github.com/browserbase/stagehand) \u2014 Stagehand repository for the Playwright-compatible AI browser automation framework and its local/Browserbase modes."
   ],
   "repository_evidence": [
    "Project docs and repositories",
    "- [browserbase/stagehand](https://github.com/browserbase/stagehand) \u2014 Stagehand repository for the Playwright-compatible AI browser automation framework and its local/Browserbase modes."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://me.mashable.com/tech/27398/auto-gpt-babyagi-and-agentgpt-how-to-use-ai-agents",
   "project": "Auto-GPT",
   "repository": "https://github.com/Significant-Gravitas/Auto-GPT",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Created by game developer Toran Bruce Richards, [Auto-GPT](https://github.com/Significant-Gravitas/Auto-GPT) is the original application that set off a flurry of other AI agent tools."
   ],
   "repository_evidence": [
    "Created by game developer Toran Bruce Richards, [Auto-GPT](https://github.com/Significant-Gravitas/Auto-GPT) is the original application that set off a flurry of other AI agent tools."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://me.mashable.com/tech/27398/auto-gpt-babyagi-and-agentgpt-how-to-use-ai-agents",
   "project": "BabyAGI",
   "repository": "https://github.com/yoheinakajima/babyagi",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Like Auto-GPT, [BabyAGI](https://github.com/yoheinakajima/babyagi) is also available in a repository (repo) on GitHub."
   ],
   "repository_evidence": [
    "Like Auto-GPT, [BabyAGI](https://github.com/yoheinakajima/babyagi) is also available in a repository (repo) on GitHub."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://me.mashable.com/tech/27398/auto-gpt-babyagi-and-agentgpt-how-to-use-ai-agents",
   "project": "AgentGPT",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "If you don't have coding experience, [AgentGPT](https://agentgpt.reworkd.ai/) and [GodMode](https://godmode.space/) are more user-friendly applications for using an AI agents."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://me.mashable.com/tech/27398/auto-gpt-babyagi-and-agentgpt-how-to-use-ai-agents",
   "project": "GodMode",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "If you don't have coding experience, [AgentGPT](https://agentgpt.reworkd.ai/) and [GodMode](https://godmode.space/) are more user-friendly applications for using an AI agents."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://arxiv.org/pdf/2412.10047v1",
   "project": "UFO",
   "repository": "https://github.com/microsoft/UFO",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Large Action Models: From Inception to Implementation",
    "In the following sections, we use the Windows GUI agent UFO [83]\u2217\n\nas a case study to illustrate the process of building a robust LAM\nfrom the ground up.",
    "\u2217https://github.com/microsoft/UFO"
   ],
   "repository_evidence": [
    "Large Action Models: From Inception to Implementation",
    "In the following sections, we use the Windows GUI agent UFO [83]\u2217\n\nas a case study to illustrate the process of building a robust LAM\nfrom the ground up.",
    "\u2217https://github.com/microsoft/UFO"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://openaisea.com/try-manus-ai-free-version-openmanus",
   "project": "OpenManus",
   "repository": "https://github.com/mannaandpoem/OpenManus.git",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "In the fast evolving world of AI, a new open-source project called OpenManus has captured the attention of developers worldwide.",
    "OpenManus is an open-source implementation of Manus, a general-purpose AI agent system.",
    "Getting started with OpenManus is straightforward:"
   ],
   "repository_evidence": [
    "In the fast evolving world of AI, a new open-source project called OpenManus has captured the attention of developers worldwide.",
    "- **Clone the repository**: `git clone [https://github.com/mannaandpoem/OpenManus.git](https://github.com/mannaandpoem/OpenManus.git) cd OpenManus`"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://yespress.io/tags/agent-framework",
   "project": "Letta",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## *agent-framework*",
    "### Letta",
    "Letta is a San Francisco AI research lab and platform for building stateful agents - AI that remembers, learns, and improves itself over time."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://yespress.io/tags/agent-framework",
   "project": "Mastra",
   "repository": null,
   "stars": "25000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## *agent-framework*",
    "### Mastra",
    "Mastra is an open-source TypeScript framework for building production-ready AI agents, workflows, and retrieval-augmented generation pipelines."
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "## *agent-framework*",
    "### Mastra",
    "Mastra is developed by Kepler Software, a San Francisco startup, and reached 25,000+ GitHub stars and 300,000+ weekly npm downloads with adoption at companies like Brex, Sanity, Replit, and PayPal."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://yespress.io/tags/agent-framework",
   "project": "Lyzr AI",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## *agent-framework*",
    "### Lyzr AI",
    "Lyzr AI is an enterprise agent-infrastructure company that helps banks, insurers, and other regulated organizations move AI agents from proof-of-concept to production."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://yespress.io/tags/agent-framework",
   "project": "SuperAGI",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## *agent-framework*",
    "### SuperAGI",
    "SuperAGI is a Palo Alto-based AI company building autonomous agents that run real work - sales outreach, software engineering, marketing, support - on a single platform."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/Agnuxo1/awesome-ai-agents",
   "project": "AutoGen",
   "repository": "https://github.com/microsoft/autogen",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome AI Agents [![Awesome](https://camo.githubusercontent.com/9d49598b873146ec650fb3f275e8a532c765dabb1f61d5afa25be41e79891aa7/68747470733a2f2f617765736f6d652e72652f62616467652e737667)](https://awesome.re) [![Lint](https://github.com/NipunaRanasinghe/awesome-ai-agents/actions/workflows/lint.yml/badge.svg)](https://github.com/NipunaRanasinghe/awesome-ai-agents/actions/workflows/lint.yml) [![Check Links](https://github.com/NipunaRanasinghe/awesome-ai-agents/actions/workflows/links.yml/badge.svg)](https://github.com/NipunaRanasinghe/awesome-ai-agents/actions/workflows/links.yml)",
    "## \ud83c\udf1f Core Frameworks",
    "Frameworks for building and managing AI agents.",
    "| Framework | Stars | Description |",
    "| [AutoGen](https://github.com/microsoft/autogen) | [![](https://camo.githubusercontent.com/6941f3a298d4e3a848393f6fcac956362dd9ddd515b1010284c082d5128e2918/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f6d6963726f736f66742f6175746f67656e)](https://camo.githubusercontent.com/6941f3a298d4e3a848393f6fcac956362dd9ddd515b1010284c082d5128e2918/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f6d6963726f736f66742f6175746f67656e) | Multi-agent conversations, GPT-4 integration, customizable workflows |"
   ],
   "repository_evidence": [
    "# Awesome AI Agents [![Awesome](https://camo.githubusercontent.com/9d49598b873146ec650fb3f275e8a532c765dabb1f61d5afa25be41e79891aa7/68747470733a2f2f617765736f6d652e72652f62616467652e737667)](https://awesome.re) [![Lint](https://github.com/NipunaRanasinghe/awesome-ai-agents/actions/workflows/lint.yml/badge.svg)](https://github.com/NipunaRanasinghe/awesome-ai-agents/actions/workflows/lint.yml) [![Check Links](https://github.com/NipunaRanasinghe/awesome-ai-agents/actions/workflows/links.yml/badge.svg)](https://github.com/NipunaRanasinghe/awesome-ai-agents/actions/workflows/links.yml)",
    "## \ud83c\udf1f Core Frameworks",
    "Frameworks for building and managing AI agents.",
    "| Framework | Stars | Description |",
    "| [AutoGen](https://github.com/microsoft/autogen) | [![](https://camo.githubusercontent.com/6941f3a298d4e3a848393f6fcac956362dd9ddd515b1010284c082d5128e2918/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f6d6963726f736f66742f6175746f67656e)](https://camo.githubusercontent.com/6941f3a298d4e3a848393f6fcac956362dd9ddd515b1010284c082d5128e2918/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f6d6963726f736f66742f6175746f67656e) | Multi-agent conversations, GPT-4 integration, customizable workflows |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://opensourceai.tech/tool/lavague.html",
   "project": "LaVague",
   "repository": "https://github.com/lavague-ai/LaVague",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# LaVague",
    "## What is LaVague?",
    "Turn objectives into browser automation"
   ],
   "repository_evidence": [
    "[View on GitHub](https://github.com/lavague-ai/LaVague)",
    "# LaVague",
    "Turn objectives into browser automation"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://alphaxiv.org/abs/2505.19253",
   "project": "GPT-Researcher",
   "repository": "https://github.com/assafelovic/gpt-researcher",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "DeepResearchGym: A Free, Transparent, and Reproducible Evaluation Sandbox for Deep Research",
    "A complementary line of work has advanced towards comprehensive long-form report generation frameworks.",
    "GPTResearcher (Elovic, 2025) orchestrates agentic workflows to coordinate planning, retrieval, and drafting across hybrid data sources, incorporating techniques such as report planning (Wang et al., 2023) and query decomposition (Bonchi et al., 2008) to enhance long-form synthesis, while enforcing completeness."
   ],
   "repository_evidence": [
    "GPT Researcher: LLM-based Autonomous Agent for Deep Research, 2025. URL https:"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://alphaxiv.org/abs/2505.19253",
   "project": "HuggingFace OpenDeepResearch",
   "repository": "https://github.com/huggingface/smolagents/tree/main/examples/open_deep_research",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "DeepResearchGym: A Free, Transparent, and Reproducible Evaluation Sandbox for Deep Research",
    "A complementary line of work has advanced towards comprehensive long-form report generation frameworks.",
    "HuggingFace\u2019s OpenDeepResearch initiative (HuggingFace, 2025) fol- lows similar directions in an open-source framework while emphasizing transparency and modularity."
   ],
   "repository_evidence": [
    "Open Deep Research, 2025. URL https://github.com/huggingface/"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://microsoft.github.io/UFO/tutorials/creating_device_agent/overview",
   "project": "UFO",
   "repository": "https://github.com/microsoft/UFO.git",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Creating a New Device Agent - Complete Tutorial",
    "# Clone UFO\u00b3 repository git clone https://github.com/microsoft/UFO.git cd UFO # Install dependencies pip install -r requirements.txt # Verify installation python -c \"import ufo; print('UFO\u00b3 installed successfully')\""
   ],
   "repository_evidence": [
    "# Creating a New Device Agent - Complete Tutorial",
    "# Clone UFO\u00b3 repository git clone https://github.com/microsoft/UFO.git cd UFO # Install dependencies pip install -r requirements.txt # Verify installation python -c \"import ufo; print('UFO\u00b3 installed successfully')\""
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/i-am-bee/bee-agent-framework/releases",
   "project": "beeai-framework",
   "repository": "https://github.com/i-am-bee/beeai-framework",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## typescript_v0.1.30",
    "- **adapters:** upgrade LangChain packages to 1.x ([#1491](https://github.com/i-am-bee/beeai-framework/issues/1491)) ([3ee516a](https://github.com/i-am-bee/beeai-framework/commit/3ee516a0d85ab3ccd7f67e81ffb0c5c0c2d3ce6a)), closes [#1470](https://github.com/i-am-bee/beeai-framework/issues/1470)"
   ],
   "repository_evidence": [
    "## typescript_v0.1.30",
    "- **adapters:** upgrade LangChain packages to 1.x ([#1491](https://github.com/i-am-bee/beeai-framework/issues/1491)) ([3ee516a](https://github.com/i-am-bee/beeai-framework/commit/3ee516a0d85ab3ccd7f67e81ffb0c5c0c2d3ce6a)), closes [#1470](https://github.com/i-am-bee/beeai-framework/issues/1470)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/henryalps",
   "project": "OpenManus",
   "repository": "https://github.com/henryalps/OpenManus",
   "stars": "901",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "OpenManus is an open-source initiative to replicate the capabilities of the Manus AI agent, a state-of-the-art general-purpose AI developed by Monica, which excels in autonomously executing complex\u2026",
    "Python[ 901 ](/henryalps/OpenManus/stargazers)[ 210 ](/henryalps/OpenManus/forks)"
   ],
   "repository_evidence": [
    "Python[ 901 ](/henryalps/OpenManus/stargazers)[ 210 ](/henryalps/OpenManus/forks)"
   ],
   "stars_evidence": [
    "Python[ 901 ](/henryalps/OpenManus/stargazers)[ 210 ](/henryalps/OpenManus/forks)"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://pydantic.dev/docs/logfire/integrations/agent-frameworks/support-matrix",
   "project": "OpenInference",
   "repository": "https://github.com/Arize-ai/openinference",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "This page summarizes what each framework\u2019s guide describes about Logfire\u2019s views.",
    "- **Instrumentor or bridge** (e.g. [OpenInference](https://github.com/Arize-ai/openinference) / [OpenLLMetry](https://github.com/traceloop/openllmetry), a framework\u2019s own OTel bridge, or a Logfire-native instrumentor): agent runs and token counts populate, but cost, the tools tab, and message/prompt content are not yet read from these conventions."
   ],
   "repository_evidence": [
    "This page summarizes what each framework\u2019s guide describes about Logfire\u2019s views.",
    "- **Instrumentor or bridge** (e.g. [OpenInference](https://github.com/Arize-ai/openinference) / [OpenLLMetry](https://github.com/traceloop/openllmetry), a framework\u2019s own OTel bridge, or a Logfire-native instrumentor): agent runs and token counts populate, but cost, the tools tab, and message/prompt content are not yet read from these conventions."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://pydantic.dev/docs/logfire/integrations/agent-frameworks/support-matrix",
   "project": "OpenLLMetry",
   "repository": "https://github.com/traceloop/openllmetry",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "This page summarizes what each framework\u2019s guide describes about Logfire\u2019s views.",
    "- **Instrumentor or bridge** (e.g. [OpenInference](https://github.com/Arize-ai/openinference) / [OpenLLMetry](https://github.com/traceloop/openllmetry), a framework\u2019s own OTel bridge, or a Logfire-native instrumentor): agent runs and token counts populate, but cost, the tools tab, and message/prompt content are not yet read from these conventions."
   ],
   "repository_evidence": [
    "This page summarizes what each framework\u2019s guide describes about Logfire\u2019s views.",
    "- **Instrumentor or bridge** (e.g. [OpenInference](https://github.com/Arize-ai/openinference) / [OpenLLMetry](https://github.com/traceloop/openllmetry), a framework\u2019s own OTel bridge, or a Logfire-native instrumentor): agent runs and token counts populate, but cost, the tools tab, and message/prompt content are not yet read from these conventions."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/cpacker/MemGPT/releases",
   "project": "Letta",
   "repository": "https://github.com/letta-ai/letta",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Releases: letta-ai/letta",
    "## Release list",
    "Letta Server 0.16.7 Release Notes"
   ],
   "repository_evidence": [
    "# Releases: letta-ai/letta",
    "## Release list",
    "- **Local filesystem access blocked via ImageContent bypass** ([#3256](https://github.com/letta-ai/letta/pull/3256), #10329) -- `file:///` URLs in images are now rejected"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://fandf.co/4iYpnza",
   "project": "Strands Agents",
   "repository": "https://github.com/strands-agents/harness-sdk",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Strands Agents is a simple yet powerful SDK that takes a model-driven approach to building and running AI agents.",
    "## Folders and files"
   ],
   "repository_evidence": [
    "| `strands-py/` | Python SDK: agent loop, model providers, tools ([PyPI](https://pypi.org/project/strands-agents/) \u00b7 [releases](https://github.com/strands-agents/harness-sdk/releases?q=python%2F&expanded=false)) |",
    "## Folders and files",
    "Folders and files"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://till-freitag.com/en/blog/openclaw-coding-agent-layer-en",
   "project": "Continue.dev",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Mid-2026 the coding-agent layer has settled into three flavors:",
    "1. **IDE-native assistants** (Continue.dev, Claude Code) \u2013 autocomplete + chat inside the editor.",
    "### Continue.dev \u2013 Fastest IDE start",
    "Open-source plugin for VS Code and JetBrains."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://till-freitag.com/en/blog/openclaw-coding-agent-layer-en",
   "project": "Aider",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Mid-2026 the coding-agent layer has settled into three flavors:",
    "2. **CLI-first pair programmers** (Aider, OpenCode) \u2013 Git-aware tools in the terminal.",
    "### Aider \u2013 The Git-aware CLI pair programmer",
    "CLI tool built on Git."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://till-freitag.com/en/blog/openclaw-coding-agent-layer-en",
   "project": "OpenCode",
   "repository": null,
   "stars": "13400",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Mid-2026 the coding-agent layer has settled into three flavors:",
    "2. **CLI-first pair programmers** (Aider, OpenCode) \u2013 Git-aware tools in the terminal.",
    "### OpenCode \u2013 The open-source CLI alternative",
    "Go binary, 13,400+ stars, multi-LLM (Anthropic, OpenAI, Gemini, Ollama)."
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "Mid-2026 the coding-agent layer has settled into three flavors:",
    "2. **CLI-first pair programmers** (Aider, OpenCode) \u2013 Git-aware tools in the terminal.",
    "### OpenCode \u2013 The open-source CLI alternative",
    "Go binary, 13,400+ stars, multi-LLM (Anthropic, OpenAI, Gemini, Ollama)."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://till-freitag.com/en/blog/openclaw-coding-agent-layer-en",
   "project": "SWE-agent",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Mid-2026 the coding-agent layer has settled into three flavors:",
    "3. **Benchmark champions** (SWE-agent, Devika) \u2013 research tools that solve GitHub issues end-to-end.",
    "### SWE-agent \u2013 The benchmark champion",
    "Research tool from Princeton (NLP Lab)."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://till-freitag.com/en/blog/openclaw-coding-agent-layer-en",
   "project": "Devika",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Mid-2026 the coding-agent layer has settled into three flavors:",
    "3. **Benchmark champions** (SWE-agent, Devika) \u2013 research tools that solve GitHub issues end-to-end.",
    "### Devika \u2013 The \"Devin clone\" for solo hackers",
    "Open-source rebuild of Cognition's Devin: browser UI, plan editor, task list, live logs."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://opensourceai.tech/tool/skyvern.html",
   "project": "Skyvern",
   "repository": "https://github.com/Skyvern-AI/skyvern",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Skyvern",
    "Skyvern",
    "## What is Skyvern?"
   ],
   "repository_evidence": [
    "[View on GitHub](https://github.com/Skyvern-AI/skyvern)",
    "# Skyvern"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://skillpack.co/solutions/gpt-researcher",
   "project": "GPT Researcher",
   "repository": "https://github.com/assafelovic/gpt-researcher",
   "stars": "25845",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# GPT Researcher",
    "Open-source autonomous deep research agent. CMU DeepResearchGym #1 on citation quality, report quality, info coverage. 25.8K stars, 15.9K weekly PyPI downloads. Apache 2.0."
   ],
   "repository_evidence": [
    "# GPT Researcher",
    "[GitHub: 25,845 stars, 3,435 forks](https://github.com/assafelovic/gpt-researcher)"
   ],
   "stars_evidence": [
    "# GPT Researcher",
    "Open-source autonomous deep research agent. CMU DeepResearchGym #1 on citation quality, report quality, info coverage. 25.8K stars, 15.9K weekly PyPI downloads. Apache 2.0.",
    "25,845 GitHub stars, 3,435 forks \u2014 most-starred dedicated open-source deep research agent"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://aipure.ai/products/ufo",
   "project": "UFO\u00b2",
   "repository": "https://github.com/microsoft/UFO",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "UFO\u00b2 is Microsoft's next-generation Desktop AgentOS that transforms natural-language requests into automatic, reliable, multi-application workflows on Windows, combining UI automation, native API integration, and multi-agent coordination.",
    "UFO\u00b2"
   ],
   "repository_evidence": [
    "Clone the repository with 'git clone https://github.com/microsoft/UFO.git', navigate to UFO directory, and run 'pip install -r requirements.txt'",
    "UFO\u00b2"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://stable-learn.com/en/manus-openmanus-compare",
   "project": "OpenManus",
   "repository": "https://github.com/mannaandpoem/OpenManus",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Manus vs OpenManus: The Battle Between Commercial and Open Source AI Agents",
    "Manus vs OpenManus: A clash between commercial and open-source AI Agents.",
    "Meanwhile on GitHub, an open-source project named OpenManus has quickly emerged, with the MetaGPT four-person team replicating Manus\u2019s core functionality in just 3 hours and open-sourcing it, leading to 9 WeChat groups filling up within a day.",
    "## II. OpenManus: The 3-Hour Open-Source \u201cPeople\u2019s Alternative\u201d",
    "As Manus\u2019s popularity peaked on March 6, the MetaGPT four-person team (@mannaandpoem, @XiangJinyu, @MoshiQAQ, @didiforgithub) quickly responded by developing [OpenManus](https://github.com/mannaandpoem/OpenManus) in just 3 hours and open-sourcing it on GitHub."
   ],
   "repository_evidence": [
    "Manus vs OpenManus: The Battle Between Commercial and Open Source AI Agents",
    "Manus vs OpenManus: A clash between commercial and open-source AI Agents.",
    "## II. OpenManus: The 3-Hour Open-Source \u201cPeople\u2019s Alternative\u201d",
    "As Manus\u2019s popularity peaked on March 6, the MetaGPT four-person team (@mannaandpoem, @XiangJinyu, @MoshiQAQ, @didiforgithub) quickly responded by developing [OpenManus](https://github.com/mannaandpoem/OpenManus) in just 3 hours and open-sourcing it on GitHub."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/hemuling%2Fawesome-ai-api-projects?topic=generative-ai",
   "project": "botpress",
   "repository": "https://github.com/botpress/botpress",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-ai-api-projects",
    "A list of projects that can use various ai api \u53ef\u4ee5\u4f7f\u7528ai api\u7684\u5404\u79cd\u9879\u76ee\u5217\u8868",
    "- ## AI Agent",
    "  - ### Framework",
    "    - [botpress](/projects/github.com%2Fbotpress%2Fbotpress) - and-drop interface for visual programming, multi-channel support, natural language understanding, message API, multiple programming language support, and rich modules. | open | Web ui | Loacl, offical | [OpenAI](https://platform.openai.com/playground), [Google Gemini](https://ai.google.dev/gemini-api), [Claude](https://www.anthropic.com/), local models | ![GitHub last commit](https://img.shields.io/github/last-commit/botpress/botpress?label=%20) |"
   ],
   "repository_evidence": [
    "# awesome-ai-api-projects",
    "A list of projects that can use various ai api \u53ef\u4ee5\u4f7f\u7528ai api\u7684\u5404\u79cd\u9879\u76ee\u5217\u8868",
    "[https://github.com/HeMuling/awesome-ai-api-projects](https://github.com/HeMuling/awesome-ai-api-projects)",
    "- ## AI Agent",
    "  - ### Framework",
    "    - [botpress](/projects/github.com%2Fbotpress%2Fbotpress) - and-drop interface for visual programming, multi-channel support, natural language understanding, message API, multiple programming language support, and rich modules. | open | Web ui | Loacl, offical | [OpenAI](https://platform.openai.com/playground), [Google Gemini](https://ai.google.dev/gemini-api), [Claude](https://www.anthropic.com/), local models | ![GitHub last commit](https://img.shields.io/github/last-commit/botpress/botpress?label=%20) |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/hemuling%2Fawesome-ai-api-projects?topic=generative-ai",
   "project": "dify",
   "repository": "https://github.com/langgenius/dify",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-ai-api-projects",
    "A list of projects that can use various ai api \u53ef\u4ee5\u4f7f\u7528ai api\u7684\u5404\u79cd\u9879\u76ee\u5217\u8868",
    "- ## AI Agent",
    "  - ### Framework",
    "    - [dify](/projects/github.com%2Flanggenius%2Fdify) - and-drop interface, AI workflows, RAG pipelines, Agents, model management, observability features, etc. | open | Web ui | Both, offical | All models, local models | ![GitHub last commit](https://img.shields.io/github/last-commit/langgenius/dify?label=%20) |"
   ],
   "repository_evidence": [
    "# awesome-ai-api-projects",
    "A list of projects that can use various ai api \u53ef\u4ee5\u4f7f\u7528ai api\u7684\u5404\u79cd\u9879\u76ee\u5217\u8868",
    "[https://github.com/HeMuling/awesome-ai-api-projects](https://github.com/HeMuling/awesome-ai-api-projects)",
    "- ## AI Agent",
    "  - ### Framework",
    "    - [dify](/projects/github.com%2Flanggenius%2Fdify) - and-drop interface, AI workflows, RAG pipelines, Agents, model management, observability features, etc. | open | Web ui | Both, offical | All models, local models | ![GitHub last commit](https://img.shields.io/github/last-commit/langgenius/dify?label=%20) |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/hemuling%2Fawesome-ai-api-projects?topic=generative-ai",
   "project": "DB-GPT",
   "repository": "https://github.com/eosphoros-ai/DB-GPT",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-ai-api-projects",
    "A list of projects that can use various ai api \u53ef\u4ee5\u4f7f\u7528ai api\u7684\u5404\u79cd\u9879\u76ee\u5217\u8868",
    "- ## AI Agent",
    "  - ### Framework",
    "    - [DB-GPT](/projects/github.com%2Feosphoros-ai%2FDB-GPT) - Agents framework collaboration, AWEL (Intelligent Agent Workflow Orchestration), and various other technical capabilities. | open | Web ui | Both | All models, local models | ![GitHub last commit](https://img.shields.io/github/last-commit/eosphoros-ai/DB-GPT?label=%20) |"
   ],
   "repository_evidence": [
    "# awesome-ai-api-projects",
    "A list of projects that can use various ai api \u53ef\u4ee5\u4f7f\u7528ai api\u7684\u5404\u79cd\u9879\u76ee\u5217\u8868",
    "[https://github.com/HeMuling/awesome-ai-api-projects](https://github.com/HeMuling/awesome-ai-api-projects)",
    "- ## AI Agent",
    "  - ### Framework",
    "    - [DB-GPT](/projects/github.com%2Feosphoros-ai%2FDB-GPT) - Agents framework collaboration, AWEL (Intelligent Agent Workflow Orchestration), and various other technical capabilities. | open | Web ui | Both | All models, local models | ![GitHub last commit](https://img.shields.io/github/last-commit/eosphoros-ai/DB-GPT?label=%20) |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/hemuling%2Fawesome-ai-api-projects?topic=generative-ai",
   "project": "haystack",
   "repository": "https://github.com/deepset-ai/haystack",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-ai-api-projects",
    "A list of projects that can use various ai api \u53ef\u4ee5\u4f7f\u7528ai api\u7684\u5404\u79cd\u9879\u76ee\u5217\u8868",
    "- ## AI Agent",
    "  - ### Framework",
    "    - [haystack](/projects/github.com%2Fdeepset-ai%2Fhaystack) - ready LLM applications. Connect components (models, vector DBs, file converters), builde RAG, question answering, semantic search or conversational agent chatbots. | open | pip package | Both, offical | [OpenAI](https://platform.openai.com/playground), [Google Gemini](https://ai.google.dev/gemini-api), [Claude](https://www.anthropic.com/), local models | ![GitHub last commit](https://img.shields.io/github/last-commit/deepset-ai/haystack?label=%20) |"
   ],
   "repository_evidence": [
    "# awesome-ai-api-projects",
    "A list of projects that can use various ai api \u53ef\u4ee5\u4f7f\u7528ai api\u7684\u5404\u79cd\u9879\u76ee\u5217\u8868",
    "[https://github.com/HeMuling/awesome-ai-api-projects](https://github.com/HeMuling/awesome-ai-api-projects)",
    "- ## AI Agent",
    "  - ### Framework",
    "    - [haystack](/projects/github.com%2Fdeepset-ai%2Fhaystack) - ready LLM applications. Connect components (models, vector DBs, file converters), builde RAG, question answering, semantic search or conversational agent chatbots. | open | pip package | Both, offical | [OpenAI](https://platform.openai.com/playground), [Google Gemini](https://ai.google.dev/gemini-api), [Claude](https://www.anthropic.com/), local models | ![GitHub last commit](https://img.shields.io/github/last-commit/deepset-ai/haystack?label=%20) |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/hemuling%2Fawesome-ai-api-projects?topic=generative-ai",
   "project": "phidata",
   "repository": "https://github.com/phidatahq/phidata",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-ai-api-projects",
    "A list of projects that can use various ai api \u53ef\u4ee5\u4f7f\u7528ai api\u7684\u5404\u79cd\u9879\u76ee\u5217\u8868",
    "- ## AI Agent",
    "  - ### Framework",
    "    - [phidata](https://github.com/phidatahq/phidata) - term memory, RAG, function calling. | open | pip package | Local | Mainstream models, local models | ![GitHub last commit](https://img.shields.io/github/last-commit/phidatahq/phidata?label=%20) |"
   ],
   "repository_evidence": [
    "# awesome-ai-api-projects",
    "A list of projects that can use various ai api \u53ef\u4ee5\u4f7f\u7528ai api\u7684\u5404\u79cd\u9879\u76ee\u5217\u8868",
    "[https://github.com/HeMuling/awesome-ai-api-projects](https://github.com/HeMuling/awesome-ai-api-projects)",
    "- ## AI Agent",
    "  - ### Framework",
    "    - [phidata](https://github.com/phidatahq/phidata) - term memory, RAG, function calling. | open | pip package | Local | Mainstream models, local models | ![GitHub last commit](https://img.shields.io/github/last-commit/phidatahq/phidata?label=%20) |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/hemuling%2Fawesome-ai-api-projects?topic=generative-ai",
   "project": "MindSearch",
   "repository": "https://github.com/InternLM/MindSearch",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-ai-api-projects",
    "A list of projects that can use various ai api \u53ef\u4ee5\u4f7f\u7528ai api\u7684\u5404\u79cd\u9879\u76ee\u5217\u8868",
    "- ## AI Agent",
    "  - ### Search",
    "    - [MindSearch](/projects/github.com%2FInternLM%2FMindSearch) - based Multi-agent Framework of Web Search Engine | open | Web ui | Both | All models | ![GitHub last commit](https://img.shields.io/github/last-commit/InternLM/MindSearch?label=%20) |"
   ],
   "repository_evidence": [
    "# awesome-ai-api-projects",
    "A list of projects that can use various ai api \u53ef\u4ee5\u4f7f\u7528ai api\u7684\u5404\u79cd\u9879\u76ee\u5217\u8868",
    "[https://github.com/HeMuling/awesome-ai-api-projects](https://github.com/HeMuling/awesome-ai-api-projects)",
    "- ## AI Agent",
    "  - ### Search",
    "    - [MindSearch](/projects/github.com%2FInternLM%2FMindSearch) - based Multi-agent Framework of Web Search Engine | open | Web ui | Both | All models | ![GitHub last commit](https://img.shields.io/github/last-commit/InternLM/MindSearch?label=%20) |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://suprsonic.ai/articles/top-100-installs-for-ai-agents-ranked-tools-may-2026",
   "project": "Aider",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "This is one unified ranking of 100 installable packages, SDKs, CLIs, runtimes, libraries, and binaries that AI-agent builders reach for in May 2026.",
    "| 54 | **Aider** | Coding Agent CLI | Python | 9 - mature pair-programmer, multi-file edits | 10 - `pip install aider-chat` | 9 - one of the longest-running tools | 8 - smaller than Claude Code now | 9 - free, paid model | **9.0** |"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://suprsonic.ai/articles/top-100-installs-for-ai-agents-ranked-tools-may-2026",
   "project": "AutoGen",
   "repository": null,
   "stars": "36000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "This is one unified ranking of 100 installable packages, SDKs, CLIs, runtimes, libraries, and binaries that AI-agent builders reach for in May 2026.",
    "| 86 | **AutoGen** | Agent Framework | Python + .NET | 8 - mature multi-agent, AutoGen 2 redesign | 9 - `pip install autogen-agentchat` | 9 - Microsoft, 36K+ stars | 9 - large enterprise install base | 10 - free OSS | **8.7** |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "This is one unified ranking of 100 installable packages, SDKs, CLIs, runtimes, libraries, and binaries that AI-agent builders reach for in May 2026.",
    "| 86 | **AutoGen** | Agent Framework | Python + .NET | 8 - mature multi-agent, AutoGen 2 redesign | 9 - `pip install autogen-agentchat` | 9 - Microsoft, 36K+ stars | 9 - large enterprise install base | 10 - free OSS | **8.7** |",
    "**AutoGen** has the longest production track record and the deepest Microsoft-shop integration."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://suprsonic.ai/articles/top-100-installs-for-ai-agents-ranked-tools-may-2026",
   "project": "browser-use",
   "repository": "https://github.com/browser-use/browser-use",
   "stars": "50000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "This is one unified ranking of 100 installable packages, SDKs, CLIs, runtimes, libraries, and binaries that AI-agent builders reach for in May 2026.",
    "| 39 | **browser-use** | Browser Agent | Python | 10 - browser-first, accessibility-tree input, multi-tab | 9 - `pip install browser-use` + Playwright | 8 - 50K+ stars, used in many demos | 9 - reference design for OSS browser agents | 10 - free OSS | **9.2** |"
   ],
   "repository_evidence": [
    "**browser-use** is the Python-first library that has crossed **50,000+ GitHub stars** and powers many open-source AI agents - [browser-use GitHub](https://github.com/browser-use/browser-use)."
   ],
   "stars_evidence": [
    "This is one unified ranking of 100 installable packages, SDKs, CLIs, runtimes, libraries, and binaries that AI-agent builders reach for in May 2026.",
    "| 39 | **browser-use** | Browser Agent | Python | 10 - browser-first, accessibility-tree input, multi-tab | 9 - `pip install browser-use` + Playwright | 8 - 50K+ stars, used in many demos | 9 - reference design for OSS browser agents | 10 - free OSS | **9.2** |",
    "**browser-use** is the Python-first library that has crossed **50,000+ GitHub stars** and powers many open-source AI agents - [browser-use GitHub](https://github.com/browser-use/browser-use)."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://suprsonic.ai/articles/top-100-installs-for-ai-agents-ranked-tools-may-2026",
   "project": "CrewAI",
   "repository": null,
   "stars": "46000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "This is one unified ranking of 100 installable packages, SDKs, CLIs, runtimes, libraries, and binaries that AI-agent builders reach for in May 2026.",
    "| 59 | **CrewAI** | Agent Framework | Python | 9 - role-based crews, hierarchical, marketplace | 10 - `pip install crewai` | 8 - 46K+ stars, enterprise marketplace | 9 - default in three-framework shortlist | 10 - free OSS, paid cloud | **9.0** |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "This is one unified ranking of 100 installable packages, SDKs, CLIs, runtimes, libraries, and binaries that AI-agent builders reach for in May 2026.",
    "| 59 | **CrewAI** | Agent Framework | Python | 9 - role-based crews, hierarchical, marketplace | 10 - `pip install crewai` | 8 - 46K+ stars, enterprise marketplace | 9 - default in three-framework shortlist | 10 - free OSS, paid cloud | **9.0** |",
    "**CrewAI** sits in the next band with **46K+ stars** and a marketplace push that has made it the default choice for \"multiple specialised agents collaborate on a task\" patterns - [DecisionCrafters](https://www.decisioncrafters.com/smolagents-build-powerful-ai-agents-in-1-000-lines-of-code-with-26-3k-github-stars/)."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://suprsonic.ai/articles/top-100-installs-for-ai-agents-ranked-tools-may-2026",
   "project": "DSPy",
   "repository": null,
   "stars": "19000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "This is one unified ranking of 100 installable packages, SDKs, CLIs, runtimes, libraries, and binaries that AI-agent builders reach for in May 2026.",
    "| 81 | **DSPy** | Agent Framework | Python | 9 - programming not prompting, optimizers, MIPRO | 10 - `pip install dspy` | 8 - Stanford NLP, 19K+ stars | 8 - mindshare among researchers and serious builders | 10 - free OSS | **8.8** |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "This is one unified ranking of 100 installable packages, SDKs, CLIs, runtimes, libraries, and binaries that AI-agent builders reach for in May 2026.",
    "| 81 | **DSPy** | Agent Framework | Python | 9 - programming not prompting, optimizers, MIPRO | 10 - `pip install dspy` | 8 - Stanford NLP, 19K+ stars | 8 - mindshare among researchers and serious builders | 10 - free OSS | **8.8** |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://suprsonic.ai/articles/top-100-installs-for-ai-agents-ranked-tools-may-2026",
   "project": "LangGraph",
   "repository": null,
   "stars": "100000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "This is one unified ranking of 100 installable packages, SDKs, CLIs, runtimes, libraries, and binaries that AI-agent builders reach for in May 2026.",
    "| 17 | **LangGraph** | Agent Framework | Python + TS | 10 - graph runtime, MCP, structured tools, native interrupts | 9 - `pip install langgraph`, no native deps | 9 - 43.2M monthly PyPI dl, used at JPMC, LinkedIn | 10 - 100K+ stars across LangChain repos | 10 - free OSS, optional cloud | **9.6** |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "This is one unified ranking of 100 installable packages, SDKs, CLIs, runtimes, libraries, and binaries that AI-agent builders reach for in May 2026.",
    "| 17 | **LangGraph** | Agent Framework | Python + TS | 10 - graph runtime, MCP, structured tools, native interrupts | 9 - `pip install langgraph`, no native deps | 9 - 43.2M monthly PyPI dl, used at JPMC, LinkedIn | 10 - 100K+ stars across LangChain repos | 10 - free OSS, optional cloud | **9.6** |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://suprsonic.ai/articles/top-100-installs-for-ai-agents-ranked-tools-may-2026",
   "project": "LangChain Core",
   "repository": null,
   "stars": "100000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "This is one unified ranking of 100 installable packages, SDKs, CLIs, runtimes, libraries, and binaries that AI-agent builders reach for in May 2026.",
    "| 43 | **LangChain Core** | Agent Framework | Python + TS | 9 - tools, runnables, MCP adapters | 10 - `pip install langchain` | 8 - very fast iteration sometimes breaks API | 10 - 100K+ stars, biggest ecosystem | 10 - free OSS | **9.2** |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "This is one unified ranking of 100 installable packages, SDKs, CLIs, runtimes, libraries, and binaries that AI-agent builders reach for in May 2026.",
    "| 43 | **LangChain Core** | Agent Framework | Python + TS | 9 - tools, runnables, MCP adapters | 10 - `pip install langchain` | 8 - very fast iteration sometimes breaks API | 10 - 100K+ stars, biggest ecosystem | 10 - free OSS | **9.2** |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://suprsonic.ai/articles/top-100-installs-for-ai-agents-ranked-tools-may-2026",
   "project": "Letta",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "This is one unified ranking of 100 installable packages, SDKs, CLIs, runtimes, libraries, and binaries that AI-agent builders reach for in May 2026.",
    "| 65 | **Letta** | Agent Runtime | Python | 10 - self-editing memory, archival blocks, REST API | 9 - `pip install letta` + server | 8 - born from MemGPT research | 8 - chosen for long-running agents | 10 - free OSS | **9.0** |"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://suprsonic.ai/articles/top-100-installs-for-ai-agents-ranked-tools-may-2026",
   "project": "LlamaIndex",
   "repository": null,
   "stars": "38000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "This is one unified ranking of 100 installable packages, SDKs, CLIs, runtimes, libraries, and binaries that AI-agent builders reach for in May 2026.",
    "| 30 | **LlamaIndex** | RAG/Agent Framework | Python + TS | 9 - agents, query engines, structured output | 10 - `pip install llama-index` | 9 - LlamaIndex Inc, scale-tested | 10 - default RAG framework, 38K+ stars | 10 - free OSS | **9.4** |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "This is one unified ranking of 100 installable packages, SDKs, CLIs, runtimes, libraries, and binaries that AI-agent builders reach for in May 2026.",
    "| 30 | **LlamaIndex** | RAG/Agent Framework | Python + TS | 9 - agents, query engines, structured output | 10 - `pip install llama-index` | 9 - LlamaIndex Inc, scale-tested | 10 - default RAG framework, 38K+ stars | 10 - free OSS | **9.4** |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://suprsonic.ai/articles/top-100-installs-for-ai-agents-ranked-tools-may-2026",
   "project": "Mem0",
   "repository": "https://github.com/mem0ai/mem0",
   "stars": "48000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "This is one unified ranking of 100 installable packages, SDKs, CLIs, runtimes, libraries, and binaries that AI-agent builders reach for in May 2026.",
    "| 31 | **Mem0** | Agent Memory | Python + TS | 10 - universal memory, OpenMemory MCP server | 10 - `pip install mem0ai` | 8 - 48K+ stars, Mem0 Inc | 9 - default chosen for personalization in 2026 | 10 - free OSS, paid cloud | **9.4** |"
   ],
   "repository_evidence": [
    "**Mem0** is the universal memory layer with **48K+ GitHub stars**, best for chatbot and personal assistant memory, and it ships an OpenMemory MCP server that any MCP client can talk to - [Mem0 GitHub](https://github.com/mem0ai/mem0)."
   ],
   "stars_evidence": [
    "This is one unified ranking of 100 installable packages, SDKs, CLIs, runtimes, libraries, and binaries that AI-agent builders reach for in May 2026.",
    "| 31 | **Mem0** | Agent Memory | Python + TS | 10 - universal memory, OpenMemory MCP server | 10 - `pip install mem0ai` | 8 - 48K+ stars, Mem0 Inc | 9 - default chosen for personalization in 2026 | 10 - free OSS, paid cloud | **9.4** |",
    "**Mem0** is the universal memory layer with **48K+ GitHub stars**, best for chatbot and personal assistant memory, and it ships an OpenMemory MCP server that any MCP client can talk to - [Mem0 GitHub](https://github.com/mem0ai/mem0)."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://suprsonic.ai/articles/top-100-installs-for-ai-agents-ranked-tools-may-2026",
   "project": "Pydantic AI",
   "repository": null,
   "stars": "16500",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "This is one unified ranking of 100 installable packages, SDKs, CLIs, runtimes, libraries, and binaries that AI-agent builders reach for in May 2026.",
    "| 71 | **Pydantic AI** | Agent Framework | Python | 10 - typed agents, model-agnostic, structured output by default | 10 - one pip, runs on stdlib + Pydantic | 8 - 16.5K+ stars, Pydantic Inc maintained | 8 - rapid adoption among Pydantic users | 10 - free OSS | **9.0** |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "This is one unified ranking of 100 installable packages, SDKs, CLIs, runtimes, libraries, and binaries that AI-agent builders reach for in May 2026.",
    "| 71 | **Pydantic AI** | Agent Framework | Python | 10 - typed agents, model-agnostic, structured output by default | 10 - one pip, runs on stdlib + Pydantic | 8 - 16.5K+ stars, Pydantic Inc maintained | 8 - rapid adoption among Pydantic users | 10 - free OSS | **9.0** |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://suprsonic.ai/articles/top-100-installs-for-ai-agents-ranked-tools-may-2026",
   "project": "smolagents",
   "repository": null,
   "stars": "26000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "This is one unified ranking of 100 installable packages, SDKs, CLIs, runtimes, libraries, and binaries that AI-agent builders reach for in May 2026.",
    "| 32 | **smolagents** | Agent Framework | Python | 10 - code-first agents, ~1K LOC core, Hub native | 10 - `pip install smolagents` | 8 - 26K+ stars, Hugging Face maintained | 9 - fastest-growing OSS framework in 2026 | 10 - free OSS | **9.4** |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "This is one unified ranking of 100 installable packages, SDKs, CLIs, runtimes, libraries, and binaries that AI-agent builders reach for in May 2026.",
    "| 32 | **smolagents** | Agent Framework | Python | 10 - code-first agents, ~1K LOC core, Hub native | 10 - `pip install smolagents` | 8 - 26K+ stars, Hugging Face maintained | 9 - fastest-growing OSS framework in 2026 | 10 - free OSS | **9.4** |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://trustvector.dev/agents/memgpt",
   "project": "Letta",
   "repository": "https://github.com/letta-ai/letta",
   "stars": "23700",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Evaluation record \u00b7 memgpt",
    "Letta (formerly MemGPT)"
   ],
   "repository_evidence": [
    "Evaluation record \u00b7 memgpt",
    "github repo: https://github.com/letta-ai/letta"
   ],
   "stars_evidence": [
    "Evaluation record \u00b7 memgpt",
    "github stars: 23700+"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/lukehinds/awesome-agents",
   "project": "llama-agentic-system",
   "repository": "https://github.com/meta-llama/llama-agentic-system",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Awesome Agents is a curated list of open-source tools and products to build AI agents.",
    "## Frameworks",
    "- [llama-agentic-system](https://github.com/meta-llama/llama-agentic-system): Agentic components of the Llama Stack APIs [![GitHub Repo stars](https://camo.githubusercontent.com/521094aab3396575e1e871cdaf6f33747d1e14baa2072b5edfc5284733bf58f2/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f6d6574612d6c6c616d612f6c6c616d612d6167656e7469632d73797374656d3f7374796c653d736f6369616c)](https://camo.githubusercontent.com/521094aab3396575e1e871cdaf6f33747d1e14baa2072b5edfc5284733bf58f2/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f6d6574612d6c6c616d612f6c6c616d612d6167656e7469632d73797374656d3f7374796c653d736f6369616c)"
   ],
   "repository_evidence": [
    "Awesome Agents is a curated list of open-source tools and products to build AI agents.",
    "## Frameworks",
    "- [llama-agentic-system](https://github.com/meta-llama/llama-agentic-system): Agentic components of the Llama Stack APIs [![GitHub Repo stars](https://camo.githubusercontent.com/521094aab3396575e1e871cdaf6f33747d1e14baa2072b5edfc5284733bf58f2/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f6d6574612d6c6c616d612f6c6c616d612d6167656e7469632d73797374656d3f7374796c653d736f6369616c)](https://camo.githubusercontent.com/521094aab3396575e1e871cdaf6f33747d1e14baa2072b5edfc5284733bf58f2/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f6d6574612d6c6c616d612f6c6c616d612d6167656e7469632d73797374656d3f7374796c653d736f6369616c)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://suriq.io/blog/ai-coding-agent-guardrail-bypass",
   "project": "opencode",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "| AI coding agent | Safety check bypassed |",
    "| opencode | Yes |"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://suriq.io/blog/ai-coding-agent-guardrail-bypass",
   "project": "Goose",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "| AI coding agent | Safety check bypassed |",
    "| Goose | Yes |"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://suriq.io/blog/ai-coding-agent-guardrail-bypass",
   "project": "Cline",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "| AI coding agent | Safety check bypassed |",
    "| Cline | Yes |"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://suriq.io/blog/ai-coding-agent-guardrail-bypass",
   "project": "Roo-Code",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "| AI coding agent | Safety check bypassed |",
    "| Roo-Code | Yes |"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://suriq.io/blog/ai-coding-agent-guardrail-bypass",
   "project": "Aider",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "| AI coding agent | Safety check bypassed |",
    "| Aider | Yes |"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://suriq.io/blog/ai-coding-agent-guardrail-bypass",
   "project": "Plandex",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "| AI coding agent | Safety check bypassed |",
    "| Plandex | Yes |"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://suriq.io/blog/ai-coding-agent-guardrail-bypass",
   "project": "Open Interpreter",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "| AI coding agent | Safety check bypassed |",
    "| Open Interpreter | Yes |"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://suriq.io/blog/ai-coding-agent-guardrail-bypass",
   "project": "OpenHands",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "| AI coding agent | Safety check bypassed |",
    "| OpenHands | Yes |"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://suriq.io/blog/ai-coding-agent-guardrail-bypass",
   "project": "SWE-agent",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "| AI coding agent | Safety check bypassed |",
    "| SWE-agent | Yes |"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://suriq.io/blog/ai-coding-agent-guardrail-bypass",
   "project": "Hermes",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "| AI coding agent | Safety check bypassed |",
    "| Hermes | Yes |"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://suriq.io/blog/ai-coding-agent-guardrail-bypass",
   "project": "Continue",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "| AI coding agent | Safety check bypassed |",
    "| Continue | No |"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://fajarix.com/blogs/computer-use-ai-agents-for-software-development-the-cua-framework-guide",
   "project": "Cua",
   "repository": "https://github.com/trycua/cua",
   "stars": "13400",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Discover how open-source computer-use AI agents like Cua are revolutionizing software development.",
    "Computer Use AI Agents for Software Development Are Rewriting the Rules of Productivity",
    "The catalyst for this shift arrived in early 2026 when **Cua** (YC X25) open-sourced its entire infrastructure stack on GitHub \u2014 amassing over 13,400 stars and 829 forks in just months."
   ],
   "repository_evidence": [
    "Discover how open-source computer-use AI agents like Cua are revolutionizing software development.",
    "Computer Use AI Agents for Software Development Are Rewriting the Rules of Productivity",
    "agent = Agent(sandbox=sb, model=\"gpt-4o\")",
    "await agent.run(\"Open Firefox, go to github.com/trycua/cua, and star the repository.\")"
   ],
   "stars_evidence": [
    "Discover how open-source computer-use AI agents like Cua are revolutionizing software development.",
    "Computer Use AI Agents for Software Development Are Rewriting the Rules of Productivity",
    "The catalyst for this shift arrived in early 2026 when **Cua** (YC X25) open-sourced its entire infrastructure stack on GitHub \u2014 amassing over 13,400 stars and 829 forks in just months."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/i-am-bee/bee-agent-framework",
   "project": "BeeAI Framework",
   "repository": "https://github.com/i-am-bee/beeai-framework",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## What is BeeAI Framework?",
    "BeeAI Framework is a comprehensive toolkit for building intelligent, autonomous agents and multi-agent systems."
   ],
   "repository_evidence": [
    "For a full changelog, see our [releases page](https://github.com/i-am-bee/beeai-framework/releases).",
    "## What is BeeAI Framework?"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://trendshift.io/repositories/19825",
   "project": "OpenManus",
   "repository": "https://github.com/FoundationAgents/OpenManus",
   "stars": "56400",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "FoundationAgents/OpenManus \u2014 GitHub trending stats & insights | Trendshift",
    "FoundationAgents/OpenManus",
    "[Visit GitHub](https://github.com/FoundationAgents/OpenManus)"
   ],
   "repository_evidence": [
    "FoundationAgents/OpenManus \u2014 GitHub trending stats & insights | Trendshift",
    "FoundationAgents/OpenManus",
    "[Visit GitHub](https://github.com/FoundationAgents/OpenManus)"
   ],
   "stars_evidence": [
    "FoundationAgents/OpenManus \u2014 GitHub trending stats & insights | Trendshift",
    "FoundationAgents/OpenManus",
    "Python",
    "56.4k"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://thegenios.com/blog/open-source-memory-layers-2026",
   "project": "Mem0",
   "repository": null,
   "stars": "41000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Open-Source Memory Layers for AI Agents: The Complete 2026 Comparison",
    "TL;DR",
    "Six open-source memory layers dominate the AI-agent market in 2026: **Mem0** (vector + optional graph, managed SaaS, 41K GitHub stars, $24M raised), **Zep / Graphiti** (temporal knowledge graph, 24K+ stars on Graphiti, 63.8% LongMemEval on GPT-4o), **Letta** (OS-style tiered memory, $10M seed from Felicis, ~83.2% on LongMemEval per community benchmarks), **Cognee** (graph-first with Dreamify tuning, local-first friendly), **Graphiti** (Zep\u2019s open-source temporal-graph engine, plug-and-play only with significant glue), and **Supermemory** (MCP-first, coding-agent-optimized, 71.43% multi-session, 76.69% temporal on LongMemEval)."
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "Open-Source Memory Layers for AI Agents: The Complete 2026 Comparison",
    "TL;DR",
    "Six open-source memory layers dominate the AI-agent market in 2026: **Mem0** (vector + optional graph, managed SaaS, 41K GitHub stars, $24M raised), **Zep / Graphiti** (temporal knowledge graph, 24K+ stars on Graphiti, 63.8% LongMemEval on GPT-4o), **Letta** (OS-style tiered memory, $10M seed from Felicis, ~83.2% on LongMemEval per community benchmarks), **Cognee** (graph-first with Dreamify tuning, local-first friendly), **Graphiti** (Zep\u2019s open-source temporal-graph engine, plug-and-play only with significant glue), and **Supermemory** (MCP-first, coding-agent-optimized, 71.43% multi-session, 76.69% temporal on LongMemEval)."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://thegenios.com/blog/open-source-memory-layers-2026",
   "project": "Graphiti",
   "repository": null,
   "stars": "24000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Open-Source Memory Layers for AI Agents: The Complete 2026 Comparison",
    "TL;DR",
    "Six open-source memory layers dominate the AI-agent market in 2026: **Mem0** (vector + optional graph, managed SaaS, 41K GitHub stars, $24M raised), **Zep / Graphiti** (temporal knowledge graph, 24K+ stars on Graphiti, 63.8% LongMemEval on GPT-4o), **Letta** (OS-style tiered memory, $10M seed from Felicis, ~83.2% on LongMemEval per community benchmarks), **Cognee** (graph-first with Dreamify tuning, local-first friendly), **Graphiti** (Zep\u2019s open-source temporal-graph engine, plug-and-play only with significant glue), and **Supermemory** (MCP-first, coding-agent-optimized, 71.43% multi-session, 76.69% temporal on LongMemEval)."
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "Open-Source Memory Layers for AI Agents: The Complete 2026 Comparison",
    "TL;DR",
    "Six open-source memory layers dominate the AI-agent market in 2026: **Mem0** (vector + optional graph, managed SaaS, 41K GitHub stars, $24M raised), **Zep / Graphiti** (temporal knowledge graph, 24K+ stars on Graphiti, 63.8% LongMemEval on GPT-4o), **Letta** (OS-style tiered memory, $10M seed from Felicis, ~83.2% on LongMemEval per community benchmarks), **Cognee** (graph-first with Dreamify tuning, local-first friendly), **Graphiti** (Zep\u2019s open-source temporal-graph engine, plug-and-play only with significant glue), and **Supermemory** (MCP-first, coding-agent-optimized, 71.43% multi-session, 76.69% temporal on LongMemEval)."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://tinyagents.dev/vs/aws-strands-vs-dspy",
   "project": "AWS Strands Agents",
   "repository": "https://github.com/strands-agents/sdk-python",
   "stars": "4200",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# AWS Strands Agents vs DSPy: Which Agent Framework to Use?",
    "AWS Strands Agents vs DSPy: Which Agent Framework to Use?",
    "### AWS Strands Agents"
   ],
   "repository_evidence": [
    "# AWS Strands Agents vs DSPy: Which Agent Framework to Use?",
    "AWS Strands Agents vs DSPy: Which Agent Framework to Use?",
    "[github.com/strands-agents/sdk-python\u2192](https://github.com/strands-agents/sdk-python)"
   ],
   "stars_evidence": [
    "# AWS Strands Agents vs DSPy: Which Agent Framework to Use?",
    "AWS Strands Agents vs DSPy: Which Agent Framework to Use?",
    "GitHub Stars\n4.2k"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://wetheflywheel.com/en/guides/open-source-ai-coding-agents-2026",
   "project": "Cline",
   "repository": null,
   "stars": "57900",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Open-Source AI Coding Agents 2026: The Complete Comparison",
    "Compare the 8 leading open-source AI coding agents in 2026. Cline, Roo Code, Kilo Code, OpenHands, OpenCode, Aider, Continue, and OpenAI Codex CLI \u2014 features, architecture, pricing, and which to choose.",
    "- **Cline** \u2014 The pioneer. 57.9K stars, 4M+ developers. Best-in-class governance with step-by-step approval. Ideal for teams needing audit trails and regulatory compliance."
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# Open-Source AI Coding Agents 2026: The Complete Comparison",
    "Compare the 8 leading open-source AI coding agents in 2026. Cline, Roo Code, Kilo Code, OpenHands, OpenCode, Aider, Continue, and OpenAI Codex CLI \u2014 features, architecture, pricing, and which to choose.",
    "- **Cline** \u2014 The pioneer. 57.9K stars, 4M+ developers. Best-in-class governance with step-by-step approval. Ideal for teams needing audit trails and regulatory compliance."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://wetheflywheel.com/en/guides/open-source-ai-coding-agents-2026",
   "project": "Roo Code",
   "repository": null,
   "stars": "22000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Open-Source AI Coding Agents 2026: The Complete Comparison",
    "Compare the 8 leading open-source AI coding agents in 2026. Cline, Roo Code, Kilo Code, OpenHands, OpenCode, Aider, Continue, and OpenAI Codex CLI \u2014 features, architecture, pricing, and which to choose.",
    "- **Roo Code** \u2014 The customizer. Cline fork with multi-agent modes (Architect, Code, Debug, Custom). Perfect 5.0 user rating. 97% cost savings possible with DeepSeek-R1."
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "## Head-to-Head Comparison",
    "| Feature | Cline | Roo Code | Kilo Code | OpenHands | OpenCode | Aider | Continue | Codex CLI |",
    "| GitHub Stars | 57,900 | 22,000 | New (2025) | 65,000 | 100,000+ | 40,400 | 26,000 | 60,000 |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://wetheflywheel.com/en/guides/open-source-ai-coding-agents-2026",
   "project": "Kilo Code",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Open-Source AI Coding Agents 2026: The Complete Comparison",
    "Compare the 8 leading open-source AI coding agents in 2026. Cline, Roo Code, Kilo Code, OpenHands, OpenCode, Aider, Continue, and OpenAI Codex CLI \u2014 features, architecture, pricing, and which to choose.",
    "- **Kilo Code** \u2014 The platform. $8M seed, GitLab co-founder on board. 500+ models, parallel agents, one-click deploy. Combines Cline + Roo Code features into all-in-one platform."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://wetheflywheel.com/en/guides/open-source-ai-coding-agents-2026",
   "project": "OpenHands",
   "repository": null,
   "stars": "65000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Open-Source AI Coding Agents 2026: The Complete Comparison",
    "Compare the 8 leading open-source AI coding agents in 2026. Cline, Roo Code, Kilo Code, OpenHands, OpenCode, Aider, Continue, and OpenAI Codex CLI \u2014 features, architecture, pricing, and which to choose.",
    "- **OpenHands** \u2014 The enterprise. $18.8M Series A, 65K stars. Solves 50%+ of real GitHub issues. SDK for building custom agents. Best for enterprise-scale deployment."
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# Open-Source AI Coding Agents 2026: The Complete Comparison",
    "Compare the 8 leading open-source AI coding agents in 2026. Cline, Roo Code, Kilo Code, OpenHands, OpenCode, Aider, Continue, and OpenAI Codex CLI \u2014 features, architecture, pricing, and which to choose.",
    "- **OpenHands** \u2014 The enterprise. $18.8M Series A, 65K stars. Solves 50%+ of real GitHub issues. SDK for building custom agents. Best for enterprise-scale deployment."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://wetheflywheel.com/en/guides/open-source-ai-coding-agents-2026",
   "project": "OpenCode",
   "repository": null,
   "stars": "100000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Open-Source AI Coding Agents 2026: The Complete Comparison",
    "Compare the 8 leading open-source AI coding agents in 2026. Cline, Roo Code, Kilo Code, OpenHands, OpenCode, Aider, Continue, and OpenAI Codex CLI \u2014 features, architecture, pricing, and which to choose.",
    "- **OpenCode** \u2014 The terminal native. 100K+ GitHub stars, Go-based TUI. 75+ LLM providers, local model support. Privacy-first, works offline. Fastest community growth."
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# Open-Source AI Coding Agents 2026: The Complete Comparison",
    "Compare the 8 leading open-source AI coding agents in 2026. Cline, Roo Code, Kilo Code, OpenHands, OpenCode, Aider, Continue, and OpenAI Codex CLI \u2014 features, architecture, pricing, and which to choose.",
    "- **OpenCode** \u2014 The terminal native. 100K+ GitHub stars, Go-based TUI. 75+ LLM providers, local model support. Privacy-first, works offline. Fastest community growth."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://wetheflywheel.com/en/guides/open-source-ai-coding-agents-2026",
   "project": "Aider",
   "repository": null,
   "stars": "40400",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Open-Source AI Coding Agents 2026: The Complete Comparison",
    "Compare the 8 leading open-source AI coding agents in 2026. Cline, Roo Code, Kilo Code, OpenHands, OpenCode, Aider, Continue, and OpenAI Codex CLI \u2014 features, architecture, pricing, and which to choose.",
    "- **Aider** \u2014 The Git native. 40K+ stars, 4.1M installs. Deep Git integration with auto-commits. Most mature and battle-tested. Best pair-programming workflow."
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "## Head-to-Head Comparison",
    "| Feature | Cline | Roo Code | Kilo Code | OpenHands | OpenCode | Aider | Continue | Codex CLI |",
    "| GitHub Stars | 57,900 | 22,000 | New (2025) | 65,000 | 100,000+ | 40,400 | 26,000 | 60,000 |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://wetheflywheel.com/en/guides/open-source-ai-coding-agents-2026",
   "project": "Continue",
   "repository": null,
   "stars": "26000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Open-Source AI Coding Agents 2026: The Complete Comparison",
    "Compare the 8 leading open-source AI coding agents in 2026. Cline, Roo Code, Kilo Code, OpenHands, OpenCode, Aider, Continue, and OpenAI Codex CLI \u2014 features, architecture, pricing, and which to choose.",
    "- **Continue** \u2014 The IDE native. 26K stars. Only tool with full VS Code + JetBrains support. Agent, Chat, Edit, and Autocomplete modes. Free tier includes everything."
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# Open-Source AI Coding Agents 2026: The Complete Comparison",
    "Compare the 8 leading open-source AI coding agents in 2026. Cline, Roo Code, Kilo Code, OpenHands, OpenCode, Aider, Continue, and OpenAI Codex CLI \u2014 features, architecture, pricing, and which to choose.",
    "- **Continue** \u2014 The IDE native. 26K stars. Only tool with full VS Code + JetBrains support. Agent, Chat, Edit, and Autocomplete modes. Free tier includes everything."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://wetheflywheel.com/en/guides/open-source-ai-coding-agents-2026",
   "project": "OpenAI Codex CLI",
   "repository": null,
   "stars": "60000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Open-Source AI Coding Agents 2026: The Complete Comparison",
    "Compare the 8 leading open-source AI coding agents in 2026. Cline, Roo Code, Kilo Code, OpenHands, OpenCode, Aider, Continue, and OpenAI Codex CLI \u2014 features, architecture, pricing, and which to choose.",
    "- **Codex CLI** \u2014 The official choice. OpenAI's 60K-star agent. Best raw performance benchmarks. Native GitHub integration. Requires $20-200/mo subscription. OpenAI models only."
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# Open-Source AI Coding Agents 2026: The Complete Comparison",
    "Compare the 8 leading open-source AI coding agents in 2026. Cline, Roo Code, Kilo Code, OpenHands, OpenCode, Aider, Continue, and OpenAI Codex CLI \u2014 features, architecture, pricing, and which to choose.",
    "- **Codex CLI** \u2014 The official choice. OpenAI's 60K-star agent. Best raw performance benchmarks. Native GitHub integration. Requires $20-200/mo subscription. OpenAI models only."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://respan.ai/market-map/skyvern/alternatives",
   "project": "Browser Use",
   "repository": "https://browser-use.com",
   "stars": "21000",
   "category": "framework",
   "description": "Browser Use is the leading open-source browser agent framework with 21K+ GitHub stars and an 89% success rate on the WebVoyager benchmark.",
   "license": null,
   "project_evidence": [
    "# 12 Best Skyvern Alternatives & Competitors",
    "The top alternatives to Skyvern in the [Browser Agents](/market-map/best/browser-agents) space, compared on features, pricing, and what they're best at.",
    "## Top Alternatives to Skyvern",
    "Browser Use is the leading open-source browser agent framework with 21K+ GitHub stars and an 89% success rate on the WebVoyager benchmark."
   ],
   "repository_evidence": [
    "# 12 Best Skyvern Alternatives & Competitors",
    "The top alternatives to Skyvern in the [Browser Agents](/market-map/best/browser-agents) space, compared on features, pricing, and what they're best at.",
    "## Top Alternatives to Skyvern",
    "[Browser Use](/market-map/browser-use)[Visit website \u2192](https://browser-use.com)"
   ],
   "stars_evidence": [
    "# 12 Best Skyvern Alternatives & Competitors",
    "The top alternatives to Skyvern in the [Browser Agents](/market-map/best/browser-agents) space, compared on features, pricing, and what they're best at.",
    "## Top Alternatives to Skyvern",
    "Browser Use is the leading open-source browser agent framework with 21K+ GitHub stars and an 89% success rate on the WebVoyager benchmark."
   ],
   "category_evidence": [
    "# 12 Best Skyvern Alternatives & Competitors",
    "The top alternatives to Skyvern in the [Browser Agents](/market-map/best/browser-agents) space, compared on features, pricing, and what they're best at.",
    "## Top Alternatives to Skyvern",
    "Browser Use is the leading open-source browser agent framework with 21K+ GitHub stars and an 89% success rate on the WebVoyager benchmark."
   ],
   "description_evidence": [
    "# 12 Best Skyvern Alternatives & Competitors",
    "The top alternatives to Skyvern in the [Browser Agents](/market-map/best/browser-agents) space, compared on features, pricing, and what they're best at.",
    "## Top Alternatives to Skyvern",
    "Browser Use is the leading open-source browser agent framework with 21K+ GitHub stars and an 89% success rate on the WebVoyager benchmark."
   ],
   "license_evidence": null
  },
  {
   "url": "https://respan.ai/market-map/skyvern/alternatives",
   "project": "Playwright",
   "repository": "https://playwright.dev",
   "stars": null,
   "category": "framework",
   "description": "Playwright by Microsoft is an open-source browser automation framework.",
   "license": null,
   "project_evidence": [
    "# 12 Best Skyvern Alternatives & Competitors",
    "The top alternatives to Skyvern in the [Browser Agents](/market-map/best/browser-agents) space, compared on features, pricing, and what they're best at.",
    "## Top Alternatives to Skyvern",
    "Playwright by Microsoft is an open-source browser automation framework."
   ],
   "repository_evidence": [
    "# 12 Best Skyvern Alternatives & Competitors",
    "The top alternatives to Skyvern in the [Browser Agents](/market-map/best/browser-agents) space, compared on features, pricing, and what they're best at.",
    "## Top Alternatives to Skyvern",
    "[Playwright](/market-map/playwright)[Visit website \u2192](https://playwright.dev)"
   ],
   "stars_evidence": null,
   "category_evidence": [
    "# 12 Best Skyvern Alternatives & Competitors",
    "The top alternatives to Skyvern in the [Browser Agents](/market-map/best/browser-agents) space, compared on features, pricing, and what they're best at.",
    "## Top Alternatives to Skyvern",
    "Playwright by Microsoft is an open-source browser automation framework."
   ],
   "description_evidence": [
    "# 12 Best Skyvern Alternatives & Competitors",
    "The top alternatives to Skyvern in the [Browser Agents](/market-map/best/browser-agents) space, compared on features, pricing, and what they're best at.",
    "## Top Alternatives to Skyvern",
    "Playwright by Microsoft is an open-source browser automation framework."
   ],
   "license_evidence": null
  },
  {
   "url": "https://respan.ai/market-map/skyvern/alternatives",
   "project": "Stagehand",
   "repository": "https://github.com/browserbase/stagehand",
   "stars": null,
   "category": "framework",
   "description": "Stagehand is an open-source framework by Browserbase for building browser automation agents with natural language.",
   "license": null,
   "project_evidence": [
    "# 12 Best Skyvern Alternatives & Competitors",
    "The top alternatives to Skyvern in the [Browser Agents](/market-map/best/browser-agents) space, compared on features, pricing, and what they're best at.",
    "## Top Alternatives to Skyvern",
    "Stagehand is an open-source framework by Browserbase for building browser automation agents with natural language."
   ],
   "repository_evidence": [
    "# 12 Best Skyvern Alternatives & Competitors",
    "The top alternatives to Skyvern in the [Browser Agents](/market-map/best/browser-agents) space, compared on features, pricing, and what they're best at.",
    "## Top Alternatives to Skyvern",
    "[Stagehand](/market-map/stagehand)[Visit website \u2192](https://github.com/browserbase/stagehand)"
   ],
   "stars_evidence": null,
   "category_evidence": [
    "# 12 Best Skyvern Alternatives & Competitors",
    "The top alternatives to Skyvern in the [Browser Agents](/market-map/best/browser-agents) space, compared on features, pricing, and what they're best at.",
    "## Top Alternatives to Skyvern",
    "Stagehand is an open-source framework by Browserbase for building browser automation agents with natural language."
   ],
   "description_evidence": [
    "# 12 Best Skyvern Alternatives & Competitors",
    "The top alternatives to Skyvern in the [Browser Agents](/market-map/best/browser-agents) space, compared on features, pricing, and what they're best at.",
    "## Top Alternatives to Skyvern",
    "Stagehand is an open-source framework by Browserbase for building browser automation agents with natural language."
   ],
   "license_evidence": null
  },
  {
   "url": "https://respan.ai/market-map/skyvern/alternatives",
   "project": "Steel",
   "repository": "https://steel.dev",
   "stars": null,
   "category": "browser API and sandbox",
   "description": "Steel is an open-source browser API and sandbox designed for AI agents.",
   "license": null,
   "project_evidence": [
    "# 12 Best Skyvern Alternatives & Competitors",
    "The top alternatives to Skyvern in the [Browser Agents](/market-map/best/browser-agents) space, compared on features, pricing, and what they're best at.",
    "## Top Alternatives to Skyvern",
    "Steel is an open-source browser API and sandbox designed for AI agents."
   ],
   "repository_evidence": [
    "# 12 Best Skyvern Alternatives & Competitors",
    "The top alternatives to Skyvern in the [Browser Agents](/market-map/best/browser-agents) space, compared on features, pricing, and what they're best at.",
    "## Top Alternatives to Skyvern",
    "[Steel](/market-map/steel)[Visit website \u2192](https://steel.dev)"
   ],
   "stars_evidence": null,
   "category_evidence": [
    "# 12 Best Skyvern Alternatives & Competitors",
    "The top alternatives to Skyvern in the [Browser Agents](/market-map/best/browser-agents) space, compared on features, pricing, and what they're best at.",
    "## Top Alternatives to Skyvern",
    "Steel is an open-source browser API and sandbox designed for AI agents."
   ],
   "description_evidence": [
    "# 12 Best Skyvern Alternatives & Competitors",
    "The top alternatives to Skyvern in the [Browser Agents](/market-map/best/browser-agents) space, compared on features, pricing, and what they're best at.",
    "## Top Alternatives to Skyvern",
    "Steel is an open-source browser API and sandbox designed for AI agents."
   ],
   "license_evidence": null
  },
  {
   "url": "https://ibm.com/think/news/year-agentic-ai-center-stage-2025",
   "project": "BeeAI Framework",
   "repository": "https://github.com/i-am-bee/beeai-framework",
   "stars": "3000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# 2025: The year open, agentic AI took center stage",
    "Today, the [BeeAI Framework](https://lfaidata.foundation/projects/beeai/) is an open-source toolkit for building agents, emphasizing developer experience and interoperability."
   ],
   "repository_evidence": [
    "# 2025: The year open, agentic AI took center stage",
    "Under Linux Foundation governance, BeeAI has gained traction; it now has more than 3,000 [GitHub stars](https://github.com/i-am-bee/beeai-framework)."
   ],
   "stars_evidence": [
    "# 2025: The year open, agentic AI took center stage",
    "Under Linux Foundation governance, BeeAI has gained traction; it now has more than 3,000 [GitHub stars](https://github.com/i-am-bee/beeai-framework)."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://1ai.net/en/30350.html",
   "project": "OpenManus",
   "repository": "https://github.com/mannaandpoem/OpenManus",
   "stars": "14700",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Now,**OpenManus** As an open source replica of Manus.",
    "GitHub project address: https://github.com/mannaandpoem/OpenManus"
   ],
   "repository_evidence": [
    "git clone https://github.com/mannaandpoem/OpenManus.git",
    "GitHub project address: https://github.com/mannaandpoem/OpenManus"
   ],
   "stars_evidence": [
    "Currently, OpenManus has reaped 14.7K Stars on GitHub, which is a testament to its popularity and influence in the community."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://aiblueprint.saurav.ai/resources/open-source-projects",
   "project": "LangChain",
   "repository": "https://github.com/langchain-ai/langchain",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Open Source Projects",
    "Application frameworks for building LLM-powered systems. Central to Chapter 4 (Infrastructure), Chapter 5 (Building with AI), and Chapter 6 (Agent Architecture).",
    "| Project | Description | GitHub |",
    "| **LangChain** | Framework for building LLM applications with composable chains, agents, tools, and memory. The most widely adopted LLM orchestration framework. | https://github.com/langchain-ai/langchain |"
   ],
   "repository_evidence": [
    "# Open Source Projects",
    "Application frameworks for building LLM-powered systems. Central to Chapter 4 (Infrastructure), Chapter 5 (Building with AI), and Chapter 6 (Agent Architecture).",
    "| Project | Description | GitHub |",
    "| **LangChain** | Framework for building LLM applications with composable chains, agents, tools, and memory. The most widely adopted LLM orchestration framework. | https://github.com/langchain-ai/langchain |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://aiblueprint.saurav.ai/resources/open-source-projects",
   "project": "AutoGen",
   "repository": "https://github.com/microsoft/autogen",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Open Source Projects",
    "Application frameworks for building LLM-powered systems. Central to Chapter 4 (Infrastructure), Chapter 5 (Building with AI), and Chapter 6 (Agent Architecture).",
    "| Project | Description | GitHub |",
    "| **AutoGen** | Microsoft's framework for building multi-agent conversational systems. Agents can collaborate, debate, and execute code autonomously. | https://github.com/microsoft/autogen |"
   ],
   "repository_evidence": [
    "# Open Source Projects",
    "Application frameworks for building LLM-powered systems. Central to Chapter 4 (Infrastructure), Chapter 5 (Building with AI), and Chapter 6 (Agent Architecture).",
    "| Project | Description | GitHub |",
    "| **AutoGen** | Microsoft's framework for building multi-agent conversational systems. Agents can collaborate, debate, and execute code autonomously. | https://github.com/microsoft/autogen |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://aiblueprint.saurav.ai/resources/open-source-projects",
   "project": "CrewAI",
   "repository": "https://github.com/crewAIInc/crewAI",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Open Source Projects",
    "Application frameworks for building LLM-powered systems. Central to Chapter 4 (Infrastructure), Chapter 5 (Building with AI), and Chapter 6 (Agent Architecture).",
    "| Project | Description | GitHub |",
    "| **CrewAI** | Framework for orchestrating multi-agent AI systems with role-based agents, task delegation, and collaborative workflows. | https://github.com/crewAIInc/crewAI |"
   ],
   "repository_evidence": [
    "# Open Source Projects",
    "Application frameworks for building LLM-powered systems. Central to Chapter 4 (Infrastructure), Chapter 5 (Building with AI), and Chapter 6 (Agent Architecture).",
    "| Project | Description | GitHub |",
    "| **CrewAI** | Framework for orchestrating multi-agent AI systems with role-based agents, task delegation, and collaborative workflows. | https://github.com/crewAIInc/crewAI |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://repocritics.com/repos/github/letta-ai/letta/wiki",
   "project": "letta-ai/letta",
   "repository": "https://github.com/letta-ai/letta",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Wiki: letta-ai/letta",
    "# letta-ai/letta",
    "Letta is the open-source server that grew out of the 2023 MemGPT research project from UC Berkeley1, which framed the LLM context window as the \"main memory\" of an operating system and everything else as swappable \"external memory.\""
   ],
   "repository_evidence": [
    "# Wiki: letta-ai/letta",
    "Last synced 2026-07-16 \u00b7 1116 words \u00b7 [Edit wiki on GitHub \u2192](https://github.com/repocritics/wiki/edit/main/wiki/github/letta-ai/letta.md)",
    "3. ^ Letta README, \"legacy Letta server\" note directing self-hosting to the App Server and active development to the Letta Agent repo. [https://github.com/letta-ai/letta](https://github.com/letta-ai/letta)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://repocritics.com/repos/github/letta-ai/letta/wiki",
   "project": "mem0",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Alternatives",
    "- mem0ai/mem0 \u2014 use instead when you want just a pluggable memory layer to bolt onto your existing agent, not a full agent runtime."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://repocritics.com/repos/github/letta-ai/letta/wiki",
   "project": "langgraph",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Alternatives",
    "- langchain-ai/langgraph \u2014 use instead when you want to own the control-flow graph and supply your own persistence rather than adopt Letta's opinionated memory model."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://repocritics.com/repos/github/letta-ai/letta/wiki",
   "project": "crewAI",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Alternatives",
    "- crewai/crewAI \u2014 use instead when the problem is multi-agent role orchestration rather than long-lived single-agent memory."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://repocritics.com/repos/github/letta-ai/letta/wiki",
   "project": "autogen",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Alternatives",
    "- microsoft/autogen \u2014 use instead for multi-agent conversation patterns and research-style experimentation."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://repocritics.com/repos/github/letta-ai/letta/wiki",
   "project": "llama_index",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Alternatives",
    "- run-llama/llama_index \u2014 use instead when the core need is data ingestion and retrieval, with agents as a secondary concern."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://capy.ai/articles/best-aider-alternatives",
   "project": "Roo Code",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Best Aider Alternatives in 2026",
    "## Best Aider alternatives",
    "### 4. Roo Code \u2014 Best for visual, mode-based workflows"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://capy.ai/articles/best-aider-alternatives",
   "project": "Goose",
   "repository": "https://github.com/block/goose",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Best Aider Alternatives in 2026",
    "## Best Aider alternatives",
    "### 5. Goose \u2014 Best for open-source autonomous agents",
    "[Goose](https://github.com/block/goose) is Block's (formerly Square) open-source AI coding agent."
   ],
   "repository_evidence": [
    "# Best Aider Alternatives in 2026",
    "## Best Aider alternatives",
    "### 5. Goose \u2014 Best for open-source autonomous agents",
    "[Goose](https://github.com/block/goose) is Block's (formerly Square) open-source AI coding agent."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://browserbash.com/blog/skyvern-vs-browserbash",
   "project": "Skyvern",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "If you are weighing Skyvern vs BrowserBash, you are really weighing two different bets on what AI browser automation should feel like.",
    "Skyvern is a vision-first platform: it screenshots a page, asks a vision-capable LLM what to click, and runs that as a hosted workflow with a builder, an API, and a managed cloud."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://browserbash.com/blog/skyvern-vs-browserbash",
   "project": "BrowserBash",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "If you are weighing Skyvern vs BrowserBash, you are really weighing two different bets on what AI browser automation should feel like.",
    "BrowserBash is a free, open-source command-line tool that drives your own real Chrome from a plain-English objective and hands you a verdict plus structured values."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://browserbash.com/blog/skyvern-vs-browserbash",
   "project": "browserbash",
   "repository": "https://github.com/PramodDutta/browserbash",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "The full command surface lives in the [npm package readme](https://www.npmjs.com/package/browserbash-cli) and the [GitHub repo](https://github.com/PramodDutta/browserbash)."
   ],
   "repository_evidence": [
    "The full command surface lives in the [npm package readme](https://www.npmjs.com/package/browserbash-cli) and the [GitHub repo](https://github.com/PramodDutta/browserbash)."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://osop.ai/hub/ex-campaign-2026-04-02-wave1-frameworks",
   "project": "Dify",
   "repository": "langgenius/dify",
   "stars": "55000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Day 2 Wave 1: Major AI Frameworks \u2014 12 PRs",
    "Massive PR wave to top AI frameworks: Dify (55k), MetaGPT (45k), Flowise (35k), AutoGen (35k), CrewAI (25k), Semantic Kernel (23k), OpenAI Swarm (18k), Haystack (18k), Prefect (17k), Phidata (15k), pl"
   ],
   "repository_evidence": [
    "# Day 2 Wave 1: Major AI Frameworks \u2014 12 PRs",
    "  - id: pr-dify",
    "    name: \"PR: langgenius/dify #34449\""
   ],
   "stars_evidence": [
    "# Day 2 Wave 1: Major AI Frameworks \u2014 12 PRs",
    "Massive PR wave to top AI frameworks: Dify (55k), MetaGPT (45k), Flowise (35k), AutoGen (35k), CrewAI (25k), Semantic Kernel (23k), OpenAI Swarm (18k), Haystack (18k), Prefect (17k), Phidata (15k), pl"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://osop.ai/hub/ex-campaign-2026-04-02-wave1-frameworks",
   "project": "MetaGPT",
   "repository": "FoundationAgents/MetaGPT",
   "stars": "45000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Day 2 Wave 1: Major AI Frameworks \u2014 12 PRs",
    "Massive PR wave to top AI frameworks: Dify (55k), MetaGPT (45k), Flowise (35k), AutoGen (35k), CrewAI (25k), Semantic Kernel (23k), OpenAI Swarm (18k), Haystack (18k), Prefect (17k), Phidata (15k), pl"
   ],
   "repository_evidence": [
    "# Day 2 Wave 1: Major AI Frameworks \u2014 12 PRs",
    "  - id: pr-metagpt",
    "    name: \"PR: FoundationAgents/MetaGPT #1995\""
   ],
   "stars_evidence": [
    "# Day 2 Wave 1: Major AI Frameworks \u2014 12 PRs",
    "Massive PR wave to top AI frameworks: Dify (55k), MetaGPT (45k), Flowise (35k), AutoGen (35k), CrewAI (25k), Semantic Kernel (23k), OpenAI Swarm (18k), Haystack (18k), Prefect (17k), Phidata (15k), pl"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://osop.ai/hub/ex-campaign-2026-04-02-wave1-frameworks",
   "project": "Flowise",
   "repository": "FlowiseAI/Flowise",
   "stars": "35000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Day 2 Wave 1: Major AI Frameworks \u2014 12 PRs",
    "Massive PR wave to top AI frameworks: Dify (55k), MetaGPT (45k), Flowise (35k), AutoGen (35k), CrewAI (25k), Semantic Kernel (23k), OpenAI Swarm (18k), Haystack (18k), Prefect (17k), Phidata (15k), pl"
   ],
   "repository_evidence": [
    "# Day 2 Wave 1: Major AI Frameworks \u2014 12 PRs",
    "  - id: pr-flowise",
    "    name: \"PR: FlowiseAI/Flowise #6122\""
   ],
   "stars_evidence": [
    "# Day 2 Wave 1: Major AI Frameworks \u2014 12 PRs",
    "Massive PR wave to top AI frameworks: Dify (55k), MetaGPT (45k), Flowise (35k), AutoGen (35k), CrewAI (25k), Semantic Kernel (23k), OpenAI Swarm (18k), Haystack (18k), Prefect (17k), Phidata (15k), pl"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://osop.ai/hub/ex-campaign-2026-04-02-wave1-frameworks",
   "project": "AutoGen",
   "repository": "ag2ai/ag2",
   "stars": "35000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Day 2 Wave 1: Major AI Frameworks \u2014 12 PRs",
    "Massive PR wave to top AI frameworks: Dify (55k), MetaGPT (45k), Flowise (35k), AutoGen (35k), CrewAI (25k), Semantic Kernel (23k), OpenAI Swarm (18k), Haystack (18k), Prefect (17k), Phidata (15k), pl"
   ],
   "repository_evidence": [
    "# Day 2 Wave 1: Major AI Frameworks \u2014 12 PRs",
    "  - id: pr-autogen",
    "    name: \"PR: ag2ai/ag2 #2540\""
   ],
   "stars_evidence": [
    "# Day 2 Wave 1: Major AI Frameworks \u2014 12 PRs",
    "Massive PR wave to top AI frameworks: Dify (55k), MetaGPT (45k), Flowise (35k), AutoGen (35k), CrewAI (25k), Semantic Kernel (23k), OpenAI Swarm (18k), Haystack (18k), Prefect (17k), Phidata (15k), pl"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://osop.ai/hub/ex-campaign-2026-04-02-wave1-frameworks",
   "project": "CrewAI",
   "repository": "crewAIInc/crewAI-examples",
   "stars": "25000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Day 2 Wave 1: Major AI Frameworks \u2014 12 PRs",
    "Massive PR wave to top AI frameworks: Dify (55k), MetaGPT (45k), Flowise (35k), AutoGen (35k), CrewAI (25k), Semantic Kernel (23k), OpenAI Swarm (18k), Haystack (18k), Prefect (17k), Phidata (15k), pl"
   ],
   "repository_evidence": [
    "# Day 2 Wave 1: Major AI Frameworks \u2014 12 PRs",
    "  - id: pr-crewai",
    "    name: \"PR: crewAIInc/crewAI-examples #361\""
   ],
   "stars_evidence": [
    "# Day 2 Wave 1: Major AI Frameworks \u2014 12 PRs",
    "Massive PR wave to top AI frameworks: Dify (55k), MetaGPT (45k), Flowise (35k), AutoGen (35k), CrewAI (25k), Semantic Kernel (23k), OpenAI Swarm (18k), Haystack (18k), Prefect (17k), Phidata (15k), pl"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://osop.ai/hub/ex-campaign-2026-04-02-wave1-frameworks",
   "project": "Semantic Kernel",
   "repository": "microsoft/semantic-kernel",
   "stars": "23000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Day 2 Wave 1: Major AI Frameworks \u2014 12 PRs",
    "Massive PR wave to top AI frameworks: Dify (55k), MetaGPT (45k), Flowise (35k), AutoGen (35k), CrewAI (25k), Semantic Kernel (23k), OpenAI Swarm (18k), Haystack (18k), Prefect (17k), Phidata (15k), pl"
   ],
   "repository_evidence": [
    "# Day 2 Wave 1: Major AI Frameworks \u2014 12 PRs",
    "  - id: pr-semantic-kernel",
    "    name: \"PR: microsoft/semantic-kernel #13727\""
   ],
   "stars_evidence": [
    "# Day 2 Wave 1: Major AI Frameworks \u2014 12 PRs",
    "Massive PR wave to top AI frameworks: Dify (55k), MetaGPT (45k), Flowise (35k), AutoGen (35k), CrewAI (25k), Semantic Kernel (23k), OpenAI Swarm (18k), Haystack (18k), Prefect (17k), Phidata (15k), pl"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://osop.ai/hub/ex-campaign-2026-04-02-wave1-frameworks",
   "project": "OpenAI Swarm",
   "repository": "openai/swarm",
   "stars": "18000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Day 2 Wave 1: Major AI Frameworks \u2014 12 PRs",
    "Massive PR wave to top AI frameworks: Dify (55k), MetaGPT (45k), Flowise (35k), AutoGen (35k), CrewAI (25k), Semantic Kernel (23k), OpenAI Swarm (18k), Haystack (18k), Prefect (17k), Phidata (15k), pl"
   ],
   "repository_evidence": [
    "# Day 2 Wave 1: Major AI Frameworks \u2014 12 PRs",
    "  - id: pr-swarm",
    "    name: \"PR: openai/swarm #76\""
   ],
   "stars_evidence": [
    "# Day 2 Wave 1: Major AI Frameworks \u2014 12 PRs",
    "Massive PR wave to top AI frameworks: Dify (55k), MetaGPT (45k), Flowise (35k), AutoGen (35k), CrewAI (25k), Semantic Kernel (23k), OpenAI Swarm (18k), Haystack (18k), Prefect (17k), Phidata (15k), pl"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://osop.ai/hub/ex-campaign-2026-04-02-wave1-frameworks",
   "project": "Haystack",
   "repository": "deepset-ai/haystack",
   "stars": "18000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Day 2 Wave 1: Major AI Frameworks \u2014 12 PRs",
    "Massive PR wave to top AI frameworks: Dify (55k), MetaGPT (45k), Flowise (35k), AutoGen (35k), CrewAI (25k), Semantic Kernel (23k), OpenAI Swarm (18k), Haystack (18k), Prefect (17k), Phidata (15k), pl"
   ],
   "repository_evidence": [
    "# Day 2 Wave 1: Major AI Frameworks \u2014 12 PRs",
    "  - id: pr-haystack",
    "    name: \"PR: deepset-ai/haystack #11024\""
   ],
   "stars_evidence": [
    "# Day 2 Wave 1: Major AI Frameworks \u2014 12 PRs",
    "Massive PR wave to top AI frameworks: Dify (55k), MetaGPT (45k), Flowise (35k), AutoGen (35k), CrewAI (25k), Semantic Kernel (23k), OpenAI Swarm (18k), Haystack (18k), Prefect (17k), Phidata (15k), pl"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://osop.ai/hub/ex-campaign-2026-04-02-wave1-frameworks",
   "project": "Prefect",
   "repository": "PrefectHQ/prefect",
   "stars": "17000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Day 2 Wave 1: Major AI Frameworks \u2014 12 PRs",
    "Massive PR wave to top AI frameworks: Dify (55k), MetaGPT (45k), Flowise (35k), AutoGen (35k), CrewAI (25k), Semantic Kernel (23k), OpenAI Swarm (18k), Haystack (18k), Prefect (17k), Phidata (15k), pl"
   ],
   "repository_evidence": [
    "# Day 2 Wave 1: Major AI Frameworks \u2014 12 PRs",
    "  - id: pr-prefect",
    "    name: \"PR: PrefectHQ/prefect #21395\""
   ],
   "stars_evidence": [
    "# Day 2 Wave 1: Major AI Frameworks \u2014 12 PRs",
    "Massive PR wave to top AI frameworks: Dify (55k), MetaGPT (45k), Flowise (35k), AutoGen (35k), CrewAI (25k), Semantic Kernel (23k), OpenAI Swarm (18k), Haystack (18k), Prefect (17k), Phidata (15k), pl"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://osop.ai/hub/ex-campaign-2026-04-02-wave1-frameworks",
   "project": "Phidata",
   "repository": "agno-agi/agno",
   "stars": "15000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Day 2 Wave 1: Major AI Frameworks \u2014 12 PRs",
    "Massive PR wave to top AI frameworks: Dify (55k), MetaGPT (45k), Flowise (35k), AutoGen (35k), CrewAI (25k), Semantic Kernel (23k), OpenAI Swarm (18k), Haystack (18k), Prefect (17k), Phidata (15k), pl"
   ],
   "repository_evidence": [
    "# Day 2 Wave 1: Major AI Frameworks \u2014 12 PRs",
    "  - id: pr-agno",
    "    name: \"PR: agno-agi/agno #7290\""
   ],
   "stars_evidence": [
    "# Day 2 Wave 1: Major AI Frameworks \u2014 12 PRs",
    "Massive PR wave to top AI frameworks: Dify (55k), MetaGPT (45k), Flowise (35k), AutoGen (35k), CrewAI (25k), Semantic Kernel (23k), OpenAI Swarm (18k), Haystack (18k), Prefect (17k), Phidata (15k), pl"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://apidog.com/blog/openmanus-open-source-manus-ai-alternative",
   "project": "OpenManus",
   "repository": "https://github.com/mannaandpoem/OpenManus.git",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "That's why when I discovered **OpenManus**, an open-source alternative created by the Open Source community, I was genuinely excited.",
    "## What is OpenManus? (The Alternative)"
   ],
   "repository_evidence": [
    "**Clone the repository**: Clone the OpenManus GitHub repository to your local machine:",
    "```bash",
    " git clone https://github.com/mannaandpoem/OpenManus.git",
    "```",
    "### Method 1: Using Conda (For a more traditional setup)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://markaicode.com/alternatives/llamaindex-alternatives",
   "project": "LangChain",
   "repository": "https://github.com/langchain-ai/langchain",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Slow Ingestion, Token Bloat? 5 LlamaIndex Alternatives You Should Switch to in 2026",
    "A major signal: the [LangChain v0.3.2 changelog](https://github.com/langchain-ai/langchain/releases/tag/v0.3.2) reports a 30% reduction in peak memory during ingestion by avoiding deep copy of document metadata."
   ],
   "repository_evidence": [
    "# Slow Ingestion, Token Bloat? 5 LlamaIndex Alternatives You Should Switch to in 2026",
    "A major signal: the [LangChain v0.3.2 changelog](https://github.com/langchain-ai/langchain/releases/tag/v0.3.2) reports a 30% reduction in peak memory during ingestion by avoiding deep copy of document metadata."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://markaicode.com/alternatives/llamaindex-alternatives",
   "project": "Haystack",
   "repository": "https://github.com/deepset-ai/haystack",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Slow Ingestion, Token Bloat? 5 LlamaIndex Alternatives You Should Switch to in 2026",
    "According to the [Haystack 2.3 release notes](https://github.com/deepset-ai/haystack/releases/tag/v2.3.0), the new declarative pipeline DSL reduces boilerplate by 40% and enables component\u2011level caching, which directly lowers retrieval latency."
   ],
   "repository_evidence": [
    "# Slow Ingestion, Token Bloat? 5 LlamaIndex Alternatives You Should Switch to in 2026",
    "According to the [Haystack 2.3 release notes](https://github.com/deepset-ai/haystack/releases/tag/v2.3.0), the new declarative pipeline DSL reduces boilerplate by 40% and enables component\u2011level caching, which directly lowers retrieval latency."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://markaicode.com/alternatives/llamaindex-alternatives",
   "project": "txtai",
   "repository": "https://github.com/neuml/txtai",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Slow Ingestion, Token Bloat? 5 LlamaIndex Alternatives You Should Switch to in 2026",
    "The [txtai 6.4 performance benchmark](https://github.com/neuml/txtai/releases/tag/v6.4.0) confirms a 40% reduction in memory footprint when storing 1M embeddings versus a separate vector DB."
   ],
   "repository_evidence": [
    "# Slow Ingestion, Token Bloat? 5 LlamaIndex Alternatives You Should Switch to in 2026",
    "The [txtai 6.4 performance benchmark](https://github.com/neuml/txtai/releases/tag/v6.4.0) confirms a 40% reduction in memory footprint when storing 1M embeddings versus a separate vector DB."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://dreaming.press/stack/letta",
   "project": "Letta (MemGPT)",
   "repository": "https://github.com/letta-ai/letta",
   "stars": "24000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "The Stack \u00b7 Agent memory Open source",
    "# Letta (MemGPT)",
    "Stateful agents with long-term memory and self-editing context, evolved from the MemGPT research."
   ],
   "repository_evidence": [
    "The Stack \u00b7 Agent memory Open source",
    "# Letta (MemGPT)",
    "Repository[letta-ai/letta](https://github.com/letta-ai/letta)"
   ],
   "stars_evidence": [
    "The Stack \u00b7 Agent memory Open source",
    "# Letta (MemGPT)",
    "Open source\u2605 24k \u00b7 Python"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://forem.com/gunnargrosch/building-ai-agents-in-typescript-with-the-strands-agents-sdk-1kom",
   "project": "Strands Agents",
   "repository": "https://github.com/strands-agents",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Building AI Agents in TypeScript with the Strands Agents SDK",
    "[Strands Agents](https://github.com/strands-agents) has been Python-only since launch."
   ],
   "repository_evidence": [
    "Building AI Agents in TypeScript with the Strands Agents SDK",
    "[Strands Agents](https://github.com/strands-agents) has been Python-only since launch."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://forem.com/gunnargrosch/building-ai-agents-in-typescript-with-the-strands-agents-sdk-1kom",
   "project": "Strands Agents TypeScript Demo",
   "repository": "https://github.com/gunnargrosch/strands-agents-ts-demo",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Building AI Agents in TypeScript with the Strands Agents SDK",
    "I put together a [demo repo](https://github.com/gunnargrosch/strands-agents-ts-demo) with five standalone examples that progressively build from a minimal agent to multi-turn conversation."
   ],
   "repository_evidence": [
    "Building AI Agents in TypeScript with the Strands Agents SDK",
    "I put together a [demo repo](https://github.com/gunnargrosch/strands-agents-ts-demo) with five standalone examples that progressively build from a minimal agent to multi-turn conversation."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://skyvern.com/blog/browser-use-alternatives",
   "project": "Playwright MCP",
   "repository": "https://github.com/microsoft/playwright-mcp",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# 9 Browser Use Alternatives Compared for 2026",
    "Compare nine Browser Use alternatives by operating model and setup, including Skyvern, Stagehand, Playwright, and Steel.",
    "## 5. Playwright MCP for browser access inside an existing agent",
    "[Playwright MCP](https://github.com/microsoft/playwright-mcp?ref=skyvern.com) is Microsoft's official MCP server for Playwright browser tools."
   ],
   "repository_evidence": [
    "# 9 Browser Use Alternatives Compared for 2026",
    "Compare nine Browser Use alternatives by operating model and setup, including Skyvern, Stagehand, Playwright, and Steel.",
    "## 5. Playwright MCP for browser access inside an existing agent",
    "[Playwright MCP](https://github.com/microsoft/playwright-mcp?ref=skyvern.com) is Microsoft's official MCP server for Playwright browser tools."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://reddit.com/r/LocalLLaMA/comments/1igcead/an_open_source_alternative_to_openai_deep_search",
   "project": "STORM",
   "repository": "https://storm.genie.stanford.edu/",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Are there any interesting projects dealing with this problem?"
   ],
   "repository_evidence": [
    "Are there any interesting projects dealing with this problem?"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://reddit.com/r/LocalLLaMA/comments/1igcead/an_open_source_alternative_to_openai_deep_search",
   "project": "Automated-AI-Web-Researcher-Ollama",
   "repository": "https://github.com/TheBlewish/Automated-AI-Web-Researcher-Ollama",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "You can try this: [https://github.com/TheBlewish/Automated-AI-Web-Researcher-Ollama](https://github.com/TheBlewish/Automated-AI-Web-Researcher-Ollama)",
    "Are there any interesting projects dealing with this problem?"
   ],
   "repository_evidence": [
    "You can try this: [https://github.com/TheBlewish/Automated-AI-Web-Researcher-Ollama](https://github.com/TheBlewish/Automated-AI-Web-Researcher-Ollama)",
    "Are there any interesting projects dealing with this problem?"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://reddit.com/r/LocalLLaMA/comments/1igcead/an_open_source_alternative_to_openai_deep_search",
   "project": "awesome-ai-web-search",
   "repository": "https://github.com/felladrin/awesome-ai-web-search",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "a list with many projects related to the topic https://github.com/felladrin/awesome-ai-web-search",
    "Are there any interesting projects dealing with this problem?"
   ],
   "repository_evidence": [
    "a list with many projects related to the topic https://github.com/felladrin/awesome-ai-web-search",
    "Are there any interesting projects dealing with this problem?"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://reddit.com/r/LocalLLaMA/comments/1igcead/an_open_source_alternative_to_openai_deep_search",
   "project": "gpt-researcher",
   "repository": "https://github.com/assafelovic/gpt-researcher",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Just posted this same message on another thread about this: I haven't tried OpenAI's version but\u00a0[https://github.com/assafelovic/gpt-researcher](https://github.com/assafelovic/gpt-researcher)\u00a0has been around for a long while, has a lot of community interest, and is still being updated",
    "Are there any interesting projects dealing with this problem?"
   ],
   "repository_evidence": [
    "Just posted this same message on another thread about this: I haven't tried OpenAI's version but\u00a0[https://github.com/assafelovic/gpt-researcher](https://github.com/assafelovic/gpt-researcher)\u00a0has been around for a long while, has a lot of community interest, and is still being updated",
    "Are there any interesting projects dealing with this problem?"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://reddit.com/r/LocalLLaMA/comments/1igcead/an_open_source_alternative_to_openai_deep_search",
   "project": "smolagents",
   "repository": "https://github.com/huggingface/smolagents",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Smolagents by Hugging face https://github.com/huggingface/smolagents",
    "Are there any interesting projects dealing with this problem?"
   ],
   "repository_evidence": [
    "Smolagents by Hugging face https://github.com/huggingface/smolagents",
    "Are there any interesting projects dealing with this problem?"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://arxiv.org/html/2402.07939v4",
   "project": "UFO",
   "repository": "https://github.com/microsoft/UFO",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# UFO ![[Uncaptioned image]](extracted/5441870/figure/ufo_blue.png): A UI-Focused Agent for Windows OS Interaction",
    "The open-source code for UFO is available on [https://github.com/microsoft/UFO](https://github.com/microsoft/UFO)."
   ],
   "repository_evidence": [
    "# UFO ![[Uncaptioned image]](extracted/5441870/figure/ufo_blue.png): A UI-Focused Agent for Windows OS Interaction",
    "The open-source code for UFO is available on [https://github.com/microsoft/UFO](https://github.com/microsoft/UFO)."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://arxiv.org/html/2402.07939v4",
   "project": "AutoGPT",
   "repository": "https://github.com/Significant-Gravitas/AutoGPT",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "2.1 LLM Agents",
    "Notably, AutoGPT [Significant Gravitas ](https://arxiv.org/html/2402.07939v4#bib.bib23) stands as a pioneering agent within this domain, facilitating interaction with users and decomposing LLMs\u2019 actions into discrete components such as thoughts, reasoning, and criticism, thereby effectively addressing user requests."
   ],
   "repository_evidence": [
    "2.1 LLM Agents",
    "(23) Significant Gravitas. AutoGPT. URL [https://github.com/Significant-Gravitas/AutoGPT](https://github.com/Significant-Gravitas/AutoGPT)."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://arxiv.org/html/2402.07939v4",
   "project": "TaskWeaver",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "2.1 LLM Agents",
    "Additionally, TaskWeaver Qiao et al. ([2023](https://arxiv.org/html/2402.07939v4#bib.bib19)) represents a noteworthy code-centric agent framework designed to disassemble user requests and translate them into manageable subtasks executable via Python code."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://arxiv.org/html/2402.07939v4",
   "project": "LangChain Agent",
   "repository": "https://github.com/langchain-ai/langchain",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "2.1 LLM Agents",
    "The LangChain Agent Chase ([2022](https://arxiv.org/html/2402.07939v4#bib.bib5)), serves as an extension of the LangChain framework."
   ],
   "repository_evidence": [
    "2.1 LLM Agents",
    "Chase (2022) Harrison Chase. LangChain, October 2022. URL [https://github.com/langchain-ai/langchain](https://github.com/langchain-ai/langchain)."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://arxiv.org/html/2402.07939v4",
   "project": "AutoGen",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "2.1 LLM Agents",
    "AutoGen Wu et al. ([2023b](https://arxiv.org/html/2402.07939v4#bib.bib32)) exemplifies this approach by designing each agent to be highly customizable and conversable."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://arxiv.org/html/2402.07939v4",
   "project": "MetaGPT",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "2.1 LLM Agents",
    "MetaGPT Hong et al. ([2023a](https://arxiv.org/html/2402.07939v4#bib.bib13)) constitutes another notable multi-agent framework."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://arxiv.org/html/2402.07939v4",
   "project": "AutoAgents",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "2.1 LLM Agents",
    "Furthermore, another multi-agent framework named AutoAgents Chen et al. ([2023a](https://arxiv.org/html/2402.07939v4#bib.bib6)) generates and coordinates multiple specialized agents to form an AI team tailored for complex tasks."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://arxiv.org/html/2402.07939v4",
   "project": "AppAgent",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "2.2 LLM-based GUI Intelligence",
    "Similarly, AppAgent Yang et al. ([2023a](https://arxiv.org/html/2402.07939v4#bib.bib35)) leverages GPT-4V as smartphone users, enabling them to take actions on mobile applications based on smartphone snapshots, thereby autonomously fulfilling user requests on physical phones."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://arxiv.org/html/2402.07939v4",
   "project": "MobileAgent",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "2.2 LLM-based GUI Intelligence",
    "MobileAgent Wang et al. ([2024](https://arxiv.org/html/2402.07939v4#bib.bib28)) integrates Optical Character Recognition (OCR) tools to augment the GPT-V employed within a comparable mobile agent designed for task completion on mobile phones."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://arxiv.org/html/2402.07939v4",
   "project": "CogAgent",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "2.2 LLM-based GUI Intelligence",
    "On the other hand, CogAgent Hong et al. ([2023b](https://arxiv.org/html/2402.07939v4#bib.bib14)) takes a distinct approach by training a dedicated visual language model specialized in GUI understanding and navigation, providing a more tailored solution for various GUI intelligence tasks."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://dibi8.com/resources/llm-frameworks/open-source-ai-agent-framework-top-10-2026",
   "project": "LangGraph",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Open Source AI Agent Framework Top 10 (2026)",
    "Ten OSS AI agent frameworks ranked by 2026 production adoption: LangGraph, CrewAI, AutoGen, Mastra, Agno, Superagent, OpenHands, Smol Agents, Phidata, OpenAI Swarm.",
    "### 1. LangGraph (LangChain) \u2014 \ud83c\udfc6 Production king #"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://dibi8.com/resources/llm-frameworks/open-source-ai-agent-framework-top-10-2026",
   "project": "CrewAI",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Open Source AI Agent Framework Top 10 (2026)",
    "Ten OSS AI agent frameworks ranked by 2026 production adoption: LangGraph, CrewAI, AutoGen, Mastra, Agno, Superagent, OpenHands, Smol Agents, Phidata, OpenAI Swarm.",
    "### 2. CrewAI \u2014 Multi-agent role play #"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://dibi8.com/resources/llm-frameworks/open-source-ai-agent-framework-top-10-2026",
   "project": "AutoGen",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Open Source AI Agent Framework Top 10 (2026)",
    "Ten OSS AI agent frameworks ranked by 2026 production adoption: LangGraph, CrewAI, AutoGen, Mastra, Agno, Superagent, OpenHands, Smol Agents, Phidata, OpenAI Swarm.",
    "### 3. AutoGen (Microsoft) \u2014 Research + enterprise MS #"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://dibi8.com/resources/llm-frameworks/open-source-ai-agent-framework-top-10-2026",
   "project": "Mastra",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Open Source AI Agent Framework Top 10 (2026)",
    "Ten OSS AI agent frameworks ranked by 2026 production adoption: LangGraph, CrewAI, AutoGen, Mastra, Agno, Superagent, OpenHands, Smol Agents, Phidata, OpenAI Swarm.",
    "### 4. Mastra \u2014 TypeScript first #"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://dibi8.com/resources/llm-frameworks/open-source-ai-agent-framework-top-10-2026",
   "project": "Agno",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Open Source AI Agent Framework Top 10 (2026)",
    "Ten OSS AI agent frameworks ranked by 2026 production adoption: LangGraph, CrewAI, AutoGen, Mastra, Agno, Superagent, OpenHands, Smol Agents, Phidata, OpenAI Swarm.",
    "### 5. Agno (formerly PhiData) \u2014 Pragmatic Python #"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://dibi8.com/resources/llm-frameworks/open-source-ai-agent-framework-top-10-2026",
   "project": "Superagent",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Open Source AI Agent Framework Top 10 (2026)",
    "Ten OSS AI agent frameworks ranked by 2026 production adoption: LangGraph, CrewAI, AutoGen, Mastra, Agno, Superagent, OpenHands, Smol Agents, Phidata, OpenAI Swarm.",
    "### 6. Superagent \u2014 Open-source platform #"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://dibi8.com/resources/llm-frameworks/open-source-ai-agent-framework-top-10-2026",
   "project": "OpenHands",
   "repository": null,
   "stars": "67K",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Open Source AI Agent Framework Top 10 (2026)",
    "Ten OSS AI agent frameworks ranked by 2026 production adoption: LangGraph, CrewAI, AutoGen, Mastra, Agno, Superagent, OpenHands, Smol Agents, Phidata, OpenAI Swarm.",
    "### 7. OpenHands (All-Hands-AI) \u2014 Autonomous coding agents #"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# Open Source AI Agent Framework Top 10 (2026)",
    "Ten OSS AI agent frameworks ranked by 2026 production adoption: LangGraph, CrewAI, AutoGen, Mastra, Agno, Superagent, OpenHands, Smol Agents, Phidata, OpenAI Swarm.",
    "### 7. OpenHands (All-Hands-AI) \u2014 Autonomous coding agents #",
    "**Why**: 67K stars, academic citations, designed for \u201cgive task, walk away\u201d loops."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://dibi8.com/resources/llm-frameworks/open-source-ai-agent-framework-top-10-2026",
   "project": "Smol Agents",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Open Source AI Agent Framework Top 10 (2026)",
    "Ten OSS AI agent frameworks ranked by 2026 production adoption: LangGraph, CrewAI, AutoGen, Mastra, Agno, Superagent, OpenHands, Smol Agents, Phidata, OpenAI Swarm.",
    "### 8. Smol Agents (Hugging Face) \u2014 Minimal Python #"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://dibi8.com/resources/llm-frameworks/open-source-ai-agent-framework-top-10-2026",
   "project": "Phidata",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Open Source AI Agent Framework Top 10 (2026)",
    "Ten OSS AI agent frameworks ranked by 2026 production adoption: LangGraph, CrewAI, AutoGen, Mastra, Agno, Superagent, OpenHands, Smol Agents, Phidata, OpenAI Swarm.",
    "### 9. Phidata (now Agno) \u2014 Already covered above #"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://dibi8.com/resources/llm-frameworks/open-source-ai-agent-framework-top-10-2026",
   "project": "OpenAI Swarm",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Open Source AI Agent Framework Top 10 (2026)",
    "Ten OSS AI agent frameworks ranked by 2026 production adoption: LangGraph, CrewAI, AutoGen, Mastra, Agno, Superagent, OpenHands, Smol Agents, Phidata, OpenAI Swarm.",
    "### 10. OpenAI Swarm \u2014 Lightweight handoffs #"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://builderai.tools/tool/openmanus",
   "project": "OpenManus",
   "repository": null,
   "stars": "57000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# OpenManus",
    "Open-source framework for building general-purpose autonomous agents with browser automation and MCP tools.",
    "OpenManus grew into a general-purpose autonomous agent framework maintained by FoundationAgents, a team drawn from the MetaGPT project."
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# OpenManus",
    "Open-source framework for building general-purpose autonomous agents with browser automation and MCP tools.",
    "Everything is MIT licensed, and the repository passed 57,000 GitHub stars within months of its March 2025 launch, making it one of the most visible open agent projects."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://reporank.net/en/repo/strands-agents-harness-sdk.html",
   "project": "Strands Agents",
   "repository": null,
   "stars": "6582",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Selection advice",
    "Choose Strands Agents if you need a model-agnostic SDK with strong observability and guardrails, and you are comfortable with Python/TypeScript."
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "Limitations and caveats",
    "SDK is relatively new (6582 stars) and may have breaking changes; maintainers recommend reviewing release notes."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://reporank.net/en/repo/strands-agents-harness-sdk.html",
   "project": "LangChain",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Similar project recommendations",
    "LangChain, CrewAI, AutoGen, Semantic Kernel, and OpenAI Agents SDK."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://reporank.net/en/repo/strands-agents-harness-sdk.html",
   "project": "CrewAI",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Similar project recommendations",
    "LangChain, CrewAI, AutoGen, Semantic Kernel, and OpenAI Agents SDK."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://reporank.net/en/repo/strands-agents-harness-sdk.html",
   "project": "AutoGen",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Similar project recommendations",
    "LangChain, CrewAI, AutoGen, Semantic Kernel, and OpenAI Agents SDK."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://reporank.net/en/repo/strands-agents-harness-sdk.html",
   "project": "Semantic Kernel",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Similar project recommendations",
    "LangChain, CrewAI, AutoGen, Semantic Kernel, and OpenAI Agents SDK."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://reporank.net/en/repo/strands-agents-harness-sdk.html",
   "project": "OpenAI Agents SDK",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Similar project recommendations",
    "LangChain, CrewAI, AutoGen, Semantic Kernel, and OpenAI Agents SDK."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/wxjiao/deep_research_bench",
   "project": "LangChain-Open-Deep-Research",
   "repository": "https://github.com/langchain-ai/open_deep_research",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# DeepResearch Bench: A Comprehensive Benchmark for Deep Research Agents",
    "- [3 Aug 2025] \ud83d\ude80 We reproduced and evaluated [LangChain-Open-Deep-Research](https://github.com/langchain-ai/open_deep_research) (with GPT-4.1 + Tavily) as the first open-source framework evaluated on DeepResearch Bench, achieving 6th place among all deep research agents."
   ],
   "repository_evidence": [
    "# DeepResearch Bench: A Comprehensive Benchmark for Deep Research Agents",
    "- [3 Aug 2025] \ud83d\ude80 We reproduced and evaluated [LangChain-Open-Deep-Research](https://github.com/langchain-ai/open_deep_research) (with GPT-4.1 + Tavily) as the first open-source framework evaluated on DeepResearch Bench, achieving 6th place among all deep research agents."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/wxjiao/deep_research_bench",
   "project": "aiq-research-assistant",
   "repository": "https://github.com/NVIDIA-AI-Blueprints/aiq-research-assistant",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# DeepResearch Bench: A Comprehensive Benchmark for Deep Research Agents",
    "Additionally, we partnered with [Nvidia-AIQ-Research](https://github.com/NVIDIA-AI-Blueprints/aiq-research-assistant) to evaluate their deep research solution."
   ],
   "repository_evidence": [
    "# DeepResearch Bench: A Comprehensive Benchmark for Deep Research Agents",
    "Additionally, we partnered with [Nvidia-AIQ-Research](https://github.com/NVIDIA-AI-Blueprints/aiq-research-assistant) to evaluate their deep research solution."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://vuln.today/cve/CVE-2026-46544",
   "project": "Microsoft UFO",
   "repository": "https://github.com/microsoft/UFO",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Microsoft UFO open-source framework for intelligent automation across devices and platforms.",
    "## **DescriptionGitHub Advisory",
    "Microsoft UFO **CVE-2026-46544"
   ],
   "repository_evidence": [
    "The primary fix is to apply the patch referenced in GitHub Security Advisory GHSA-29gc-vqjp-7fqf (https://github.com/microsoft/UFO/security/advisories/GHSA-29gc-vqjp-7fqf); the exact patched release version is not independently confirmed from the available data - verify against the UFO GitHub releases page before upgrading.",
    "## **RemediationAI",
    "Microsoft UFO **CVE-2026-46544"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://olud.ai/vs/agno-vs-composio.html",
   "project": "Agno",
   "repository": null,
   "stars": "41800",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Open-Source AI \u00b7 AI agent framework",
    "Agno vs Composio compared for 2026 \u2014 features, license, ease of use, performance and which one to choose.",
    "Choose **Agno** for fast agents with memory and tools.",
    "| Spec | Agno | Composio |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "Open-Source AI \u00b7 AI agent framework",
    "Agno vs Composio at a glance",
    "| GitHub stars | 41.8k | 29.8k |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://olud.ai/vs/agno-vs-composio.html",
   "project": "Composio",
   "repository": null,
   "stars": "29800",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Open-Source AI \u00b7 AI agent framework",
    "Agno vs Composio compared for 2026 \u2014 features, license, ease of use, performance and which one to choose.",
    "Choose **Composio** for agents that must act on real SaaS accounts.",
    "| Spec | Agno | Composio |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "Open-Source AI \u00b7 AI agent framework",
    "Agno vs Composio at a glance",
    "| GitHub stars | 41.8k | 29.8k |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/LisaDziuba/RAGHub",
   "project": "Swarm by OpenAI",
   "repository": "Github",
   "stars": "7k",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# RAGHub: A Directory of Tools for Retrieval-Augmented Generation (RAG)",
    "## RAG Frameworks",
    "| Name | Description | Website | Github | Stars | Activity |",
    "| Swarm by OpenAI | Educational framework for lightweight multi-agent orchestration | - | Github | 7k | 1d ago |"
   ],
   "repository_evidence": [
    "# RAGHub: A Directory of Tools for Retrieval-Augmented Generation (RAG)",
    "## RAG Frameworks",
    "| Name | Description | Website | Github | Stars | Activity |",
    "| Swarm by OpenAI | Educational framework for lightweight multi-agent orchestration | - | Github | 7k | 1d ago |"
   ],
   "stars_evidence": [
    "# RAGHub: A Directory of Tools for Retrieval-Augmented Generation (RAG)",
    "## RAG Frameworks",
    "| Name | Description | Website | Github | Stars | Activity |",
    "| Swarm by OpenAI | Educational framework for lightweight multi-agent orchestration | - | Github | 7k | 1d ago |",
    "A framework for building applications with LLMs | Website | Github | 93.2k | 9h ago |",
    "A framework for building search engines using neural networks | Website | Github | 17k | Last week |",
    "A framework for building data-driven LLM applications | Website | Github | 35.9k | 7h ago |",
    "Build Inference APIs, LLM apps, Multi-model chains, RAG service | Website | Github | 7k | 1h ago |",
    "Simple and fast Retrieval-Augmented Generation | Website | Github | 268 | 1d ago |",
    "Python framework to easily build LLM-powered applications | Website | Github | 2.4k | 10h ago |",
    "Toolkit for adding programmable guardrails to LLM-based applications | Website | Github | 4k | Last week |",
    "A Rust library for building fast, streaming applications with LLMs | Website | Github | 222 | 1h ago |",
    "The entire RAG pipeline in a single database query | Website | Github | 1.3k | Last month |",
    "A framework for routing LLM requests using semantic vectors. | Website | Github | 2k | 4h ago |",
    "Service to build, scale, and deploy RAG-powered applications | Website | - | - | 1h ago |",
    "A framework to build, scale, and deploy RAG and multi-agent AI apps. | Website | Github | 31.4k | 1h ago |",
    "A framework to build language model apps with modular programming. | Website | Github | 17.8k | 13h ago |",
    "The Memory layer for your AI apps. | Website | Github | 22.6k | 2h ago |",
    "Measures and enhancse LLM app quality with feedback functions for scalable evaluation | Website | Github | 2.1k | 11h ago |",
    "AI observability platform designed for experimentation, evaluation, and troubleshooting | Website | Github | 3.6k | 1d ago |",
    "Evaluates and quantifies the performance of RAG pipelines that enhance LLM context with external data | Website | Github | 6.8k | 3h ago |",
    "Continuous validation of AI & ML models, detecting data drift and model issues | Website | Github | 3.6k | 8m ago |",
    "End-to-end RAG optimization: parsing, chunking, evaluation dataset creation, and pipeline deployment | Website | Github | 1.6k | 1h ago |",
    "Fine tuned lightweight RAG evaluation service + python client lib | Website | Github | -- | -- |",
    "A Framework for LLM-based text optimization,focusing on reducing hallucinations, and improving prompt. | Website | Github | 1.7k | 24h ago |",
    "LLM Agnostic Agent Development Platform | Website | Github | 120 | 2d ago |",
    "The Elasticsearch for RAG, helps you quickly build and launch scalable RAG solutions | Website | Github | 3.4k | 6h ago |",
    "Open-source RAG engine based on deep document understanding | Website | Github | 18.7k | 1h ago |",
    "A data framework for context-augmented LLM applications | Website | - | - | 1d ago |",
    "Open Source Framework for personalizing LLM responses under 10 lines of code | Website | Github | 22.2k | Last week |",
    "All-in-one embeddings database for semantic search, LLM orchestration, and RAG workflows | Website | Github | 8.8k | Last week |",
    "High-performance retrieval engine for unstructured data | - | Github | 815 | Last week |",
    "Use Pairwise or Listwise rerankers to improve search accuracy before passing to LLMs. | | Github | 606 | 2w ago |",
    "API-first platform for building knowledge-driven AI applications and agents | Website | Github | 16 | 8h ago |",
    "Combines RAG with automatic citation generation to enhance content credibility | Website | Github | 6 | Last week |",
    "Postgres + GPUs with functions for chunking, embedding, transforming and ranking | Website | Github | 6k | Yesterday |",
    "Build production-ready Conversational AI applications in minutes, not weeks | Website | Github | 7k | 24 h ago |",
    "GenAI-native document parsing platform | Website | Github | 2.8k | 2d ago |",
    "Web server to extract information from text and files using LLMs | Website | Github | 1k | 4m ago |",
    "build custom preprocessing pipelines for labeling, training, or production ml | Website | Github | 8.7k | 3d ago |",
    "RAG chatbot powered by Weaviate | Website | Github | 6.1k | 2w ago |",
    "No-code Platform to launch APIs and ETL Pipelines to structure unstructured documents | Website | Github | 2.3k | 4h ago |",
    "Ask questions across all of your document files | Website | | | 4h ago |",
    "Fully managed RAG-as-a-Service for developers. | Website | Github | 12 | 12h ago |",
    "Parses complex documents and creates LLM-ready inputs | Website | Github | 16 | 2w ago |",
    "Extract document data straight into your spreadsheet/erp/crm | Website | Github | - | - |",
    "Convert documents into a structured, standard set of fields and values | Website | - | - | - |",
    "Using GPT-4 and Cohere for query expansion and re-ranking with BM25 | | GitHub | 20 | Last week |",
    "Low-code platform to build custom RAG-based AI applications | Website | Github | 60 | 10h ago |",
    "Vision model based PDF chunking and OCR, optimized for fast processing of large datasets | Website | Github | 651 | 11h ago |",
    "Open-Source project similar to NotebookLM | Website | Github | 267 | Yesterday |",
    "Contextual Retrieval | Anthropic introducing Contextual Retrieval | Website |",
    "Open-RAG | Enhanced Retrieval-Augmented Reasoning with Open-Source Large Language Models | Website |",
    "ColPali | Efficient Document Retrieval with Vision Language Models | Website |",
    "RAG_Techniques | Showcases various advanced techniques for RAG systems | Website |",
    "GenAI_Agents | Tutorials and implementations for various AI Agent techniques | Website |",
    "Artificial Analysis | LLM Comparison | Website |",
    "HuggingFace/mteb | Embedding models leaderboard | Website |",
    "If you're looking for mainstream RAG frameworks and techniques**, check out the excellent repository by Nir Diamant: [RAG Techniques](https://github.com/NirDiamant/RAG_Techniques). This repository focuses on more established tools and methods that have already gained traction in the community.",
    "This project is licensed under the **MIT License**. See the [LICENSE](https://github.com/LisaDziuba/RAGHub/blob/main/LICENSE) file for details.",
    "This project is part of the [r/RAG](https://www.reddit.com/r/Rag/) community. Have feedback or suggestions? Feel free to open an issue, start a discussion, or join the conversation on our [Discord server](https://discord.gg/nn92wC5QmN)! We want to make this repository a valuable resource for everyone exploring the RAG ecosystem, and your input is crucial."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/LisaDziuba/RAGHub",
   "project": "langflow",
   "repository": "Github",
   "stars": "31.4k",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# RAGHub: A Directory of Tools for Retrieval-Augmented Generation (RAG)",
    "## RAG Frameworks",
    "| Name | Description | Website | Github | Stars | Activity |",
    "| langflow | A framework to build, scale, and deploy RAG and multi-agent AI apps. | Website | Github | 31.4k | 1h ago |"
   ],
   "repository_evidence": [
    "# RAGHub: A Directory of Tools for Retrieval-Augmented Generation (RAG)",
    "## RAG Frameworks",
    "| Name | Description | Website | Github | Stars | Activity |",
    "| langflow | A framework to build, scale, and deploy RAG and multi-agent AI apps. | Website | Github | 31.4k | 1h ago |"
   ],
   "stars_evidence": [
    "# RAGHub: A Directory of Tools for Retrieval-Augmented Generation (RAG)",
    "## RAG Frameworks",
    "| Name | Description | Website | Github | Stars | Activity |",
    "| langflow | A framework to build, scale, and deploy RAG and multi-agent AI apps. | Website | Github | 31.4k | 1h ago |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/LisaDziuba/RAGHub",
   "project": "Graphlit",
   "repository": "Github",
   "stars": "16",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# RAGHub: A Directory of Tools for Retrieval-Augmented Generation (RAG)",
    "## RAG Engines",
    "| Name | Description | Website | GitHub | Stars | Activity |",
    "| Graphlit | API-first platform for building knowledge-driven AI applications and agents | Website | Github | 16 | 8h ago |"
   ],
   "repository_evidence": [
    "# RAGHub: A Directory of Tools for Retrieval-Augmented Generation (RAG)",
    "## RAG Engines",
    "| Name | Description | Website | GitHub | Stars | Activity |",
    "| Graphlit | API-first platform for building knowledge-driven AI applications and agents | Website | Github | 16 | 8h ago |"
   ],
   "stars_evidence": [
    "# RAGHub: A Directory of Tools for Retrieval-Augmented Generation (RAG)",
    "## RAG Engines",
    "| Name | Description | Website | GitHub | Stars | Activity |",
    "| Graphlit | API-first platform for building knowledge-driven AI applications and agents | Website | Github | 16 | 8h ago |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://zby.github.io/commonplace/sources/letta-memgpt-stateful-agents",
   "project": "Letta",
   "repository": "https://github.com/letta-ai/letta",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Letta (MemGPT): Stateful Agents with Self-Managed Memory",
    "**Source:** https://github.com/letta-ai/letta **Original paper:** MemGPT: Towards LLMs as Operating Systems (2023) **Type:** Open-source agent platform (Apache 2.0), commercial platform **Retrieved:** 2026-03-05"
   ],
   "repository_evidence": [
    "# Letta (MemGPT): Stateful Agents with Self-Managed Memory",
    "**Source:** https://github.com/letta-ai/letta **Original paper:** MemGPT: Towards LLMs as Operating Systems (2023) **Type:** Open-source agent platform (Apache 2.0), commercial platform **Retrieved:** 2026-03-05"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://nolist.ai/item/swarm-openai",
   "project": "Swarm (OpenAI)",
   "repository": "https://github.com/openai/swarm",
   "stars": "21000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Swarm (OpenAI)",
    "# Swarm (OpenAI)",
    "An educational reference implementation for agent handoffs, now superseded by the OpenAI Agents SDK."
   ],
   "repository_evidence": [
    "[Visit Website](https://github.com/openai/swarm?utm_source=nolist.ai&utm_medium=referral&utm_campaign=navigation)",
    "- GitHub[21,000](https://github.com/openai/swarm)"
   ],
   "stars_evidence": [
    "- GitHub[21,000](https://github.com/openai/swarm)"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://builderai.tools/blog/terminal-coding-agents-opencode-crush-goose",
   "project": "OpenCode",
   "repository": null,
   "stars": "191000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Terminal Coding Agents in 2026: OpenCode, Crush, Goose and More",
    "Genuinely open source, OSI-style: OpenCode is MIT, roughly 191,000 GitHub stars and pushed daily."
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "Terminal Coding Agents in 2026: OpenCode, Crush, Goose and More",
    "Genuinely open source, OSI-style: OpenCode is MIT, roughly 191,000 GitHub stars and pushed daily."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://aitoolsatlas.ai/tools/tool-babyagi",
   "project": "BabyAGI",
   "repository": "https://github.com/yoheinakajima/babyagi",
   "stars": "20000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "AI Agent Builders",
    "Open-source Python framework for building self-constructing autonomous AI agents.",
    "# BabyAGI"
   ],
   "repository_evidence": [
    "AI Agent Builders",
    "Open-source Python framework for building self-constructing autonomous AI agents.",
    "[Visit BabyAGI \u2192](https://github.com/yoheinakajima/babyagi)"
   ],
   "stars_evidence": [
    "AI Agent Builders",
    "Open-source Python framework for building self-constructing autonomous AI agents.",
    "The GitHub repo has around 20,000 stars."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://aitoolsatlas.ai/tools/tool-babyagi",
   "project": "AutoGPT",
   "repository": null,
   "stars": "170K+",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Alternatives to BabyAGI",
    "Open-source autonomous AI agent platform with low-code Agent Builder for creating multi-step automation workflows. Self-hosted and free. One of the most-starred AI projects on GitHub with 170K+ stars.",
    "### AutoGPT"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "Alternatives to BabyAGI",
    "Open-source autonomous AI agent platform with low-code Agent Builder for creating multi-step automation workflows. Self-hosted and free. One of the most-starred AI projects on GitHub with 170K+ stars.",
    "### AutoGPT"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://aitoolsatlas.ai/tools/tool-babyagi",
   "project": "CrewAI",
   "repository": null,
   "stars": "48K+",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Alternatives to BabyAGI",
    "Open-source Python framework that orchestrates autonomous AI agents collaborating as teams to accomplish complex workflows.",
    "### CrewAI"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "Alternatives to BabyAGI",
    "Open-source Python framework that orchestrates autonomous AI agents collaborating as teams to accomplish complex workflows.",
    "Features 48K+ GitHub stars with active community.",
    "### CrewAI"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://arxiv.org/abs/2504.14603",
   "project": "UFO2",
   "repository": "https://github.com/microsoft/UFO/",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Title:UFO2: The Desktop AgentOS",
    "We present UFO2, a multiagent AgentOS for Windows desktops that elevates CUAs into practical, system-level automation."
   ],
   "repository_evidence": [
    "| Comments: | The source code of UFO2 is publicly available at [this https URL](https://github.com/microsoft/UFO/), with comprehensive documentation provided at [this https URL](https://microsoft.github.io/UFO/) |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://npmjs.com/package/bee-agent-framework",
   "project": "Bee Agent Framework",
   "repository": "https://github.com/i-am-bee/bee-agent-framework",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Bee Agent Framework",
    "\ud83d\udc1d **Bee Agent Framework** is an open-source TypeScript library for building **production-ready multi-agent systems**."
   ],
   "repository_evidence": [
    "Pick from a variety of [\ud83c\udf10 AI Providers](https://github.com/i-am-bee/bee-agent-framework/blob/HEAD/docs/backend.md), customize the [\ud83d\udcdc prompt templates](https://github.com/i-am-bee/bee-agent-framework/blob/HEAD/docs/templates.md), create [\ud83e\udd16 agents](https://github.com/i-am-bee/bee-agent-framework/blob/HEAD/docs/agents.md), equip agents with pre-made [\ud83d\udee0\ufe0f tools](https://github.com/i-am-bee/bee-agent-framework/blob/HEAD/docs/tools.md), and orchestrate [\ud83e\udd16\ud83e\udd1d\ud83e\udd16 multi-agent workflows](https://github.com/i-am-bee/bee-agent-framework/blob/HEAD/docs/workflows.md)! \ud83e\ude84"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/agent-network-protocol/OpenManus-ANP/blob/anp/README.md",
   "project": "OpenManus",
   "repository": "https://github.com/mannaandpoem/OpenManus",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# \ud83d\udc4b OpenManus",
    "@misc { openmanus2025 , author = { Xinbin Liang and Jinyu Xiang and Zhaoyang Yu and Jiayi Zhang and Sirui Hong } , title = { OpenManus: An open-source framework for building general AI agents } , year = { 2025 } , publisher = { GitHub } , journal = { GitHub repository } , howpublished = { \\url{https://github.com/mannaandpoem/OpenManus} } , }"
   ],
   "repository_evidence": [
    "# \ud83d\udc4b OpenManus",
    "git clone https://github.com/mannaandpoem/OpenManus.git cd OpenManus",
    "@misc { openmanus2025 , author = { Xinbin Liang and Jinyu Xiang and Zhaoyang Yu and Jiayi Zhang and Sirui Hong } , title = { OpenManus: An open-source framework for building general AI agents } , year = { 2025 } , publisher = { GitHub } , journal = { GitHub repository } , howpublished = { \\url{https://github.com/mannaandpoem/OpenManus} } , }"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/agent-network-protocol/OpenManus-ANP/blob/anp/README.md",
   "project": "OpenManus-RL",
   "repository": "https://github.com/OpenManus/OpenManus-RL",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# \ud83d\udc4b OpenManus",
    "We're also excited to introduce [OpenManus-RL](https://github.com/OpenManus/OpenManus-RL), an open-source project dedicated to reinforcement learning (RL)- based (such as GRPO) tuning methods for LLM agents, developed collaboratively by researchers from UIUC and OpenManus."
   ],
   "repository_evidence": [
    "# \ud83d\udc4b OpenManus",
    "We're also excited to introduce [OpenManus-RL](https://github.com/OpenManus/OpenManus-RL), an open-source project dedicated to reinforcement learning (RL)- based (such as GRPO) tuning methods for LLM agents, developed collaboratively by researchers from UIUC and OpenManus."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/agent-network-protocol/OpenManus-ANP/blob/anp/README.md",
   "project": "anthropic-computer-use",
   "repository": "https://github.com/anthropics/anthropic-quickstarts/tree/main/computer-use-demo",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## Acknowledgement",
    "Thanks to [anthropic-computer-use](https://github.com/anthropics/anthropic-quickstarts/tree/main/computer-use-demo) and [browser-use](https://github.com/browser-use/browser-use) for providing basic support for this project!"
   ],
   "repository_evidence": [
    "## Acknowledgement",
    "Thanks to [anthropic-computer-use](https://github.com/anthropics/anthropic-quickstarts/tree/main/computer-use-demo) and [browser-use](https://github.com/browser-use/browser-use) for providing basic support for this project!"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/agent-network-protocol/OpenManus-ANP/blob/anp/README.md",
   "project": "browser-use",
   "repository": "https://github.com/browser-use/browser-use",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## Acknowledgement",
    "Thanks to [anthropic-computer-use](https://github.com/anthropics/anthropic-quickstarts/tree/main/computer-use-demo) and [browser-use](https://github.com/browser-use/browser-use) for providing basic support for this project!"
   ],
   "repository_evidence": [
    "## Acknowledgement",
    "Thanks to [anthropic-computer-use](https://github.com/anthropics/anthropic-quickstarts/tree/main/computer-use-demo) and [browser-use](https://github.com/browser-use/browser-use) for providing basic support for this project!"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/agent-network-protocol/OpenManus-ANP/blob/anp/README.md",
   "project": "AAAJ",
   "repository": "https://github.com/metauto-ai/agent-as-a-judge",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## Acknowledgement",
    "Additionally, we are grateful to [AAAJ](https://github.com/metauto-ai/agent-as-a-judge), [MetaGPT](https://github.com/geekan/MetaGPT), [OpenHands](https://github.com/All-Hands-AI/OpenHands) and [SWE-agent](https://github.com/SWE-agent/SWE-agent)."
   ],
   "repository_evidence": [
    "## Acknowledgement",
    "Additionally, we are grateful to [AAAJ](https://github.com/metauto-ai/agent-as-a-judge), [MetaGPT](https://github.com/geekan/MetaGPT), [OpenHands](https://github.com/All-Hands-AI/OpenHands) and [SWE-agent](https://github.com/SWE-agent/SWE-agent)."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/agent-network-protocol/OpenManus-ANP/blob/anp/README.md",
   "project": "MetaGPT",
   "repository": "https://github.com/geekan/MetaGPT",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## Acknowledgement",
    "Additionally, we are grateful to [AAAJ](https://github.com/metauto-ai/agent-as-a-judge), [MetaGPT](https://github.com/geekan/MetaGPT), [OpenHands](https://github.com/All-Hands-AI/OpenHands) and [SWE-agent](https://github.com/SWE-agent/SWE-agent)."
   ],
   "repository_evidence": [
    "## Acknowledgement",
    "Additionally, we are grateful to [AAAJ](https://github.com/metauto-ai/agent-as-a-judge), [MetaGPT](https://github.com/geekan/MetaGPT), [OpenHands](https://github.com/All-Hands-AI/OpenHands) and [SWE-agent](https://github.com/SWE-agent/SWE-agent)."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/agent-network-protocol/OpenManus-ANP/blob/anp/README.md",
   "project": "OpenHands",
   "repository": "https://github.com/All-Hands-AI/OpenHands",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## Acknowledgement",
    "Additionally, we are grateful to [AAAJ](https://github.com/metauto-ai/agent-as-a-judge), [MetaGPT](https://github.com/geekan/MetaGPT), [OpenHands](https://github.com/All-Hands-AI/OpenHands) and [SWE-agent](https://github.com/SWE-agent/SWE-agent)."
   ],
   "repository_evidence": [
    "## Acknowledgement",
    "Additionally, we are grateful to [AAAJ](https://github.com/metauto-ai/agent-as-a-judge), [MetaGPT](https://github.com/geekan/MetaGPT), [OpenHands](https://github.com/All-Hands-AI/OpenHands) and [SWE-agent](https://github.com/SWE-agent/SWE-agent)."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/agent-network-protocol/OpenManus-ANP/blob/anp/README.md",
   "project": "SWE-agent",
   "repository": "https://github.com/SWE-agent/SWE-agent",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## Acknowledgement",
    "Additionally, we are grateful to [AAAJ](https://github.com/metauto-ai/agent-as-a-judge), [MetaGPT](https://github.com/geekan/MetaGPT), [OpenHands](https://github.com/All-Hands-AI/OpenHands) and [SWE-agent](https://github.com/SWE-agent/SWE-agent)."
   ],
   "repository_evidence": [
    "## Acknowledgement",
    "Additionally, we are grateful to [AAAJ](https://github.com/metauto-ai/agent-as-a-judge), [MetaGPT](https://github.com/geekan/MetaGPT), [OpenHands](https://github.com/All-Hands-AI/OpenHands) and [SWE-agent](https://github.com/SWE-agent/SWE-agent)."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://libhunt.com/compare-SeeAct-vs-TaskingAI",
   "project": "SeeAct",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## What are some alternatives?",
    "When comparing SeeAct and TaskingAI you can also consider the following projects:"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://libhunt.com/compare-SeeAct-vs-TaskingAI",
   "project": "TaskingAI",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## What are some alternatives?",
    "When comparing SeeAct and TaskingAI you can also consider the following projects:"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://libhunt.com/compare-SeeAct-vs-TaskingAI",
   "project": "OpenAgents",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## What are some alternatives?",
    "**OpenAgents** - [COLM 2024] OpenAgents: An Open Platform for Language Agents in the Wild"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://libhunt.com/compare-SeeAct-vs-TaskingAI",
   "project": "open-assistant-api",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## What are some alternatives?",
    "**open-assistant-api** - The Open Assistant API is a ready-to-use, open-source, self-hosted agent/gpts orchestration creation framework, supporting customized extensions for LLM, RAG, function call, and tools capabilities. It also supports seamless integration with the openai/langchain sdk."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://libhunt.com/compare-SeeAct-vs-TaskingAI",
   "project": "UFO",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## What are some alternatives?",
    "**UFO** - UFO\u00b3: Weaving the Digital Agent Galaxy"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://libhunt.com/compare-SeeAct-vs-TaskingAI",
   "project": "synthetic-rag-index",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## What are some alternatives?",
    "**synthetic-rag-index** - Service to import data from various sources and index it in AI Search. Increases data relevance and reduces final size by 90%+. Useful for RAG scenarios with LLM. Hosted in Azure with serverless architecture."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://libhunt.com/compare-SeeAct-vs-TaskingAI",
   "project": "khoj",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## What are some alternatives?",
    "**khoj** - Your AI second brain. Self-hostable. Get answers from the web or your docs. Build custom agents, schedule automations, do deep research. Turn any online or local LLM into your personal, autonomous AI (gpt, claude, gemini, llama, qwen, mistral). Get started - free."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://libhunt.com/compare-SeeAct-vs-TaskingAI",
   "project": "leaptable",
   "repository": "https://github.com/peterwnjenga/reframe",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## What are some alternatives?",
    "**leaptable** - Reframe - The fastest way to build, deploy, and manage LLM-powered agents on tabular data (dataframes, SQL tables and Spreadsheets). [Moved to: https://github.com/peterwnjenga/reframe]"
   ],
   "repository_evidence": [
    "## What are some alternatives?",
    "**leaptable** - Reframe - The fastest way to build, deploy, and manage LLM-powered agents on tabular data (dataframes, SQL tables and Spreadsheets). [Moved to: https://github.com/peterwnjenga/reframe]"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://codelint.dev/ai-tools/agent-frameworks",
   "project": "LangChain",
   "repository": null,
   "stars": "96000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "### LangChain"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "\u2605 96k+"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://codelint.dev/ai-tools/agent-frameworks",
   "project": "LlamaIndex",
   "repository": null,
   "stars": "38000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "### LlamaIndex"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "\u2605 38k+"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://codelint.dev/ai-tools/agent-frameworks",
   "project": "AutoGen",
   "repository": null,
   "stars": "35000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "### AutoGen"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "\u2605 35k+"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://codelint.dev/ai-tools/agent-frameworks",
   "project": "CrewAI",
   "repository": null,
   "stars": "26000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "### CrewAI"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "\u2605 26k+"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://codelint.dev/ai-tools/agent-frameworks",
   "project": "Haystack",
   "repository": null,
   "stars": "18000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "### Haystack"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "\u2605 18k+"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://codelint.dev/ai-tools/agent-frameworks",
   "project": "DSPy",
   "repository": null,
   "stars": "21000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "### DSPy"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "\u2605 21k+"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://codelint.dev/ai-tools/agent-frameworks",
   "project": "Semantic Kernel",
   "repository": null,
   "stars": "23000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "### Semantic Kernel"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "\u2605 23k+"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://codelint.dev/ai-tools/agent-frameworks",
   "project": "Agno (Phidata)",
   "repository": null,
   "stars": "17000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "### Agno (Phidata)"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "\u2605 17k+"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://codelint.dev/ai-tools/agent-frameworks",
   "project": "LangGraph",
   "repository": null,
   "stars": "12000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "### LangGraph"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "\u2605 12k+"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://codelint.dev/ai-tools/agent-frameworks",
   "project": "OpenAI Assistants API",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "### OpenAI Assistants API"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://codelint.dev/ai-tools/agent-frameworks",
   "project": "Vercel AI SDK",
   "repository": null,
   "stars": "13000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "### Vercel AI SDK"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "\u2605 13k+"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://codelint.dev/ai-tools/agent-frameworks",
   "project": "Mastra",
   "repository": null,
   "stars": "6000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "### Mastra"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "\u2605 6k+"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://codelint.dev/ai-tools/agent-frameworks",
   "project": "n8n",
   "repository": null,
   "stars": "50000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "### n8n"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "\u2605 50k+"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://codelint.dev/ai-tools/agent-frameworks",
   "project": "Flowise",
   "repository": null,
   "stars": "34000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "### Flowise"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "\u2605 34k+"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://getreadyforagents.com/tools/letta",
   "project": "Letta (MemGPT)",
   "repository": null,
   "stars": "24000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Frameworks",
    "# Letta (MemGPT)",
    "Agents with persistent, self-editing memory \u2014 grown out of the MemGPT research \u2014 that learn across sessions."
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "Frameworks",
    "24kGitHub stars"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://fandf.co/4rLefd2",
   "project": "Strands Agents",
   "repository": "https://github.com/strands-agents/harness-sdk",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# strands-agents/harness-sdk",
    "Strands Agents is a simple yet powerful SDK that takes a model-driven approach to building and running AI agents."
   ],
   "repository_evidence": [
    "# strands-agents/harness-sdk",
    "| `strands-py/` | Python SDK: agent loop, model providers, tools ([PyPI](https://pypi.org/project/strands-agents/) \u00b7 [releases](https://github.com/strands-agents/harness-sdk/releases?q=python%2F&expanded=false)) |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://topickz.com/list/best-ai-coding-agents",
   "project": "OpenAI Codex",
   "repository": null,
   "stars": "87000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Comparing the best AI Coding Agents of 2026 includes 1. Cursor 2. Claude Code 3. OpenAI Codex 4. GitHub Copilot 5. Windsurf 6. Augment Code 7. Cline 8. Aider 9. Devin 10. Zed.",
    "OpenAI Codex is the OpenAI-native answer to Claude Code, and in 2026 it is the widest-reaching agent in this guide."
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "Comparing the best AI Coding Agents of 2026 includes 1. Cursor 2. Claude Code 3. OpenAI Codex 4. GitHub Copilot 5. Windsurf 6. Augment Code 7. Cline 8. Aider 9. Devin 10. Zed."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://topickz.com/list/best-ai-coding-agents",
   "project": "Cline",
   "repository": null,
   "stars": "60000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Comparing the best AI Coding Agents of 2026 includes 1. Cursor 2. Claude Code 3. OpenAI Codex 4. GitHub Copilot 5. Windsurf 6. Augment Code 7. Cline 8. Aider 9. Devin 10. Zed.",
    "Cline is the open-source agent for teams that cannot send code to a third party."
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "Comparing the best AI Coding Agents of 2026 includes 1. Cursor 2. Claude Code 3. OpenAI Codex 4. GitHub Copilot 5. Windsurf 6. Augment Code 7. Cline 8. Aider 9. Devin 10. Zed.",
    "Genuinely open-source (Apache 2.0, 60,000+ GitHub stars) with full bring-your-own-key, so you control the model, the spend, and the data path"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://topickz.com/list/best-ai-coding-agents",
   "project": "Aider",
   "repository": null,
   "stars": "45000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Comparing the best AI Coding Agents of 2026 includes 1. Cursor 2. Claude Code 3. OpenAI Codex 4. GitHub Copilot 5. Windsurf 6. Augment Code 7. Cline 8. Aider 9. Devin 10. Zed.",
    "Aider is the agent for people who live in the terminal and treat Git as the source of truth."
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "Comparing the best AI Coding Agents of 2026 includes 1. Cursor 2. Claude Code 3. OpenAI Codex 4. GitHub Copilot 5. Windsurf 6. Augment Code 7. Cline 8. Aider 9. Devin 10. Zed.",
    "Mature and reliable with a large following (45,000+ GitHub stars as of June 2026) and a well-tested codebase"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://topickz.com/list/best-ai-coding-agents",
   "project": "Zed",
   "repository": null,
   "stars": "80000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Comparing the best AI Coding Agents of 2026 includes 1. Cursor 2. Claude Code 3. OpenAI Codex 4. GitHub Copilot 5. Windsurf 6. Augment Code 7. Cline 8. Aider 9. Devin 10. Zed.",
    "Zed is the pick when editor speed is non-negotiable and you still want AI in the loop."
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "Comparing the best AI Coding Agents of 2026 includes 1. Cursor 2. Claude Code 3. OpenAI Codex 4. GitHub Copilot 5. Windsurf 6. Augment Code 7. Cline 8. Aider 9. Devin 10. Zed.",
    "It is a native Rust editor, the fastest here and one of the most-starred dev tools on GitHub (80,000+), and the AI features ride on top without the lag the Electron-based editors carry."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/MODSetter/SurfSense",
   "project": "SurfSense",
   "repository": "https://github.com/MODSetter/SurfSense",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "SurfSense: The Open-Source NotebookLM Alternative for Open Web Research",
    "SurfSense is the **open-source NotebookLM alternative for AI agents**, an open web research platform with live data connectors."
   ],
   "repository_evidence": [
    "SurfSense: The Open-Source NotebookLM Alternative for Open Web Research",
    "[English](/MODSetter/SurfSense/blob/main/README.md) | [Espa\u00f1ol](/MODSetter/SurfSense/blob/main/README.es.md) | [Portugu\u00eas](/MODSetter/SurfSense/blob/main/README.pt-BR.md) | [\u0939\u093f\u0928\u094d\u0926\u0940](/MODSetter/SurfSense/blob/main/README.hi.md) | [\u7b80\u4f53\u4e2d\u6587](/MODSetter/SurfSense/blob/main/README.zh-CN.md)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/hyp1231%2Fawesome-llm-powered-agent?topic=llm",
   "project": "Auto-GPT",
   "repository": "https://github.com/Significant-Gravitas/Auto-GPT",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-llm-powered-agent",
    "- ## Open-Source Projects",
    "  - ### Autonomous Task Solver Projects",
    "    - [Auto-GPT Stars](https://img.shields.io/github/stars/Significant-Gravitas/Auto-GPT) - GPT](https://github.com/Significant-Gravitas/Auto-GPT) - An experimental open-source attempt to make GPT-4 fully autonomous."
   ],
   "repository_evidence": [
    "# awesome-llm-powered-agent",
    "- ## Open-Source Projects",
    "  - ### Autonomous Task Solver Projects",
    "    - [Auto-GPT Stars](https://img.shields.io/github/stars/Significant-Gravitas/Auto-GPT) - GPT](https://github.com/Significant-Gravitas/Auto-GPT) - An experimental open-source attempt to make GPT-4 fully autonomous."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/hyp1231%2Fawesome-llm-powered-agent?topic=llm",
   "project": "LangChain",
   "repository": "https://github.com/langchain-ai/langchain",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-llm-powered-agent",
    "- ## Open-Source Projects",
    "  - ### Autonomous Task Solver Projects",
    "    - [LangChain Stars](https://img.shields.io/github/stars/langchain-ai/langchain) - ai/langchain) - Building applications with LLMs through composability."
   ],
   "repository_evidence": [
    "# awesome-llm-powered-agent",
    "- ## Open-Source Projects",
    "  - ### Autonomous Task Solver Projects",
    "    - [LangChain Stars](https://img.shields.io/github/stars/langchain-ai/langchain) - ai/langchain) - Building applications with LLMs through composability."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/hyp1231%2Fawesome-llm-powered-agent?topic=llm",
   "project": "GPT Engineer",
   "repository": "https://github.com/AntonOsika/gpt-engineer",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-llm-powered-agent",
    "- ## Open-Source Projects",
    "  - ### Autonomous Task Solver Projects",
    "    - [GPT Engineer Stars](https://img.shields.io/github/stars/AntonOsika/gpt-engineer) - engineer) - Specify what you want it to build, the AI asks for clarification, and then builds it."
   ],
   "repository_evidence": [
    "# awesome-llm-powered-agent",
    "- ## Open-Source Projects",
    "  - ### Autonomous Task Solver Projects",
    "    - [GPT Engineer Stars](https://img.shields.io/github/stars/AntonOsika/gpt-engineer) - engineer) - Specify what you want it to build, the AI asks for clarification, and then builds it."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/hyp1231%2Fawesome-llm-powered-agent?topic=llm",
   "project": "MetaGPT",
   "repository": "https://github.com/geekan/MetaGPT",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-llm-powered-agent",
    "- ## Open-Source Projects",
    "  - ### Autonomous Task Solver Projects",
    "    - [MetaGPT Stars](https://img.shields.io/github/stars/geekan/MetaGPT) - \ud83c\udf1f The Multi-Agent Framework: Given one line Requirement, return PRD, Design, Tasks, Repo."
   ],
   "repository_evidence": [
    "# awesome-llm-powered-agent",
    "- ## Open-Source Projects",
    "  - ### Autonomous Task Solver Projects",
    "    - [MetaGPT Stars](https://img.shields.io/github/stars/geekan/MetaGPT) - \ud83c\udf1f The Multi-Agent Framework: Given one line Requirement, return PRD, Design, Tasks, Repo."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/hyp1231%2Fawesome-llm-powered-agent?topic=llm",
   "project": "BabyAGI",
   "repository": "https://github.com/yoheinakajima/babyagi",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-llm-powered-agent",
    "- ## Open-Source Projects",
    "  - ### Autonomous Task Solver Projects",
    "    - [BabyAGI Stars](https://img.shields.io/github/stars/yoheinakajima/babyagi) - An AI-powered task management system."
   ],
   "repository_evidence": [
    "# awesome-llm-powered-agent",
    "- ## Open-Source Projects",
    "  - ### Autonomous Task Solver Projects",
    "    - [BabyAGI Stars](https://img.shields.io/github/stars/yoheinakajima/babyagi) - An AI-powered task management system."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/hyp1231%2Fawesome-llm-powered-agent?topic=llm",
   "project": "L2MAC",
   "repository": "https://github.com/samholt/L2MAC",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-llm-powered-agent",
    "- ## Open-Source Projects",
    "  - ### Autonomous Task Solver Projects",
    "    - [L2MAC Stars](https://img.shields.io/github/stars/samholt/L2MAC) - \ud83d\ude80 The LLM Automatic Computer Framework: L2MAC"
   ],
   "repository_evidence": [
    "# awesome-llm-powered-agent",
    "- ## Open-Source Projects",
    "  - ### Autonomous Task Solver Projects",
    "    - [L2MAC Stars](https://img.shields.io/github/stars/samholt/L2MAC) - \ud83d\ude80 The LLM Automatic Computer Framework: L2MAC"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/hyp1231%2Fawesome-llm-powered-agent?topic=llm",
   "project": "Yacana",
   "repository": "https://github.com/rememberSoftwares/yacana",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-llm-powered-agent",
    "- ## Open-Source Projects",
    "  - ### Autonomous Task Solver Projects",
    "    - [Yacana Stars](https://img.shields.io/github/stars/rememberSoftwares/yacana) - \ud83d\udd2d\ud83e\udd99 Powering opensource LLMs with multi-agent chats and builing workflows."
   ],
   "repository_evidence": [
    "# awesome-llm-powered-agent",
    "- ## Open-Source Projects",
    "  - ### Autonomous Task Solver Projects",
    "    - [Yacana Stars](https://img.shields.io/github/stars/rememberSoftwares/yacana) - \ud83d\udd2d\ud83e\udd99 Powering opensource LLMs with multi-agent chats and builing workflows."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/hyp1231%2Fawesome-llm-powered-agent?topic=llm",
   "project": "Saplings",
   "repository": "https://github.com/shobrook/saplings",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-llm-powered-agent",
    "- ## Open-Source Projects",
    "  - ### Autonomous Task Solver Projects",
    "    - [Saplings Stars](https://img.shields.io/github/stars/shobrook/saplings)"
   ],
   "repository_evidence": [
    "# awesome-llm-powered-agent",
    "- ## Open-Source Projects",
    "  - ### Autonomous Task Solver Projects",
    "    - [Saplings Stars](https://img.shields.io/github/stars/shobrook/saplings)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/hyp1231%2Fawesome-llm-powered-agent?topic=llm",
   "project": "OS-Copilot",
   "repository": "https://github.com/OS-Copilot/OS-Copilot",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-llm-powered-agent",
    "- ## Open-Source Projects",
    "  - ### Autonomous Task Solver Projects",
    "    - [OS-Copilot Stars](https://img.shields.io/github/stars/OS-Copilot/OS-Copilot) - Copilot/OS-Copilot) - A self-improving conversational agent integrated into the operating system to automate daily tasks."
   ],
   "repository_evidence": [
    "# awesome-llm-powered-agent",
    "- ## Open-Source Projects",
    "  - ### Autonomous Task Solver Projects",
    "    - [OS-Copilot Stars](https://img.shields.io/github/stars/OS-Copilot/OS-Copilot) - Copilot/OS-Copilot) - A self-improving conversational agent integrated into the operating system to automate daily tasks."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/hyp1231%2Fawesome-llm-powered-agent?topic=llm",
   "project": "AI Town",
   "repository": "https://github.com/a16z-infra/ai-town",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-llm-powered-agent",
    "- ## Open-Source Projects",
    "  - ### Multi-Agent Simulation Projects",
    "    - [AI Town Stars](https://img.shields.io/github/stars/a16z-infra/ai-town) - infra/ai-town) - A deployable starter kit for building and customizing your own version of AI town - a virtual town where AI characters live, chat and socialize."
   ],
   "repository_evidence": [
    "# awesome-llm-powered-agent",
    "- ## Open-Source Projects",
    "  - ### Multi-Agent Simulation Projects",
    "    - [AI Town Stars](https://img.shields.io/github/stars/a16z-infra/ai-town) - infra/ai-town) - A deployable starter kit for building and customizing your own version of AI town - a virtual town where AI characters live, chat and socialize."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/hyp1231%2Fawesome-llm-powered-agent?topic=llm",
   "project": "GPTeam",
   "repository": "https://github.com/101dotxyz/GPTeam",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-llm-powered-agent",
    "- ## Open-Source Projects",
    "  - ### Multi-Agent Simulation Projects",
    "    - [GPTeam Stars](https://img.shields.io/github/stars/101dotxyz/GPTeam) - An open-source multi-agent simulation."
   ],
   "repository_evidence": [
    "# awesome-llm-powered-agent",
    "- ## Open-Source Projects",
    "  - ### Multi-Agent Simulation Projects",
    "    - [GPTeam Stars](https://img.shields.io/github/stars/101dotxyz/GPTeam) - An open-source multi-agent simulation."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/hyp1231%2Fawesome-llm-powered-agent?topic=llm",
   "project": "ChatArena",
   "repository": "https://github.com/chatarena/chatarena",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-llm-powered-agent",
    "- ## Open-Source Projects",
    "  - ### Multi-Agent Simulation Projects",
    "    - [ChatArena Stars](https://img.shields.io/github/stars/chatarena/chatarena) - Multi-agent language game environments for LLMs."
   ],
   "repository_evidence": [
    "# awesome-llm-powered-agent",
    "- ## Open-Source Projects",
    "  - ### Multi-Agent Simulation Projects",
    "    - [ChatArena Stars](https://img.shields.io/github/stars/chatarena/chatarena) - Multi-agent language game environments for LLMs."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/hyp1231%2Fawesome-llm-powered-agent?topic=llm",
   "project": "AgentVerse",
   "repository": "https://github.com/OpenBMB/AgentVerse",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-llm-powered-agent",
    "- ## Open-Source Projects",
    "  - ### Multi-Agent Simulation Projects",
    "    - [AgentVerse Stars](https://img.shields.io/github/stars/OpenBMB/AgentVerse) - A flexible framework that simplifies the process of building custom multi-agent environments for large language models (LLMs)."
   ],
   "repository_evidence": [
    "# awesome-llm-powered-agent",
    "- ## Open-Source Projects",
    "  - ### Multi-Agent Simulation Projects",
    "    - [AgentVerse Stars](https://img.shields.io/github/stars/OpenBMB/AgentVerse) - A flexible framework that simplifies the process of building custom multi-agent environments for large language models (LLMs)."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/hyp1231%2Fawesome-llm-powered-agent?topic=llm",
   "project": "FastAgency",
   "repository": "https://github.com/airtai/FastAgency",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-llm-powered-agent",
    "- ## Papers",
    "  - ### Autonomous Task Solver",
    "    - [Aug 2023](https://github.com/airtai/FastAgency)"
   ],
   "repository_evidence": [
    "# awesome-llm-powered-agent",
    "- ## Papers",
    "  - ### Autonomous Task Solver",
    "    - [Aug 2023](https://github.com/airtai/FastAgency)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://arxiv.org/pdf/2606.20785v2",
   "project": "Fara",
   "repository": "https://github.com/microsoft/fara",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "AI Frontiers",
    "Fara-1.5: Scalable Learning Environments for\nComputer Use Agents",
    "https://github.com/microsoft/fara"
   ],
   "repository_evidence": [
    "AI Frontiers",
    "Fara-1.5: Scalable Learning Environments for\nComputer Use Agents",
    "https://github.com/microsoft/fara"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/gautammanak1/ai-tech-daily/blob/main/articles/agno-2026-06-10.md",
   "project": "Agno",
   "repository": "https://github.com/agno-agi/agno",
   "stars": "40617",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Agno \u2014 Deep Dive | Wednesday, June 10, 2026",
    "Agno has emerged as one of the most significant players in the generative AI infrastructure landscape of 2026."
   ],
   "repository_evidence": [
    "GitHub & Open Source",
    "- [Main SDK Repository](https://github.com/agno-agi/agno)"
   ],
   "stars_evidence": [
    "GitHub & Open Source",
    "**Key Repositories:**",
    "  - **Stars:** ~40,617 (as of May 2026)"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/gautammanak1/ai-tech-daily/blob/main/articles/agno-2026-06-10.md",
   "project": "AutoGPT",
   "repository": null,
   "stars": "184871",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "GitHub & Open Source",
    "Comparison with Competitors (GitHub Stars):",
    "| Framework | Stars (Approx.) | Focus |",
    "| AutoGPT | 184,871 | Autonomous, long-running tasks |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "GitHub & Open Source",
    "Comparison with Competitors (GitHub Stars):",
    "| Framework | Stars (Approx.) | Focus |",
    "| AutoGPT | 184,871 | Autonomous, long-running tasks |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/gautammanak1/ai-tech-daily/blob/main/articles/agno-2026-06-10.md",
   "project": "LangChain",
   "repository": null,
   "stars": "138946",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "GitHub & Open Source",
    "Comparison with Competitors (GitHub Stars):",
    "| Framework | Stars (Approx.) | Focus |",
    "| LangChain | 138,946 | General-purpose chain orchestration |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "GitHub & Open Source",
    "Comparison with Competitors (GitHub Stars):",
    "| Framework | Stars (Approx.) | Focus |",
    "| LangChain | 138,946 | General-purpose chain orchestration |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/gautammanak1/ai-tech-daily/blob/main/articles/agno-2026-06-10.md",
   "project": "Microsoft AutoGen",
   "repository": null,
   "stars": "58834",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "GitHub & Open Source",
    "Comparison with Competitors (GitHub Stars):",
    "| Framework | Stars (Approx.) | Focus |",
    "| Microsoft AutoGen | 58,834 | Multi-agent conversational patterns |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "GitHub & Open Source",
    "Comparison with Competitors (GitHub Stars):",
    "| Framework | Stars (Approx.) | Focus |",
    "| Microsoft AutoGen | 58,834 | Multi-agent conversational patterns |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/gautammanak1/ai-tech-daily/blob/main/articles/agno-2026-06-10.md",
   "project": "CrewAI",
   "repository": null,
   "stars": "53194",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "GitHub & Open Source",
    "Comparison with Competitors (GitHub Stars):",
    "| Framework | Stars (Approx.) | Focus |",
    "| CrewAI | 53,194 | Role-playing agent teams |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "GitHub & Open Source",
    "Comparison with Competitors (GitHub Stars):",
    "| Framework | Stars (Approx.) | Focus |",
    "| CrewAI | 53,194 | Role-playing agent teams |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/gautammanak1/ai-tech-daily/blob/main/articles/agno-2026-06-10.md",
   "project": "Vercel AI SDK",
   "repository": null,
   "stars": "24770",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "GitHub & Open Source",
    "Comparison with Competitors (GitHub Stars):",
    "| Framework | Stars (Approx.) | Focus |",
    "| Vercel AI SDK | 24,770 | Frontend-focused AI tools |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "GitHub & Open Source",
    "Comparison with Competitors (GitHub Stars):",
    "| Framework | Stars (Approx.) | Focus |",
    "| Vercel AI SDK | 24,770 | Frontend-focused AI tools |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/dylanhogg/resources/blob/main/ml/Agentic%20AI.md",
   "project": "Microsoft Autogen",
   "repository": "https://github.com/microsoft/autogen",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Agentic AI",
    "### Agentic GitHub Repos",
    "- Microsoft Autogen: A framework for building AI agents and applications"
   ],
   "repository_evidence": [
    "# Agentic AI",
    "### Agentic GitHub Repos",
    "  - [https://github.com/microsoft/autogen](https://github.com/microsoft/autogen)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/dylanhogg/resources/blob/main/ml/Agentic%20AI.md",
   "project": "CrewAI",
   "repository": "https://github.com/crewaiinc/crewai",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Agentic AI",
    "### Agentic GitHub Repos",
    "- CrewAI: Fast and Flexible Multi-Agent Automation Framework"
   ],
   "repository_evidence": [
    "# Agentic AI",
    "### Agentic GitHub Repos",
    "  - [https://github.com/crewaiinc/crewai](https://github.com/crewaiinc/crewai)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/dylanhogg/resources/blob/main/ml/Agentic%20AI.md",
   "project": "Agno",
   "repository": "https://github.com/agno-agi/agno",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Agentic AI",
    "### Agentic GitHub Repos",
    "- Agno: a lightweight library for building Agents with memory, knowledge, tools and reasoning."
   ],
   "repository_evidence": [
    "# Agentic AI",
    "### Agentic GitHub Repos",
    "  - [https://github.com/agno-agi/agno](https://github.com/agno-agi/agno)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/dylanhogg/resources/blob/main/ml/Agentic%20AI.md",
   "project": "Agent Development Kit (ADK)",
   "repository": "https://github.com/google/adk-python",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Agentic AI",
    "### Agentic GitHub Repos",
    "- Agent Development Kit (ADK): An open-source, code-first Python toolkit for building, evaluating, and deploying sophisticated AI agents"
   ],
   "repository_evidence": [
    "# Agentic AI",
    "### Agentic GitHub Repos",
    "  - [https://github.com/google/adk-python](https://github.com/google/adk-python)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/dylanhogg/resources/blob/main/ml/Agentic%20AI.md",
   "project": "Pydantic AI",
   "repository": "https://github.com/pydantic/pydantic-ai",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Agentic AI",
    "### Agentic GitHub Repos",
    "- Pydantic AI: Agent Framework / shim to use Pydantic with LLMs"
   ],
   "repository_evidence": [
    "# Agentic AI",
    "### Agentic GitHub Repos",
    "  - [https://github.com/pydantic/pydantic-ai](https://github.com/pydantic/pydantic-ai)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/dylanhogg/resources/blob/main/ml/Agentic%20AI.md",
   "project": "OpenAI Agents SDK",
   "repository": "https://github.com/openai/openai-agents-python",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Agentic AI",
    "### Agentic GitHub Repos",
    "- OpenAI Agents SDK: A lightweight, powerful framework for multi-agent workflows"
   ],
   "repository_evidence": [
    "# Agentic AI",
    "### Agentic GitHub Repos",
    "  - [https://github.com/openai/openai-agents-python](https://github.com/openai/openai-agents-python)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/dylanhogg/resources/blob/main/ml/Agentic%20AI.md",
   "project": "smolagents",
   "repository": "https://github.com/huggingface/smolagents",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Agentic AI",
    "### Agentic GitHub Repos",
    "- smolagents: a library that enables you to run powerful agents in a few lines of code."
   ],
   "repository_evidence": [
    "# Agentic AI",
    "### Agentic GitHub Repos",
    "  - [https://github.com/huggingface/smolagents](https://github.com/huggingface/smolagents)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/dylanhogg/resources/blob/main/ml/Agentic%20AI.md",
   "project": "OWL",
   "repository": "https://github.com/camel-ai/owl",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Agentic AI",
    "### Agentic GitHub Repos",
    "- OWL: Optimized Workforce Learning for General Multi-Agent Assistance in Real-World Task Automation"
   ],
   "repository_evidence": [
    "# Agentic AI",
    "### Agentic GitHub Repos",
    "  - [https://github.com/camel-ai/owl](https://github.com/camel-ai/owl)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/dylanhogg/resources/blob/main/ml/Agentic%20AI.md",
   "project": "CAMEL",
   "repository": "https://github.com/camel-ai/camel",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Agentic AI",
    "### Agentic GitHub Repos",
    "- CAMEL: an open-source community dedicated to finding the scaling laws of agents"
   ],
   "repository_evidence": [
    "# Agentic AI",
    "### Agentic GitHub Repos",
    "  - [https://github.com/camel-ai/camel](https://github.com/camel-ai/camel)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/dylanhogg/resources/blob/main/ml/Agentic%20AI.md",
   "project": "LangGraph",
   "repository": "https://github.com/langchain-ai/langgraph",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Agentic AI",
    "### Agentic GitHub Repos",
    "- LangGraph: Build resilient language agents as graphs."
   ],
   "repository_evidence": [
    "# Agentic AI",
    "### Agentic GitHub Repos",
    "  - [https://github.com/langchain-ai/langgraph](https://github.com/langchain-ai/langgraph)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/dylanhogg/resources/blob/main/ml/Agentic%20AI.md",
   "project": "Upsonic",
   "repository": "https://github.com/upsonic/upsonic",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Agentic AI",
    "### Agentic GitHub Repos",
    "- Upsonic: The most reliable AI agent framework that supports MCP."
   ],
   "repository_evidence": [
    "# Agentic AI",
    "### Agentic GitHub Repos",
    "  - [https://github.com/upsonic/upsonic](https://github.com/upsonic/upsonic)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/dylanhogg/resources/blob/main/ml/Agentic%20AI.md",
   "project": "Atomic Agent",
   "repository": "https://github.com/brainblend-ai/atomic-agents",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Agentic AI",
    "### Agentic GitHub Repos",
    "- Atomic Agent: Building AI agents, atomically"
   ],
   "repository_evidence": [
    "# Agentic AI",
    "### Agentic GitHub Repos",
    "  - [https://github.com/brainblend-ai/atomic-agents](https://github.com/brainblend-ai/atomic-agents)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/dylanhogg/resources/blob/main/ml/Agentic%20AI.md",
   "project": "AG2",
   "repository": "https://github.com/ag2ai/ag2",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Agentic AI",
    "### Agentic GitHub Repos",
    "- AG2 (formerly AutoGen): an open-source programming framework for building AI agents and facilitating cooperation among multiple agents to solve tasks"
   ],
   "repository_evidence": [
    "# Agentic AI",
    "### Agentic GitHub Repos",
    "  - [https://github.com/ag2ai/ag2](https://github.com/ag2ai/ag2)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/dylanhogg/resources/blob/main/ml/Agentic%20AI.md",
   "project": "BeeAI Framework",
   "repository": "https://github.com/i-am-bee/beeai-framework",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Agentic AI",
    "### Agentic GitHub Repos",
    "- BeeAI Framework: Build production-ready AI agents in both Python and Typescript"
   ],
   "repository_evidence": [
    "# Agentic AI",
    "### Agentic GitHub Repos",
    "  - [https://github.com/i-am-bee/beeai-framework](https://github.com/i-am-bee/beeai-framework)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/dylanhogg/resources/blob/main/ml/Agentic%20AI.md",
   "project": "Langflow",
   "repository": "https://github.com/langflow-ai/langflow",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Agentic AI",
    "### Agentic GitHub Repos",
    "- Langflow: a powerful tool for building and deploying AI-powered agents and workflows."
   ],
   "repository_evidence": [
    "# Agentic AI",
    "### Agentic GitHub Repos",
    "  - [https://github.com/langflow-ai/langflow](https://github.com/langflow-ai/langflow)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/dylanhogg/resources/blob/main/ml/Agentic%20AI.md",
   "project": "The AI Scientist-v2",
   "repository": "https://github.com/sakanaai/ai-scientist-v2",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Agentic AI",
    "### Agentic GitHub Repos",
    "- The AI Scientist-v2: Workshop-Level Automated Scientific Discovery via Agentic Tree Search"
   ],
   "repository_evidence": [
    "# Agentic AI",
    "### Agentic GitHub Repos",
    "  - [https://github.com/sakanaai/ai-scientist-v2](https://github.com/sakanaai/ai-scientist-v2)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/dylanhogg/resources/blob/main/ml/Agentic%20AI.md",
   "project": "Storm",
   "repository": "https://github.com/stanford-oval/storm",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Agentic AI",
    "### Agentic GitHub Repos",
    "- Storm: LLM-powered knowledge curation system that researches a topic and generates a full-length report"
   ],
   "repository_evidence": [
    "# Agentic AI",
    "### Agentic GitHub Repos",
    "  - [https://github.com/stanford-oval/storm](https://github.com/stanford-oval/storm)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://ainews.cool/ja/article/20260426-ai-memory-forgetting-recall-revolution",
   "project": "MemGPT",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## Technical Deep Dive"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://ainews.cool/ja/article/20260426-ai-memory-forgetting-recall-revolution",
   "project": "Letta",
   "repository": null,
   "stars": "15000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## Technical Deep Dive",
    "## Key Players & Case Studies",
    "**Letta** (formerly MemGPT) has over 15,000 GitHub stars and is actively developing a 'hierarchical memory' system."
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "## Key Players & Case Studies",
    "**Letta** (formerly MemGPT) has over 15,000 GitHub stars and is actively developing a 'hierarchical memory' system."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://ainews.cool/ja/article/20260426-ai-memory-forgetting-recall-revolution",
   "project": "Mem0",
   "repository": null,
   "stars": "8000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## Technical Deep Dive",
    "Another relevant repo is **Mem0** (formerly GPTCache), which focuses on personalized memory for LLMs but lacks the decay mechanism.",
    "## Key Players & Case Studies",
    "**Mem0** (8,000+ stars) focuses on user-specific memory persistence."
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "## Key Players & Case Studies",
    "**Mem0** (8,000+ stars) focuses on user-specific memory persistence."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://guancyxx.cn/en/blog/agent-sandbox-runtime-deep-dive",
   "project": "AgentScope Runtime",
   "repository": "https://github.com/agentscope-ai/agentscope-runtime",
   "stars": "766",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Deep Dive: AI Agent Sandbox Execution \u2014 AgentScope Runtime vs OpenAI Agents SDK",
    "Two open-source frameworks have taken sharply different approaches: Alibaba's AgentScope Runtime, a full-stack \"Agent-as-a-Service\" platform, and OpenAI's Agents SDK, a lightweight library that recently added first-class sandbox support.",
    "Repository: [https://github.com/agentscope-ai/agentscope-runtime](https://github.com/agentscope-ai/agentscope-runtime) (Apache-2.0, \u2b50766)"
   ],
   "repository_evidence": [
    "Deep Dive: AI Agent Sandbox Execution \u2014 AgentScope Runtime vs OpenAI Agents SDK",
    "Two open-source frameworks have taken sharply different approaches: Alibaba's AgentScope Runtime, a full-stack \"Agent-as-a-Service\" platform, and OpenAI's Agents SDK, a lightweight library that recently added first-class sandbox support.",
    "Repository: [https://github.com/agentscope-ai/agentscope-runtime](https://github.com/agentscope-ai/agentscope-runtime) (Apache-2.0, \u2b50766)"
   ],
   "stars_evidence": [
    "Deep Dive: AI Agent Sandbox Execution \u2014 AgentScope Runtime vs OpenAI Agents SDK",
    "Repository: [https://github.com/agentscope-ai/agentscope-runtime](https://github.com/agentscope-ai/agentscope-runtime) (Apache-2.0, \u2b50766)"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://guancyxx.cn/en/blog/agent-sandbox-runtime-deep-dive",
   "project": "OpenAI Agents SDK",
   "repository": "https://github.com/openai/openai-agents-python",
   "stars": "25914",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Deep Dive: AI Agent Sandbox Execution \u2014 AgentScope Runtime vs OpenAI Agents SDK",
    "Two open-source frameworks have taken sharply different approaches: Alibaba's AgentScope Runtime, a full-stack \"Agent-as-a-Service\" platform, and OpenAI's Agents SDK, a lightweight library that recently added first-class sandbox support."
   ],
   "repository_evidence": [
    "Deep Dive: AI Agent Sandbox Execution \u2014 AgentScope Runtime vs OpenAI Agents SDK",
    "Two open-source frameworks have taken sharply different approaches: Alibaba's AgentScope Runtime, a full-stack \"Agent-as-a-Service\" platform, and OpenAI's Agents SDK, a lightweight library that recently added first-class sandbox support."
   ],
   "stars_evidence": [
    "Deep Dive: AI Agent Sandbox Execution \u2014 AgentScope Runtime vs OpenAI Agents SDK"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://benchgecko.ai/agent/aider",
   "project": "Aider",
   "repository": "https://github.com/Aider-AI/aider",
   "stars": "43160",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Agent \u00b7 Assistive",
    "# Aider",
    "Aider lets you pair program with LLMs to edit code in your local git repository."
   ],
   "repository_evidence": [
    "Agent \u00b7 Assistive",
    "# Aider",
    "[Website](https://aider.chat)[GitHub](https://github.com/Aider-AI/aider)"
   ],
   "stars_evidence": [
    "Agent \u00b7 Assistive",
    "# Aider",
    "GitHub stars",
    "43.2k",
    "How popular is Aider?\nAider has 43,160 stars on GitHub across 180 contributors."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://learn.engineering.vips.edu/frameworks/skyvern-python",
   "project": "Skyvern",
   "repository": "https://github.com/Skyvern-AI/skyvern",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Capability \u00b7 Framework \u2014 agents",
    "# Skyvern",
    "Skyvern runs a fleet of headless Chromium workers coordinated by a FastAPI server."
   ],
   "repository_evidence": [
    "Capability \u00b7 Framework \u2014 agents",
    "# Skyvern",
    "- **Repository** https://github.com/Skyvern-AI/skyvern"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/assafelovic/gpt-researcher/blob/main/deep_agents/README.md",
   "project": "Deep Research Bench",
   "repository": "https://github.com/Ayanami0730/deep_research_bench",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Deep Agents x GPT Researcher",
    "We benchmarked this setup against the stock deepagents quickstart (same harness, same model, same prompt and step budget - the only difference being a raw Tavily search tool vs GPT Researcher's tools) on [DeepResearch Bench](https://github.com/Ayanami0730/deep_research_bench), the industry-standard benchmark for deep research agents:"
   ],
   "repository_evidence": [
    "Deep Agents x GPT Researcher",
    "We benchmarked this setup against the stock deepagents quickstart (same harness, same model, same prompt and step budget - the only difference being a raw Tavily search tool vs GPT Researcher's tools) on [DeepResearch Bench](https://github.com/Ayanami0730/deep_research_bench), the industry-standard benchmark for deep research agents:"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://libhunt.com/compare-Auto-GPT-vs-babyagi",
   "project": "Auto-GPT",
   "repository": "github.com/Significant-Gravitas/Auto-GPT",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## Auto-GPT",
    "When comparing Auto-GPT and babyagi you can also consider the following projects:"
   ],
   "repository_evidence": [
    "## Auto-GPT",
    "> Auto-GPT: github.com/Significant-Gravitas/Auto-GPT"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://libhunt.com/compare-Auto-GPT-vs-babyagi",
   "project": "babyagi",
   "repository": "github.com/yoheinakajima/babyagi",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## babyagi",
    "When comparing Auto-GPT and babyagi you can also consider the following projects:"
   ],
   "repository_evidence": [
    "## babyagi",
    "> BabyAGI: github.com/yoheinakajima/babyagi"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://libhunt.com/compare-Auto-GPT-vs-babyagi",
   "project": "langchain",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "When comparing Auto-GPT and babyagi you can also consider the following projects:",
    "**langchain** - The agent engineering platform."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://libhunt.com/compare-Auto-GPT-vs-babyagi",
   "project": "AGiXT",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "When comparing Auto-GPT and babyagi you can also consider the following projects:",
    "**AGiXT** - AGiXT is a dynamic AI Agent Automation Platform that seamlessly orchestrates instruction management and complex task execution across diverse AI providers. Combining adaptive memory, smart features, and a versatile plugin system, AGiXT delivers efficient and comprehensive AI solutions."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://libhunt.com/compare-Auto-GPT-vs-babyagi",
   "project": "autogen",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "When comparing Auto-GPT and babyagi you can also consider the following projects:",
    "**autogen** - A programming framework for agentic AI"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://libhunt.com/compare-Auto-GPT-vs-babyagi",
   "project": "AutoGPT",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "When comparing Auto-GPT and babyagi you can also consider the following projects:",
    "**AutoGPT** - AutoGPT is the vision of accessible AI for everyone, to use and to build on. Our mission is to provide the tools, so that you can focus on what matters."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://libhunt.com/compare-Auto-GPT-vs-babyagi",
   "project": "AgentGPT",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "When comparing Auto-GPT and babyagi you can also consider the following projects:",
    "**AgentGPT** - \ud83e\udd16 Assemble, configure, and deploy autonomous AI Agents in your browser."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://agentpatternscatalog.org/compositions/openmanus",
   "project": "OpenManus",
   "repository": "https://github.com/FoundationAgents/OpenManus",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "OpenManus is FoundationAgents' (the MetaGPT team's) open-source clone of the Manus general AI agent."
   ],
   "repository_evidence": [
    "- **DataAnalysis Agent** ([docs](https://github.com/FoundationAgents/OpenManus)) \u2014 Multi-agent flow alternative tailored for data analysis and visualisation tasks."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://wpnews.pro/news/show-hn-self-hosted-inference-for-agents",
   "project": "SIE",
   "repository": "https://github.com/superlinked/sie",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Superlinked released SIE, an open-source inference engine that serves 100+ models for agent tasks through one OpenAI-compatible API, replacing separate model servers per task.",
    "# Show HN: Self-Hosted Inference for Agents"
   ],
   "repository_evidence": [
    "[ARTICLE \u00b7 art-90486] src=[github.com \u2197](https://github.com/superlinked/sie) pub= topic=artificial-intelligence verified=true sentiment=\u2191 positive",
    "# Show HN: Self-Hosted Inference for Agents"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://tinyagents.dev/vs/anthropic-sdk-vs-aws-strands",
   "project": "AWS Strands Agents",
   "repository": "https://github.com/strands-agents/sdk-python",
   "stars": "4200",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Anthropic Agent SDK vs AWS Strands Agents: Which Agent Framework to Use?",
    "### AWS Strands Agents",
    "Pick AWS Strands Agents if aWS Strands fits AWS-heavy teams that want a thin SDK, native MCP, and a hosted runtime via Bedrock AgentCore."
   ],
   "repository_evidence": [
    "Anthropic Agent SDK vs AWS Strands Agents: Which Agent Framework to Use?",
    "### AWS Strands Agents",
    "[github.com/strands-agents/sdk-python\u2192](https://github.com/strands-agents/sdk-python)"
   ],
   "stars_evidence": [
    "Anthropic Agent SDK vs AWS Strands Agents: Which Agent Framework to Use?",
    "### AWS Strands Agents",
    "GitHub Stars\n4.2k"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://arxiv.org/pdf/2604.03515v2.pdf",
   "project": "OpenCode",
   "repository": null,
   "stars": "135000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Inside the Scaffold: A Source-Code Taxonomy of Coding Agent\nArchitectures",
    "OpenCode [Anomaly, 2025]",
    "Table 1: Agents analyzed, ordered by GitHub stars as a proxy for community adoption [Borges and\nValente, 2018]."
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "Inside the Scaffold: A Source-Code Taxonomy of Coding Agent\nArchitectures",
    "OpenCode [Anomaly, 2025]",
    "Table 1: Agents analyzed, ordered by GitHub stars as a proxy for community adoption [Borges and\nValente, 2018]."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://arxiv.org/pdf/2604.03515v2.pdf",
   "project": "Gemini CLI",
   "repository": null,
   "stars": "100000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Inside the Scaffold: A Source-Code Taxonomy of Coding Agent\nArchitectures",
    "Gemini CLI [Google, 2025]",
    "Table 1: Agents analyzed, ordered by GitHub stars as a proxy for community adoption [Borges and\nValente, 2018]."
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "Inside the Scaffold: A Source-Code Taxonomy of Coding Agent\nArchitectures",
    "Gemini CLI [Google, 2025]",
    "Table 1: Agents analyzed, ordered by GitHub stars as a proxy for community adoption [Borges and\nValente, 2018]."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://arxiv.org/pdf/2604.03515v2.pdf",
   "project": "Codex CLI",
   "repository": null,
   "stars": "72000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Inside the Scaffold: A Source-Code Taxonomy of Coding Agent\nArchitectures",
    "Codex CLI [OpenAI, 2025]",
    "Table 1: Agents analyzed, ordered by GitHub stars as a proxy for community adoption [Borges and\nValente, 2018]."
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "Inside the Scaffold: A Source-Code Taxonomy of Coding Agent\nArchitectures",
    "Codex CLI [OpenAI, 2025]",
    "Table 1: Agents analyzed, ordered by GitHub stars as a proxy for community adoption [Borges and\nValente, 2018]."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://arxiv.org/pdf/2604.03515v2.pdf",
   "project": "OpenHands",
   "repository": null,
   "stars": "70000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Inside the Scaffold: A Source-Code Taxonomy of Coding Agent\nArchitectures",
    "OpenHands [Wang et al., 2025]",
    "Table 1: Agents analyzed, ordered by GitHub stars as a proxy for community adoption [Borges and\nValente, 2018]."
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "Inside the Scaffold: A Source-Code Taxonomy of Coding Agent\nArchitectures",
    "OpenHands [Wang et al., 2025]",
    "Table 1: Agents analyzed, ordered by GitHub stars as a proxy for community adoption [Borges and\nValente, 2018]."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://arxiv.org/pdf/2604.03515v2.pdf",
   "project": "Cline",
   "repository": null,
   "stars": "60000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Inside the Scaffold: A Source-Code Taxonomy of Coding Agent\nArchitectures",
    "Cline [Rizwan, 2024]",
    "Table 1: Agents analyzed, ordered by GitHub stars as a proxy for community adoption [Borges and\nValente, 2018]."
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "Inside the Scaffold: A Source-Code Taxonomy of Coding Agent\nArchitectures",
    "Cline [Rizwan, 2024]",
    "Table 1: Agents analyzed, ordered by GitHub stars as a proxy for community adoption [Borges and\nValente, 2018]."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://arxiv.org/pdf/2604.03515v2.pdf",
   "project": "Aider",
   "repository": null,
   "stars": "43000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Inside the Scaffold: A Source-Code Taxonomy of Coding Agent\nArchitectures",
    "Aider [Gauthier, 2024]",
    "Table 1: Agents analyzed, ordered by GitHub stars as a proxy for community adoption [Borges and\nValente, 2018]."
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "Inside the Scaffold: A Source-Code Taxonomy of Coding Agent\nArchitectures",
    "Aider [Gauthier, 2024]",
    "Table 1: Agents analyzed, ordered by GitHub stars as a proxy for community adoption [Borges and\nValente, 2018]."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://arxiv.org/pdf/2604.03515v2.pdf",
   "project": "SWE-agent",
   "repository": null,
   "stars": "19000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Inside the Scaffold: A Source-Code Taxonomy of Coding Agent\nArchitectures",
    "SWE-agent [Yang et al., 2024]",
    "Table 1: Agents analyzed, ordered by GitHub stars as a proxy for community adoption [Borges and\nValente, 2018]."
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "Inside the Scaffold: A Source-Code Taxonomy of Coding Agent\nArchitectures",
    "SWE-agent [Yang et al., 2024]",
    "Table 1: Agents analyzed, ordered by GitHub stars as a proxy for community adoption [Borges and\nValente, 2018]."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://arxiv.org/pdf/2604.03515v2.pdf",
   "project": "mini-swe-agent",
   "repository": null,
   "stars": "4000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Inside the Scaffold: A Source-Code Taxonomy of Coding Agent\nArchitectures",
    "mini-swe-agent [Yang et al., 2025]",
    "Table 1: Agents analyzed, ordered by GitHub stars as a proxy for community adoption [Borges and\nValente, 2018]."
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "Inside the Scaffold: A Source-Code Taxonomy of Coding Agent\nArchitectures",
    "mini-swe-agent [Yang et al., 2025]",
    "Table 1: Agents analyzed, ordered by GitHub stars as a proxy for community adoption [Borges and\nValente, 2018]."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://arxiv.org/pdf/2604.03515v2.pdf",
   "project": "AutoCodeRover",
   "repository": null,
   "stars": "3000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Inside the Scaffold: A Source-Code Taxonomy of Coding Agent\nArchitectures",
    "AutoCodeRover [Zhang et al., 2024b]",
    "Table 1: Agents analyzed, ordered by GitHub stars as a proxy for community adoption [Borges and\nValente, 2018]."
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "Inside the Scaffold: A Source-Code Taxonomy of Coding Agent\nArchitectures",
    "AutoCodeRover [Zhang et al., 2024b]",
    "Table 1: Agents analyzed, ordered by GitHub stars as a proxy for community adoption [Borges and\nValente, 2018]."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://arxiv.org/pdf/2604.03515v2.pdf",
   "project": "Agentless",
   "repository": null,
   "stars": "2000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Inside the Scaffold: A Source-Code Taxonomy of Coding Agent\nArchitectures",
    "Agentless [Xia et al., 2025]",
    "Table 1: Agents analyzed, ordered by GitHub stars as a proxy for community adoption [Borges and\nValente, 2018]."
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "Inside the Scaffold: A Source-Code Taxonomy of Coding Agent\nArchitectures",
    "Agentless [Xia et al., 2025]",
    "Table 1: Agents analyzed, ordered by GitHub stars as a proxy for community adoption [Borges and\nValente, 2018]."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://arxiv.org/pdf/2604.03515v2.pdf",
   "project": "Prometheus",
   "repository": null,
   "stars": "1000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Inside the Scaffold: A Source-Code Taxonomy of Coding Agent\nArchitectures",
    "Prometheus [Pan et al., 2026]",
    "Table 1: Agents analyzed, ordered by GitHub stars as a proxy for community adoption [Borges and\nValente, 2018]."
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "Inside the Scaffold: A Source-Code Taxonomy of Coding Agent\nArchitectures",
    "Prometheus [Pan et al., 2026]",
    "Table 1: Agents analyzed, ordered by GitHub stars as a proxy for community adoption [Borges and\nValente, 2018]."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://arxiv.org/pdf/2604.03515v2.pdf",
   "project": "Moatless Tools",
   "repository": null,
   "stars": "600",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Inside the Scaffold: A Source-Code Taxonomy of Coding Agent\nArchitectures",
    "Moatless Tools [Orwall, 2024]",
    "Table 1: Agents analyzed, ordered by GitHub stars as a proxy for community adoption [Borges and\nValente, 2018]."
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "Inside the Scaffold: A Source-Code Taxonomy of Coding Agent\nArchitectures",
    "Moatless Tools [Orwall, 2024]",
    "Table 1: Agents analyzed, ordered by GitHub stars as a proxy for community adoption [Borges and\nValente, 2018]."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://arxiv.org/pdf/2604.03515v2.pdf",
   "project": "DARS-Agent",
   "repository": null,
   "stars": "70",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Inside the Scaffold: A Source-Code Taxonomy of Coding Agent\nArchitectures",
    "DARS-Agent [Aggarwal et al., 2025]",
    "Table 1: Agents analyzed, ordered by GitHub stars as a proxy for community adoption [Borges and\nValente, 2018]."
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "Inside the Scaffold: A Source-Code Taxonomy of Coding Agent\nArchitectures",
    "DARS-Agent [Aggarwal et al., 2025]",
    "Table 1: Agents analyzed, ordered by GitHub stars as a proxy for community adoption [Borges and\nValente, 2018]."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://vibehackers.io/mcp/skyvern",
   "project": "Skyvern",
   "repository": "https://github.com/Skyvern-AI/skyvern",
   "stars": "2000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Skyvern MCP Server \u2014 Install & Config | Vibehackers",
    "# Skyvern",
    "Skyvern automates browser-based workflows using LLMs and computer vision, providing a Playwright-compatible SDK and a no-code workflow builder for users to automate tasks on any website."
   ],
   "repository_evidence": [
    "Skyvern MCP Server \u2014 Install & Config | Vibehackers",
    "# Skyvern",
    "[ GitHub Repository](https://github.com/Skyvern-AI/skyvern)"
   ],
   "stars_evidence": [
    "Skyvern MCP Server \u2014 Install & Config | Vibehackers",
    "# Skyvern",
    "2.0k"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://vibehackers.io/mcp/skyvern",
   "project": "Scrapling",
   "repository": null,
   "stars": "39200",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Skyvern MCP Server \u2014 Install & Config | Vibehackers",
    "## Related Servers",
    "Scrapling",
    "Web scraping with stealth HTTP, real browsers, and Cloudflare bypass. CSS selectors supported."
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "Skyvern MCP Server \u2014 Install & Config | Vibehackers",
    "## Related Servers",
    "Scrapling",
    "39.2k"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://vibehackers.io/mcp/skyvern",
   "project": "Mcp Server Browser",
   "repository": null,
   "stars": "29500",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Skyvern MCP Server \u2014 Install & Config | Vibehackers",
    "## Related Servers",
    "Mcp Server Browser",
    "MCP server for browser use access"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "Skyvern MCP Server \u2014 Install & Config | Vibehackers",
    "## Related Servers",
    "Mcp Server Browser",
    "29.5k"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://vibehackers.io/mcp/skyvern",
   "project": "Firecrawl Mcp Server",
   "repository": null,
   "stars": "6200",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Skyvern MCP Server \u2014 Install & Config | Vibehackers",
    "## Related Servers",
    "Firecrawl Mcp Server",
    "MCP server for Firecrawl web scraping, structured data extraction and web search integration."
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "Skyvern MCP Server \u2014 Install & Config | Vibehackers",
    "## Related Servers",
    "Firecrawl Mcp Server",
    "6.2k"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://vibehackers.io/mcp/skyvern",
   "project": "Mcp Server Browserbase",
   "repository": null,
   "stars": "3300",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Skyvern MCP Server \u2014 Install & Config | Vibehackers",
    "## Related Servers",
    "Mcp Server Browserbase",
    "MCP server for AI web browser automation using Browserbase and Stagehand"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "Skyvern MCP Server \u2014 Install & Config | Vibehackers",
    "## Related Servers",
    "Mcp Server Browserbase",
    "3.3k"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://vibehackers.io/mcp/skyvern",
   "project": "Browserbasehq Mcp Browserbase",
   "repository": null,
   "stars": "3300",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Skyvern MCP Server \u2014 Install & Config | Vibehackers",
    "## Related Servers",
    "Browserbasehq Mcp Browserbase",
    "Provides cloud browser automation capabilities using Stagehand and Browserbase, enabling LLMs to i\u2026"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "Skyvern MCP Server \u2014 Install & Config | Vibehackers",
    "## Related Servers",
    "Browserbasehq Mcp Browserbase",
    "3.3k"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://vibehackers.io/mcp/skyvern",
   "project": "Brightdata Mcp",
   "repository": null,
   "stars": "2300",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Skyvern MCP Server \u2014 Install & Config | Vibehackers",
    "## Related Servers",
    "Brightdata Mcp",
    "Bright Data's Web MCP server enabling AI agents to search, extract & navigate the web"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "Skyvern MCP Server \u2014 Install & Config | Vibehackers",
    "## Related Servers",
    "Brightdata Mcp",
    "2.3k"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/microsoft/UFO/blob/main/galaxy/README.md",
   "project": "UFO\u00b3",
   "repository": "https://github.com/microsoft/UFO.git",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# **UFO\u00b3** [![UFO\u00b3 logo](/microsoft/UFO/raw/main/assets/logo3.png)](/microsoft/UFO/blob/main/assets/logo3.png) : Weaving the Digital Agent Galaxy",
    "**UFO\u00b3 Galaxy** is a revolutionary **cross-device orchestration framework** that transforms isolated device agents into a unified digital ecosystem."
   ],
   "repository_evidence": [
    "## \ud83d\ude80 Quick Start",
    "# Clone repository git clone https: // github.com / microsoft / UFO.git cd UFO # Create environment (recommended)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://tokrepo.com/en/workflows/phidata-build-deploy-ai-agents-scale-d1627127",
   "project": "Phidata",
   "repository": "https://github.com/phidatahq/phidata",
   "stars": "39000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Phidata \u2014 Build & Deploy AI Agents at Scale",
    "- [Phidata GitHub](https://github.com/phidatahq/phidata)\u2014 Framework for building AI agents with memory, knowledge, and team workflows"
   ],
   "repository_evidence": [
    "- [Phidata GitHub](https://github.com/phidatahq/phidata)\u2014 Framework for building AI agents with memory, knowledge, and team workflows"
   ],
   "stars_evidence": [
    "# Phidata \u2014 Build & Deploy AI Agents at Scale",
    "Framework for building, running, and managing AI agents at scale. Memory, knowledge, tools, reasoning, and team workflows. Monitoring dashboard included. 39K+ stars."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://tokrepo.com/en/workflows/phidata-build-deploy-ai-agents-scale-d1627127",
   "project": "LangChain",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "How does Phidata compare to LangChain and CrewAI?+"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://tokrepo.com/en/workflows/phidata-build-deploy-ai-agents-scale-d1627127",
   "project": "CrewAI",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "How does Phidata compare to LangChain and CrewAI?+"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://reddit.com/r/LocalLLaMA/comments/1j9gfki/manus_is_impressive_but",
   "project": "Owl",
   "repository": "github.com/camel-ai/owl",
   "stars": "10200",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "In just 3 hours after its release, the open-source community responded with:",
    "\ud83e\udd89 Owl by CAMEL-AI - 10.2K Stars"
   ],
   "repository_evidence": [
    "In just 3 hours after its release, the open-source community responded with:",
    "[github.com/camel-ai/owl](http://github.com/camel-ai/owl)"
   ],
   "stars_evidence": [
    "In just 3 hours after its release, the open-source community responded with:",
    "\ud83e\udd89 Owl by CAMEL-AI - 10.2K Stars"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://reddit.com/r/LocalLLaMA/comments/1j9gfki/manus_is_impressive_but",
   "project": "Open Manus",
   "repository": "github.com/mannaandpoem/OpenManus",
   "stars": "30000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "In just 3 hours after its release, the open-source community responded with:",
    "\ud83d\udd13 Open Manus 30K Stars"
   ],
   "repository_evidence": [
    "In just 3 hours after its release, the open-source community responded with:",
    "https://github.com/mannaandpoem/OpenManus"
   ],
   "stars_evidence": [
    "In just 3 hours after its release, the open-source community responded with:",
    "\ud83d\udd13 Open Manus 30K Stars"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://reddit.com/r/LocalLLaMA/comments/1j9gfki/manus_is_impressive_but",
   "project": "CortexON",
   "repository": "https://github.com/TheAgenticAI/CortexON",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Hey  guys check this open sourced generalized ai agent we just released  \n[https://cortexon.ai/](https://cortexon.ai/)  \n[https://github.com/TheAgenticAI/CortexON](https://github.com/TheAgenticAI/CortexON)  \nJoin the dev community for contributing and  building this powerful, ever-evolving AI agent. Let's push the boundaries of intelligence together!"
   ],
   "repository_evidence": [
    "Hey  guys check this open sourced generalized ai agent we just released  \n[https://cortexon.ai/](https://cortexon.ai/)  \n[https://github.com/TheAgenticAI/CortexON](https://github.com/TheAgenticAI/CortexON)  \nJoin the dev community for contributing and  building this powerful, ever-evolving AI agent. Let's push the boundaries of intelligence together!"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://frootai.dev/solution-accelerator/taskingai__taskingai",
   "project": "TaskingAI",
   "repository": "https://github.com/TaskingAI/TaskingAI",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# TaskingAI",
    "TaskingAI is a BaaS (Backend as a Service) platform for **LLM-based Agent Development and Deployment**."
   ],
   "repository_evidence": [
    "[Open upstream repository ](https://github.com/TaskingAI/TaskingAI)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/rmusser01/RAGHub-add-tldw",
   "project": "Swarm by OpenAI",
   "repository": "https://github.com/openai/swarm",
   "stars": "7000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# RAGHub: A Directory of Tools for Retrieval-Augmented Generation (RAG)",
    "## RAG Frameworks",
    "| Name | Description | Website | Github | Stars | Activity |",
    "| Swarm by OpenAI | Educational framework for lightweight multi-agent orchestration | - | [Github](https://github.com/openai/swarm) | 7k | 1d ago |"
   ],
   "repository_evidence": [
    "# RAGHub: A Directory of Tools for Retrieval-Augmented Generation (RAG)",
    "## RAG Frameworks",
    "| Name | Description | Website | Github | Stars | Activity |",
    "| Swarm by OpenAI | Educational framework for lightweight multi-agent orchestration | - | [Github](https://github.com/openai/swarm) | 7k | 1d ago |"
   ],
   "stars_evidence": [
    "# RAGHub: A Directory of Tools for Retrieval-Augmented Generation (RAG)",
    "## RAG Frameworks",
    "| Name | Description | Website | Github | Stars | Activity |",
    "| Swarm by OpenAI | Educational framework for lightweight multi-agent orchestration | - | [Github](https://github.com/openai/swarm) | 7k | 1d ago |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/rmusser01/RAGHub-add-tldw",
   "project": "langflow",
   "repository": "https://github.com/langflow-ai/langflow",
   "stars": "31400",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# RAGHub: A Directory of Tools for Retrieval-Augmented Generation (RAG)",
    "## RAG Frameworks",
    "| Name | Description | Website | Github | Stars | Activity |",
    "| langflow | A framework to build, scale, and deploy RAG and multi-agent AI apps. | [Website](https://www.langflow.org/) | [Github](https://github.com/langflow-ai/langflow) | 31.4k | 1h ago |"
   ],
   "repository_evidence": [
    "# RAGHub: A Directory of Tools for Retrieval-Augmented Generation (RAG)",
    "## RAG Frameworks",
    "| Name | Description | Website | Github | Stars | Activity |",
    "| langflow | A framework to build, scale, and deploy RAG and multi-agent AI apps. | [Website](https://www.langflow.org/) | [Github](https://github.com/langflow-ai/langflow) | 31.4k | 1h ago |"
   ],
   "stars_evidence": [
    "# RAGHub: A Directory of Tools for Retrieval-Augmented Generation (RAG)",
    "## RAG Frameworks",
    "| Name | Description | Website | Github | Stars | Activity |",
    "| langflow | A framework to build, scale, and deploy RAG and multi-agent AI apps. | [Website](https://www.langflow.org/) | [Github](https://github.com/langflow-ai/langflow) | 31.4k | 1h ago |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/rmusser01/RAGHub-add-tldw",
   "project": "Graphlit",
   "repository": "https://github.com/graphlit",
   "stars": "16",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# RAGHub: A Directory of Tools for Retrieval-Augmented Generation (RAG)",
    "## RAG Engines",
    "| Name | Description | Website | GitHub | Stars | Activity |",
    "| Graphlit | API-first platform for building knowledge-driven AI applications and agents | [Website](https://www.graphlit.com) | [Github](https://github.com/graphlit) | 16 | 8h ago |"
   ],
   "repository_evidence": [
    "# RAGHub: A Directory of Tools for Retrieval-Augmented Generation (RAG)",
    "## RAG Engines",
    "| Name | Description | Website | GitHub | Stars | Activity |",
    "| Graphlit | API-first platform for building knowledge-driven AI applications and agents | [Website](https://www.graphlit.com) | [Github](https://github.com/graphlit) | 16 | 8h ago |"
   ],
   "stars_evidence": [
    "# RAGHub: A Directory of Tools for Retrieval-Augmented Generation (RAG)",
    "## RAG Engines",
    "| Name | Description | Website | GitHub | Stars | Activity |",
    "| Graphlit | API-first platform for building knowledge-driven AI applications and agents | [Website](https://www.graphlit.com) | [Github](https://github.com/graphlit) | 16 | 8h ago |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://nolist.ai/item/letta",
   "project": "Letta",
   "repository": "https://github.com/letta-ai/letta",
   "stars": "21200",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Letta",
    "- GitHub[21,200](https://github.com/letta-ai/letta)",
    "Treats LLMs as operating systems with persistent, self-managed tiered memory for long-term agent autonomy."
   ],
   "repository_evidence": [
    "# Letta",
    "- GitHub[21,200](https://github.com/letta-ai/letta)",
    "Treats LLMs as operating systems with persistent, self-managed tiered memory for long-term agent autonomy."
   ],
   "stars_evidence": [
    "# Letta",
    "- GitHub[21,200](https://github.com/letta-ai/letta)",
    "Treats LLMs as operating systems with persistent, self-managed tiered memory for long-term agent autonomy."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://vantaige.io/ai-tool/openai-agents-sdk",
   "project": "OpenAI Agents SDK",
   "repository": null,
   "stars": "25800",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# OpenAI Agents SDK",
    "OpenAI's official open-source framework for multi-agent workflows."
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# OpenAI Agents SDK",
    "## What the OpenAI Agents SDK actually does in May 2026",
    "The Python SDK is at v0.15.1 (released May 2, 2026) with 92 total releases and 25,800+ GitHub stars since launch."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "http://blog.redsidesecurity.com/post/guardfall-bypass-lets-attackers-evade-ai-coding-agent-safety-checks-using-decades-old-shell-tricks",
   "project": "GuardFall",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Security researchers at Adversa AI have disclosed **GuardFall**, a command-filter bypass technique that allows attackers to evade safety protections in AI coding agents and execute potentially dangerous shell commands.",
    "## AI Agents Affected",
    "Adversa AI found GuardFall protections were insufficient in the following projects:"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "http://blog.redsidesecurity.com/post/guardfall-bypass-lets-attackers-evade-ai-coding-agent-safety-checks-using-decades-old-shell-tricks",
   "project": "Continue",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Only **Continue** was found to have effective defenses against the attack.",
    "## AI Agents Affected",
    "Adversa AI found GuardFall protections were insufficient in the following projects:"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "http://blog.redsidesecurity.com/post/guardfall-bypass-lets-attackers-evade-ai-coding-agent-safety-checks-using-decades-old-shell-tricks",
   "project": "OpenCode",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "- OpenCode",
    "## AI Agents Affected",
    "Adversa AI found GuardFall protections were insufficient in the following projects:"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "http://blog.redsidesecurity.com/post/guardfall-bypass-lets-attackers-evade-ai-coding-agent-safety-checks-using-decades-old-shell-tricks",
   "project": "Goose",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "- Goose",
    "## AI Agents Affected",
    "Adversa AI found GuardFall protections were insufficient in the following projects:"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "http://blog.redsidesecurity.com/post/guardfall-bypass-lets-attackers-evade-ai-coding-agent-safety-checks-using-decades-old-shell-tricks",
   "project": "Cline",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "- Cline",
    "## AI Agents Affected",
    "Adversa AI found GuardFall protections were insufficient in the following projects:"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "http://blog.redsidesecurity.com/post/guardfall-bypass-lets-attackers-evade-ai-coding-agent-safety-checks-using-decades-old-shell-tricks",
   "project": "Roo-Code",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "- Roo-Code",
    "## AI Agents Affected",
    "Adversa AI found GuardFall protections were insufficient in the following projects:"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "http://blog.redsidesecurity.com/post/guardfall-bypass-lets-attackers-evade-ai-coding-agent-safety-checks-using-decades-old-shell-tricks",
   "project": "Aider",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "- Aider",
    "## AI Agents Affected",
    "Adversa AI found GuardFall protections were insufficient in the following projects:"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "http://blog.redsidesecurity.com/post/guardfall-bypass-lets-attackers-evade-ai-coding-agent-safety-checks-using-decades-old-shell-tricks",
   "project": "Plandex",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "- Plandex",
    "## AI Agents Affected",
    "Adversa AI found GuardFall protections were insufficient in the following projects:"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "http://blog.redsidesecurity.com/post/guardfall-bypass-lets-attackers-evade-ai-coding-agent-safety-checks-using-decades-old-shell-tricks",
   "project": "Open Interpreter",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "- Open Interpreter",
    "## AI Agents Affected",
    "Adversa AI found GuardFall protections were insufficient in the following projects:"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "http://blog.redsidesecurity.com/post/guardfall-bypass-lets-attackers-evade-ai-coding-agent-safety-checks-using-decades-old-shell-tricks",
   "project": "OpenHands",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "- OpenHands",
    "## AI Agents Affected",
    "Adversa AI found GuardFall protections were insufficient in the following projects:"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "http://blog.redsidesecurity.com/post/guardfall-bypass-lets-attackers-evade-ai-coding-agent-safety-checks-using-decades-old-shell-tricks",
   "project": "SWE-agent",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "- SWE-agent",
    "## AI Agents Affected",
    "Adversa AI found GuardFall protections were insufficient in the following projects:"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "http://blog.redsidesecurity.com/post/guardfall-bypass-lets-attackers-evade-ai-coding-agent-safety-checks-using-decades-old-shell-tricks",
   "project": "Hermes",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "- Hermes",
    "## AI Agents Affected",
    "Adversa AI found GuardFall protections were insufficient in the following projects:"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "http://blog.redsidesecurity.com/post/guardfall-bypass-lets-attackers-evade-ai-coding-agent-safety-checks-using-decades-old-shell-tricks",
   "project": "TrustFall",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "- TrustFall",
    "## Growing Trend of AI Agent Exploitation",
    "GuardFall follows a series of AI security discoveries reported throughout 2026, including:"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "http://blog.redsidesecurity.com/post/guardfall-bypass-lets-attackers-evade-ai-coding-agent-safety-checks-using-decades-old-shell-tricks",
   "project": "AgentJacking",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "- AgentJacking",
    "## Growing Trend of AI Agent Exploitation",
    "GuardFall follows a series of AI security discoveries reported throughout 2026, including:"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "http://blog.redsidesecurity.com/post/guardfall-bypass-lets-attackers-evade-ai-coding-agent-safety-checks-using-decades-old-shell-tricks",
   "project": "AutoJack",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "- AutoJack",
    "## Growing Trend of AI Agent Exploitation",
    "GuardFall follows a series of AI security discoveries reported throughout 2026, including:"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://news.ycombinator.com/item?id=40191047",
   "project": "OpenAdapt",
   "repository": "https://github.com/OpenAdaptAI/OpenAdapt",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Check out [https://github.com/OpenAdaptAI/OpenAdapt](https://github.com/OpenAdaptAI/OpenAdapt) for a cross platform (Mac and Windows) open source library that learns to perform tasks in desktop apps by observing human demonstrations."
   ],
   "repository_evidence": [
    "Check out [https://github.com/OpenAdaptAI/OpenAdapt](https://github.com/OpenAdaptAI/OpenAdapt) for a cross platform (Mac and Windows) open source library that learns to perform tasks in desktop apps by observing human demonstrations."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://skillsllm.com/skill/cmjnjhipu00dfl1048ja50b4w",
   "project": "beeai-framework",
   "repository": "https://github.com/i-am-bee/beeai-framework",
   "stars": "3335",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "README.md",
    "BeeAI Framework is a comprehensive toolkit for building intelligent, autonomous agents and multi-agent systems.",
    "### What is beeai-framework?",
    "beeai-framework is an open-source ai agents skill for AI coding assistants such as Claude Code, Codex CLI, and ChatGPT, built by i-am-bee."
   ],
   "repository_evidence": [
    "README.md",
    " # Add to your Claude Code skills git clone https://github.com/i-am-bee/beeai-framework"
   ],
   "stars_evidence": [
    "### What is beeai-framework?",
    "beeai-framework is an open-source ai agents skill for AI coding assistants such as Claude Code, Codex CLI, and ChatGPT, built by i-am-bee. Build production-ready AI agents in both Python and Typescript. It has 3,335 GitHub stars."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://medium.com/@atnoforgenai/10-ai-agent-frameworks-you-should-know-in-2026-langgraph-crewai-autogen-more-2e0be4055556",
   "project": "LangGraph",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## \ud83d\uddfa\ufe0f The Landscape in One View",
    "Before going deep, the organizing principle that makes sense of all 10:",
    "- **Graph-based** \u2192 agents as nodes, transitions as edges (LangGraph)",
    "## 1. LangGraph \u2014 The Production Standard \ud83c\udfc6"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://medium.com/@atnoforgenai/10-ai-agent-frameworks-you-should-know-in-2026-langgraph-crewai-autogen-more-2e0be4055556",
   "project": "CrewAI",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## \ud83d\uddfa\ufe0f The Landscape in One View",
    "Before going deep, the organizing principle that makes sense of all 10:",
    "- **Role-based** \u2192 agents as job titles on a team (CrewAI)",
    "## 2. CrewAI \u2014 The Fast On-Ramp \ud83d\ude80"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://medium.com/@atnoforgenai/10-ai-agent-frameworks-you-should-know-in-2026-langgraph-crewai-autogen-more-2e0be4055556",
   "project": "AutoGen / AG2",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## \ud83d\uddfa\ufe0f The Landscape in One View",
    "Before going deep, the organizing principle that makes sense of all 10:",
    "- **Conversational** \u2192 agents as participants in a group chat (AutoGen/AG2)",
    "## 3. AutoGen / AG2 \u2014 The Conversational Multi-Agent \ud83d\udcac"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://medium.com/@atnoforgenai/10-ai-agent-frameworks-you-should-know-in-2026-langgraph-crewai-autogen-more-2e0be4055556",
   "project": "Google ADK",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## \ud83d\uddfa\ufe0f The Landscape in One View",
    "Before going deep, the organizing principle that makes sense of all 10:",
    "- **Hierarchical** \u2192 agents as a tree, parent delegates to children (Google ADK)",
    "## 4. Google ADK \u2014 The Hierarchical Orchestrator \ud83c\udf32"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://medium.com/@atnoforgenai/10-ai-agent-frameworks-you-should-know-in-2026-langgraph-crewai-autogen-more-2e0be4055556",
   "project": "Smolagents",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## \ud83d\uddfa\ufe0f The Landscape in One View",
    "Before going deep, the organizing principle that makes sense of all 10:",
    "- **Code-execution** \u2192 agent writes and runs Python as its action (Smolagents)",
    "## 6. Smolagents \u2014 The Code-First Agent \ud83e\uddd1\u200d\ud83d\udcbb"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://medium.com/@atnoforgenai/10-ai-agent-frameworks-you-should-know-in-2026-langgraph-crewai-autogen-more-2e0be4055556",
   "project": "OpenAI Agents SDK",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## \ud83d\uddfa\ufe0f The Landscape in One View",
    "Before going deep, the organizing principle that makes sense of all 10:",
    "- **Handoff-based** \u2192 agents pass control explicitly to each other (OpenAI Agents SDK)",
    "## 5. OpenAI Agents SDK \u2014 The Clean and Fast Option \ud83d\udd11"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://medium.com/@atnoforgenai/10-ai-agent-frameworks-you-should-know-in-2026-langgraph-crewai-autogen-more-2e0be4055556",
   "project": "PydanticAI",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## \ud83d\uddfa\ufe0f The Landscape in One View",
    "Before going deep, the organizing principle that makes sense of all 10:",
    "- **Type-safe loop** \u2192 agent loop with Pydantic validation at every step (PydanticAI)",
    "## 7. PydanticAI \u2014 The Type-Safe Agent Loop \u2705"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://medium.com/@atnoforgenai/10-ai-agent-frameworks-you-should-know-in-2026-langgraph-crewai-autogen-more-2e0be4055556",
   "project": "OpenAgents",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## \ud83d\uddfa\ufe0f The Landscape in One View",
    "Before going deep, the organizing principle that makes sense of all 10:",
    "- **Protocol-native** \u2192 agents communicate via A2A/MCP as first-class citizens (OpenAgents)",
    "## 10. OpenAgents \u2014 The Protocol-Native Network \ud83c\udf10"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://medium.com/@atnoforgenai/10-ai-agent-frameworks-you-should-know-in-2026-langgraph-crewai-autogen-more-2e0be4055556",
   "project": "Semantic Kernel",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## \ud83d\uddfa\ufe0f The Landscape in One View",
    "Before going deep, the organizing principle that makes sense of all 10:",
    "## 8. Microsoft Semantic Kernel \u2014 The Enterprise .NET Option \ud83c\udfe2"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://medium.com/@atnoforgenai/10-ai-agent-frameworks-you-should-know-in-2026-langgraph-crewai-autogen-more-2e0be4055556",
   "project": "Anthropic\u2019s Claude Agent SDK",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## \ud83d\uddfa\ufe0f The Landscape in One View",
    "Before going deep, the organizing principle that makes sense of all 10:",
    "## 9. Anthropic\u2019s Claude Agent SDK \u2014 Safety-First Agents \ud83d\udee1\ufe0f"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://diffstudy.com/langchain-vs-llamaindex",
   "project": "LangChain",
   "repository": null,
   "stars": "118000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "LangChain vs LlamaIndex is the framework decision that every developer building LLM applications faces in 2026 \u2014 and the answer has gotten more nuanced, not less.",
    "LangChain has 118,000+ GitHub stars, 5M+ weekly PyPI downloads, $260M raised, and a $1.25B valuation."
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "LangChain vs LlamaIndex is the framework decision that every developer building LLM applications faces in 2026 \u2014 and the answer has gotten more nuanced, not less.",
    "LangChain has 118,000+ GitHub stars, 5M+ weekly PyPI downloads, $260M raised, and a $1.25B valuation."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://diffstudy.com/langchain-vs-llamaindex",
   "project": "LlamaIndex",
   "repository": null,
   "stars": "44000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "LangChain vs LlamaIndex is the framework decision that every developer building LLM applications faces in 2026 \u2014 and the answer has gotten more nuanced, not less.",
    "LlamaIndex has 44,000+ GitHub stars and 300+ LlamaHub data connectors."
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "LangChain vs LlamaIndex is the framework decision that every developer building LLM applications faces in 2026 \u2014 and the answer has gotten more nuanced, not less.",
    "LlamaIndex has 44,000+ GitHub stars and 300+ LlamaHub data connectors."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://agent-finder.co/reviews/swe-agent",
   "project": "SWE-Agent",
   "repository": null,
   "stars": "14000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# SWE-Agent Review 2026: Open-Source AI Bug Fixer",
    "SWE-Agent is an open-source coding agent from Princeton that fixes GitHub issues autonomously."
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "SWE-Agent Review 2026: Open-Source AI Bug Fixer",
    "The project launched in April 2024 and has accumulated over 14,000 GitHub stars."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://arxiv.org/html/2510.10994v1",
   "project": "DeepResearchGuard",
   "repository": "https://github.com/Jasonya/DeepResearchGuard",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# DeepResearchGuard: Deep Research with Open-Domain Evaluation and Multi-Stage Guardrails for Safety",
    "To address these issues, we introduce DeepResearchGuard, a comprehensive framework featuring four-stage safeguards with open-domain evaluation of references and reports.",
    "The code can be found via [https://github.com/Jasonya/DeepResearchGuard](https://github.com/Jasonya/DeepResearchGuard)."
   ],
   "repository_evidence": [
    "# DeepResearchGuard: Deep Research with Open-Domain Evaluation and Multi-Stage Guardrails for Safety",
    "The code can be found via [https://github.com/Jasonya/DeepResearchGuard](https://github.com/Jasonya/DeepResearchGuard)."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://arxiv.org/html/2510.10994v1",
   "project": "deer-flow",
   "repository": "https://github.com/bytedance/deer-flow",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "- bytedance (2025) bytedance. deer-flow. [https://github.com/bytedance/deer-flow](https://github.com/bytedance/deer-flow), 2025. accessed 2025-09-19."
   ],
   "repository_evidence": [
    "- bytedance (2025) bytedance. deer-flow. [https://github.com/bytedance/deer-flow](https://github.com/bytedance/deer-flow), 2025. accessed 2025-09-19."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://arxiv.org/html/2510.10994v1",
   "project": "deep-research",
   "repository": "https://github.com/dzhng/deep-research",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "- dzhng (2025) dzhng. deep-research. [https://github.com/dzhng/deep-research](https://github.com/dzhng/deep-research), 2025. Version v0.1, accessed 2025-09-19."
   ],
   "repository_evidence": [
    "- dzhng (2025) dzhng. deep-research. [https://github.com/dzhng/deep-research](https://github.com/dzhng/deep-research), 2025. Version v0.1, accessed 2025-09-19."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://arxiv.org/html/2510.10994v1",
   "project": "gemini-fullstack-langgraph-quickstart",
   "repository": "https://github.com/google-gemini/gemini-fullstack-langgraph-quickstart",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "- google-gemini (2025) google-gemini. gemini-fullstack-langgraph-quickstart. [https://github.com/google-gemini/gemini-fullstack-langgraph-quickstart](https://github.com/google-gemini/gemini-fullstack-langgraph-quickstart), 2025. accessed 2025-09-19."
   ],
   "repository_evidence": [
    "- google-gemini (2025) google-gemini. gemini-fullstack-langgraph-quickstart. [https://github.com/google-gemini/gemini-fullstack-langgraph-quickstart](https://github.com/google-gemini/gemini-fullstack-langgraph-quickstart), 2025. accessed 2025-09-19."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://arxiv.org/html/2510.10994v1",
   "project": "open_deep_research",
   "repository": "https://github.com/langchain-ai/open_deep_research",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "- langchain-ai (2025) langchain-ai. open_deep_research. [https://github.com/langchain-ai/open_deep_research](https://github.com/langchain-ai/open_deep_research), 2025. accessed 2025-09-19."
   ],
   "repository_evidence": [
    "- langchain-ai (2025) langchain-ai. open_deep_research. [https://github.com/langchain-ai/open_deep_research](https://github.com/langchain-ai/open_deep_research), 2025. accessed 2025-09-19."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://arxiv.org/html/2510.10994v1",
   "project": "open-deep-research",
   "repository": "https://github.com/nickscamara/open-deep-research",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "- nickscamara (2025) nickscamara. Open deep research. [https://github.com/nickscamara/open-deep-research](https://github.com/nickscamara/open-deep-research), 2025. Version v0.1, accessed 2025-09-19."
   ],
   "repository_evidence": [
    "- nickscamara (2025) nickscamara. Open deep research. [https://github.com/nickscamara/open-deep-research](https://github.com/nickscamara/open-deep-research), 2025. Version v0.1, accessed 2025-09-19."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://datarekha.com/blog/autogpt-to-2026-what-survived",
   "project": "AutoGPT",
   "repository": "https://github.com/Significant-Gravitas/AutoGPT",
   "stars": "100000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# AutoGPT to 2026: what survived",
    "The [GitHub repo](https://github.com/Significant-Gravitas/AutoGPT) shipped within days of GPT-4\u2019s release and ran on the cheapest credentials anyone had."
   ],
   "repository_evidence": [
    "# AutoGPT to 2026: what survived",
    "The [GitHub repo](https://github.com/Significant-Gravitas/AutoGPT) shipped within days of GPT-4\u2019s release and ran on the cheapest credentials anyone had."
   ],
   "stars_evidence": [
    "# AutoGPT to 2026: what survived",
    "By the end of April it had crossed 100,000."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://datarekha.com/blog/autogpt-to-2026-what-survived",
   "project": "BabyAGI",
   "repository": "https://github.com/yoheinakajima/babyagi",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# AutoGPT to 2026: what survived",
    "[BabyAGI](https://github.com/yoheinakajima/babyagi), released by Yohei Nakajima a few days later, was the same idea in 100 lines of Python."
   ],
   "repository_evidence": [
    "# AutoGPT to 2026: what survived",
    "[BabyAGI](https://github.com/yoheinakajima/babyagi), released by Yohei Nakajima a few days later, was the same idea in 100 lines of Python."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://dev.to/gautammanak1/agno-deep-dive-37mf",
   "project": "Agno",
   "repository": "https://github.com/agno-agi/agno",
   "stars": "40617",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Originally launched under the name **Phidata**, the company underwent a strategic rebranding to **Agno** in early 2026 to better reflect its expanded scope beyond simple agent creation.",
    "Company Overview",
    "Agno has emerged as one of the most significant players in the generative AI infrastructure landscape of 2026."
   ],
   "repository_evidence": [
    "- [Main SDK Repository](https://github.com/agno-agi/agno)",
    "GitHub & Open Source",
    "**Key Repositories:**"
   ],
   "stars_evidence": [
    "  - **Stars:** ~40,617 (as of May 2026)",
    "GitHub & Open Source",
    "**Key Repositories:**"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://dev.to/gautammanak1/agno-deep-dive-37mf",
   "project": "agent-ui",
   "repository": "https://github.com/agno-agi/agent-ui",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "  - **Stars:** Growing rapidly",
    "GitHub & Open Source",
    "**Key Repositories:**"
   ],
   "repository_evidence": [
    "- [Agent UI Frontend](https://github.com/agno-agi/agent-ui)",
    "GitHub & Open Source",
    "**Key Repositories:**"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://dev.to/gautammanak1/agno-deep-dive-37mf",
   "project": "yashksaini-coder/Agno-AI-agent",
   "repository": "https://github.com/yashksaini-coder/Agno-AI-agent",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "  - **[yashksaini-coder/Agno-AI-agent](https://github.com/yashksaini-coder/Agno-AI-agent):** Demonstrates building a multi-agent system using Groq models for web search and financial data analysis.",
    "GitHub & Open Source",
    "1. **Community Repositories:**"
   ],
   "repository_evidence": [
    "  - **[yashksaini-coder/Agno-AI-agent](https://github.com/yashksaini-coder/Agno-AI-agent):** Demonstrates building a multi-agent system using Groq models for web search and financial data analysis.",
    "GitHub & Open Source",
    "1. **Community Repositories:**"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://dev.to/gautammanak1/agno-deep-dive-37mf",
   "project": "Decentralised-AI/agno-Build-Multimodal-AI-Agents",
   "repository": "https://github.com/Decentralised-AI/agno-Build-Multimodal-AI-Agents",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "  - **[Decentralised-AI/agno-Build-Multimodal-AI-Agents](https://github.com/Decentralised-AI/agno-Build-Multimodal-AI-Agents):** Focuses on multimodal inputs (text, image, audio, video).",
    "GitHub & Open Source",
    "1. **Community Repositories:**"
   ],
   "repository_evidence": [
    "- [Multimodal Example Repo](https://github.com/Decentralised-AI/agno-Build-Multimodal-AI-Agents)",
    "GitHub & Open Source",
    "**GitHub & Open Source**"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://dev.to/gautammanak1/agno-deep-dive-37mf",
   "project": "AutoGPT",
   "repository": null,
   "stars": "184871",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    " | AutoGPT | 184,871 | Autonomous, long-running tasks |",
    "GitHub & Open Source",
    "**Comparison with Competitors (GitHub Stars):**",
    "| Framework | Stars (Approx.) | Focus |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    " | AutoGPT | 184,871 | Autonomous, long-running tasks |",
    "GitHub & Open Source",
    "**Comparison with Competitors (GitHub Stars):**",
    "| Framework | Stars (Approx.) | Focus |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://dev.to/gautammanak1/agno-deep-dive-37mf",
   "project": "LangChain",
   "repository": null,
   "stars": "138946",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    " | LangChain | 138,946 | General-purpose chain orchestration |",
    "GitHub & Open Source",
    "**Comparison with Competitors (GitHub Stars):**",
    "| Framework | Stars (Approx.) | Focus |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    " | LangChain | 138,946 | General-purpose chain orchestration |",
    "GitHub & Open Source",
    "**Comparison with Competitors (GitHub Stars):**",
    "| Framework | Stars (Approx.) | Focus |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://dev.to/gautammanak1/agno-deep-dive-37mf",
   "project": "Microsoft AutoGen",
   "repository": null,
   "stars": "58834",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    " | Microsoft AutoGen | 58,834 | Multi-agent conversational patterns |",
    "GitHub & Open Source",
    "**Comparison with Competitors (GitHub Stars):**",
    "| Framework | Stars (Approx.) | Focus |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    " | Microsoft AutoGen | 58,834 | Multi-agent conversational patterns |",
    "GitHub & Open Source",
    "**Comparison with Competitors (GitHub Stars):**",
    "| Framework | Stars (Approx.) | Focus |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://dev.to/gautammanak1/agno-deep-dive-37mf",
   "project": "CrewAI",
   "repository": null,
   "stars": "53194",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    " | CrewAI | 53,194 | Role-playing agent teams |",
    "GitHub & Open Source",
    "**Comparison with Competitors (GitHub Stars):**",
    "| Framework | Stars (Approx.) | Focus |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    " | CrewAI | 53,194 | Role-playing agent teams |",
    "GitHub & Open Source",
    "**Comparison with Competitors (GitHub Stars):**",
    "| Framework | Stars (Approx.) | Focus |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://dev.to/gautammanak1/agno-deep-dive-37mf",
   "project": "Vercel AI SDK",
   "repository": null,
   "stars": "24770",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    " | Vercel AI SDK | 24,770 | Frontend-focused AI tools |",
    "GitHub & Open Source",
    "**Comparison with Competitors (GitHub Stars):**",
    "| Framework | Stars (Approx.) | Focus |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    " | Vercel AI SDK | 24,770 | Frontend-focused AI tools |",
    "GitHub & Open Source",
    "**Comparison with Competitors (GitHub Stars):**",
    "| Framework | Stars (Approx.) | Focus |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://dev.to/retrovirusretro/5-chinese-ai-tools-with-100k-stars-that-the-west-is-ignoring-1imj",
   "project": "WeKnora",
   "repository": "https://github.com/Tencent/WeKnora",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# 5 Chinese AI tools with 100K+ stars that the West is ignoring",
    "## The 5 Tools",
    "### 1. WeKnora \u2014 Autonomous RAG (Tencent, MIT)"
   ],
   "repository_evidence": [
    "# 5 Chinese AI tools with 100K+ stars that the West is ignoring",
    "## The 5 Tools",
    "### 1. WeKnora \u2014 Autonomous RAG (Tencent, MIT)",
    "**GitHub:**[Tencent/WeKnora](https://github.com/Tencent/WeKnora) \u00b7 Released April 2026"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://dev.to/retrovirusretro/5-chinese-ai-tools-with-100k-stars-that-the-west-is-ignoring-1imj",
   "project": "FastGPT",
   "repository": "https://github.com/labring/FastGPT",
   "stars": "27000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# 5 Chinese AI tools with 100K+ stars that the West is ignoring",
    "## The 5 Tools",
    "### 2. FastGPT \u2014 Visual RAG Workflow Builder (27K \u2b50)"
   ],
   "repository_evidence": [
    "# 5 Chinese AI tools with 100K+ stars that the West is ignoring",
    "## The 5 Tools",
    "### 2. FastGPT \u2014 Visual RAG Workflow Builder (27K \u2b50)",
    "**GitHub:**[labring/FastGPT](https://github.com/labring/FastGPT)"
   ],
   "stars_evidence": [
    "# 5 Chinese AI tools with 100K+ stars that the West is ignoring",
    "## The 5 Tools",
    "### 2. FastGPT \u2014 Visual RAG Workflow Builder (27K \u2b50)"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://dev.to/retrovirusretro/5-chinese-ai-tools-with-100k-stars-that-the-west-is-ignoring-1imj",
   "project": "MaxKB",
   "repository": "https://github.com/1Panel-dev/MaxKB",
   "stars": "20000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# 5 Chinese AI tools with 100K+ stars that the West is ignoring",
    "## The 5 Tools",
    "### 3. MaxKB \u2014 Simplest RAG Setup (20K \u2b50, Apache 2.0)"
   ],
   "repository_evidence": [
    "# 5 Chinese AI tools with 100K+ stars that the West is ignoring",
    "## The 5 Tools",
    "### 3. MaxKB \u2014 Simplest RAG Setup (20K \u2b50, Apache 2.0)",
    "**GitHub:**[1Panel-dev/MaxKB](https://github.com/1Panel-dev/MaxKB)"
   ],
   "stars_evidence": [
    "# 5 Chinese AI tools with 100K+ stars that the West is ignoring",
    "## The 5 Tools",
    "### 3. MaxKB \u2014 Simplest RAG Setup (20K \u2b50, Apache 2.0)"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://dev.to/retrovirusretro/5-chinese-ai-tools-with-100k-stars-that-the-west-is-ignoring-1imj",
   "project": "DB-GPT",
   "repository": "eosphoros-ai/DB-GPT",
   "stars": "17000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# 5 Chinese AI tools with 100K+ stars that the West is ignoring",
    "## The 5 Tools",
    "### 4. DB-GPT \u2014 Chat With Your Database (17K \u2b50, MIT)"
   ],
   "repository_evidence": [
    "# 5 Chinese AI tools with 100K+ stars that the West is ignoring",
    "## The 5 Tools",
    "### 4. DB-GPT \u2014 Chat With Your Database (17K \u2b50, MIT)",
    "GitHub: eosphoros-ai/DB-GPT"
   ],
   "stars_evidence": [
    "# 5 Chinese AI tools with 100K+ stars that the West is ignoring",
    "## The 5 Tools",
    "### 4. DB-GPT \u2014 Chat With Your Database (17K \u2b50, MIT)"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://dev.to/retrovirusretro/5-chinese-ai-tools-with-100k-stars-that-the-west-is-ignoring-1imj",
   "project": "RAGFlow",
   "repository": "infiniflow/RAGFlow",
   "stars": "35000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# 5 Chinese AI tools with 100K+ stars that the West is ignoring",
    "## The 5 Tools",
    "### 5. RAGFlow \u2014 Best PDF Parsing (35K \u2b50, Apache 2.0)"
   ],
   "repository_evidence": [
    "# 5 Chinese AI tools with 100K+ stars that the West is ignoring",
    "## The 5 Tools",
    "### 5. RAGFlow \u2014 Best PDF Parsing (35K \u2b50, Apache 2.0)",
    "GitHub: infiniflow/RAGFlow"
   ],
   "stars_evidence": [
    "# 5 Chinese AI tools with 100K+ stars that the West is ignoring",
    "## The 5 Tools",
    "### 5. RAGFlow \u2014 Best PDF Parsing (35K \u2b50, Apache 2.0)"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://lin-guanguo.github.io/llm-memory-research/letta.research",
   "project": "Letta",
   "repository": "https://github.com/letta-ai/letta",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Letta (MemGPT) Technical Research Report",
    "**Letta** (formerly MemGPT) is an open-source framework that transforms stateless LLMs into stateful agents with persistent memory."
   ],
   "repository_evidence": [
    "**Source:** [Letta GitHub Repository](https://github.com/letta-ai/letta)",
    "# Letta (MemGPT) Technical Research Report"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/alichherawalla/awesome-ai-apps",
   "project": "awesome-ai-apps",
   "repository": "https://github.com/Arindam200/awesome-ai-apps.git",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# alichherawalla/awesome-ai-apps",
    "# Awesome AI Apps",
    "This repository is a comprehensive collection of **70+ practical examples, tutorials, and recipes** for building powerful LLM-powered applications."
   ],
   "repository_evidence": [
    "# alichherawalla/awesome-ai-apps",
    "# Awesome AI Apps",
    "```",
    " git clone https://github.com/Arindam200/awesome-ai-apps.git cd awesome-ai-apps"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "http://wal.sh/research/2025-terminal-ai-agents",
   "project": "OpenHands",
   "repository": "https://github.com/All-Hands-AI/OpenHands",
   "stars": "65846",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Terminal AI Agents: The 2025 Landscape",
    "## GitHub Stars Leaderboard (December 2025)",
    "Rankings based on live GitHub API data collected during this research:",
    "| 2 | [OpenHands](https://github.com/All-Hands-AI/OpenHands) | 65,846 | Open Source |"
   ],
   "repository_evidence": [
    "# Terminal AI Agents: The 2025 Landscape",
    "## GitHub Stars Leaderboard (December 2025)",
    "Rankings based on live GitHub API data collected during this research:",
    "| 2 | [OpenHands](https://github.com/All-Hands-AI/OpenHands) | 65,846 | Open Source |"
   ],
   "stars_evidence": [
    "# Terminal AI Agents: The 2025 Landscape",
    "## GitHub Stars Leaderboard (December 2025)",
    "Rankings based on live GitHub API data collected during this research:",
    "| 2 | [OpenHands](https://github.com/All-Hands-AI/OpenHands) | 65,846 | Open Source |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "http://wal.sh/research/2025-terminal-ai-agents",
   "project": "Open Interpreter",
   "repository": "https://github.com/OpenInterpreter/open-interpreter",
   "stars": "61209",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Terminal AI Agents: The 2025 Landscape",
    "## GitHub Stars Leaderboard (December 2025)",
    "Rankings based on live GitHub API data collected during this research:",
    "| 3 | [Open Interpreter](https://github.com/OpenInterpreter/open-interpreter) | 61,209 | Open Source |"
   ],
   "repository_evidence": [
    "# Terminal AI Agents: The 2025 Landscape",
    "## GitHub Stars Leaderboard (December 2025)",
    "Rankings based on live GitHub API data collected during this research:",
    "| 3 | [Open Interpreter](https://github.com/OpenInterpreter/open-interpreter) | 61,209 | Open Source |"
   ],
   "stars_evidence": [
    "# Terminal AI Agents: The 2025 Landscape",
    "## GitHub Stars Leaderboard (December 2025)",
    "Rankings based on live GitHub API data collected during this research:",
    "| 3 | [Open Interpreter](https://github.com/OpenInterpreter/open-interpreter) | 61,209 | Open Source |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "http://wal.sh/research/2025-terminal-ai-agents",
   "project": "Cline",
   "repository": "https://github.com/cline/cline",
   "stars": "56318",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Terminal AI Agents: The 2025 Landscape",
    "## GitHub Stars Leaderboard (December 2025)",
    "Rankings based on live GitHub API data collected during this research:",
    "| 4 | [Cline](https://github.com/cline/cline) | 56,318 | Open Source |"
   ],
   "repository_evidence": [
    "# Terminal AI Agents: The 2025 Landscape",
    "## GitHub Stars Leaderboard (December 2025)",
    "Rankings based on live GitHub API data collected during this research:",
    "| 4 | [Cline](https://github.com/cline/cline) | 56,318 | Open Source |"
   ],
   "stars_evidence": [
    "# Terminal AI Agents: The 2025 Landscape",
    "## GitHub Stars Leaderboard (December 2025)",
    "Rankings based on live GitHub API data collected during this research:",
    "| 4 | [Cline](https://github.com/cline/cline) | 56,318 | Open Source |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "http://wal.sh/research/2025-terminal-ai-agents",
   "project": "GPT Engineer",
   "repository": "https://github.com/AntonOsika/gpt-engineer",
   "stars": "55131",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Terminal AI Agents: The 2025 Landscape",
    "## GitHub Stars Leaderboard (December 2025)",
    "Rankings based on live GitHub API data collected during this research:",
    "| 5 | [GPT Engineer](https://github.com/AntonOsika/gpt-engineer) | 55,131 | Open Source |"
   ],
   "repository_evidence": [
    "# Terminal AI Agents: The 2025 Landscape",
    "## GitHub Stars Leaderboard (December 2025)",
    "Rankings based on live GitHub API data collected during this research:",
    "| 5 | [GPT Engineer](https://github.com/AntonOsika/gpt-engineer) | 55,131 | Open Source |"
   ],
   "stars_evidence": [
    "# Terminal AI Agents: The 2025 Landscape",
    "## GitHub Stars Leaderboard (December 2025)",
    "Rankings based on live GitHub API data collected during this research:",
    "| 5 | [GPT Engineer](https://github.com/AntonOsika/gpt-engineer) | 55,131 | Open Source |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "http://wal.sh/research/2025-terminal-ai-agents",
   "project": "Aider",
   "repository": "https://github.com/Aider-AI/aider",
   "stars": "39129",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Terminal AI Agents: The 2025 Landscape",
    "## GitHub Stars Leaderboard (December 2025)",
    "Rankings based on live GitHub API data collected during this research:",
    "| 8 | [Aider](https://github.com/Aider-AI/aider) | 39,129 | Open Source |"
   ],
   "repository_evidence": [
    "# Terminal AI Agents: The 2025 Landscape",
    "## GitHub Stars Leaderboard (December 2025)",
    "Rankings based on live GitHub API data collected during this research:",
    "| 8 | [Aider](https://github.com/Aider-AI/aider) | 39,129 | Open Source |"
   ],
   "stars_evidence": [
    "# Terminal AI Agents: The 2025 Landscape",
    "## GitHub Stars Leaderboard (December 2025)",
    "Rankings based on live GitHub API data collected during this research:",
    "| 8 | [Aider](https://github.com/Aider-AI/aider) | 39,129 | Open Source |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "http://wal.sh/research/2025-terminal-ai-agents",
   "project": "Continue",
   "repository": "https://github.com/continuedev/continue",
   "stars": "30453",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Terminal AI Agents: The 2025 Landscape",
    "## GitHub Stars Leaderboard (December 2025)",
    "Rankings based on live GitHub API data collected during this research:",
    "| 9 | [Continue](https://github.com/continuedev/continue) | 30,453 | Open Source |"
   ],
   "repository_evidence": [
    "# Terminal AI Agents: The 2025 Landscape",
    "## GitHub Stars Leaderboard (December 2025)",
    "Rankings based on live GitHub API data collected during this research:",
    "| 9 | [Continue](https://github.com/continuedev/continue) | 30,453 | Open Source |"
   ],
   "stars_evidence": [
    "# Terminal AI Agents: The 2025 Landscape",
    "## GitHub Stars Leaderboard (December 2025)",
    "Rankings based on live GitHub API data collected during this research:",
    "| 9 | [Continue](https://github.com/continuedev/continue) | 30,453 | Open Source |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "http://wal.sh/research/2025-terminal-ai-agents",
   "project": "Devika",
   "repository": "https://github.com/stitionai/devika",
   "stars": "19477",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Terminal AI Agents: The 2025 Landscape",
    "## GitHub Stars Leaderboard (December 2025)",
    "Rankings based on live GitHub API data collected during this research:",
    "| 11 | [Devika](https://github.com/stitionai/devika) | 19,477 | Open Source |"
   ],
   "repository_evidence": [
    "# Terminal AI Agents: The 2025 Landscape",
    "## GitHub Stars Leaderboard (December 2025)",
    "Rankings based on live GitHub API data collected during this research:",
    "| 11 | [Devika](https://github.com/stitionai/devika) | 19,477 | Open Source |"
   ],
   "stars_evidence": [
    "# Terminal AI Agents: The 2025 Landscape",
    "## GitHub Stars Leaderboard (December 2025)",
    "Rankings based on live GitHub API data collected during this research:",
    "| 11 | [Devika](https://github.com/stitionai/devika) | 19,477 | Open Source |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "http://wal.sh/research/2025-terminal-ai-agents",
   "project": "SWE-agent",
   "repository": "https://github.com/SWE-agent/SWE-agent",
   "stars": "18075",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Terminal AI Agents: The 2025 Landscape",
    "## GitHub Stars Leaderboard (December 2025)",
    "Rankings based on live GitHub API data collected during this research:",
    "| 12 | [SWE-agent](https://github.com/SWE-agent/SWE-agent) | 18,075 | Princeton NLP |"
   ],
   "repository_evidence": [
    "# Terminal AI Agents: The 2025 Landscape",
    "## GitHub Stars Leaderboard (December 2025)",
    "Rankings based on live GitHub API data collected during this research:",
    "| 12 | [SWE-agent](https://github.com/SWE-agent/SWE-agent) | 18,075 | Princeton NLP |"
   ],
   "stars_evidence": [
    "# Terminal AI Agents: The 2025 Landscape",
    "## GitHub Stars Leaderboard (December 2025)",
    "Rankings based on live GitHub API data collected during this research:",
    "| 12 | [SWE-agent](https://github.com/SWE-agent/SWE-agent) | 18,075 | Princeton NLP |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "http://wal.sh/research/2025-terminal-ai-agents",
   "project": "Plandex",
   "repository": "https://github.com/plandex-ai/plandex",
   "stars": "14781",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Terminal AI Agents: The 2025 Landscape",
    "## GitHub Stars Leaderboard (December 2025)",
    "Rankings based on live GitHub API data collected during this research:",
    "| 13 | [Plandex](https://github.com/plandex-ai/plandex) | 14,781 | Open Source |"
   ],
   "repository_evidence": [
    "# Terminal AI Agents: The 2025 Landscape",
    "## GitHub Stars Leaderboard (December 2025)",
    "Rankings based on live GitHub API data collected during this research:",
    "| 13 | [Plandex](https://github.com/plandex-ai/plandex) | 14,781 | Open Source |"
   ],
   "stars_evidence": [
    "# Terminal AI Agents: The 2025 Landscape",
    "## GitHub Stars Leaderboard (December 2025)",
    "Rankings based on live GitHub API data collected during this research:",
    "| 13 | [Plandex](https://github.com/plandex-ai/plandex) | 14,781 | Open Source |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "http://wal.sh/research/2025-terminal-ai-agents",
   "project": "gptme",
   "repository": "https://github.com/gptme/gptme",
   "stars": "4089",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Terminal AI Agents: The 2025 Landscape",
    "## GitHub Stars Leaderboard (December 2025)",
    "Rankings based on live GitHub API data collected during this research:",
    "| 14 | [gptme](https://github.com/gptme/gptme) | 4,089 | Open Source |"
   ],
   "repository_evidence": [
    "# Terminal AI Agents: The 2025 Landscape",
    "## GitHub Stars Leaderboard (December 2025)",
    "Rankings based on live GitHub API data collected during this research:",
    "| 14 | [gptme](https://github.com/gptme/gptme) | 4,089 | Open Source |"
   ],
   "stars_evidence": [
    "# Terminal AI Agents: The 2025 Landscape",
    "## GitHub Stars Leaderboard (December 2025)",
    "Rankings based on live GitHub API data collected during this research:",
    "| 14 | [gptme](https://github.com/gptme/gptme) | 4,089 | Open Source |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://theagenttimes.com/articles/langchain-promotes-gpt-researcher-on-deep-agents-framework-n-1307d4ad",
   "project": "GPT Researcher",
   "repository": null,
   "stars": "30000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# LangChain Promotes GPT Researcher on Deep Agents Framework Near 30K Stars",
    "LangChain announced that GPT Researcher, an open-source deep research agent built by Assaf Elovic and Tavily AI with nearly 30,000 GitHub stars, has been rebuilt on its Deep Agents framework, positioning it as the easiest entry point for building autonomous research agents."
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# LangChain Promotes GPT Researcher on Deep Agents Framework Near 30K Stars",
    "LangChain announced that GPT Researcher, an open-source deep research agent built by Assaf Elovic and Tavily AI with nearly 30,000 GitHub stars, has been rebuilt on its Deep Agents framework, positioning it as the easiest entry point for building autonomous research agents."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://summary.ecosyste.ms/projects/124004",
   "project": "BabyAGI",
   "repository": "https://github.com/robiwan303/babyagi",
   "stars": "92",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# [awesome-llama](/collections/11): https://github.com/robiwan303/babyagi",
    "BabyAGI-\ud83e\udd99: Enhanced for Llama models (running 100% local) and persistent memory, with smart internet search based on BabyCatAGI and document embedding in langchain based on privateGPT"
   ],
   "repository_evidence": [
    "# [awesome-llama](/collections/11): https://github.com/robiwan303/babyagi",
    "- URL: [https://github.com/robiwan303/babyagi](https://github.com/robiwan303/babyagi)"
   ],
   "stars_evidence": [
    "# [awesome-llama](/collections/11): https://github.com/robiwan303/babyagi",
    "- Stars: 92"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://baeseokjae.github.io/posts/agno-phidata-framework-guide-2026",
   "project": "Agno",
   "repository": null,
   "stars": "39100",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Agno is an open-source Python framework for building AI agents that instantiates agents in ~3 microseconds \u2014 5,000x faster than LangGraph \u2014 while using ~5KB of memory per agent."
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "Formerly known as Phidata, it was rebranded in January 2025 and now has 39,100+ GitHub stars.",
    "Agno is an open-source Python framework for building AI agents that instantiates agents in ~3 microseconds \u2014 5,000x faster than LangGraph \u2014 while using ~5KB of memory per agent."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/mannaandpoem/OpenManus_Archive",
   "project": "OpenManus",
   "repository": "https://github.com/FoundationAgents/OpenManus",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "OpenManus: An open-source framework for building general AI agents",
    "# \ud83d\udc4b OpenManus",
    "Manus is incredible, but OpenManus can achieve any idea without an *Invite Code* \ud83d\udeeb!"
   ],
   "repository_evidence": [
    "For the latest updates, please visit [https://github.com/FoundationAgents/OpenManus](https://github.com/FoundationAgents/OpenManus).",
    "# \ud83d\udc4b OpenManus"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/mannaandpoem/OpenManus_Archive",
   "project": "OpenManus-RL",
   "repository": "https://github.com/OpenManus/OpenManus-RL",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "We're also excited to introduce [OpenManus-RL](https://github.com/OpenManus/OpenManus-RL), an open-source project dedicated to reinforcement learning (RL)- based (such as GRPO) tuning methods for LLM agents, developed collaboratively by researchers from UIUC and OpenManus.",
    "# \ud83d\udc4b OpenManus"
   ],
   "repository_evidence": [
    "We're also excited to introduce [OpenManus-RL](https://github.com/OpenManus/OpenManus-RL), an open-source project dedicated to reinforcement learning (RL)- based (such as GRPO) tuning methods for LLM agents, developed collaboratively by researchers from UIUC and OpenManus.",
    "# \ud83d\udc4b OpenManus"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/mannaandpoem/OpenManus_Archive",
   "project": "anthropic-computer-use",
   "repository": "https://github.com/anthropics/anthropic-quickstarts/tree/main/computer-use-demo",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Thanks to [anthropic-computer-use](https://github.com/anthropics/anthropic-quickstarts/tree/main/computer-use-demo) and [browser-use](https://github.com/browser-use/browser-use) for providing basic support for this project!",
    "Acknowledgement"
   ],
   "repository_evidence": [
    "Thanks to [anthropic-computer-use](https://github.com/anthropics/anthropic-quickstarts/tree/main/computer-use-demo) and [browser-use](https://github.com/browser-use/browser-use) for providing basic support for this project!",
    "Acknowledgement"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/mannaandpoem/OpenManus_Archive",
   "project": "browser-use",
   "repository": "https://github.com/browser-use/browser-use",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Thanks to [anthropic-computer-use](https://github.com/anthropics/anthropic-quickstarts/tree/main/computer-use-demo) and [browser-use](https://github.com/browser-use/browser-use) for providing basic support for this project!",
    "Acknowledgement"
   ],
   "repository_evidence": [
    "Thanks to [anthropic-computer-use](https://github.com/anthropics/anthropic-quickstarts/tree/main/computer-use-demo) and [browser-use](https://github.com/browser-use/browser-use) for providing basic support for this project!",
    "Acknowledgement"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/mannaandpoem/OpenManus_Archive",
   "project": "AAAJ",
   "repository": "https://github.com/metauto-ai/agent-as-a-judge",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Additionally, we are grateful to [AAAJ](https://github.com/metauto-ai/agent-as-a-judge), [MetaGPT](https://github.com/geekan/MetaGPT), [OpenHands](https://github.com/All-Hands-AI/OpenHands) and [SWE-agent](https://github.com/SWE-agent/SWE-agent).",
    "Acknowledgement"
   ],
   "repository_evidence": [
    "Additionally, we are grateful to [AAAJ](https://github.com/metauto-ai/agent-as-a-judge), [MetaGPT](https://github.com/geekan/MetaGPT), [OpenHands](https://github.com/All-Hands-AI/OpenHands) and [SWE-agent](https://github.com/SWE-agent/SWE-agent).",
    "Acknowledgement"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/mannaandpoem/OpenManus_Archive",
   "project": "MetaGPT",
   "repository": "https://github.com/geekan/MetaGPT",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Additionally, we are grateful to [AAAJ](https://github.com/metauto-ai/agent-as-a-judge), [MetaGPT](https://github.com/geekan/MetaGPT), [OpenHands](https://github.com/All-Hands-AI/OpenHands) and [SWE-agent](https://github.com/SWE-agent/SWE-agent).",
    "Acknowledgement"
   ],
   "repository_evidence": [
    "Additionally, we are grateful to [AAAJ](https://github.com/metauto-ai/agent-as-a-judge), [MetaGPT](https://github.com/geekan/MetaGPT), [OpenHands](https://github.com/All-Hands-AI/OpenHands) and [SWE-agent](https://github.com/SWE-agent/SWE-agent).",
    "Acknowledgement"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/mannaandpoem/OpenManus_Archive",
   "project": "OpenHands",
   "repository": "https://github.com/All-Hands-AI/OpenHands",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Additionally, we are grateful to [AAAJ](https://github.com/metauto-ai/agent-as-a-judge), [MetaGPT](https://github.com/geekan/MetaGPT), [OpenHands](https://github.com/All-Hands-AI/OpenHands) and [SWE-agent](https://github.com/SWE-agent/SWE-agent).",
    "Acknowledgement"
   ],
   "repository_evidence": [
    "Additionally, we are grateful to [AAAJ](https://github.com/metauto-ai/agent-as-a-judge), [MetaGPT](https://github.com/geekan/MetaGPT), [OpenHands](https://github.com/All-Hands-AI/OpenHands) and [SWE-agent](https://github.com/SWE-agent/SWE-agent).",
    "Acknowledgement"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/mannaandpoem/OpenManus_Archive",
   "project": "SWE-agent",
   "repository": "https://github.com/SWE-agent/SWE-agent",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Additionally, we are grateful to [AAAJ](https://github.com/metauto-ai/agent-as-a-judge), [MetaGPT](https://github.com/geekan/MetaGPT), [OpenHands](https://github.com/All-Hands-AI/OpenHands) and [SWE-agent](https://github.com/SWE-agent/SWE-agent).",
    "Acknowledgement"
   ],
   "repository_evidence": [
    "Additionally, we are grateful to [AAAJ](https://github.com/metauto-ai/agent-as-a-judge), [MetaGPT](https://github.com/geekan/MetaGPT), [OpenHands](https://github.com/All-Hands-AI/OpenHands) and [SWE-agent](https://github.com/SWE-agent/SWE-agent).",
    "Acknowledgement"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://skillget.dev/listings/letta-ai-letta",
   "project": "Letta",
   "repository": "https://github.com/letta-ai/letta-code",
   "stars": "24231",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# letta",
    "# Letta (formerly MemGPT)"
   ],
   "repository_evidence": [
    "Active development has moved to the [Letta Agent repo](https://github.com/letta-ai/letta-code), and self-hosting an API server is now done via the [App Server](https://docs.letta.com/letta-agent/app-server).",
    "# Letta (formerly MemGPT)",
    "Build AI with advanced memory that can learn and self-improve over time."
   ],
   "stars_evidence": [
    "- **Community trust** \u00e2\u20ac\u201d 24231 GitHub stars",
    "# letta"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://dev.to/gunnargrosch/building-ai-agents-in-typescript-with-the-strands-agents-sdk-1kom",
   "project": "Strands Agents",
   "repository": "https://github.com/strands-agents",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Building AI Agents in TypeScript with the Strands Agents SDK",
    "[Strands Agents](https://github.com/strands-agents) has been Python-only since launch."
   ],
   "repository_evidence": [
    "Building AI Agents in TypeScript with the Strands Agents SDK",
    "[Strands Agents](https://github.com/strands-agents) has been Python-only since launch."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/Bilal140202/the-lord-of-the-skills",
   "project": "crewai",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Topics: rules, skills, mcp, awesome-list, cursor, lotr, codex, cline, ai-agents, llm, prompt-engineering, aider, crewai, langgraph, agentic-ai, antigravity, cursorrules, cursor-rules, claude-code, openhands",
    "| \ud83c\udfc6 **Largest collection** | 17,000+ skills from 307+ GitHub repos, covering Claude Code, Cursor, Cline, Roo, Aider, OpenHands, Codex, Continue, Goose, Copilot, AutoGen, CrewAI, LangGraph, **and Google Antigravity** |",
    "Special thanks to: `anthropics/anthropic-cookbook`, `hesreallyhim/awesome-claude-code`, `cline/cline`, `Aider-AI/aider`, `All-Hands-AI/OpenHands`, `continuedev/continue`, `block/goose`, `microsoft/autogen`, `crewAIInc/crewAI`, `langchain-ai/langgraph`, `modelcontextprotocol/servers`, `sickn33/antigravity-awesome-skills`, and 295+ more."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/Bilal140202/the-lord-of-the-skills",
   "project": "langgraph",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Topics: rules, skills, mcp, awesome-list, cursor, lotr, codex, cline, ai-agents, llm, prompt-engineering, aider, crewai, langgraph, agentic-ai, antigravity, cursorrules, cursor-rules, claude-code, openhands",
    "| \ud83c\udfc6 **Largest collection** | 17,000+ skills from 307+ GitHub repos, covering Claude Code, Cursor, Cline, Roo, Aider, OpenHands, Codex, Continue, Goose, Copilot, AutoGen, CrewAI, LangGraph, **and Google Antigravity** |",
    "Special thanks to: `anthropics/anthropic-cookbook`, `hesreallyhim/awesome-claude-code`, `cline/cline`, `Aider-AI/aider`, `All-Hands-AI/OpenHands`, `continuedev/continue`, `block/goose`, `microsoft/autogen`, `crewAIInc/crewAI`, `langchain-ai/langgraph`, `modelcontextprotocol/servers`, `sickn33/antigravity-awesome-skills`, and 295+ more."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/Bilal140202/the-lord-of-the-skills",
   "project": "openhands",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Topics: rules, skills, mcp, awesome-list, cursor, lotr, codex, cline, ai-agents, llm, prompt-engineering, aider, crewai, langgraph, agentic-ai, antigravity, cursorrules, cursor-rules, claude-code, openhands",
    "| \ud83c\udfc6 **Largest collection** | 17,000+ skills from 307+ GitHub repos, covering Claude Code, Cursor, Cline, Roo, Aider, OpenHands, Codex, Continue, Goose, Copilot, AutoGen, CrewAI, LangGraph, **and Google Antigravity** |",
    "Special thanks to: `anthropics/anthropic-cookbook`, `hesreallyhim/awesome-claude-code`, `cline/cline`, `Aider-AI/aider`, `All-Hands-AI/OpenHands`, `continuedev/continue`, `block/goose`, `microsoft/autogen`, `crewAIInc/crewAI`, `langchain-ai/langgraph`, `modelcontextprotocol/servers`, `sickn33/antigravity-awesome-skills`, and 295+ more."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/Bilal140202/the-lord-of-the-skills",
   "project": "autogen",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "| \ud83c\udfc6 **Largest collection** | 17,000+ skills from 307+ GitHub repos, covering Claude Code, Cursor, Cline, Roo, Aider, OpenHands, Codex, Continue, Goose, Copilot, AutoGen, CrewAI, LangGraph, **and Google Antigravity** |",
    "Special thanks to: `anthropics/anthropic-cookbook`, `hesreallyhim/awesome-claude-code`, `cline/cline`, `Aider-AI/aider`, `All-Hands-AI/OpenHands`, `continuedev/continue`, `block/goose`, `microsoft/autogen`, `crewAIInc/crewAI`, `langchain-ai/langgraph`, `modelcontextprotocol/servers`, `sickn33/antigravity-awesome-skills`, and 295+ more."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://respan.ai/market-map/compare/skyvern-vs-stagehand",
   "project": "Skyvern",
   "repository": "https://skyvern.com",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Skyvern vs Stagehand: Browser Agents Comparison",
    "Skyvern vs Stagehand: Browser Agents Comparison",
    "Compare Skyvern and Stagehand side by side."
   ],
   "repository_evidence": [
    "# Skyvern vs Stagehand: Browser Agents Comparison",
    "Skyvern vs Stagehand: Browser Agents Comparison",
    "| Website | [skyvern.com](https://skyvern.com) | [github.com](https://github.com/browserbase/stagehand) |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://respan.ai/market-map/compare/skyvern-vs-stagehand",
   "project": "Stagehand",
   "repository": "https://github.com/browserbase/stagehand",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Skyvern vs Stagehand: Browser Agents Comparison",
    "Skyvern vs Stagehand: Browser Agents Comparison",
    "Compare Skyvern and Stagehand side by side."
   ],
   "repository_evidence": [
    "# Skyvern vs Stagehand: Browser Agents Comparison",
    "Skyvern vs Stagehand: Browser Agents Comparison",
    "| Website | [skyvern.com](https://skyvern.com) | [github.com](https://github.com/browserbase/stagehand) |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://agentskillshub.top/skill/jordan-gibbs/hyperresearch",
   "project": "hyperresearch",
   "repository": "https://github.com/jordan-gibbs/hyperresearch",
   "stars": "1605",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# hyperresearch \u2014 Claude Skill by jordan-gibbs",
    "## About hyperresearch",
    "Hyperresearch turns Claude Code into a deep research agent."
   ],
   "repository_evidence": [
    "by [jordan-gibbs](https://github.com/jordan-gibbs) \u00b7 [Claude Skill](/category/claude-skill/) \u00b7 \u2605 1.6k",
    "## About hyperresearch",
    "You can find installation instructions and usage details in the hyperresearch GitHub repository at github.com/jordan-gibbs/hyperresearch."
   ],
   "stars_evidence": [
    "# hyperresearch \u2014 Claude Skill by jordan-gibbs",
    "## Quick Facts",
    "| Stars | 1,605 |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://ruh.ai/blogs/agent-cost-optimization-playbook-ai-employees-smaller-bills",
   "project": "AutoGPT",
   "repository": null,
   "stars": "107000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Where the AI Employee Cost Crisis Came From",
    "It traces directly to a six-week sprint in **March\u2013April 2023**, when game developer **Toran Bruce Richards open-sourced AutoGPT**, an experimental wrapper that let GPT-4 plan multi-step tasks, browse the web, and run code on a goal-seeking loop."
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "Where the AI Employee Cost Crisis Came From",
    "According to **[BairesDev's history of autonomous agents](https://www.bairesdev.com/blog/the-rise-of-autonomous-agents-autogpt-agentgpt-and-babyagi)**, AutoGPT collected **~107,000 GitHub stars in its first six weeks**, making it the **fastest-growing open-source project in GitHub history** at that time."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://ruh.ai/blogs/agent-cost-optimization-playbook-ai-employees-smaller-bills",
   "project": "BabyAGI",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Where the AI Employee Cost Crisis Came From",
    "Days later, Yohei Nakajima released **BabyAGI**, a Python script demonstrating the now-canonical **\"task creation \u2192 execution \u2192 prioritization\"** loop using an LLM and a vector store."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://ruh.ai/blogs/agent-cost-optimization-playbook-ai-employees-smaller-bills",
   "project": "ReAct",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "From AutoGPT to Enterprise Agents: A 36-Month Sprint",
    "**ReAct, AutoGen, and AgentGP**T demonstrated that LLMs could plan, act, and learn from feedback without human intervention."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://ruh.ai/blogs/agent-cost-optimization-playbook-ai-employees-smaller-bills",
   "project": "AutoGen",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "From AutoGPT to Enterprise Agents: A 36-Month Sprint",
    "**ReAct, AutoGen, and AgentGP**T demonstrated that LLMs could plan, act, and learn from feedback without human intervention."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://ruh.ai/blogs/agent-cost-optimization-playbook-ai-employees-smaller-bills",
   "project": "AgentGPT",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "From AutoGPT to Enterprise Agents: A 36-Month Sprint",
    "**ReAct, AutoGen, and AgentGP**T demonstrated that LLMs could plan, act, and learn from feedback without human intervention."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://microsoft.github.io/UFO/galaxy/overview",
   "project": "UFO\u00b3 Galaxy",
   "repository": "https://github.com/microsoft/UFO",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# UFO\u00b3 \u2014 Weaving the Digital Agent Galaxy",
    "**UFO\u00b3 Galaxy** is a revolutionary **cross-device orchestration framework** that transforms isolated device agents into a unified digital ecosystem."
   ],
   "repository_evidence": [
    "## \ud83d\udcda Learn More",
    "## \ud83d\udea6 Getting Started",
    "# Clone the repository git clone https://github.com/microsoft/UFO.git cd UFO # Install dependencies pip install -r requirements.txt"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/QuantGeekDev/beeai-framework-ts-starter",
   "project": "BeeAI Framework",
   "repository": "https://github.com/i-am-bee/beeai-framework",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# \ud83d\udc1d BeeAI Framework Starter",
    "This starter template lets you quickly start working with the [BeeAI Framework](https://github.com/i-am-bee/beeai-framework) in a second."
   ],
   "repository_evidence": [
    "# \ud83d\udc1d BeeAI Framework Starter",
    "This starter template lets you quickly start working with the [BeeAI Framework](https://github.com/i-am-bee/beeai-framework) in a second."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/QuantGeekDev/beeai-framework-ts-starter",
   "project": "Bee Code Interpreter",
   "repository": "https://github.com/i-am-bee/bee-code-interpreter",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# \ud83d\udc1d BeeAI Framework Starter",
    "- \ud83d\udd12 Safely execute an arbitrary Python Code via [Bee Code Interpreter](https://github.com/i-am-bee/bee-code-interpreter)."
   ],
   "repository_evidence": [
    "# \ud83d\udc1d BeeAI Framework Starter",
    "- \ud83d\udd12 Safely execute an arbitrary Python Code via [Bee Code Interpreter](https://github.com/i-am-bee/bee-code-interpreter)."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/QuantGeekDev/beeai-framework-ts-starter",
   "project": "OpenInference Instrumentation for BeeAI",
   "repository": "https://github.com/Arize-ai/openinference/tree/main/js/packages/openinference-instrumentation-beeai",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# \ud83d\udc1d BeeAI Framework Starter",
    "- \ud83d\udd0e Get complete visibility into agents' decisions using our [OpenInference Instrumentation for BeeAI](https://github.com/Arize-ai/openinference/tree/main/js/packages/openinference-instrumentation-beeai) package."
   ],
   "repository_evidence": [
    "# \ud83d\udc1d BeeAI Framework Starter",
    "- \ud83d\udd0e Get complete visibility into agents' decisions using our [OpenInference Instrumentation for BeeAI](https://github.com/Arize-ai/openinference/tree/main/js/packages/openinference-instrumentation-beeai) package."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://digialps.com/openmanus-a-powerful-open-source-ai-agent-alternative-to-manus-ai?amp=1",
   "project": "OpenManus",
   "repository": "https://github.com/mannaandpoem/OpenManus",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "OpenManus, The Open-Source Alternative",
    "The team created OpenManus in just three hours."
   ],
   "repository_evidence": [
    "OpenManus, The Open-Source Alternative",
    "But, as Manus AI was locked behind an invite-only system, not everyone was able to access it.",
    "They released it on GitHub, making it free for developers to use, modify, and improve."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://dev.to/victorjia/5-chinese-ai-open-source-tools-the-west-doesnt-know-about-2026-18b0",
   "project": "FastGPT",
   "repository": "https://github.com/labring/FastGPT",
   "stars": "27000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# 5 Chinese AI Open-Source Tools the West Doesn't Know About (2026)",
    "## 1. FastGPT \u2014 The RAG Platform That Makes Dify Look Complicated"
   ],
   "repository_evidence": [
    "# 5 Chinese AI Open-Source Tools the West Doesn't Know About (2026)",
    "## 1. FastGPT \u2014 The RAG Platform That Makes Dify Look Complicated",
    "**GitHub:** [labring/FastGPT](https://github.com/labring/FastGPT) \u00b7 \u2b50 27K+ stars \u00b7 200K+ users"
   ],
   "stars_evidence": [
    "# 5 Chinese AI Open-Source Tools the West Doesn't Know About (2026)",
    "## 1. FastGPT \u2014 The RAG Platform That Makes Dify Look Complicated",
    "**GitHub:** [labring/FastGPT](https://github.com/labring/FastGPT) \u00b7 \u2b50 27K+ stars \u00b7 200K+ users"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://dev.to/victorjia/5-chinese-ai-open-source-tools-the-west-doesnt-know-about-2026-18b0",
   "project": "MaxKB",
   "repository": "https://github.com/1Panel-dev/MaxKB",
   "stars": "20000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# 5 Chinese AI Open-Source Tools the West Doesn't Know About (2026)",
    "## 2. MaxKB \u2014 One-Click Enterprise AI Agents"
   ],
   "repository_evidence": [
    "# 5 Chinese AI Open-Source Tools the West Doesn't Know About (2026)",
    "## 2. MaxKB \u2014 One-Click Enterprise AI Agents",
    "**GitHub:** [1Panel-dev/MaxKB](https://github.com/1Panel-dev/MaxKB) \u00b7 \u2b50 20K+ stars"
   ],
   "stars_evidence": [
    "# 5 Chinese AI Open-Source Tools the West Doesn't Know About (2026)",
    "## 2. MaxKB \u2014 One-Click Enterprise AI Agents",
    "**GitHub:** [1Panel-dev/MaxKB](https://github.com/1Panel-dev/MaxKB) \u00b7 \u2b50 20K+ stars"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://dev.to/victorjia/5-chinese-ai-open-source-tools-the-west-doesnt-know-about-2026-18b0",
   "project": "MidScene.js",
   "repository": "https://github.com/web-infra-dev/midscene",
   "stars": "12000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# 5 Chinese AI Open-Source Tools the West Doesn't Know About (2026)",
    "## 3. MidScene.js \u2014 AI Vision Testing That Makes Playwright Feel Ancient"
   ],
   "repository_evidence": [
    "# 5 Chinese AI Open-Source Tools the West Doesn't Know About (2026)",
    "## 3. MidScene.js \u2014 AI Vision Testing That Makes Playwright Feel Ancient",
    "**GitHub:** [web-infra-dev/midscene](https://github.com/web-infra-dev/midscene) \u00b7 \u2b50 12K+ stars"
   ],
   "stars_evidence": [
    "# 5 Chinese AI Open-Source Tools the West Doesn't Know About (2026)",
    "## 3. MidScene.js \u2014 AI Vision Testing That Makes Playwright Feel Ancient",
    "**GitHub:** [web-infra-dev/midscene](https://github.com/web-infra-dev/midscene) \u00b7 \u2b50 12K+ stars"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://dev.to/victorjia/5-chinese-ai-open-source-tools-the-west-doesnt-know-about-2026-18b0",
   "project": "DB-GPT",
   "repository": "https://github.com/eosphoros-ai/DB-GPT",
   "stars": "17000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# 5 Chinese AI Open-Source Tools the West Doesn't Know About (2026)",
    "## 4. DB-GPT \u2014 Talk to Your Database in Plain English"
   ],
   "repository_evidence": [
    "# 5 Chinese AI Open-Source Tools the West Doesn't Know About (2026)",
    "## 4. DB-GPT \u2014 Talk to Your Database in Plain English",
    "**GitHub:** [eosphoros-ai/DB-GPT](https://github.com/eosphoros-ai/DB-GPT) \u00b7 \u2b50 17K+ stars"
   ],
   "stars_evidence": [
    "# 5 Chinese AI Open-Source Tools the West Doesn't Know About (2026)",
    "## 4. DB-GPT \u2014 Talk to Your Database in Plain English",
    "**GitHub:** [eosphoros-ai/DB-GPT](https://github.com/eosphoros-ai/DB-GPT) \u00b7 \u2b50 17K+ stars"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://dev.to/victorjia/5-chinese-ai-open-source-tools-the-west-doesnt-know-about-2026-18b0",
   "project": "RAGFlow",
   "repository": "https://github.com/infiniflow/ragflow",
   "stars": "75000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# 5 Chinese AI Open-Source Tools the West Doesn't Know About (2026)",
    "## 5. RAGFlow \u2014 The RAG Engine With Unmatched Document Parsing"
   ],
   "repository_evidence": [
    "# 5 Chinese AI Open-Source Tools the West Doesn't Know About (2026)",
    "## 5. RAGFlow \u2014 The RAG Engine With Unmatched Document Parsing",
    "**GitHub:** [infiniflow/ragflow](https://github.com/infiniflow/ragflow) \u00b7 \u2b50 75K+ stars"
   ],
   "stars_evidence": [
    "# 5 Chinese AI Open-Source Tools the West Doesn't Know About (2026)",
    "## 5. RAGFlow \u2014 The RAG Engine With Unmatched Document Parsing",
    "**GitHub:** [infiniflow/ragflow](https://github.com/infiniflow/ragflow) \u00b7 \u2b50 75K+ stars"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://zfort.com/blog/35-best-rag-tools",
   "project": "Verba",
   "repository": "https://github.com/weaviate/Verba",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# 35 Best RAG Tools in 2026",
    "## All 35 Tools at a Glance",
    "| Verba | RAG interface | Open-source (BSD-3) | Open-source RAG interface for Weaviate |",
    "### [Verba](https://github.com/weaviate/Verba)",
    "Verba is an open-source RAG interface built by the Weaviate team, sometimes called \"the Golden RAGtriever.\""
   ],
   "repository_evidence": [
    "# 35 Best RAG Tools in 2026",
    "### [Verba](https://github.com/weaviate/Verba)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://updateshub.net/en/source/letta",
   "project": "Letta",
   "repository": "https://github.com/letta-ai/letta",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## [v0.16.8](https://github.com/letta-ai/letta/releases/tag/0.16.8)",
    "Letta Server 0.16.7 Release Notes 173 commits since 0.16.6 | Released March 31, 2026 Highlights Self-hosted users: this is a big upgrade."
   ],
   "repository_evidence": [
    "## [v0.16.8](https://github.com/letta-ai/letta/releases/tag/0.16.8)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://lilting.ch/en/articles/ai-e2e-testing-tools-comparison",
   "project": "Shortest",
   "repository": "https://github.com/antiwork/shortest",
   "stars": "5.5k+",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "AI E2E Testing Tools Comparison - Top 10 Picks by Reliability and Speed",
    "### OSS (6 tools)",
    "| Tool | Key Feature | GitHub Stars |",
    "| [Shortest](https://github.com/antiwork/shortest) | Natural language E2E testing | 5.5k+ |"
   ],
   "repository_evidence": [
    "AI E2E Testing Tools Comparison - Top 10 Picks by Reliability and Speed",
    "### OSS (6 tools)",
    "| Tool | Key Feature | GitHub Stars |",
    "| [Shortest](https://github.com/antiwork/shortest) | Natural language E2E testing | 5.5k+ |"
   ],
   "stars_evidence": [
    "AI E2E Testing Tools Comparison - Top 10 Picks by Reliability and Speed",
    "### OSS (6 tools)",
    "| Tool | Key Feature | GitHub Stars |",
    "| [Shortest](https://github.com/antiwork/shortest) | Natural language E2E testing | 5.5k+ |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://lilting.ch/en/articles/ai-e2e-testing-tools-comparison",
   "project": "Playwright MCP",
   "repository": "https://github.com/microsoft/playwright-mcp",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "AI E2E Testing Tools Comparison - Top 10 Picks by Reliability and Speed",
    "### OSS (6 tools)",
    "| Tool | Key Feature | GitHub Stars |",
    "| [Playwright MCP](https://github.com/microsoft/playwright-mcp) | Playwright via MCP | - |"
   ],
   "repository_evidence": [
    "AI E2E Testing Tools Comparison - Top 10 Picks by Reliability and Speed",
    "### OSS (6 tools)",
    "| Tool | Key Feature | GitHub Stars |",
    "| [Playwright MCP](https://github.com/microsoft/playwright-mcp) | Playwright via MCP | - |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://lilting.ch/en/articles/ai-e2e-testing-tools-comparison",
   "project": "agent-browser",
   "repository": "https://github.com/vercel-labs/agent-browser",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "AI E2E Testing Tools Comparison - Top 10 Picks by Reliability and Speed",
    "### OSS (6 tools)",
    "| Tool | Key Feature | GitHub Stars |",
    "| [agent-browser](https://github.com/vercel-labs/agent-browser) | CLI for AI agents | - |"
   ],
   "repository_evidence": [
    "AI E2E Testing Tools Comparison - Top 10 Picks by Reliability and Speed",
    "### OSS (6 tools)",
    "| Tool | Key Feature | GitHub Stars |",
    "| [agent-browser](https://github.com/vercel-labs/agent-browser) | CLI for AI agents | - |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://lilting.ch/en/articles/ai-e2e-testing-tools-comparison",
   "project": "Stagehand",
   "repository": "https://github.com/browserbase/stagehand",
   "stars": "20k",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "AI E2E Testing Tools Comparison - Top 10 Picks by Reliability and Speed",
    "### OSS (6 tools)",
    "| Tool | Key Feature | GitHub Stars |",
    "| [Stagehand](https://github.com/browserbase/stagehand) | Framework with self-healing | 20k |"
   ],
   "repository_evidence": [
    "AI E2E Testing Tools Comparison - Top 10 Picks by Reliability and Speed",
    "### OSS (6 tools)",
    "| Tool | Key Feature | GitHub Stars |",
    "| [Stagehand](https://github.com/browserbase/stagehand) | Framework with self-healing | 20k |"
   ],
   "stars_evidence": [
    "AI E2E Testing Tools Comparison - Top 10 Picks by Reliability and Speed",
    "### OSS (6 tools)",
    "| Tool | Key Feature | GitHub Stars |",
    "| [Stagehand](https://github.com/browserbase/stagehand) | Framework with self-healing | 20k |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://lilting.ch/en/articles/ai-e2e-testing-tools-comparison",
   "project": "Browser Use",
   "repository": "https://github.com/browser-use/browser-use",
   "stars": "75k+",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "AI E2E Testing Tools Comparison - Top 10 Picks by Reliability and Speed",
    "### OSS (6 tools)",
    "| Tool | Key Feature | GitHub Stars |",
    "| [Browser Use](https://github.com/browser-use/browser-use) | Python/TS, largest community | 75k+ |"
   ],
   "repository_evidence": [
    "AI E2E Testing Tools Comparison - Top 10 Picks by Reliability and Speed",
    "### OSS (6 tools)",
    "| Tool | Key Feature | GitHub Stars |",
    "| [Browser Use](https://github.com/browser-use/browser-use) | Python/TS, largest community | 75k+ |"
   ],
   "stars_evidence": [
    "AI E2E Testing Tools Comparison - Top 10 Picks by Reliability and Speed",
    "### OSS (6 tools)",
    "| Tool | Key Feature | GitHub Stars |",
    "| [Browser Use](https://github.com/browser-use/browser-use) | Python/TS, largest community | 75k+ |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://lilting.ch/en/articles/ai-e2e-testing-tools-comparison",
   "project": "Skyvern",
   "repository": "https://github.com/Skyvern-AI/skyvern",
   "stars": "20k+",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "AI E2E Testing Tools Comparison - Top 10 Picks by Reliability and Speed",
    "### OSS (6 tools)",
    "| Tool | Key Feature | GitHub Stars |",
    "| [Skyvern](https://github.com/Skyvern-AI/skyvern) | Vision AI, Validator Agent | 20k+ |"
   ],
   "repository_evidence": [
    "AI E2E Testing Tools Comparison - Top 10 Picks by Reliability and Speed",
    "### OSS (6 tools)",
    "| Tool | Key Feature | GitHub Stars |",
    "| [Skyvern](https://github.com/Skyvern-AI/skyvern) | Vision AI, Validator Agent | 20k+ |"
   ],
   "stars_evidence": [
    "AI E2E Testing Tools Comparison - Top 10 Picks by Reliability and Speed",
    "### OSS (6 tools)",
    "| Tool | Key Feature | GitHub Stars |",
    "| [Skyvern](https://github.com/Skyvern-AI/skyvern) | Vision AI, Validator Agent | 20k+ |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://model-context-protocol.com/servers/surfsense",
   "project": "SurfSense",
   "repository": "https://github.com/MODSetter/SurfSense",
   "stars": "15902",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "SurfSense is the **open-source NotebookLM alternative for AI agents**, an open web research platform with live data connectors.",
    "# SurfSense: The Open-Source NotebookLM Alternative for Open Web Research",
    "How popular is SurfSense and who maintains it?SurfSense has 15,902 GitHub stars and 1,470 forks."
   ],
   "repository_evidence": [
    "Your agent can now call every connector as a native tool. See the [SurfSense MCP server](https://www.surfsense.com/mcp-server) page for the full tool list, or run the server locally from [`surfsense_mcp`](https://github.com/MODSetter/SurfSense/blob/HEAD/surfsense_mcp).",
    "How popular is SurfSense and who maintains it?SurfSense has 15,902 GitHub stars and 1,470 forks."
   ],
   "stars_evidence": [
    "15,902",
    "How popular is SurfSense and who maintains it?SurfSense has 15,902 GitHub stars and 1,470 forks."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://jacar.es/en/agno-agent-framework",
   "project": "Agno",
   "repository": "https://github.com/agno-agi/agno",
   "stars": "41200",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Agno: a high-performance agent framework",
    "- **Agno** is an open-source agent framework (**Apache-2.0** licence) written in Python; it has over **41,200 stars** on GitHub and is on version **v2.7.3**, released on **14 July 2026**."
   ],
   "repository_evidence": [
    "# Agno: a high-performance agent framework",
    "2. [Agno on GitHub](https://github.com/agno-agi/agno)",
    "[ View on GitHub ](https://github.com/agno-agi/agno)"
   ],
   "stars_evidence": [
    "# Agno: a high-performance agent framework",
    "- **Agno** is an open-source agent framework (**Apache-2.0** licence) written in Python; it has over **41,200 stars** on GitHub and is on version **v2.7.3**, released on **14 July 2026**."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/HybridTalentComputing/FastOpenManus",
   "project": "OpenManus",
   "repository": "https://github.com/mannaandpoem/OpenManus.git",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "OpenManus \ud83d\ude4b Manus is incredible, but OpenManus can achieve any ideas without an Invite Code \ud83d\udeeb!",
    "Clone the repository: git clone https://github.com/mannaandpoem/OpenManus.git cd OpenManus"
   ],
   "repository_evidence": [
    "Clone the repository: git clone https://github.com/mannaandpoem/OpenManus.git cd OpenManus"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://aicoolies.com/comparisons/strands-agents-sdk-vs-openai-agents-sdk",
   "project": "Strands Agents SDK",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## What Sets Them Apart",
    "Strands Agents SDK and OpenAI Agents SDK are both practical ways to build tool-using agents, but they sit on different sides of the platform decision."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://aicoolies.com/comparisons/strands-agents-sdk-vs-openai-agents-sdk",
   "project": "OpenAI Agents SDK",
   "repository": "https://github.com/openai/openai-agents-python",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## What Sets Them Apart",
    "Strands Agents SDK and OpenAI Agents SDK are both practical ways to build tool-using agents, but they sit on different sides of the platform decision."
   ],
   "repository_evidence": [
    "## Strands Agents SDK and OpenAI Agents SDK at a Glance",
    "The write-time GitHub check found the openai/openai-agents-python repository active, MIT-licensed, and much larger by public GitHub star/fork counts than the Strands Python SDK."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://huggingface.co/blog/exploding-gradients/deepresearch-survey",
   "project": "Ms-Agent",
   "repository": "https://github.com/modelscope/ms-agent",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "What This Article Will Address",
    "We also welcome everyone to follow the agent framework [Ms-Agent: Lightweight Framework for Empowering Agents with Autonomous Exploration in Complex Task Scenarios](https://github.com/modelscope/ms-agent) that ModelScope will continuously update in the near future."
   ],
   "repository_evidence": [
    "What This Article Will Address",
    "We also welcome everyone to follow the agent framework [Ms-Agent: Lightweight Framework for Empowering Agents with Autonomous Exploration in Complex Task Scenarios](https://github.com/modelscope/ms-agent) that ModelScope will continuously update in the near future."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://huggingface.co/blog/exploding-gradients/deepresearch-survey",
   "project": "A.deep research",
   "repository": "https://github.com/dzhng/deep-research",
   "stars": "17600",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Open Source Work",
    "#### A.deep research"
   ],
   "repository_evidence": [
    "Open Source Work",
    "- **github**: [https://github.com/dzhng/deep-research](https://github.com/dzhng/deep-research) **star 17.6k**"
   ],
   "stars_evidence": [
    "Open Source Work",
    "- **github**: [https://github.com/dzhng/deep-research](https://github.com/dzhng/deep-research) **star 17.6k**"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://huggingface.co/blog/exploding-gradients/deepresearch-survey",
   "project": "DeerFlow",
   "repository": "https://github.com/bytedance/deer-flow",
   "stars": "16700",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Open Source Work",
    "#### B.DeerFlow"
   ],
   "repository_evidence": [
    "Open Source Work",
    "- **github\uff1a**[https://github.com/bytedance/deer-flow](https://github.com/bytedance/deer-flow) **star 16.7k**"
   ],
   "stars_evidence": [
    "Open Source Work",
    "- **github\uff1a**[https://github.com/bytedance/deer-flow](https://github.com/bytedance/deer-flow) **star 16.7k**"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://huggingface.co/blog/exploding-gradients/deepresearch-survey",
   "project": "sicra(mini-perplex)",
   "repository": "https://github.com/zaidmukaddam/scira",
   "stars": "10500",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Open Source Work",
    "#### C.sicra(mini-perplex)"
   ],
   "repository_evidence": [
    "Open Source Work",
    "- **github**: [https://github.com/zaidmukaddam/scira](https://github.com/zaidmukaddam/scira) **star 10.5k**"
   ],
   "stars_evidence": [
    "Open Source Work",
    "- **github**: [https://github.com/zaidmukaddam/scira](https://github.com/zaidmukaddam/scira) **star 10.5k**"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://huggingface.co/blog/exploding-gradients/deepresearch-survey",
   "project": "open_deep_research",
   "repository": "https://github.com/langchain-ai/open_deep_research",
   "stars": "8500",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Open Source Work",
    "#### D.open_deep_research"
   ],
   "repository_evidence": [
    "Open Source Work",
    "- **github**: [https://github.com/langchain-ai/open_deep_research](https://github.com/langchain-ai/open_deep_research?tab=readme-ov-file#open-deep-research) **star 8.5k**"
   ],
   "stars_evidence": [
    "Open Source Work",
    "- **github**: [https://github.com/langchain-ai/open_deep_research](https://github.com/langchain-ai/open_deep_research?tab=readme-ov-file#open-deep-research) **star 8.5k**"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://huggingface.co/blog/exploding-gradients/deepresearch-survey",
   "project": "Open Deep Search",
   "repository": "https://github.com/sentient-agi/OpenDeepSearch",
   "stars": "3500",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Open Source Work",
    "#### E.Open Deep Search"
   ],
   "repository_evidence": [
    "Open Source Work",
    "- **github:** [https://github.com/sentient-agi/OpenDeepSearch?tab=readme-ov-file](https://github.com/sentient-agi/OpenDeepSearch?tab=readme-ov-file) **star 3.5k**"
   ],
   "stars_evidence": [
    "Open Source Work",
    "- **github:** [https://github.com/sentient-agi/OpenDeepSearch?tab=readme-ov-file](https://github.com/sentient-agi/OpenDeepSearch?tab=readme-ov-file) **star 3.5k**"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://huggingface.co/blog/exploding-gradients/deepresearch-survey",
   "project": "OpenDeepResearcher",
   "repository": "https://github.com/mshumer/OpenDeepResearcher",
   "stars": "2700",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Open Source Work",
    "#### F.OpenDeepResearcher"
   ],
   "repository_evidence": [
    "Open Source Work",
    "- **GitHub:** [https://github.com/mshumer/OpenDeepResearcher?tab=readme-ov-file](https://github.com/mshumer/OpenDeepResearcher?tab=readme-ov-file) **star 2.7k**"
   ],
   "stars_evidence": [
    "Open Source Work",
    "- **GitHub:** [https://github.com/mshumer/OpenDeepResearcher?tab=readme-ov-file](https://github.com/mshumer/OpenDeepResearcher?tab=readme-ov-file) **star 2.7k**"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://arxiv.org/html/2412.10047v2",
   "project": "UFO",
   "repository": "https://github.com/microsoft/UFO",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Large Action Models: From Inception to Implementation",
    "In the following sections, we use the Windows GUI agent UFO (Zhang et al., [2024d](https://arxiv.org/html/2412.10047v2#bib.bib84))***[https://github.com/microsoft/UFO](https://github.com/microsoft/UFO) as a case study to illustrate the process of building a robust LAM from the ground up."
   ],
   "repository_evidence": [
    "# Large Action Models: From Inception to Implementation",
    "In the following sections, we use the Windows GUI agent UFO (Zhang et al., [2024d](https://arxiv.org/html/2412.10047v2#bib.bib84))***[https://github.com/microsoft/UFO](https://github.com/microsoft/UFO) as a case study to illustrate the process of building a robust LAM from the ground up."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/huqianghui/OpenManus-AzureOpenAI",
   "project": "OpenManus",
   "repository": "https://github.com/mannaandpoem/OpenManus.git",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# OpenManus \ud83d\ude4b",
    "git clone https://github.com/mannaandpoem/OpenManus.git cd OpenManus"
   ],
   "repository_evidence": [
    "# OpenManus \ud83d\ude4b",
    "git clone https://github.com/mannaandpoem/OpenManus.git cd OpenManus"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/huqianghui/OpenManus-AzureOpenAI",
   "project": "MetaGPT",
   "repository": "https://github.com/geekan/MetaGPT",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# OpenManus \ud83d\ude4b",
    "Our team members [@mannaandpoem](https://github.com/mannaandpoem)[@XiangJinyu](https://github.com/XiangJinyu)[@MoshiQAQ](https://github.com/MoshiQAQ)[@didiforgithub](https://github.com/didiforgithub) from [@MetaGPT](https://github.com/geekan/MetaGPT) built it within 3 hours!"
   ],
   "repository_evidence": [
    "# OpenManus \ud83d\ude4b",
    "Our team members [@mannaandpoem](https://github.com/mannaandpoem)[@XiangJinyu](https://github.com/XiangJinyu)[@MoshiQAQ](https://github.com/MoshiQAQ)[@didiforgithub](https://github.com/didiforgithub) from [@MetaGPT](https://github.com/geekan/MetaGPT) built it within 3 hours!"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "http://nerq.ai/compare/ag2ai-fastagency-vs-keepai",
   "project": "fastagency",
   "repository": null,
   "stars": "528",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# fastagency vs KeepAI \u2014 Trust Score Comparison",
    "Side-by-side trust comparison of fastagency and KeepAI.",
    "fastagency is a agent_platform agent with 528 stars."
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# fastagency vs KeepAI \u2014 Trust Score Comparison",
    "Side-by-side trust comparison of fastagency and KeepAI.",
    "fastagency is a agent_platform agent with 528 stars."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "http://nerq.ai/compare/ag2ai-fastagency-vs-keepai",
   "project": "KeepAI",
   "repository": null,
   "stars": "2",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# fastagency vs KeepAI \u2014 Trust Score Comparison",
    "Side-by-side trust comparison of fastagency and KeepAI.",
    "KeepAI is a agent_platform agent with 2 stars."
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# fastagency vs KeepAI \u2014 Trust Score Comparison",
    "Side-by-side trust comparison of fastagency and KeepAI.",
    "KeepAI is a agent_platform agent with 2 stars."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://medium.com/@buzzgrewal/ai-agent-memory-in-2026-how-mem0-letta-and-zep-cut-tokens-90-and-rakuten-cut-errors-97-461b5d67e92e",
   "project": "Mem0",
   "repository": null,
   "stars": "41000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# AI Agent Memory in 2026: How Mem0, Letta, and Zep Cut Tokens 90% (and Rakuten Cut Errors 97%)",
    "**Mem0** (YC W24, $24M raised from Basis Set, Peak XV, GitHub Fund, and Kindred Ventures in October 2025[2]) became the default open-source memory layer in 2026 the same way pgvector became the default vector index two years earlier: it solved the boring 80% case in three lines of Python and scaled to production."
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# AI Agent Memory in 2026: How Mem0, Letta, and Zep Cut Tokens 90% (and Rakuten Cut Errors 97%)",
    "By mid-2026 the project is at **41,000+ GitHub stars, 14M+ downloads, 80,000+ developer signups, and API calls grew from 35M in Q1 2025 to 186M in Q3**[2]."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://medium.com/@buzzgrewal/ai-agent-memory-in-2026-how-mem0-letta-and-zep-cut-tokens-90-and-rakuten-cut-errors-97-461b5d67e92e",
   "project": "Cognee",
   "repository": "github.com/topoteretes/cognee",
   "stars": "12000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# AI Agent Memory in 2026: How Mem0, Letta, and Zep Cut Tokens 90% (and Rakuten Cut Errors 97%)",
    "**Cognee** (~12,000 GitHub stars by mid-2026)[11] unifies three stores, graph, vector, and relational, behind a single API, with a six-stage *cognify* ingestion pipeline plus a self-refining *memify* post-processor that prunes stale nodes, reweights edges by usage, and adds derived facts."
   ],
   "repository_evidence": [
    "# AI Agent Memory in 2026: How Mem0, Letta, and Zep Cut Tokens 90% (and Rakuten Cut Errors 97%)",
    "11. Cognee, [*How Cognee Builds AI Memory for Agents*](https://www.cognee.ai/blog/fundamentals/how-cognee-builds-ai-memory); [github.com/topoteretes/cognee](https://github.com/topoteretes/cognee)."
   ],
   "stars_evidence": [
    "# AI Agent Memory in 2026: How Mem0, Letta, and Zep Cut Tokens 90% (and Rakuten Cut Errors 97%)",
    "**Cognee** (~12,000 GitHub stars by mid-2026)[11] unifies three stores, graph, vector, and relational, behind a single API, with a six-stage *cognify* ingestion pipeline plus a self-refining *memify* post-processor that prunes stale nodes, reweights edges by usage, and adds derived facts."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://tinyagents.dev/vs/aws-strands-vs-rasa",
   "project": "AWS Strands Agents",
   "repository": "https://github.com/strands-agents/sdk-python",
   "stars": "4200",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# AWS Strands Agents vs Rasa: Which Agent Framework to Use?",
    "### AWS Strands Agents"
   ],
   "repository_evidence": [
    "# AWS Strands Agents vs Rasa: Which Agent Framework to Use?",
    "[github.com/strands-agents/sdk-python\u2192](https://github.com/strands-agents/sdk-python)"
   ],
   "stars_evidence": [
    "# AWS Strands Agents vs Rasa: Which Agent Framework to Use?",
    "### AWS Strands Agents",
    "GitHub Stars\n4.2k"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://tinyagents.dev/vs/aws-strands-vs-rasa",
   "project": "Rasa",
   "repository": "https://github.com/RasaHQ/rasa",
   "stars": "21100",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# AWS Strands Agents vs Rasa: Which Agent Framework to Use?",
    "### Rasa"
   ],
   "repository_evidence": [
    "# AWS Strands Agents vs Rasa: Which Agent Framework to Use?",
    "[github.com/RasaHQ/rasa\u2192](https://github.com/RasaHQ/rasa)"
   ],
   "stars_evidence": [
    "# AWS Strands Agents vs Rasa: Which Agent Framework to Use?",
    "### Rasa",
    "GitHub Stars\n21.1k"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://osintsights.com/guardfall-exposes-ai-coding-agents-to-shell-injection-risks",
   "project": "opencode",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "GuardFall Exposes AI Coding Agents to Shell Injection Risks",
    "Ten vulnerable agents, one that held up: the scope of the survey",
    "Adversa tested eleven popular open-source coding and computer-use agents.",
    "Ten left the gap open: opencode, Goose, Cline, Roo-Code, Aider, Plandex, Open Interpreter, OpenHands, SWE-agent, and the Hermes project \u2014 the latter where the issue first surfaced and is documented in Hermes's issue tracker."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://osintsights.com/guardfall-exposes-ai-coding-agents-to-shell-injection-risks",
   "project": "Goose",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "GuardFall Exposes AI Coding Agents to Shell Injection Risks",
    "Ten vulnerable agents, one that held up: the scope of the survey",
    "Adversa tested eleven popular open-source coding and computer-use agents.",
    "Ten left the gap open: opencode, Goose, Cline, Roo-Code, Aider, Plandex, Open Interpreter, OpenHands, SWE-agent, and the Hermes project \u2014 the latter where the issue first surfaced and is documented in Hermes's issue tracker."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://osintsights.com/guardfall-exposes-ai-coding-agents-to-shell-injection-risks",
   "project": "Cline",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "GuardFall Exposes AI Coding Agents to Shell Injection Risks",
    "Ten vulnerable agents, one that held up: the scope of the survey",
    "Adversa tested eleven popular open-source coding and computer-use agents.",
    "Ten left the gap open: opencode, Goose, Cline, Roo-Code, Aider, Plandex, Open Interpreter, OpenHands, SWE-agent, and the Hermes project \u2014 the latter where the issue first surfaced and is documented in Hermes's issue tracker."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://osintsights.com/guardfall-exposes-ai-coding-agents-to-shell-injection-risks",
   "project": "Roo-Code",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "GuardFall Exposes AI Coding Agents to Shell Injection Risks",
    "Ten vulnerable agents, one that held up: the scope of the survey",
    "Adversa tested eleven popular open-source coding and computer-use agents.",
    "Ten left the gap open: opencode, Goose, Cline, Roo-Code, Aider, Plandex, Open Interpreter, OpenHands, SWE-agent, and the Hermes project \u2014 the latter where the issue first surfaced and is documented in Hermes's issue tracker."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://osintsights.com/guardfall-exposes-ai-coding-agents-to-shell-injection-risks",
   "project": "Aider",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "GuardFall Exposes AI Coding Agents to Shell Injection Risks",
    "Ten vulnerable agents, one that held up: the scope of the survey",
    "Adversa tested eleven popular open-source coding and computer-use agents.",
    "Ten left the gap open: opencode, Goose, Cline, Roo-Code, Aider, Plandex, Open Interpreter, OpenHands, SWE-agent, and the Hermes project \u2014 the latter where the issue first surfaced and is documented in Hermes's issue tracker."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://osintsights.com/guardfall-exposes-ai-coding-agents-to-shell-injection-risks",
   "project": "Plandex",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "GuardFall Exposes AI Coding Agents to Shell Injection Risks",
    "Ten vulnerable agents, one that held up: the scope of the survey",
    "Adversa tested eleven popular open-source coding and computer-use agents.",
    "Ten left the gap open: opencode, Goose, Cline, Roo-Code, Aider, Plandex, Open Interpreter, OpenHands, SWE-agent, and the Hermes project \u2014 the latter where the issue first surfaced and is documented in Hermes's issue tracker."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://osintsights.com/guardfall-exposes-ai-coding-agents-to-shell-injection-risks",
   "project": "Open Interpreter",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "GuardFall Exposes AI Coding Agents to Shell Injection Risks",
    "Ten vulnerable agents, one that held up: the scope of the survey",
    "Adversa tested eleven popular open-source coding and computer-use agents.",
    "Ten left the gap open: opencode, Goose, Cline, Roo-Code, Aider, Plandex, Open Interpreter, OpenHands, SWE-agent, and the Hermes project \u2014 the latter where the issue first surfaced and is documented in Hermes's issue tracker."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://osintsights.com/guardfall-exposes-ai-coding-agents-to-shell-injection-risks",
   "project": "OpenHands",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "GuardFall Exposes AI Coding Agents to Shell Injection Risks",
    "Ten vulnerable agents, one that held up: the scope of the survey",
    "Adversa tested eleven popular open-source coding and computer-use agents.",
    "Ten left the gap open: opencode, Goose, Cline, Roo-Code, Aider, Plandex, Open Interpreter, OpenHands, SWE-agent, and the Hermes project \u2014 the latter where the issue first surfaced and is documented in Hermes's issue tracker."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://osintsights.com/guardfall-exposes-ai-coding-agents-to-shell-injection-risks",
   "project": "SWE-agent",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "GuardFall Exposes AI Coding Agents to Shell Injection Risks",
    "Ten vulnerable agents, one that held up: the scope of the survey",
    "Adversa tested eleven popular open-source coding and computer-use agents.",
    "Ten left the gap open: opencode, Goose, Cline, Roo-Code, Aider, Plandex, Open Interpreter, OpenHands, SWE-agent, and the Hermes project \u2014 the latter where the issue first surfaced and is documented in Hermes's issue tracker."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://osintsights.com/guardfall-exposes-ai-coding-agents-to-shell-injection-risks",
   "project": "Hermes",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "GuardFall Exposes AI Coding Agents to Shell Injection Risks",
    "Ten vulnerable agents, one that held up: the scope of the survey",
    "Adversa tested eleven popular open-source coding and computer-use agents.",
    "Ten left the gap open: opencode, Goose, Cline, Roo-Code, Aider, Plandex, Open Interpreter, OpenHands, SWE-agent, and the Hermes project \u2014 the latter where the issue first surfaced and is documented in Hermes's issue tracker."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://osintsights.com/guardfall-exposes-ai-coding-agents-to-shell-injection-risks",
   "project": "Continue",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "GuardFall Exposes AI Coding Agents to Shell Injection Risks",
    "Ten vulnerable agents, one that held up: the scope of the survey",
    "Only one, Continue, defended successfully in the default editor mode."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://huggingface.co/ScienceOne-AI/S1-DeepResearch-8B-Preview/commit/aeef44426f6030adcc2aa0f1881bede6719da7d8",
   "project": "S1-DeepResearch",
   "repository": "https://github.com/ScienceOne-AI/S1-DeepResearch",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# S1-DeepResearch-8B-Preview"
   ],
   "repository_evidence": [
    "[![GitHub](https://img.shields.io/badge/GitHub-Repository-black?logo=github)](https://github.com/ScienceOne-AI/S1-DeepResearch)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://tekai.dev/catalog/beeai",
   "project": "BeeAI Framework",
   "repository": "https://github.com/i-am-bee/beeai-framework",
   "stars": "3.2k",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# BeeAI Framework",
    "BeeAI Framework is IBM Research\u2019s open-source toolkit for building production-grade multi-agent AI systems in both Python and TypeScript."
   ],
   "repository_evidence": [
    "- [GitHub: i-am-bee/beeai-framework (3.2k stars)](https://github.com/i-am-bee/beeai-framework)"
   ],
   "stars_evidence": [
    "- [GitHub: i-am-bee/beeai-framework (3.2k stars)](https://github.com/i-am-bee/beeai-framework)"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://towardsai.net/p/machine-learning/can-openmanus-beat-manus-ai-benchmark-stats-real-code-and-business-use-cases",
   "project": "OpenManus",
   "repository": null,
   "stars": "16000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Can OpenManus Beat Manus AI? Benchmark Stats, Real Code and Business Use Cases",
    "\u2022 OpenManus appeared hours later, a rapid open-source response by the MetaGPT community.",
    "\u2022 OpenManus, hosted on GitHub, quickly earned 16,000+ stars \u2014 indicating demand for open AI systems."
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# Can OpenManus Beat Manus AI? Benchmark Stats, Real Code and Business Use Cases",
    "\u2022 OpenManus, hosted on GitHub, quickly earned 16,000+ stars \u2014 indicating demand for open AI systems."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/ag2ai/fastagency",
   "project": "FastAgency",
   "repository": "https://github.com/ag2ai/fastagency",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# FastAgency",
    "**FastAgency** is an open-source framework designed to accelerate the transition from prototype to production for multi-agent AI workflows."
   ],
   "repository_evidence": [
    "Last but not least, show us your support by giving a star to our [**GitHub repository**](https://github.com/ag2ai/fastagency/)."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/ag2ai/fastagency",
   "project": "AG2",
   "repository": "https://github.com/ag2ai/ag2",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "For start, FastAgency is not yet another agentic AI framework.",
    "There are many such frameworks available today, the most popular open-source one is [**AG2** (formerly AutoGen)](https://github.com/ag2ai/ag2)."
   ],
   "repository_evidence": [
    "There are many such frameworks available today, the most popular open-source one is [**AG2** (formerly AutoGen)](https://github.com/ag2ai/ag2)."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/ag2ai/fastagency",
   "project": "FastStream",
   "repository": "https://github.com/ag2ai/faststream",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "FastAgency can use chainable network adapters that can be used to easily create scalable, production ready architectures for serving your workflows.",
    "- [**NATS.io**](https://nats.io/) via [**FastStream**](https://github.com/ag2ai/faststream): Utilize the [**`NatsAdapter`**](/ag2ai/fastagency/blob/api/fastagency/adapters/nats/NatsAdapter.md) to use [**NATS.io MQ**](https://nats.io/) message broker for highly-scalable, production-ready setup."
   ],
   "repository_evidence": [
    "FastAgency can use chainable network adapters that can be used to easily create scalable, production ready architectures for serving your workflows.",
    "- [**NATS.io**](https://nats.io/) via [**FastStream**](https://github.com/ag2ai/faststream): Utilize the [**`NatsAdapter`**](/ag2ai/fastagency/blob/api/fastagency/adapters/nats/NatsAdapter.md) to use [**NATS.io MQ**](https://nats.io/) message broker for highly-scalable, production-ready setup."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://natnew.github.io/Awesome-Prompt-Engineering/AI_Tools.html",
   "project": "LangGraph",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## Agent Orchestration",
    "Frameworks for building autonomous AI agents that reason, plan, and use tools.",
    "| Tool | Problem Solved | Primary Users | URL |",
    "| **LangGraph** | Build stateful, multi-step agent workflows with cycles | AI engineers building complex agents | [langchain-ai.github.io/langgraph](https://langchain-ai.github.io/langgraph/) |"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://natnew.github.io/Awesome-Prompt-Engineering/AI_Tools.html",
   "project": "CrewAI",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## Agent Orchestration",
    "Frameworks for building autonomous AI agents that reason, plan, and use tools.",
    "| Tool | Problem Solved | Primary Users | URL |",
    "| **CrewAI** | Multi-agent collaboration with role-based agents | Teams building agent teams | [crewai.com](https://www.crewai.com/) |"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://natnew.github.io/Awesome-Prompt-Engineering/AI_Tools.html",
   "project": "AutoGen",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## Agent Orchestration",
    "Frameworks for building autonomous AI agents that reason, plan, and use tools.",
    "| Tool | Problem Solved | Primary Users | URL |",
    "| **AutoGen** | Microsoft's framework for multi-agent conversations | Researchers, enterprise teams | [microsoft.github.io/autogen](https://microsoft.github.io/autogen/) |"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://natnew.github.io/Awesome-Prompt-Engineering/AI_Tools.html",
   "project": "OpenAI Agents SDK",
   "repository": "github.com/openai/openai-agents-python",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## Agent Orchestration",
    "Frameworks for building autonomous AI agents that reason, plan, and use tools.",
    "| Tool | Problem Solved | Primary Users | URL |",
    "| **OpenAI Agents SDK** | Build agents with OpenAI's native tooling | OpenAI API users | [github.com/openai/openai-agents-python](https://github.com/openai/openai-agents-python) |"
   ],
   "repository_evidence": [
    "## Agent Orchestration",
    "Frameworks for building autonomous AI agents that reason, plan, and use tools.",
    "| Tool | Problem Solved | Primary Users | URL |",
    "| **OpenAI Agents SDK** | Build agents with OpenAI's native tooling | OpenAI API users | [github.com/openai/openai-agents-python](https://github.com/openai/openai-agents-python) |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://natnew.github.io/Awesome-Prompt-Engineering/AI_Tools.html",
   "project": "Anthropic MCP",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## Agent Orchestration",
    "Frameworks for building autonomous AI agents that reason, plan, and use tools.",
    "| Tool | Problem Solved | Primary Users | URL |",
    "| **Anthropic MCP** | Model Context Protocol for standardized tool integration | Developers building tool-using agents | [modelcontextprotocol.io](https://modelcontextprotocol.io/) |"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://natnew.github.io/Awesome-Prompt-Engineering/AI_Tools.html",
   "project": "Letta (MemGPT)",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## Agent Orchestration",
    "Frameworks for building autonomous AI agents that reason, plan, and use tools.",
    "| Tool | Problem Solved | Primary Users | URL |",
    "| **Letta (MemGPT)** | Agents with persistent memory and self-editing | Long-running agent applications | [letta.com](https://www.letta.com/) |"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://natnew.github.io/Awesome-Prompt-Engineering/AI_Tools.html",
   "project": "Agency Swarm",
   "repository": "github.com/VRSEN/agency-swarm",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## Agent Orchestration",
    "Frameworks for building autonomous AI agents that reason, plan, and use tools.",
    "| Tool | Problem Solved | Primary Users | URL |",
    "| **Agency Swarm** | Framework for creating collaborative agent swarms | Agent developers | [github.com/VRSEN/agency-swarm](https://github.com/VRSEN/agency-swarm) |"
   ],
   "repository_evidence": [
    "## Agent Orchestration",
    "Frameworks for building autonomous AI agents that reason, plan, and use tools.",
    "| Tool | Problem Solved | Primary Users | URL |",
    "| **Agency Swarm** | Framework for creating collaborative agent swarms | Agent developers | [github.com/VRSEN/agency-swarm](https://github.com/VRSEN/agency-swarm) |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://natnew.github.io/Awesome-Prompt-Engineering/AI_Tools.html",
   "project": "Composio",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## Agent Orchestration",
    "Frameworks for building autonomous AI agents that reason, plan, and use tools.",
    "| Tool | Problem Solved | Primary Users | URL |",
    "| **Composio** | 150+ tool integrations for AI agents (GitHub, Slack, etc.) | Agent builders needing integrations | [composio.dev](https://composio.dev/) |"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://natnew.github.io/Awesome-Prompt-Engineering/AI_Tools.html",
   "project": "Agentops",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## Agent Orchestration",
    "Frameworks for building autonomous AI agents that reason, plan, and use tools.",
    "| Tool | Problem Solved | Primary Users | URL |",
    "| **Agentops** | Agent observability and debugging | Teams debugging agent behavior | [agentops.ai](https://www.agentops.ai/) |"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/projects/github.com%2Fcpacker%2FMemGPT",
   "project": "MemGPT",
   "repository": "https://github.com/cpacker/MemGPT",
   "stars": "15678",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# https://github.com/cpacker/MemGPT",
    "Letta (formerly MemGPT) is the stateful agents framework with memory, reasoning, and context management."
   ],
   "repository_evidence": [
    "# https://github.com/cpacker/MemGPT",
    "[https://github.com/cpacker/MemGPT](https://github.com/cpacker/MemGPT)"
   ],
   "stars_evidence": [
    "# https://github.com/cpacker/MemGPT",
    "- Stars: 15,678"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://tinyagents.dev/vs/aws-strands-vs-smolagents",
   "project": "AWS Strands Agents",
   "repository": "https://github.com/strands-agents/sdk-python",
   "stars": "4200",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "AWS Strands Agents vs Smolagents: Which Agent Framework to Use?",
    "### AWS Strands Agents",
    "[github.com/strands-agents/sdk-python\u2192](https://github.com/strands-agents/sdk-python)"
   ],
   "repository_evidence": [
    "AWS Strands Agents vs Smolagents: Which Agent Framework to Use?",
    "### AWS Strands Agents",
    "[github.com/strands-agents/sdk-python\u2192](https://github.com/strands-agents/sdk-python)"
   ],
   "stars_evidence": [
    "AWS Strands Agents vs Smolagents: Which Agent Framework to Use?",
    "### AWS Strands Agents",
    "GitHub Stars\n4.2k"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://7wdata.be/company/babyagi",
   "project": "BabyAGI",
   "repository": "https://github.com/yoheinakajima/babyagi",
   "stars": "22300",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# BabyAGI",
    "BabyAGI is an open-source Python framework for task-driven autonomous AI agents, created by entrepreneur and AI researcher Yohei Nakajima in April 2023."
   ],
   "repository_evidence": [
    "1. [github.com](https://github.com/yoheinakajima/babyagi) \u2014 Project repository, star/fork counts, commit history, license, and code-readiness analysis."
   ],
   "stars_evidence": [
    "The project, hosted on GitHub under the MIT license, has accumulated 22,300 stars and 2,900 forks as of June 2026."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://thecybrdef.com/microsoft-ufo-path-traversal-flaw-enables-arbitrary-file-writes",
   "project": "Microsoft UFO",
   "repository": "https://github.com/microsoft/UFO",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "A high-severity path traversal vulnerability in Microsoft\u2019s UFO AI automation framework allows authenticated attackers to write log files anywhere on the server filesystem, and no patch exists yet.",
    "Security researchers have disclosed a critical path traversal vulnerability in Microsoft\u2019s UFO (UI-Focused Orchestration) framework, tracked as CVE-2026-46402 (GHSA-whcg-fgpx-76f2), affecting version v3.0.1-4-ge2626659.",
    "Microsoft UFO is an open-source, AI-powered desktop automation framework distributed as a Python package via pip."
   ],
   "repository_evidence": [
    "[Researcher beanduan22](https://github.com/microsoft/UFO/security/advisories/GHSA-whcg-fgpx-76f2) published a working embedded PoC that instantiates a minimal subclass of the real `BaseSession` with a traversal payload.",
    "A high-severity path traversal vulnerability in Microsoft\u2019s UFO AI automation framework allows authenticated attackers to write log files anywhere on the server filesystem, and no patch exists yet."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://farsightprime.com/forums/general/73733-any-ai-other-than-gpt-is-working-for-remote-view",
   "project": "OpenManus",
   "repository": "https://github.com/mannaandpoem/OpenManus.git",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Setting Up OpenManus and Integrating Autonomous AI into the EQIS Framework",
    "OpenManus is indeed a reverse-engineered alternative to Manus AI, created by the MetaGPT community.",
    "git clone [https://github.com/mannaandpoem/OpenManus.git](https://github.com/mannaandpoem/OpenManus.git)"
   ],
   "repository_evidence": [
    "Setting Up OpenManus and Integrating Autonomous AI into the EQIS Framework",
    "### Step 2: Clone the Repository",
    "git clone [https://github.com/mannaandpoem/OpenManus.git](https://github.com/mannaandpoem/OpenManus.git)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/airtai/fastagency",
   "project": "FastAgency",
   "repository": "https://github.com/ag2ai/fastagency",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# FastAgency",
    "## What is FastAgency?",
    "FastAgency provides you with a unified programming interface for deploying agentic workflows written in AG2 agentic framework in both development and productional settings."
   ],
   "repository_evidence": [
    "# FastAgency",
    "Last but not least, show us your support by giving a star to our [**GitHub repository**](https://github.com/ag2ai/fastagency/)."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/airtai/fastagency",
   "project": "AG2",
   "repository": "https://github.com/ag2ai/ag2",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# FastAgency",
    "## What is FastAgency?",
    "For start, FastAgency is not yet another agentic AI framework.",
    "There are many such frameworks available today, the most popular open-source one is [**AG2** (formerly AutoGen)](https://github.com/ag2ai/ag2)."
   ],
   "repository_evidence": [
    "# FastAgency",
    "## What is FastAgency?",
    "There are many such frameworks available today, the most popular open-source one is [**AG2** (formerly AutoGen)](https://github.com/ag2ai/ag2)."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://programwitherik.com/blog/stop-reaching-for-python-strands-agents-typescript-sdk-just-hit-1-0",
   "project": "Strands Agents TypeScript SDK",
   "repository": "https://github.com/strands-agents/sdk-typescript",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Stop Reaching for Python: Strands Agents TypeScript SDK Just Hit 1.0",
    "Stop Reaching for Python: Strands Agents TypeScript SDK Just Hit 1.0"
   ],
   "repository_evidence": [
    "There's a demo in the [`strands-agents/sdk-typescript`](https://github.com/strands-agents/sdk-typescript/tree/main/strands-ts/examples/browser-agent?ref=programwitherik.com) repo where you chat with an agent and it builds a live HTML canvas in real time.",
    "If you want to go deeper, the [TypeScript quickstart](https://strandsagents.com/docs/user-guide/quickstart/typescript/?ref=programwitherik.com), the [GitHub repo](https://github.com/strands-agents/sdk-typescript?ref=programwitherik.com), and the [API docs](https://strandsagents.com/docs/api/typescript/?ref=programwitherik.com) are the best next stops.",
    "Stop Reaching for Python: Strands Agents TypeScript SDK Just Hit 1.0"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://gunbark.dev/content/6a71d108-97d6-456c-9fcc-6d094b6c8896",
   "project": "OpenCode",
   "repository": "https://github.com/sst/opencode",
   "stars": "1",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## Coding Agents & Pair Programmers Agents that read, write, and refactor code in your repo.",
    "### [OpenCode](https://github.com/sst/opencode) `Python` \u00b7 `Apache-2.0` \u00b7 CLI \u00b7 \ud83d\udfe1 active AI pair programming in your terminal."
   ],
   "repository_evidence": [
    "## Coding Agents & Pair Programmers Agents that read, write, and refactor code in your repo.",
    "### [OpenCode](https://github.com/sst/opencode) `Python` \u00b7 `Apache-2.0` \u00b7 CLI \u00b7 \ud83d\udfe1 active AI pair programming in your terminal."
   ],
   "stars_evidence": [
    "## Coding Agents & Pair Programmers Agents that read, write, and refactor code in your repo.",
    "### [OpenCode](https://github.com/sst/opencode) `Python` \u00b7 `Apache-2.0` \u00b7 CLI \u00b7 \ud83d\udfe1 active AI pair programming in your terminal."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://gunbark.dev/content/6a71d108-97d6-456c-9fcc-6d094b6c8896",
   "project": "aider",
   "repository": "https://github.com/Aider-AI/aider",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## Coding Agents & Pair Programmers Agents that read, write, and refactor code in your repo.",
    "### [aider](https://github.com/Aider-AI/aider) `TypeScript` \u00b7 `MIT` \u00b7 TUI \u00b7 \ud83d\udfe2 stable Terminal-native coding agent with LSP integration \u2014 it loads the right language server so the model sees real type information, guesses."
   ],
   "repository_evidence": [
    "## Coding Agents & Pair Programmers Agents that read, write, and refactor code in your repo.",
    "### [aider](https://github.com/Aider-AI/aider) `TypeScript` \u00b7 `MIT` \u00b7 TUI \u00b7 \ud83d\udfe2 stable Terminal-native coding agent with LSP integration \u2014 it loads the right language server so the model sees real type information, guesses."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://gunbark.dev/content/6a71d108-97d6-456c-9fcc-6d094b6c8896",
   "project": "Continue",
   "repository": "https://github.com/continuedev/continue",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## Coding Agents & Pair Programmers Agents that read, write, and refactor code in your repo.",
    "### [Continue](https://github.com/continuedev/continue) `TypeScript` \u00b7 `Apache-2.0` \u00b7 VS Code extension \u00b7 \ud83d\udfe2 stable Autonomous coding agent inside VS Code."
   ],
   "repository_evidence": [
    "## Coding Agents & Pair Programmers Agents that read, write, and refactor code in your repo.",
    "### [Continue](https://github.com/continuedev/continue) `TypeScript` \u00b7 `Apache-2.0` \u00b7 VS Code extension \u00b7 \ud83d\udfe2 stable Autonomous coding agent inside VS Code."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://gunbark.dev/content/6a71d108-97d6-456c-9fcc-6d094b6c8896",
   "project": "Cline",
   "repository": "https://github.com/cline/cline",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## Coding Agents & Pair Programmers Agents that read, write, and refactor code in your repo.",
    "### [Cline](https://github.com/cline/cline) `Apache-2.0` \u00b7 `TypeScript` \u00b7 VS Code - JetBrains \u00b7 \ud83d\udfe2 stable Build your own AI code assistant \u2014 autocomplete, chat, or edit, configured with your own models or context providers."
   ],
   "repository_evidence": [
    "## Coding Agents & Pair Programmers Agents that read, write, and refactor code in your repo.",
    "### [Cline](https://github.com/cline/cline) `Apache-2.0` \u00b7 `TypeScript` \u00b7 VS Code - JetBrains \u00b7 \ud83d\udfe2 stable Build your own AI code assistant \u2014 autocomplete, chat, or edit, configured with your own models or context providers."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://gunbark.dev/content/6a71d108-97d6-456c-9fcc-6d094b6c8896",
   "project": "SWE-agent",
   "repository": "https://github.com/SWE-agent/SWE-agent",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## Coding Agents & Pair Programmers Agents that read, write, and refactor code in your repo.",
    "### [SWE-agent](https://github.com/SWE-agent/SWE-agent) `MIT` \u00b7 `Python` \u00b7 Web + headless \u00b7 \ud83d\udfe2 stable Agents that do what a developer does \u2014 modify code, run commands, browse the web, call APIs \u2014 inside a sandboxed runtime."
   ],
   "repository_evidence": [
    "## Coding Agents & Pair Programmers Agents that read, write, and refactor code in your repo.",
    "### [SWE-agent](https://github.com/SWE-agent/SWE-agent) `MIT` \u00b7 `Python` \u00b7 Web + headless \u00b7 \ud83d\udfe2 stable Agents that do what a developer does \u2014 modify code, run commands, browse the web, call APIs \u2014 inside a sandboxed runtime."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://gunbark.dev/content/6a71d108-97d6-456c-9fcc-6d094b6c8896",
   "project": "OpenHands",
   "repository": "https://github.com/All-Hands-AI/OpenHands",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## Coding Agents & Pair Programmers Agents that read, write, and refactor code in your repo.",
    "### [OpenHands](https://github.com/All-Hands-AI/OpenHands) `MIT ` \u00b7 `Python` \u00b7 CLI \u00b7 \ud83d\udfe1 active Research-grade agent that turns a GitHub issue into a pull request."
   ],
   "repository_evidence": [
    "## Coding Agents & Pair Programmers Agents that read, write, and refactor code in your repo.",
    "### [OpenHands](https://github.com/All-Hands-AI/OpenHands) `MIT ` \u00b7 `Python` \u00b7 CLI \u00b7 \ud83d\udfe1 active Research-grade agent that turns a GitHub issue into a pull request."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://gunbark.dev/content/6a71d108-97d6-456c-9fcc-6d094b6c8896",
   "project": "Goose",
   "repository": "https://github.com/block/goose",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## Coding Agents & Pair Programmers Agents that read, write, and refactor code in your repo.",
    "### [Goose](https://github.com/block/goose) `Rust` \u00b7 `Apache-2.0` \u00b7 CLI + desktop \u00b7 \ud83d\udfe2 stable Extensible autonomous agent from Block, now governed by the Linux Foundation."
   ],
   "repository_evidence": [
    "## Coding Agents & Pair Programmers Agents that read, write, and refactor code in your repo.",
    "### [Goose](https://github.com/block/goose) `Rust` \u00b7 `Apache-2.0` \u00b7 CLI + desktop \u00b7 \ud83d\udfe2 stable Extensible autonomous agent from Block, now governed by the Linux Foundation."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://gunbark.dev/content/6a71d108-97d6-456c-9fcc-6d094b6c8896",
   "project": "Orkas",
   "repository": "https://github.com/Orkas-AI/Orkas",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## Coding Agents & Pair Programmers Agents that read, write, and refactor code in your repo.",
    "### [Orkas](https://github.com/Orkas-AI/Orkas) `TypeScript` \u00b7 `MIT` \u00b7 Desktop \u00b7 \ud83d\udfe1 active Local-first desktop AI workforce where a Commander plans work or coordinates built-in specialists and external coding agents through one chat."
   ],
   "repository_evidence": [
    "## Coding Agents & Pair Programmers Agents that read, write, and refactor code in your repo.",
    "### [Orkas](https://github.com/Orkas-AI/Orkas) `TypeScript` \u00b7 `MIT` \u00b7 Desktop \u00b7 \ud83d\udfe1 active Local-first desktop AI workforce where a Commander plans work or coordinates built-in specialists and external coding agents through one chat."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://gunbark.dev/content/6a71d108-97d6-456c-9fcc-6d094b6c8896",
   "project": "Kilo Code",
   "repository": "https://github.com/Kilo-Org/kilocode",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## Coding Agents & Pair Programmers Agents that read, write, and refactor code in your repo.",
    "### [Kilo Code](https://github.com/Kilo-Org/kilocode) `Apache-2.0` \u00b7 `TypeScript` \u00b7 VS Code - JetBrains \u00b7 \ud83d\udfe2 stable Open-source IDE agent that merged the best of Roo Code and Cline into one extension."
   ],
   "repository_evidence": [
    "## Coding Agents & Pair Programmers Agents that read, write, and refactor code in your repo.",
    "### [Kilo Code](https://github.com/Kilo-Org/kilocode) `Apache-2.0` \u00b7 `TypeScript` \u00b7 VS Code - JetBrains \u00b7 \ud83d\udfe2 stable Open-source IDE agent that merged the best of Roo Code and Cline into one extension."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://gunbark.dev/content/6a71d108-97d6-456c-9fcc-6d094b6c8896",
   "project": "Tabby",
   "repository": "https://github.com/TabbyML/tabby",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## Coding Agents & Pair Programmers Agents that read, write, and refactor code in your repo.",
    "### [Tabby](https://github.com/TabbyML/tabby) `Apache-2.0` \u00b7 `Rust ` \u00b7 Self-hosted server \u00b7 \ud83d\udfe2 stable Self-hosted AI coding assistant with its own inference server, no external API calls."
   ],
   "repository_evidence": [
    "## Coding Agents & Pair Programmers Agents that read, write, and refactor code in your repo.",
    "### [Tabby](https://github.com/TabbyML/tabby) `Apache-2.0` \u00b7 `Rust ` \u00b7 Self-hosted server \u00b7 \ud83d\udfe2 stable Self-hosted AI coding assistant with its own inference server, no external API calls."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://gunbark.dev/content/6a71d108-97d6-456c-9fcc-6d094b6c8896",
   "project": "gpt-engineer",
   "repository": "https://github.com/gpt-engineer-org/gpt-engineer",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## Coding Agents & Pair Programmers Agents that read, write, and refactor code in your repo.",
    "### [gpt-engineer](https://github.com/gpt-engineer-org/gpt-engineer) `Python` \u00b7 `MIT` \u00b7 CLI \u00b7 \ud83d\udfe0 experimental Describe a project in natural language; it writes or iterates on the whole codebase."
   ],
   "repository_evidence": [
    "## Coding Agents & Pair Programmers Agents that read, write, and refactor code in your repo.",
    "### [gpt-engineer](https://github.com/gpt-engineer-org/gpt-engineer) `Python` \u00b7 `MIT` \u00b7 CLI \u00b7 \ud83d\udfe0 experimental Describe a project in natural language; it writes or iterates on the whole codebase."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://gunbark.dev/content/6a71d108-97d6-456c-9fcc-6d094b6c8896",
   "project": "bolt.diy",
   "repository": "https://github.com/stackblitz-labs/bolt.diy",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## Prompt-to-App Builders Prompt in, deployed full-stack app out.",
    "### [bolt.diy](https://github.com/stackblitz-labs/bolt.diy) `TypeScript` \u00b7 `MIT` \u00b7 \ud83d\udfe2 stable Official open-source fork of Bolt.new."
   ],
   "repository_evidence": [
    "## Prompt-to-App Builders Prompt in, deployed full-stack app out.",
    "### [bolt.diy](https://github.com/stackblitz-labs/bolt.diy) `TypeScript` \u00b7 `MIT` \u00b7 \ud83d\udfe2 stable Official open-source fork of Bolt.new."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://gunbark.dev/content/6a71d108-97d6-456c-9fcc-6d094b6c8896",
   "project": "OpenUI",
   "repository": "https://github.com/wandb/openui",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## Prompt-to-App Builders Prompt in, deployed full-stack app out.",
    "### [OpenUI](https://github.com/wandb/openui) `TypeScript` \u00b7 `Apache-2.0` \u00b7 Desktop + web \u00b7 \ud83d\udfe0 experimental Turns the coding agent you already have into a design engine \u2014 prototypes, landing pages, dashboards, slides, images, and video, exported as HTML/PDF/PPTX/MP4."
   ],
   "repository_evidence": [
    "## Prompt-to-App Builders Prompt in, deployed full-stack app out.",
    "### [OpenUI](https://github.com/wandb/openui) `TypeScript` \u00b7 `Apache-2.0` \u00b7 Desktop + web \u00b7 \ud83d\udfe0 experimental Turns the coding agent you already have into a design engine \u2014 prototypes, landing pages, dashboards, slides, images, and video, exported as HTML/PDF/PPTX/MP4."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://gunbark.dev/content/6a71d108-97d6-456c-9fcc-6d094b6c8896",
   "project": "Open Design",
   "repository": "https://github.com/nexu-io/open-design",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## Prompt-to-App Builders Prompt in, deployed full-stack app out.",
    "### [Open Design](https://github.com/nexu-io/open-design) `Python TypeScript` \u00b7 `TypeScript` \u00b7 \ud83d\udfe1 active Describe a UI, watch it render live, convert it to React/Svelte/Vue."
   ],
   "repository_evidence": [
    "## Prompt-to-App Builders Prompt in, deployed full-stack app out.",
    "### [Open Design](https://github.com/nexu-io/open-design) `Python TypeScript` \u00b7 `TypeScript` \u00b7 \ud83d\udfe1 active Describe a UI, watch it render live, convert it to React/Svelte/Vue."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://gunbark.dev/content/6a71d108-97d6-456c-9fcc-6d094b6c8896",
   "project": "Dyad",
   "repository": "https://github.com/dyad-sh/dyad",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## Prompt-to-App Builders Prompt in, deployed full-stack app out.",
    "### [Dyad](https://github.com/dyad-sh/dyad) `Apache-2.0` \u00b7 `Apache-2.0` \u00b7 Desktop \u00b7 \ud83d\udfe2 stable Local, open-source AI app builder."
   ],
   "repository_evidence": [
    "## Prompt-to-App Builders Prompt in, deployed full-stack app out.",
    "### [Dyad](https://github.com/dyad-sh/dyad) `Apache-2.0` \u00b7 `Apache-2.0` \u00b7 Desktop \u00b7 \ud83d\udfe2 stable Local, open-source AI app builder."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://linkedin.com/pulse/browser-harness-ai-agents-2026-landscape-kranthi-manchikanti-xzdqe",
   "project": "Libretto",
   "repository": "https://github.com/saffron-health/libretto?trk=article-ssr-frontend-pulse_little-text-block",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Browser Harness for AI Agents: The 2026 Landscape"
   ],
   "repository_evidence": [
    "Browser Harness for AI Agents: The 2026 Landscape"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://linkedin.com/pulse/browser-harness-ai-agents-2026-landscape-kranthi-manchikanti-xzdqe",
   "project": "Browser Harness",
   "repository": "https://github.com/browser-use/browser-harness?trk=article-ssr-frontend-pulse_little-text-block",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Browser Harness for AI Agents: The 2026 Landscape",
    "Thin CDP. The newest pattern. [Browser Harness](https://github.com/browser-use/browser-harness?trk=article-ssr-frontend-pulse_little-text-block) - roughly 600 lines of code \u2014 holds a CDP websocket and exposes a workspace where the agent writes its own helpers mid-task."
   ],
   "repository_evidence": [
    "Browser Harness for AI Agents: The 2026 Landscape",
    "Thin CDP. The newest pattern. [Browser Harness](https://github.com/browser-use/browser-harness?trk=article-ssr-frontend-pulse_little-text-block) - roughly 600 lines of code \u2014 holds a CDP websocket and exposes a workspace where the agent writes its own helpers mid-task."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/langchain-ai/open_deep_research/commit/6532a4176a93cc9bb2102b3d825dcefa560c85d9",
   "project": "Open Deep Research",
   "repository": "https://github.com/langchain-ai/open_deep_research",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "| `` | `1` | `+# Open Deep Research Repository Overview` | |",
    "# Commit 6532a41"
   ],
   "repository_evidence": [
    "| `` | `153` | `+> ** Note: ** We submitted results from [ this commit ] ( https://github.com/langchain-ai/open_deep_research/commit/c0a160b57a9b5ecd4b8217c3811a14d8eff97f72 ) to the Deep Research Bench, resulting in an overall score of 0.4344 ( # 6 on the leaderboard).` | |",
    "# Commit 6532a41"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://medium.com/@billxu_atoms/i-tried-27-multi-agent-tools-in-2025-these-are-the-top-5-ebe0a9067699",
   "project": "LangChain",
   "repository": "https://github.com/langchain-ai/langchain",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# I Tried 27 Multi\u2011Agent Tools in 2025 \u2014 These Are the Top 5",
    "## #5. LangChain: The Foundational Toolkit",
    "Let\u2019s start with the OG. While not a \u201cmulti-agent system\u201d out of the box, [**LangChain**](https://github.com/langchain-ai/langchain) is the bedrock upon which many of these systems are built."
   ],
   "repository_evidence": [
    "# I Tried 27 Multi\u2011Agent Tools in 2025 \u2014 These Are the Top 5",
    "## #5. LangChain: The Foundational Toolkit",
    "Let\u2019s start with the OG. While not a \u201cmulti-agent system\u201d out of the box, [**LangChain**](https://github.com/langchain-ai/langchain) is the bedrock upon which many of these systems are built."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://medium.com/@billxu_atoms/i-tried-27-multi-agent-tools-in-2025-these-are-the-top-5-ebe0a9067699",
   "project": "AutoGen",
   "repository": "https://github.com/microsoft/autogen",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# I Tried 27 Multi\u2011Agent Tools in 2025 \u2014 These Are the Top 5",
    "## #4. AutoGen: The Research Powerhouse from Microsoft",
    "Backed by Microsoft Research, [**AutoGen**](https://github.com/microsoft/autogen) is a powerful and highly customizable framework for creating complex conversations between multiple agents."
   ],
   "repository_evidence": [
    "# I Tried 27 Multi\u2011Agent Tools in 2025 \u2014 These Are the Top 5",
    "## #4. AutoGen: The Research Powerhouse from Microsoft",
    "Backed by Microsoft Research, [**AutoGen**](https://github.com/microsoft/autogen) is a powerful and highly customizable framework for creating complex conversations between multiple agents."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://medium.com/@billxu_atoms/i-tried-27-multi-agent-tools-in-2025-these-are-the-top-5-ebe0a9067699",
   "project": "LangGraph",
   "repository": "https://github.com/langchain-ai/langgraph",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# I Tried 27 Multi\u2011Agent Tools in 2025 \u2014 These Are the Top 5",
    "## #3. LangGraph: The Evolution for Stateful Agents",
    "That\u2019s the problem [**LangGraph**](https://github.com/langchain-ai/langgraph) was built to solve."
   ],
   "repository_evidence": [
    "# I Tried 27 Multi\u2011Agent Tools in 2025 \u2014 These Are the Top 5",
    "## #3. LangGraph: The Evolution for Stateful Agents",
    "That\u2019s the problem [**LangGraph**](https://github.com/langchain-ai/langgraph) was built to solve."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://medium.com/@billxu_atoms/i-tried-27-multi-agent-tools-in-2025-these-are-the-top-5-ebe0a9067699",
   "project": "MetaGPT",
   "repository": "https://github.com/FoundationAgents/MetaGPT",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# I Tried 27 Multi\u2011Agent Tools in 2025 \u2014 These Are the Top 5",
    "## #2. MetaGPT: The Virtual Software Company",
    "This is where things get really interesting."
   ],
   "repository_evidence": [
    "# I Tried 27 Multi\u2011Agent Tools in 2025 \u2014 These Are the Top 5",
    "## #2. MetaGPT: The Virtual Software Company",
    "[**MetaGPT**](https://github.com/FoundationAgents/MetaGPT) isn\u2019t just a framework for making agents talk; it\u2019s a framework that encodes the Standard Operating Procedures (SOPs) of an entire software company into a multi-agent system."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://medium.com/@billxu_atoms/i-tried-27-multi-agent-tools-in-2025-these-are-the-top-5-ebe0a9067699",
   "project": "MetaGPT X",
   "repository": "https://mgx.dev/",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# I Tried 27 Multi\u2011Agent Tools in 2025 \u2014 These Are the Top 5",
    "## #1. MetaGPT X: The Multi-Agent Product",
    "[**MetaGPT X**](https://mgx.dev/) takes the revolutionary \u201cvirtual software company\u201d concept from the MetaGPT framework and packages it into a polished, accessible platform."
   ],
   "repository_evidence": [
    "# I Tried 27 Multi\u2011Agent Tools in 2025 \u2014 These Are the Top 5",
    "## #1. MetaGPT X: The Multi-Agent Product",
    "[**MetaGPT X**](https://mgx.dev/) takes the revolutionary \u201cvirtual software company\u201d concept from the MetaGPT framework and packages it into a polished, accessible platform."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://aie-sf.com/ai-agent-tools-list",
   "project": "Ailice",
   "repository": "https://github.com/myshell-ai/Ailice",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "\u2714\ufe0f Ailice ([https://github.com/myshell-ai/Ailice](https://github.com/myshell-ai/Ailice))"
   ],
   "repository_evidence": [
    "\u2714\ufe0f Ailice ([https://github.com/myshell-ai/Ailice](https://github.com/myshell-ai/Ailice))"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://aie-sf.com/ai-agent-tools-list",
   "project": "Codel",
   "repository": "https://github.com/semanser/codel",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "\u2714\ufe0f Codel ([https://github.com/semanser/codel](https://github.com/semanser/codel))"
   ],
   "repository_evidence": [
    "\u2714\ufe0f Codel ([https://github.com/semanser/codel](https://github.com/semanser/codel))"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://aie-sf.com/ai-agent-tools-list",
   "project": "SWE-Agent",
   "repository": "https://github.com/princeton-nlp/swe-agent",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "\u2714\ufe0f SWE-Agent ([https://github.com/princeton-nlp/swe-agent](https://github.com/princeton-nlp/swe-agent))"
   ],
   "repository_evidence": [
    "\u2714\ufe0f SWE-Agent ([https://github.com/princeton-nlp/swe-agent](https://github.com/princeton-nlp/swe-agent))"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://aie-sf.com/ai-agent-tools-list",
   "project": "Adala",
   "repository": "https://github.com/HumanSignal/Adala",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "\u2714\ufe0f Adala ([https://github.com/HumanSignal/Adala](https://github.com/HumanSignal/Adala))"
   ],
   "repository_evidence": [
    "\u2714\ufe0f Adala ([https://github.com/HumanSignal/Adala](https://github.com/HumanSignal/Adala))"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://aie-sf.com/ai-agent-tools-list",
   "project": "AutoAgents",
   "repository": "https://github.com/Link-AGI/AutoAgents",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "\u2714\ufe0f AutoAgents ([https://github.com/Link-AGI/AutoAgents](https://github.com/Link-AGI/AutoAgents))"
   ],
   "repository_evidence": [
    "\u2714\ufe0f AutoAgents ([https://github.com/Link-AGI/AutoAgents](https://github.com/Link-AGI/AutoAgents))"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://aie-sf.com/ai-agent-tools-list",
   "project": "Baby agi",
   "repository": "https://github.com/yoheinakajima/babyagi",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "\u2714\ufe0f Baby agi ([https://github.com/yoheinakajima/babyagi](https://github.com/yoheinakajima/babyagi))"
   ],
   "repository_evidence": [
    "\u2714\ufe0f Baby agi ([https://github.com/yoheinakajima/babyagi](https://github.com/yoheinakajima/babyagi))"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://aie-sf.com/ai-agent-tools-list",
   "project": "lagent",
   "repository": "https://github.com/InternLM/lagent?tab=readme-ov-file",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "\u2714\ufe0f lagent ([https://github.com/InternLM/lagent?tab=readme-ov-file](https://github.com/InternLM/lagent?tab=readme-ov-file))"
   ],
   "repository_evidence": [
    "\u2714\ufe0f lagent ([https://github.com/InternLM/lagent?tab=readme-ov-file](https://github.com/InternLM/lagent?tab=readme-ov-file))"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://aie-sf.com/ai-agent-tools-list",
   "project": "MemGPT",
   "repository": "https://github.com/cpacker/MemGPT",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "\u2714\ufe0f MemGPT ([https://github.com/cpacker/MemGPT](https://github.com/cpacker/MemGPT))"
   ],
   "repository_evidence": [
    "\u2714\ufe0f MemGPT ([https://github.com/cpacker/MemGPT](https://github.com/cpacker/MemGPT))"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://aie-sf.com/ai-agent-tools-list",
   "project": "MiniAGI",
   "repository": "https://github.com/muellerberndt/mini-agi",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "\u2714\ufe0f MiniAGI ([https://github.com/muellerberndt/mini-agi](https://github.com/muellerberndt/mini-agi))"
   ],
   "repository_evidence": [
    "\u2714\ufe0f MiniAGI ([https://github.com/muellerberndt/mini-agi](https://github.com/muellerberndt/mini-agi))"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://aie-sf.com/ai-agent-tools-list",
   "project": "Qwen",
   "repository": "https://github.com/QwenLM/Qwen-Agent",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "\u2714\ufe0f Qwen ([https://github.com/QwenLM/Qwen-Agent](https://github.com/QwenLM/Qwen-Agent))"
   ],
   "repository_evidence": [
    "\u2714\ufe0f Qwen ([https://github.com/QwenLM/Qwen-Agent](https://github.com/QwenLM/Qwen-Agent))"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://aie-sf.com/ai-agent-tools-list",
   "project": "SlashGPT",
   "repository": "https://github.com/receptron/SlashGPT/tree/main",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "\u2714\ufe0f SlashGPT ([https://github.com/receptron/SlashGPT/tree/main](https://github.com/receptron/SlashGPT/tree/main))"
   ],
   "repository_evidence": [
    "\u2714\ufe0f SlashGPT ([https://github.com/receptron/SlashGPT/tree/main](https://github.com/receptron/SlashGPT/tree/main))"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://aie-sf.com/ai-agent-tools-list",
   "project": "Xagents",
   "repository": "https://github.com/OpenBMB/XAgent",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "\u2714\ufe0f Xagents ([https://github.com/OpenBMB/XAgent](https://github.com/OpenBMB/XAgent))"
   ],
   "repository_evidence": [
    "\u2714\ufe0f Xagents ([https://github.com/OpenBMB/XAgent](https://github.com/OpenBMB/XAgent))"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://aie-sf.com/ai-agent-tools-list",
   "project": "Agency Swarm",
   "repository": "https://vrsen.github.io/agency-swarm/",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "\u2714\ufe0f Agency Swarm ([https://vrsen.github.io/agency-swarm/](https://vrsen.github.io/agency-swarm/))"
   ],
   "repository_evidence": [
    "\u2714\ufe0f Agency Swarm ([https://vrsen.github.io/agency-swarm/](https://vrsen.github.io/agency-swarm/))"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://aie-sf.com/ai-agent-tools-list",
   "project": "AgentForge",
   "repository": "https://github.com/DataBassGit/AgentForge",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "\u2714\ufe0f AgentForge ([https://github.com/DataBassGit/AgentForge](https://github.com/DataBassGit/AgentForge))"
   ],
   "repository_evidence": [
    "\u2714\ufe0f AgentForge ([https://github.com/DataBassGit/AgentForge](https://github.com/DataBassGit/AgentForge))"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://aie-sf.com/ai-agent-tools-list",
   "project": "AgentVerse",
   "repository": "https://github.com/OpenBMB/AgentVerse",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "\u2714\ufe0f AgentVerse ([https://github.com/OpenBMB/AgentVerse](https://github.com/OpenBMB/AgentVerse))"
   ],
   "repository_evidence": [
    "\u2714\ufe0f AgentVerse ([https://github.com/OpenBMB/AgentVerse](https://github.com/OpenBMB/AgentVerse))"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://aie-sf.com/ai-agent-tools-list",
   "project": "AI legion",
   "repository": "https://github.com/eumemic/ai-legion",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "\u2714\ufe0f AI legion ([https://github.com/eumemic/ai-legion](https://github.com/eumemic/ai-legion))"
   ],
   "repository_evidence": [
    "\u2714\ufe0f AI legion ([https://github.com/eumemic/ai-legion](https://github.com/eumemic/ai-legion))"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://aie-sf.com/ai-agent-tools-list",
   "project": "Al Waves",
   "repository": "https://github.com/aiwaves-cn/agents",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "\u2714\ufe0f Al Waves ([https://github.com/aiwaves-cn/agents](https://github.com/aiwaves-cn/agents))"
   ],
   "repository_evidence": [
    "\u2714\ufe0f Al Waves ([https://github.com/aiwaves-cn/agents](https://github.com/aiwaves-cn/agents))"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://aie-sf.com/ai-agent-tools-list",
   "project": "ChatDev",
   "repository": "https://github.com/OpenBMB/ChatDev",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "\u2714\ufe0f ChatDev ([https://github.com/OpenBMB/ChatDev](https://github.com/OpenBMB/ChatDev))"
   ],
   "repository_evidence": [
    "\u2714\ufe0f ChatDev ([https://github.com/OpenBMB/ChatDev](https://github.com/OpenBMB/ChatDev))"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://aie-sf.com/ai-agent-tools-list",
   "project": "Internet of Agents",
   "repository": "https://github.com/OpenBMB/IoA?tab=readme-ov-file",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "\u2714\ufe0f Internet of Agents ([https://github.com/OpenBMB/IoA?tab=readme-ov-file](https://github.com/OpenBMB/IoA?tab=readme-ov-file))"
   ],
   "repository_evidence": [
    "\u2714\ufe0f Internet of Agents ([https://github.com/OpenBMB/IoA?tab=readme-ov-file](https://github.com/OpenBMB/IoA?tab=readme-ov-file))"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://aie-sf.com/ai-agent-tools-list",
   "project": "IX",
   "repository": "https://github.com/kreneskyp/ix",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "\u2714\ufe0f IX ([https://github.com/kreneskyp/ix](https://github.com/kreneskyp/ix))"
   ],
   "repository_evidence": [
    "\u2714\ufe0f IX ([https://github.com/kreneskyp/ix](https://github.com/kreneskyp/ix))"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://aie-sf.com/ai-agent-tools-list",
   "project": "MetaGPT",
   "repository": "https://github.com/geekan/MetaGPT",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "\u2714\ufe0f MetaGPT ([https://github.com/geekan/MetaGPT](https://github.com/geekan/MetaGPT))"
   ],
   "repository_evidence": [
    "\u2714\ufe0f MetaGPT ([https://github.com/geekan/MetaGPT](https://github.com/geekan/MetaGPT))"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://aie-sf.com/ai-agent-tools-list",
   "project": "Sibyl",
   "repository": "https://github.com/Ag2S1/Sibyl-System",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "\u2714\ufe0f Sibyl ([https://github.com/Ag2S1/Sibyl-System](https://github.com/Ag2S1/Sibyl-System))"
   ],
   "repository_evidence": [
    "\u2714\ufe0f Sibyl ([https://github.com/Ag2S1/Sibyl-System](https://github.com/Ag2S1/Sibyl-System))"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://aie-sf.com/ai-agent-tools-list",
   "project": "Gimlet",
   "repository": "https://github.com/gimlet-ai/tddGPT",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "\u2714\ufe0f Gimlet ([https://github.com/gimlet-ai/tddGPT](https://github.com/gimlet-ai/tddGPT))"
   ],
   "repository_evidence": [
    "\u2714\ufe0f Gimlet ([https://github.com/gimlet-ai/tddGPT](https://github.com/gimlet-ai/tddGPT))"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://vectorize.io/articles/hindsight-vs-letta",
   "project": "Hindsight",
   "repository": null,
   "stars": "4000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Hindsight vs Letta (MemGPT): Agent Memory Compared (2026)",
    "Two that show up in nearly every evaluation: [Hindsight](https://hindsight.vectorize.io) and [Letta](https://www.letta.com) (formerly MemGPT).",
    "Hindsight vs Letta: Quick Comparison",
    "| | **Hindsight** | **Letta (MemGPT)** |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "Hindsight vs Letta (MemGPT): Agent Memory Compared (2026)",
    "Hindsight vs Letta: Quick Comparison",
    "| | **Hindsight** | **Letta (MemGPT)** |",
    "| **GitHub stars** | ~4K (growing fast) | ~21K |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://vectorize.io/articles/hindsight-vs-letta",
   "project": "Letta",
   "repository": null,
   "stars": "21000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Hindsight vs Letta (MemGPT): Agent Memory Compared (2026)",
    "Two that show up in nearly every evaluation: [Hindsight](https://hindsight.vectorize.io) and [Letta](https://www.letta.com) (formerly MemGPT).",
    "Hindsight vs Letta: Quick Comparison",
    "| | **Hindsight** | **Letta (MemGPT)** |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "Hindsight vs Letta (MemGPT): Agent Memory Compared (2026)",
    "Hindsight vs Letta: Quick Comparison",
    "| | **Hindsight** | **Letta (MemGPT)** |",
    "| **GitHub stars** | ~4K (growing fast) | ~21K |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://airesponsibly.substack.com/p/open-source-ai-coding-agents-a-survey",
   "project": "OpenHands",
   "repository": "https://github.com/All-Hands-AI",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Open-Source Coding Agents: A Survey",
    "This report surveys several leading projects including OpenHands, Aider, Continue, OpenDevin, SWE-agent, and Cody.",
    "## OpenHands (All Hands AI)",
    "OpenHands is an open-source platform for \u201cAI software development agents for everyone, in the open,\u201d maintained by [All Hands AI](https://github.com/All-Hands-AI)."
   ],
   "repository_evidence": [
    "# Open-Source Coding Agents: A Survey",
    "This report surveys several leading projects including OpenHands, Aider, Continue, OpenDevin, SWE-agent, and Cody.",
    "## OpenHands (All Hands AI)",
    "OpenHands is an open-source platform for \u201cAI software development agents for everyone, in the open,\u201d maintained by [All Hands AI](https://github.com/All-Hands-AI)."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://airesponsibly.substack.com/p/open-source-ai-coding-agents-a-survey",
   "project": "Aider",
   "repository": "https://github.com/Aider-AI/aider",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Open-Source Coding Agents: A Survey",
    "This report surveys several leading projects including OpenHands, Aider, Continue, OpenDevin, SWE-agent, and Cody.",
    "## Aider (Terminal AI Pair Programmer)",
    "[Aider](https://github.com/Aider-AI/aider) is a terminal-based AI pair programmer that works against your local repo and integrates tightly with Git."
   ],
   "repository_evidence": [
    "# Open-Source Coding Agents: A Survey",
    "This report surveys several leading projects including OpenHands, Aider, Continue, OpenDevin, SWE-agent, and Cody.",
    "## Aider (Terminal AI Pair Programmer)",
    "[Aider](https://github.com/Aider-AI/aider) is a terminal-based AI pair programmer that works against your local repo and integrates tightly with Git."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://airesponsibly.substack.com/p/open-source-ai-coding-agents-a-survey",
   "project": "Continue",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Open-Source Coding Agents: A Survey",
    "This report surveys several leading projects including OpenHands, Aider, Continue, OpenDevin, SWE-agent, and Cody.",
    "## Continue (open-source AI code agent for VS Code)",
    "[Continue](https://marketplace.visualstudio.com/items?itemName=Continue.continue) is an open-source AI code agent that runs inside VS Code and other IDEs, providing chat, inline edits, and autocomplete under the Apache 2.0 license."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://airesponsibly.substack.com/p/open-source-ai-coding-agents-a-survey",
   "project": "OpenDevin",
   "repository": "https://github.com/AI-App/OpenDevin.OpenDevin",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Open-Source Coding Agents: A Survey",
    "This report surveys several leading projects including OpenHands, Aider, Continue, OpenDevin, SWE-agent, and Cody.",
    "## OpenDevin (Autonomous AI Software Engineer)",
    "[OpenDevin](https://github.com/AI-App/OpenDevin.OpenDevin) is an open-source project that aims to replicate Devin, an autonomous AI software engineer capable of handling complex engineering tasks."
   ],
   "repository_evidence": [
    "# Open-Source Coding Agents: A Survey",
    "This report surveys several leading projects including OpenHands, Aider, Continue, OpenDevin, SWE-agent, and Cody.",
    "## OpenDevin (Autonomous AI Software Engineer)",
    "[OpenDevin](https://github.com/AI-App/OpenDevin.OpenDevin) is an open-source project that aims to replicate Devin, an autonomous AI software engineer capable of handling complex engineering tasks."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://airesponsibly.substack.com/p/open-source-ai-coding-agents-a-survey",
   "project": "SWE-agent",
   "repository": "https://github.com/SWE-agent/SWE-agent",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Open-Source Coding Agents: A Survey",
    "This report surveys several leading projects including OpenHands, Aider, Continue, OpenDevin, SWE-agent, and Cody.",
    "## SWE-agent (Autonomous GitHub Issue Fixer & Research Platform)",
    "[SWE-agent](https://github.com/SWE-agent/SWE-agent) is an open-source agent framework that enables an LLM of your choice to autonomously fix GitHub issues, find vulnerabilities, or perform other custom tasks in real repositories."
   ],
   "repository_evidence": [
    "# Open-Source Coding Agents: A Survey",
    "This report surveys several leading projects including OpenHands, Aider, Continue, OpenDevin, SWE-agent, and Cody.",
    "## SWE-agent (Autonomous GitHub Issue Fixer & Research Platform)",
    "[SWE-agent](https://github.com/SWE-agent/SWE-agent) is an open-source agent framework that enables an LLM of your choice to autonomously fix GitHub issues, find vulnerabilities, or perform other custom tasks in real repositories."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://airesponsibly.substack.com/p/open-source-ai-coding-agents-a-survey",
   "project": "Cody",
   "repository": "https://github.com/sourcegraph/cody-public-snapshot",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Open-Source Coding Agents: A Survey",
    "This report surveys several leading projects including OpenHands, Aider, Continue, OpenDevin, SWE-agent, and Cody.",
    "## Cody (Sourcegraph\u2019s Open-Source Coding Assistant)",
    "Cody is Sourcegraph\u2019s AI coding assistant; its core assistant code has been open-sourced under the Apache 2.0 license ([Cody blog](https://sourcegraph.com/blog/open-sourcing-cody), [repo](https://github.com/sourcegraph/cody-public-snapshot))."
   ],
   "repository_evidence": [
    "# Open-Source Coding Agents: A Survey",
    "This report surveys several leading projects including OpenHands, Aider, Continue, OpenDevin, SWE-agent, and Cody.",
    "## Cody (Sourcegraph\u2019s Open-Source Coding Assistant)",
    "Cody is Sourcegraph\u2019s AI coding assistant; its core assistant code has been open-sourced under the Apache 2.0 license ([Cody blog](https://sourcegraph.com/blog/open-sourcing-cody), [repo](https://github.com/sourcegraph/cody-public-snapshot))."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://skillpack.co/problems/web-browsing",
   "project": "Browser Use",
   "repository": null,
   "stars": "81000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Web Browsing / Browser Automation",
    "1\n\nBrowser Use76",
    "Browser Use gives the LLM full control (re-reasons every step)."
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "Web Browsing / Browser Automation",
    "81K stars, 1M+ weekly PyPI downloads. 89.1% WebVoyager (Steel.dev). YC W25 + SOC 2 Type II. Cloud product at $30/mo, own cost-optimized model (BU-30B). The gap to #2 is enormous: 4x stars, 6x downloads vs next autonomous agent."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://skillpack.co/problems/web-browsing",
   "project": "Chrome DevTools MCP",
   "repository": null,
   "stars": "30300",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Web Browsing / Browser Automation",
    "2\n\nChrome DevTools MCP92",
    "Chrome DevTools MCP wins on Chrome debugging (Web Vitals, CPU emulation, performance traces), HN engagement (599 vs 181 pts), and has slightly more stars (30.3K vs 29.3K)."
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "Web Browsing / Browser Automation",
    "Chrome DevTools MCP wins on Chrome debugging (Web Vitals, CPU emulation, performance traces), HN engagement (599 vs 181 pts), and has slightly more stars (30.3K vs 29.3K)."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://skillpack.co/problems/web-browsing",
   "project": "Playwright MCP",
   "repository": null,
   "stars": "29300",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Web Browsing / Browser Automation",
    "3\n\nPlaywright MCP93",
    "Playwright MCP wins on cross-browser (Firefox, Safari, WebKit), raw downloads (1.38M vs 423K), and battle-tested maturity."
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "Web Browsing / Browser Automation",
    "Chrome DevTools MCP wins on Chrome debugging (Web Vitals, CPU emulation, performance traces), HN engagement (599 vs 181 pts), and has slightly more stars (30.3K vs 29.3K)."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://skillpack.co/problems/web-browsing",
   "project": "Stagehand",
   "repository": "https://github.com/browserbase/stagehand",
   "stars": "21600",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Web Browsing / Browser Automation",
    "4\n\nStagehand90",
    "Browser UsevsStagehand"
   ],
   "repository_evidence": [
    "Web Browsing / Browser Automation",
    "[Stagehand promoted to #4, Vercel Agent Browser demoted to #5](https://github.com/browserbase/stagehand)"
   ],
   "stars_evidence": [
    "Web Browsing / Browser Automation",
    "21.6K stars, 555K weekly npm downloads (higher than Chrome DevTools MCP)."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://skillpack.co/problems/web-browsing",
   "project": "Vercel Agent Browser",
   "repository": null,
   "stars": "23600",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Web Browsing / Browser Automation",
    "5\n\nVercel Agent Browser88",
    "Vercel Agent BrowservsPlaywright MCP"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "Web Browsing / Browser Automation",
    "23.6K stars, 284K weekly npm downloads."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://skillpack.co/problems/web-browsing",
   "project": "Skyvern",
   "repository": null,
   "stars": "21000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Web Browsing / Browser Automation",
    "6\n\nSkyvern90",
    "Browser UsevsSkyvern"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "Web Browsing / Browser Automation",
    "20.9K stars. YC S23. Strongest cumulative HN presence: 1,107 pts / 477 comments across 8 threads over 2 years. 422-point peak (highest standalone launch). Vision-LLM handles never-before-seen websites. Enterprise features (CAPTCHA, 2FA, proxy, geo-targeting)."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://skillpack.co/problems/web-browsing",
   "project": "BrowserOS / Nxtscape",
   "repository": "https://github.com/nxtscape/nxtscape",
   "stars": "10000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Web Browsing / Browser Automation",
    "7\n\nBrowserOS / Nxtscape82",
    "[BrowserOS / Nxtscape crosses 10K stars \u2014 promoted to #7](https://github.com/nxtscape/nxtscape)"
   ],
   "repository_evidence": [
    "Web Browsing / Browser Automation",
    "[BrowserOS / Nxtscape crosses 10K stars \u2014 promoted to #7](https://github.com/nxtscape/nxtscape)"
   ],
   "stars_evidence": [
    "Web Browsing / Browser Automation",
    "10K+ stars (just crossed threshold). YC S24. 314 HN pts / 206 comments \u2014 strong organic engagement. 12 built-in AI skills. Supports 11+ providers including Ollama for local models. 47 releases in ~10 months. Available on macOS, Windows, Linux."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://skillpack.co/problems/web-browsing",
   "project": "Lightpanda",
   "repository": null,
   "stars": "22000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Web Browsing / Browser Automation",
    "8\n\nLightpanda84",
    "Below the cut line"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "Web Browsing / Browser Automation",
    "22K+ stars. 11x faster, 9x less memory vs Chrome headless. Three HN threads (combined 700+ pts, 467 comments). Zig-based, CDP-compatible. Now has MCP server (gomcp)."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://skillpack.co/problems/web-browsing",
   "project": "Vibium",
   "repository": "https://github.com/VibiumDev/vibium",
   "stars": "2700",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Web Browsing / Browser Automation",
    "9\n\nVibium74",
    "[Vibium (2.7K stars, 443 HN pts from Selenium creator) \u2014 promote at 5K stars](https://github.com/VibiumDev/vibium)"
   ],
   "repository_evidence": [
    "Web Browsing / Browser Automation",
    "[Vibium (2.7K stars, 443 HN pts from Selenium creator) \u2014 promote at 5K stars](https://github.com/VibiumDev/vibium)"
   ],
   "stars_evidence": [
    "Web Browsing / Browser Automation",
    "[Vibium (2.7K stars, 443 HN pts from Selenium creator) \u2014 promote at 5K stars](https://github.com/VibiumDev/vibium)"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://tinyagents.dev/vs/agno-vs-flue",
   "project": "Agno",
   "repository": "https://github.com/agno-agi/agno",
   "stars": "39200",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Agno vs Flue: Which Agent Framework to Use?",
    "### Agno",
    "[github.com/agno-agi/agno\u2192](https://github.com/agno-agi/agno)"
   ],
   "repository_evidence": [
    "# Agno vs Flue: Which Agent Framework to Use?",
    "### Agno",
    "[github.com/agno-agi/agno\u2192](https://github.com/agno-agi/agno)"
   ],
   "stars_evidence": [
    "# Agno vs Flue: Which Agent Framework to Use?",
    "### Agno",
    "GitHub Stars",
    "39.2k"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://tinyagents.dev/vs/agno-vs-flue",
   "project": "Flue",
   "repository": "https://github.com/withastro/flue",
   "stars": "2400",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Agno vs Flue: Which Agent Framework to Use?",
    "### Flue",
    "[github.com/withastro/flue\u2192](https://github.com/withastro/flue)"
   ],
   "repository_evidence": [
    "# Agno vs Flue: Which Agent Framework to Use?",
    "### Flue",
    "[github.com/withastro/flue\u2192](https://github.com/withastro/flue)"
   ],
   "stars_evidence": [
    "# Agno vs Flue: Which Agent Framework to Use?",
    "### Flue",
    "GitHub Stars",
    "2.4k"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://aiartimind.com/can-openmanus-beat-manus-ai-benchmark-comparison-real-code-use-cases",
   "project": "OpenManus",
   "repository": "GitHub",
   "stars": "16000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Can OpenManus Beat Manus AI? Benchmark Comparison, Real Code & Use Cases",
    "**OpenManus** emerged just hours later, developed and released by contributors from the MetaGPT community.",
    "While Manus AI adopted an exclusive invite-only model, driving beta access codes as high as **$13,900** on secondary markets (MIT Technology Review, 2025), OpenManus was made freely available on GitHub and quickly accumulated **16,000+ stars**."
   ],
   "repository_evidence": [
    "Can OpenManus Beat Manus AI? Benchmark Comparison, Real Code & Use Cases",
    "While Manus AI adopted an exclusive invite-only model, driving beta access codes as high as **$13,900** on secondary markets (MIT Technology Review, 2025), OpenManus was made freely available on GitHub and quickly accumulated **16,000+ stars**."
   ],
   "stars_evidence": [
    "Can OpenManus Beat Manus AI? Benchmark Comparison, Real Code & Use Cases",
    "While Manus AI adopted an exclusive invite-only model, driving beta access codes as high as **$13,900** on secondary markets (MIT Technology Review, 2025), OpenManus was made freely available on GitHub and quickly accumulated **16,000+ stars**."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://rulesell.com/topic/rag-frameworks",
   "project": "LangChain",
   "repository": "https://github.com/langchain-ai/langchain",
   "stars": "105000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Topic \u00b7 A4",
    "RAG Framework Picker: LangChain, LlamaIndex, DSPy, Haystack, RAGFlow",
    "LangChain \u2014 105,000 stars, the default"
   ],
   "repository_evidence": [
    "Topic \u00b7 A4",
    "RAG Framework Picker: LangChain, LlamaIndex, DSPy, Haystack, RAGFlow",
    "LangChain. [langchain-ai/langchain repository](https://github.com/langchain-ai/langchain)."
   ],
   "stars_evidence": [
    "Topic \u00b7 A4",
    "RAG Framework Picker: LangChain, LlamaIndex, DSPy, Haystack, RAGFlow",
    "LangChain \u2014 105,000 stars, the default"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://rulesell.com/topic/rag-frameworks",
   "project": "LlamaIndex",
   "repository": "https://github.com/run-llama/llama_index",
   "stars": "40800",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Topic \u00b7 A4",
    "RAG Framework Picker: LangChain, LlamaIndex, DSPy, Haystack, RAGFlow",
    "LlamaIndex \u2014 40,800 stars, the retrieval-quality choice"
   ],
   "repository_evidence": [
    "Topic \u00b7 A4",
    "RAG Framework Picker: LangChain, LlamaIndex, DSPy, Haystack, RAGFlow",
    "LlamaIndex. [run-llama/llama_index repository](https://github.com/run-llama/llama_index)."
   ],
   "stars_evidence": [
    "Topic \u00b7 A4",
    "RAG Framework Picker: LangChain, LlamaIndex, DSPy, Haystack, RAGFlow",
    "LlamaIndex \u2014 40,800 stars, the retrieval-quality choice"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://rulesell.com/topic/rag-frameworks",
   "project": "DSPy",
   "repository": "https://github.com/stanfordnlp/dspy",
   "stars": "23000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Topic \u00b7 A4",
    "RAG Framework Picker: LangChain, LlamaIndex, DSPy, Haystack, RAGFlow",
    "DSPy \u2014 23,000 stars, programmatic prompt optimization"
   ],
   "repository_evidence": [
    "Topic \u00b7 A4",
    "RAG Framework Picker: LangChain, LlamaIndex, DSPy, Haystack, RAGFlow",
    "DSPy. [stanfordnlp/dspy repository](https://github.com/stanfordnlp/dspy)."
   ],
   "stars_evidence": [
    "Topic \u00b7 A4",
    "RAG Framework Picker: LangChain, LlamaIndex, DSPy, Haystack, RAGFlow",
    "DSPy \u2014 23,000 stars, programmatic prompt optimization"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://rulesell.com/topic/rag-frameworks",
   "project": "Haystack",
   "repository": "https://github.com/deepset-ai/haystack",
   "stars": "20200",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Topic \u00b7 A4",
    "RAG Framework Picker: LangChain, LlamaIndex, DSPy, Haystack, RAGFlow",
    "Haystack \u2014 20,200 stars, the enterprise pick"
   ],
   "repository_evidence": [
    "Topic \u00b7 A4",
    "RAG Framework Picker: LangChain, LlamaIndex, DSPy, Haystack, RAGFlow",
    "Haystack. [deepset-ai/haystack repository](https://github.com/deepset-ai/haystack)."
   ],
   "stars_evidence": [
    "Topic \u00b7 A4",
    "RAG Framework Picker: LangChain, LlamaIndex, DSPy, Haystack, RAGFlow",
    "Haystack \u2014 20,200 stars, the enterprise pick"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://rulesell.com/topic/rag-frameworks",
   "project": "RAGFlow",
   "repository": "https://github.com/infiniflow/ragflow",
   "stars": "48500",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Topic \u00b7 A4",
    "RAG Framework Picker: LangChain, LlamaIndex, DSPy, Haystack, RAGFlow",
    "RAGFlow \u2014 48,500 stars, the document-extraction choice"
   ],
   "repository_evidence": [
    "Topic \u00b7 A4",
    "RAG Framework Picker: LangChain, LlamaIndex, DSPy, Haystack, RAGFlow",
    "RAGFlow. [infiniflow/ragflow repository](https://github.com/infiniflow/ragflow)."
   ],
   "stars_evidence": [
    "Topic \u00b7 A4",
    "RAG Framework Picker: LangChain, LlamaIndex, DSPy, Haystack, RAGFlow",
    "RAGFlow \u2014 48,500 stars, the document-extraction choice"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://apirank.vip/tutorials/mem0-api-review",
   "project": "Mem0",
   "repository": "github.com/mem0ai/mem0",
   "stars": "61493",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Provider Review",
    "Mem0 is the memory layer that production AI agents reach for in 2026, and the one 60,000+ developers have starred on GitHub for adding long-term, personalized context to LLM applications without hand-rolling a vector store, fact-extraction pipeline, and forgetfulness filter."
   ],
   "repository_evidence": [
    "Provider Review",
    "The numbers come from the Mem0 pricing page (verified live 2026-07-23), the mem0ai/mem0 GitHub repository (last commit 2026-07-23), and the Mem0 documentation."
   ],
   "stars_evidence": [
    "Provider Review",
    "Verified on 2026-07-23, Mem0 is **the** open-source (Apache-2.0, 61,493 stars) memory layer behind customer-support bots that remember a returning user's last ticket, personal-assistant apps that recall dietary preferences across sessions, multi-character chat applications, and the new generation of agent frameworks (LangChain, LlamaIndex, CrewAI, AutoGen, Mastra) that treat memory as a first-class primitive."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/umutbozdag/agent-skills-manager",
   "project": "Agent Skills Manager",
   "repository": "https://github.com/umutbozdag/agent-skills-manager.git",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Agent Skills Manager",
    "**Agent Skills Manager** gives you a single dashboard to discover, view, edit, enable/disable, install, copy, move, and delete skills across all these locations."
   ],
   "repository_evidence": [
    "git clone https://github.com/umutbozdag/agent-skills-manager.git cd agent-skills-manager npm install"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://tinyfish.ai/blog/ai-browser-agents",
   "project": "tinyfish-cookbook",
   "repository": "https://github.com/tinyfish-io/tinyfish-cookbook",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Best AI Browser Agents in 2026: Compared by Use Case",
    "## **7. Building Your AI Browser Agent Stack**",
    "- **Cookbook:** [github.com/tinyfish-io/tinyfish-cookbook](https://github.com/tinyfish-io/tinyfish-cookbook)"
   ],
   "repository_evidence": [
    "Best AI Browser Agents in 2026: Compared by Use Case",
    "## **7. Building Your AI Browser Agent Stack**",
    "- **Cookbook:** [github.com/tinyfish-io/tinyfish-cookbook](https://github.com/tinyfish-io/tinyfish-cookbook)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://registry.metahub.ai/mcps/gpt-researcher",
   "project": "gpt-researcher",
   "repository": "https://github.com/assafelovic/gpt-researcher",
   "stars": "28139",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# gpt-researcher",
    "GPT Researcher is an autonomous agent designed for comprehensive online research on a variety of tasks."
   ],
   "repository_evidence": [
    "[View on GitHub](https://github.com/assafelovic/gpt-researcher/blob/HEAD/README.md)",
    "GPT Researcher is an autonomous agent designed for comprehensive online research on a variety of tasks."
   ],
   "stars_evidence": [
    "Stars",
    "28,139",
    "GPT Researcher is an autonomous agent designed for comprehensive online research on a variety of tasks."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://videofoot.xyz/observe/g28a-M4JRac/agent-gpt-deploy-autonomous-gpt-4-ai-agents-in-your-browser",
   "project": "AgentGPT",
   "repository": "https://github.com/reworkd/AgentGPT",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# AGENT GPT: Deploy Autonomous GPT 4 AI Agents in Your Browser",
    "Agent GPT Github : https://github.com/reworkd/AgentGPT"
   ],
   "repository_evidence": [
    "# AGENT GPT: Deploy Autonomous GPT 4 AI Agents in Your Browser",
    "Agent GPT Github : https://github.com/reworkd/AgentGPT"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://videofoot.xyz/observe/g28a-M4JRac/agent-gpt-deploy-autonomous-gpt-4-ai-agents-in-your-browser",
   "project": "Auto-GPT",
   "repository": "https://github.com/Torantulino/Auto-GPT",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# AGENT GPT: Deploy Autonomous GPT 4 AI Agents in Your Browser",
    "Autogpt Github : https://github.com/Torantulino/Auto-GPT"
   ],
   "repository_evidence": [
    "# AGENT GPT: Deploy Autonomous GPT 4 AI Agents in Your Browser",
    "Autogpt Github : https://github.com/Torantulino/Auto-GPT"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://videofoot.xyz/observe/g28a-M4JRac/agent-gpt-deploy-autonomous-gpt-4-ai-agents-in-your-browser",
   "project": "babyagi",
   "repository": "https://github.com/yoheinakajima/babyagi",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# AGENT GPT: Deploy Autonomous GPT 4 AI Agents in Your Browser",
    "Baby AGI Github Repo : https://github.com/yoheinakajima/babyagi"
   ],
   "repository_evidence": [
    "# AGENT GPT: Deploy Autonomous GPT 4 AI Agents in Your Browser",
    "Baby AGI Github Repo : https://github.com/yoheinakajima/babyagi"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://sotaverified.org/papers/ufo-a-ui-focused-agent-for-windows-os",
   "project": "UFO",
   "repository": "https://github.com/microsoft/UFO",
   "stars": "8213",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# UFO: A UI-Focused Agent for Windows OS Interaction",
    "We introduce UFO, an innovative UI-Focused agent to fulfill user requests tailored to applications on Windows OS, harnessing the capabilities of GPT-Vision."
   ],
   "repository_evidence": [
    "# UFO: A UI-Focused Agent for Windows OS Interaction",
    "- [github.com/microsoft/UFO](https://github.com/microsoft/UFO)"
   ],
   "stars_evidence": [
    "# UFO: A UI-Focused Agent for Windows OS Interaction",
    "- [github.com/microsoft/UFO](https://github.com/microsoft/UFO)\nOfficialIn papernone\u2605 8,213"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/i-am-bee/beeai-framework-ts-starter",
   "project": "BeeAI Framework",
   "repository": "https://github.com/i-am-bee/beeai-framework",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# \ud83d\udc1d BeeAI Framework Starter",
    "This starter template lets you quickly start working with the [BeeAI Framework](https://github.com/i-am-bee/beeai-framework) in a second."
   ],
   "repository_evidence": [
    "# \ud83d\udc1d BeeAI Framework Starter",
    "This starter template lets you quickly start working with the [BeeAI Framework](https://github.com/i-am-bee/beeai-framework) in a second."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://codersera.com/blog/run-open-manus-on-ubuntu-step-by-step-installation",
   "project": "OpenManus",
   "repository": "https://github.com/mannaandpoem/OpenManus.git",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "OpenManus is an open-source alternative to Manus AI, designed to provide similar capabilities through local deployment.",
    "OpenManus is an open-source AI agent inspired by the capabilities of Manus AI, developed by the MetaGPT community.",
    "# Run Open Manus on Ubuntu: Step by Step Installation"
   ],
   "repository_evidence": [
    "git clone https://github.com/mannaandpoem/OpenManus.git cd OpenManus",
    "# Run Open Manus on Ubuntu: Step by Step Installation",
    "### Method 1: Using UV (Recommended)",
    "**Clone Repository**"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://pypi.org/project/agent_os_kernel/2.0.2",
   "project": "Dify",
   "repository": "https://github.com/langgenius/dify-plugins/pull/2060",
   "stars": "65000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "### \ud83c\udfe2 Adopted By Leading AI Frameworks",
    "| Framework | Stars | Status | Link |",
    "| **Dify** | 65K \u2b50 | \u2705 Merged | [dify-plugins#2060](https://github.com/langgenius/dify-plugins/pull/2060) |"
   ],
   "repository_evidence": [
    "### \ud83c\udfe2 Adopted By Leading AI Frameworks",
    "| Framework | Stars | Status | Link |",
    "| **Dify** | 65K \u2b50 | \u2705 Merged | [dify-plugins#2060](https://github.com/langgenius/dify-plugins/pull/2060) |"
   ],
   "stars_evidence": [
    "### \ud83c\udfe2 Adopted By Leading AI Frameworks",
    "| Framework | Stars | Status | Link |",
    "| **Dify** | 65K \u2b50 | \u2705 Merged | [dify-plugins#2060](https://github.com/langgenius/dify-plugins/pull/2060) |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://pypi.org/project/agent_os_kernel/2.0.2",
   "project": "LlamaIndex",
   "repository": "https://github.com/run-llama/llama_index/pull/20644",
   "stars": "47000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "### \ud83c\udfe2 Adopted By Leading AI Frameworks",
    "| Framework | Stars | Status | Link |",
    "| **LlamaIndex** | 47K \u2b50 | \u2705 Merged | [llama_index#20644](https://github.com/run-llama/llama_index/pull/20644) |"
   ],
   "repository_evidence": [
    "### \ud83c\udfe2 Adopted By Leading AI Frameworks",
    "| Framework | Stars | Status | Link |",
    "| **LlamaIndex** | 47K \u2b50 | \u2705 Merged | [llama_index#20644](https://github.com/run-llama/llama_index/pull/20644) |"
   ],
   "stars_evidence": [
    "### \ud83c\udfe2 Adopted By Leading AI Frameworks",
    "| Framework | Stars | Status | Link |",
    "| **LlamaIndex** | 47K \u2b50 | \u2705 Merged | [llama_index#20644](https://github.com/run-llama/llama_index/pull/20644) |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://pypi.org/project/agent_os_kernel/2.0.2",
   "project": "Microsoft Agent-Lightning",
   "repository": "https://github.com/microsoft/agent-lightning/pull/478",
   "stars": "15000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "### \ud83c\udfe2 Adopted By Leading AI Frameworks",
    "| Framework | Stars | Status | Link |",
    "| **Microsoft Agent-Lightning** | 15K \u2b50 | \u2705 Merged | [agent-lightning#478](https://github.com/microsoft/agent-lightning/pull/478) |"
   ],
   "repository_evidence": [
    "### \ud83c\udfe2 Adopted By Leading AI Frameworks",
    "| Framework | Stars | Status | Link |",
    "| **Microsoft Agent-Lightning** | 15K \u2b50 | \u2705 Merged | [agent-lightning#478](https://github.com/microsoft/agent-lightning/pull/478) |"
   ],
   "stars_evidence": [
    "### \ud83c\udfe2 Adopted By Leading AI Frameworks",
    "| Framework | Stars | Status | Link |",
    "| **Microsoft Agent-Lightning** | 15K \u2b50 | \u2705 Merged | [agent-lightning#478](https://github.com/microsoft/agent-lightning/pull/478) |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://pypi.org/project/agent_os_kernel/2.0.2",
   "project": "LangGraph",
   "repository": "https://pypi.org/project/langgraph-trust/",
   "stars": "24000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "### \ud83c\udfe2 Adopted By Leading AI Frameworks",
    "| Framework | Stars | Status | Link |",
    "| **LangGraph** | 24K \u2b50 | \ud83d\udce6 Published on PyPI | [langgraph-trust](https://pypi.org/project/langgraph-trust/) |"
   ],
   "repository_evidence": [
    "### \ud83c\udfe2 Adopted By Leading AI Frameworks",
    "| Framework | Stars | Status | Link |",
    "| **LangGraph** | 24K \u2b50 | \ud83d\udce6 Published on PyPI | [langgraph-trust](https://pypi.org/project/langgraph-trust/) |"
   ],
   "stars_evidence": [
    "### \ud83c\udfe2 Adopted By Leading AI Frameworks",
    "| Framework | Stars | Status | Link |",
    "| **LangGraph** | 24K \u2b50 | \ud83d\udce6 Published on PyPI | [langgraph-trust](https://pypi.org/project/langgraph-trust/) |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://pypi.org/project/agent_os_kernel/2.0.2",
   "project": "OpenAI Agents SDK",
   "repository": "https://pypi.org/project/openai-agents-trust/",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "### \ud83c\udfe2 Adopted By Leading AI Frameworks",
    "| Framework | Stars | Status | Link |",
    "| **OpenAI Agents SDK** | \u2014 | \ud83d\udce6 Published on PyPI | [openai-agents-trust](https://pypi.org/project/openai-agents-trust/) |"
   ],
   "repository_evidence": [
    "### \ud83c\udfe2 Adopted By Leading AI Frameworks",
    "| Framework | Stars | Status | Link |",
    "| **OpenAI Agents SDK** | \u2014 | \ud83d\udce6 Published on PyPI | [openai-agents-trust](https://pypi.org/project/openai-agents-trust/) |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://pypi.org/project/agent_os_kernel/2.0.2",
   "project": "OpenClaw",
   "repository": "https://clawhub.ai/microsoft/agentmesh-governance",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "### \ud83c\udfe2 Adopted By Leading AI Frameworks",
    "| Framework | Stars | Status | Link |",
    "| **OpenClaw** | \u2014 | \ud83d\udce6 Published on ClawHub | [agentmesh-governance](https://clawhub.ai/microsoft/agentmesh-governance) |"
   ],
   "repository_evidence": [
    "### \ud83c\udfe2 Adopted By Leading AI Frameworks",
    "| Framework | Stars | Status | Link |",
    "| **OpenClaw** | \u2014 | \ud83d\udce6 Published on ClawHub | [agentmesh-governance](https://clawhub.ai/microsoft/agentmesh-governance) |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://pypi.org/project/agent_os_kernel/2.0.2",
   "project": "AutoGen",
   "repository": "https://github.com/microsoft/autogen/issues/7242",
   "stars": "54000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "**\ud83d\udccb Proposals under review at 10+ frameworks (click to expand)**",
    "| Framework | Stars | Proposal |",
    "| AutoGen | 54K \u2b50 | [microsoft/autogen#7242](https://github.com/microsoft/autogen/issues/7242) |"
   ],
   "repository_evidence": [
    "**\ud83d\udccb Proposals under review at 10+ frameworks (click to expand)**",
    "| Framework | Stars | Proposal |",
    "| AutoGen | 54K \u2b50 | [microsoft/autogen#7242](https://github.com/microsoft/autogen/issues/7242) |"
   ],
   "stars_evidence": [
    "**\ud83d\udccb Proposals under review at 10+ frameworks (click to expand)**",
    "| Framework | Stars | Proposal |",
    "| AutoGen | 54K \u2b50 | [microsoft/autogen#7242](https://github.com/microsoft/autogen/issues/7242) |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://pypi.org/project/agent_os_kernel/2.0.2",
   "project": "CrewAI",
   "repository": "https://github.com/crewAIInc/crewAI/issues/4502",
   "stars": "44000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "**\ud83d\udccb Proposals under review at 10+ frameworks (click to expand)**",
    "| Framework | Stars | Proposal |",
    "| CrewAI | 44K \u2b50 | [crewAIInc/crewAI#4502](https://github.com/crewAIInc/crewAI/issues/4502) |"
   ],
   "repository_evidence": [
    "**\ud83d\udccb Proposals under review at 10+ frameworks (click to expand)**",
    "| Framework | Stars | Proposal |",
    "| CrewAI | 44K \u2b50 | [crewAIInc/crewAI#4502](https://github.com/crewAIInc/crewAI/issues/4502) |"
   ],
   "stars_evidence": [
    "**\ud83d\udccb Proposals under review at 10+ frameworks (click to expand)**",
    "| Framework | Stars | Proposal |",
    "| CrewAI | 44K \u2b50 | [crewAIInc/crewAI#4502](https://github.com/crewAIInc/crewAI/issues/4502) |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://pypi.org/project/agent_os_kernel/2.0.2",
   "project": "Haystack",
   "repository": "https://github.com/deepset-ai/haystack/issues/10615",
   "stars": "22000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "**\ud83d\udccb Proposals under review at 10+ frameworks (click to expand)**",
    "| Framework | Stars | Proposal |",
    "| Haystack | 22K \u2b50 | [deepset-ai/haystack#10615](https://github.com/deepset-ai/haystack/issues/10615) |"
   ],
   "repository_evidence": [
    "**\ud83d\udccb Proposals under review at 10+ frameworks (click to expand)**",
    "| Framework | Stars | Proposal |",
    "| Haystack | 22K \u2b50 | [deepset-ai/haystack#10615](https://github.com/deepset-ai/haystack/issues/10615) |"
   ],
   "stars_evidence": [
    "**\ud83d\udccb Proposals under review at 10+ frameworks (click to expand)**",
    "| Framework | Stars | Proposal |",
    "| Haystack | 22K \u2b50 | [deepset-ai/haystack#10615](https://github.com/deepset-ai/haystack/issues/10615) |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://pypi.org/project/agent_os_kernel/2.0.2",
   "project": "Semantic Kernel",
   "repository": "https://github.com/microsoft/semantic-kernel/issues/13556",
   "stars": "27000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "**\ud83d\udccb Proposals under review at 10+ frameworks (click to expand)**",
    "| Framework | Stars | Proposal |",
    "| Semantic Kernel | 27K \u2b50 | [microsoft/semantic-kernel#13556](https://github.com/microsoft/semantic-kernel/issues/13556) |"
   ],
   "repository_evidence": [
    "**\ud83d\udccb Proposals under review at 10+ frameworks (click to expand)**",
    "| Framework | Stars | Proposal |",
    "| Semantic Kernel | 27K \u2b50 | [microsoft/semantic-kernel#13556](https://github.com/microsoft/semantic-kernel/issues/13556) |"
   ],
   "stars_evidence": [
    "**\ud83d\udccb Proposals under review at 10+ frameworks (click to expand)**",
    "| Framework | Stars | Proposal |",
    "| Semantic Kernel | 27K \u2b50 | [microsoft/semantic-kernel#13556](https://github.com/microsoft/semantic-kernel/issues/13556) |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://pypi.org/project/agent_os_kernel/2.0.2",
   "project": "smolagents",
   "repository": "https://github.com/huggingface/smolagents/issues/1989",
   "stars": "25000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "**\ud83d\udccb Proposals under review at 10+ frameworks (click to expand)**",
    "| Framework | Stars | Proposal |",
    "| smolagents | 25K \u2b50 | \u2705 Adapter built \u2014 [huggingface/smolagents#1989](https://github.com/huggingface/smolagents/issues/1989) |"
   ],
   "repository_evidence": [
    "**\ud83d\udccb Proposals under review at 10+ frameworks (click to expand)**",
    "| Framework | Stars | Proposal |",
    "| smolagents | 25K \u2b50 | \u2705 Adapter built \u2014 [huggingface/smolagents#1989](https://github.com/huggingface/smolagents/issues/1989) |"
   ],
   "stars_evidence": [
    "**\ud83d\udccb Proposals under review at 10+ frameworks (click to expand)**",
    "| Framework | Stars | Proposal |",
    "| smolagents | 25K \u2b50 | \u2705 Adapter built \u2014 [huggingface/smolagents#1989](https://github.com/huggingface/smolagents/issues/1989) |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://pypi.org/project/agent_os_kernel/2.0.2",
   "project": "LangGraph",
   "repository": "https://github.com/langchain-ai/langgraph/issues/6824",
   "stars": "24000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "**\ud83d\udccb Proposals under review at 10+ frameworks (click to expand)**",
    "| Framework | Stars | Proposal |",
    "| LangGraph | 24K \u2b50 | [langchain-ai/langgraph#6824](https://github.com/langchain-ai/langgraph/issues/6824) |"
   ],
   "repository_evidence": [
    "**\ud83d\udccb Proposals under review at 10+ frameworks (click to expand)**",
    "| Framework | Stars | Proposal |",
    "| LangGraph | 24K \u2b50 | [langchain-ai/langgraph#6824](https://github.com/langchain-ai/langgraph/issues/6824) |"
   ],
   "stars_evidence": [
    "**\ud83d\udccb Proposals under review at 10+ frameworks (click to expand)**",
    "| Framework | Stars | Proposal |",
    "| LangGraph | 24K \u2b50 | [langchain-ai/langgraph#6824](https://github.com/langchain-ai/langgraph/issues/6824) |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://pypi.org/project/agent_os_kernel/2.0.2",
   "project": "Google ADK",
   "repository": "https://github.com/google/adk-python/issues/4517",
   "stars": "18000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "**\ud83d\udccb Proposals under review at 10+ frameworks (click to expand)**",
    "| Framework | Stars | Proposal |",
    "| Google ADK | 18K \u2b50 | \u2705 Adapter built \u2014 [google/adk-python#4517](https://github.com/google/adk-python/issues/4517) |"
   ],
   "repository_evidence": [
    "**\ud83d\udccb Proposals under review at 10+ frameworks (click to expand)**",
    "| Framework | Stars | Proposal |",
    "| Google ADK | 18K \u2b50 | \u2705 Adapter built \u2014 [google/adk-python#4517](https://github.com/google/adk-python/issues/4517) |"
   ],
   "stars_evidence": [
    "**\ud83d\udccb Proposals under review at 10+ frameworks (click to expand)**",
    "| Framework | Stars | Proposal |",
    "| Google ADK | 18K \u2b50 | \u2705 Adapter built \u2014 [google/adk-python#4517](https://github.com/google/adk-python/issues/4517) |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://pypi.org/project/agent_os_kernel/2.0.2",
   "project": "PydanticAI",
   "repository": "https://github.com/pydantic/pydantic-ai/issues/4335",
   "stars": "15000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "**\ud83d\udccb Proposals under review at 10+ frameworks (click to expand)**",
    "| Framework | Stars | Proposal |",
    "| PydanticAI | 15K \u2b50 | \u2705 Adapter built \u2014 [pydantic/pydantic-ai#4335](https://github.com/pydantic/pydantic-ai/issues/4335) |"
   ],
   "repository_evidence": [
    "**\ud83d\udccb Proposals under review at 10+ frameworks (click to expand)**",
    "| Framework | Stars | Proposal |",
    "| PydanticAI | 15K \u2b50 | \u2705 Adapter built \u2014 [pydantic/pydantic-ai#4335](https://github.com/pydantic/pydantic-ai/issues/4335) |"
   ],
   "stars_evidence": [
    "**\ud83d\udccb Proposals under review at 10+ frameworks (click to expand)**",
    "| Framework | Stars | Proposal |",
    "| PydanticAI | 15K \u2b50 | \u2705 Adapter built \u2014 [pydantic/pydantic-ai#4335](https://github.com/pydantic/pydantic-ai/issues/4335) |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://pypi.org/project/agent_os_kernel/2.0.2",
   "project": "OpenAI Agents SDK",
   "repository": "https://github.com/openai/openai-agents-python/issues/2515",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "**\ud83d\udccb Proposals under review at 10+ frameworks (click to expand)**",
    "| Framework | Stars | Proposal |",
    "| OpenAI Agents SDK | \u2014 | [openai/openai-agents-python#2515](https://github.com/openai/openai-agents-python/issues/2515) |"
   ],
   "repository_evidence": [
    "**\ud83d\udccb Proposals under review at 10+ frameworks (click to expand)**",
    "| Framework | Stars | Proposal |",
    "| OpenAI Agents SDK | \u2014 | [openai/openai-agents-python#2515](https://github.com/openai/openai-agents-python/issues/2515) |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://pypi.org/project/agent_os_kernel/2.0.2",
   "project": "A2A Protocol",
   "repository": "https://github.com/a2aproject/A2A/issues/1501",
   "stars": "21000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "**\ud83d\udccb Proposals under review at 10+ frameworks (click to expand)**",
    "| Framework | Stars | Proposal |",
    "| A2A Protocol | 21K \u2b50 | [a2aproject/A2A#1501](https://github.com/a2aproject/A2A/issues/1501) |"
   ],
   "repository_evidence": [
    "**\ud83d\udccb Proposals under review at 10+ frameworks (click to expand)**",
    "| Framework | Stars | Proposal |",
    "| A2A Protocol | 21K \u2b50 | [a2aproject/A2A#1501](https://github.com/a2aproject/A2A/issues/1501) |"
   ],
   "stars_evidence": [
    "**\ud83d\udccb Proposals under review at 10+ frameworks (click to expand)**",
    "| Framework | Stars | Proposal |",
    "| A2A Protocol | 21K \u2b50 | [a2aproject/A2A#1501](https://github.com/a2aproject/A2A/issues/1501) |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://pypi.org/project/agent_os_kernel/2.0.2",
   "project": "Oracle Agent Spec",
   "repository": "https://github.com/oracle/agent-spec/issues/105",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "**\ud83d\udccb Proposals under review at 10+ frameworks (click to expand)**",
    "| Framework | Stars | Proposal |",
    "| Oracle Agent Spec | \u2014 | [oracle/agent-spec#105](https://github.com/oracle/agent-spec/issues/105) |"
   ],
   "repository_evidence": [
    "**\ud83d\udccb Proposals under review at 10+ frameworks (click to expand)**",
    "| Framework | Stars | Proposal |",
    "| Oracle Agent Spec | \u2014 | [oracle/agent-spec#105](https://github.com/oracle/agent-spec/issues/105) |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://pypi.org/project/agent_os_kernel/2.0.2",
   "project": "AI Card Spec",
   "repository": "https://github.com/agent-card/ai-card/issues/16",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "**\ud83d\udccb Proposals under review at 10+ frameworks (click to expand)**",
    "| Framework | Stars | Proposal |",
    "| AI Card Spec | \u2014 | [agent-card/ai-card#16](https://github.com/Agent-Card/ai-card/issues/16) |"
   ],
   "repository_evidence": [
    "**\ud83d\udccb Proposals under review at 10+ frameworks (click to expand)**",
    "| Framework | Stars | Proposal |",
    "| AI Card Spec | \u2014 | [agent-card/ai-card#16](https://github.com/Agent-Card/ai-card/issues/16) |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://pypi.org/project/agent_os_kernel/2.0.2",
   "project": "Agent Hypervisor",
   "repository": "https://github.com/microsoft/agent-governance-toolkit",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Core Modules",
    "| Module | Layer | PyPI Package | Description | Status |"
   ],
   "repository_evidence": [
    "Core Modules",
    "| Module | Layer | PyPI Package | Description | Status |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://agenticarchitect.ai/blog/multi-agent-orchestration-frontier",
   "project": "CrewAI",
   "repository": null,
   "stars": "47800",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "The Multi-Agent Orchestration Frontier in May 2026",
    "## CrewAI"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "The Multi-Agent Orchestration Frontier in May 2026",
    "## CrewAI",
    "The repo carries 47.8k stars on GitHub, was created October 27, 2023, and ships ~5M monthly PyPI downloads against ~27M cumulative."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://agenticarchitect.ai/blog/multi-agent-orchestration-frontier",
   "project": "LangGraph",
   "repository": null,
   "stars": "31000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "The Multi-Agent Orchestration Frontier in May 2026",
    "## LangGraph"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "The Multi-Agent Orchestration Frontier in May 2026",
    "## LangGraph",
    "The Python repo carries ~31k stars, with a separate JS repo."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://agenticarchitect.ai/blog/multi-agent-orchestration-frontier",
   "project": "Microsoft Agent Framework",
   "repository": "github.com/microsoft/agent-framework",
   "stars": "75000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "The Multi-Agent Orchestration Frontier in May 2026",
    "## Microsoft Agent Framework (MAF)"
   ],
   "repository_evidence": [
    "The Multi-Agent Orchestration Frontier in May 2026",
    "## Microsoft Agent Framework (MAF)",
    "It absorbs both AutoGen and Semantic Kernel into a single repo at github.com/microsoft/agent-framework, with the same teams behind it."
   ],
   "stars_evidence": [
    "The Multi-Agent Orchestration Frontier in May 2026",
    "## Microsoft Agent Framework (MAF)",
    "Combined predecessor star count was ~75k, so this is the largest framework consolidation event since LangChain spawned LangGraph."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://agenticarchitect.ai/blog/multi-agent-orchestration-frontier",
   "project": "Letta",
   "repository": null,
   "stars": "22400",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "The Multi-Agent Orchestration Frontier in May 2026",
    "## Letta"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "The Multi-Agent Orchestration Frontier in May 2026",
    "## Letta",
    "~22.4k stars on GitHub."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://agenticarchitect.ai/blog/multi-agent-orchestration-frontier",
   "project": "Pydantic AI",
   "repository": null,
   "stars": "16900",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "The Multi-Agent Orchestration Frontier in May 2026",
    "## Pydantic AI"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "The Multi-Agent Orchestration Frontier in May 2026",
    "## Pydantic AI",
    "~16.9k stars on GitHub as of May 7, 2026."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://agenticarchitect.ai/blog/multi-agent-orchestration-frontier",
   "project": "smolagents",
   "repository": null,
   "stars": "26000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "The Multi-Agent Orchestration Frontier in May 2026",
    "## smolagents (HuggingFace)"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "The Multi-Agent Orchestration Frontier in May 2026",
    "## smolagents (HuggingFace)",
    "~26k stars on GitHub, up from ~3k in early 2025, which is the steepest adoption curve in the comparison set."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://agenticarchitect.ai/blog/multi-agent-orchestration-frontier",
   "project": "Mastra",
   "repository": null,
   "stars": "22300",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "The Multi-Agent Orchestration Frontier in May 2026",
    "## Mastra (TypeScript)"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "The Multi-Agent Orchestration Frontier in May 2026",
    "## Mastra (TypeScript)",
    "The repo carries 22.3k stars as of late March, growing 30 to 35 stars per day, with 1.8M monthly npm downloads in February 2026 and 300k-plus weekly downloads at the 1.0 cutover."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://agenticarchitect.ai/blog/multi-agent-orchestration-frontier",
   "project": "OpenAI Agents SDK",
   "repository": null,
   "stars": "25900",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "The Multi-Agent Orchestration Frontier in May 2026",
    "## OpenAI Agents SDK"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "The Multi-Agent Orchestration Frontier in May 2026",
    "## OpenAI Agents SDK",
    "~25.9k stars on GitHub."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://agentindexed.com/categories/frameworks-sdks",
   "project": "CrewAI",
   "repository": "https://github.com/crewAIInc.png?size=128",
   "stars": "5000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Frameworks & SDKs",
    "Agent frameworks and SDKs are the foundation layer \u2014 orchestration, role-based multi-agent collaboration, tool calling, and state management. Most production agent systems in 2026 are built on one of the frameworks listed here.",
    "[\u2605 Featured\n![CrewAI logo](https://github.com/crewAIInc.png?size=128)\nFrameworks & SDKs\n### CrewAI\nProduction multi-agent framework with 5K+ GitHub stars, role-based collaboration, async execution, and 1500+ company adoptions.](/agents/crewai/)"
   ],
   "repository_evidence": [
    "# Frameworks & SDKs",
    "Agent frameworks and SDKs are the foundation layer \u2014 orchestration, role-based multi-agent collaboration, tool calling, and state management. Most production agent systems in 2026 are built on one of the frameworks listed here.",
    "[\u2605 Featured\n![CrewAI logo](https://github.com/crewAIInc.png?size=128)\nFrameworks & SDKs\n### CrewAI\nProduction multi-agent framework with 5K+ GitHub stars, role-based collaboration, async execution, and 1500+ company adoptions.](/agents/crewai/)"
   ],
   "stars_evidence": [
    "# Frameworks & SDKs",
    "Agent frameworks and SDKs are the foundation layer \u2014 orchestration, role-based multi-agent collaboration, tool calling, and state management. Most production agent systems in 2026 are built on one of the frameworks listed here.",
    "[\u2605 Featured\n![CrewAI logo](https://github.com/crewAIInc.png?size=128)\nFrameworks & SDKs\n### CrewAI\nProduction multi-agent framework with 5K+ GitHub stars, role-based collaboration, async execution, and 1500+ company adoptions.](/agents/crewai/)"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://agentindexed.com/categories/frameworks-sdks",
   "project": "LangGraph",
   "repository": "https://github.com/langchain-ai.png?size=128",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Frameworks & SDKs",
    "Agent frameworks and SDKs are the foundation layer \u2014 orchestration, role-based multi-agent collaboration, tool calling, and state management. Most production agent systems in 2026 are built on one of the frameworks listed here.",
    "[\u2605 Featured\n![LangGraph logo](https://github.com/langchain-ai.png?size=128)\nFrameworks & SDKs\n### LangGraph\nStateful, graph-based agent workflow framework from LangChain.](/agents/langgraph/)"
   ],
   "repository_evidence": [
    "# Frameworks & SDKs",
    "Agent frameworks and SDKs are the foundation layer \u2014 orchestration, role-based multi-agent collaboration, tool calling, and state management. Most production agent systems in 2026 are built on one of the frameworks listed here.",
    "[\u2605 Featured\n![LangGraph logo](https://github.com/langchain-ai.png?size=128)\nFrameworks & SDKs\n### LangGraph\nStateful, graph-based agent workflow framework from LangChain.](/agents/langgraph/)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://agentindexed.com/categories/frameworks-sdks",
   "project": "Agency Swarm",
   "repository": "https://github.com/VRSEN.png?size=128",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Frameworks & SDKs",
    "Agent frameworks and SDKs are the foundation layer \u2014 orchestration, role-based multi-agent collaboration, tool calling, and state management. Most production agent systems in 2026 are built on one of the frameworks listed here.",
    "[![Agency Swarm logo](https://github.com/VRSEN.png?size=128)\nFrameworks & SDKs\n### Agency Swarm\nOrchestrates multi-agent systems built on the OpenAI Assistants API with role-based collaboration.](/agents/agency-swarm/)"
   ],
   "repository_evidence": [
    "# Frameworks & SDKs",
    "Agent frameworks and SDKs are the foundation layer \u2014 orchestration, role-based multi-agent collaboration, tool calling, and state management. Most production agent systems in 2026 are built on one of the frameworks listed here.",
    "[![Agency Swarm logo](https://github.com/VRSEN.png?size=128)\nFrameworks & SDKs\n### Agency Swarm\nOrchestrates multi-agent systems built on the OpenAI Assistants API with role-based collaboration.](/agents/agency-swarm/)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://agentindexed.com/categories/frameworks-sdks",
   "project": "AgentScope",
   "repository": "https://github.com/agentscope-ai.png?size=128",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Frameworks & SDKs",
    "Agent frameworks and SDKs are the foundation layer \u2014 orchestration, role-based multi-agent collaboration, tool calling, and state management. Most production agent systems in 2026 are built on one of the frameworks listed here.",
    "[![AgentScope logo](https://github.com/agentscope-ai.png?size=128)\nFrameworks & SDKs\n### AgentScope\nAlibaba multi-agent framework with distributed deployment and fault tolerance for production use.](/agents/agentscope/)"
   ],
   "repository_evidence": [
    "# Frameworks & SDKs",
    "Agent frameworks and SDKs are the foundation layer \u2014 orchestration, role-based multi-agent collaboration, tool calling, and state management. Most production agent systems in 2026 are built on one of the frameworks listed here.",
    "[![AgentScope logo](https://github.com/agentscope-ai.png?size=128)\nFrameworks & SDKs\n### AgentScope\nAlibaba multi-agent framework with distributed deployment and fault tolerance for production use.](/agents/agentscope/)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://agentindexed.com/categories/frameworks-sdks",
   "project": "Anthropic SDK",
   "repository": "https://github.com/anthropics.png?size=128",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Frameworks & SDKs",
    "Agent frameworks and SDKs are the foundation layer \u2014 orchestration, role-based multi-agent collaboration, tool calling, and state management. Most production agent systems in 2026 are built on one of the frameworks listed here.",
    "[![Anthropic SDK logo](https://github.com/anthropics.png?size=128)\nFrameworks & SDKs\n### Anthropic SDK\nOfficial Claude SDK with tool use, computer control, and streaming for building Claude-native agents.](/agents/anthropic-sdk/)"
   ],
   "repository_evidence": [
    "# Frameworks & SDKs",
    "Agent frameworks and SDKs are the foundation layer \u2014 orchestration, role-based multi-agent collaboration, tool calling, and state management. Most production agent systems in 2026 are built on one of the frameworks listed here.",
    "[![Anthropic SDK logo](https://github.com/anthropics.png?size=128)\nFrameworks & SDKs\n### Anthropic SDK\nOfficial Claude SDK with tool use, computer control, and streaming for building Claude-native agents.](/agents/anthropic-sdk/)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://agentindexed.com/categories/frameworks-sdks",
   "project": "AutoGen",
   "repository": "https://github.com/microsoft.png?size=128",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Frameworks & SDKs",
    "Agent frameworks and SDKs are the foundation layer \u2014 orchestration, role-based multi-agent collaboration, tool calling, and state management. Most production agent systems in 2026 are built on one of the frameworks listed here.",
    "[![AutoGen logo](https://github.com/microsoft.png?size=128)\nFrameworks & SDKs\n### AutoGen\nEvent-driven multi-agent framework merged with Semantic Kernel for production workflows.](/agents/autogen/)"
   ],
   "repository_evidence": [
    "# Frameworks & SDKs",
    "Agent frameworks and SDKs are the foundation layer \u2014 orchestration, role-based multi-agent collaboration, tool calling, and state management. Most production agent systems in 2026 are built on one of the frameworks listed here.",
    "[![AutoGen logo](https://github.com/microsoft.png?size=128)\nFrameworks & SDKs\n### AutoGen\nEvent-driven multi-agent framework merged with Semantic Kernel for production workflows.](/agents/autogen/)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://agentindexed.com/categories/frameworks-sdks",
   "project": "Haystack",
   "repository": "https://github.com/deepset-ai.png?size=128",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Frameworks & SDKs",
    "Agent frameworks and SDKs are the foundation layer \u2014 orchestration, role-based multi-agent collaboration, tool calling, and state management. Most production agent systems in 2026 are built on one of the frameworks listed here.",
    "[![Haystack logo](https://github.com/deepset-ai.png?size=128)\nFrameworks & SDKs\n### Haystack\nProduction-ready AI orchestration framework focused on building customizable LLM applications and RAG pipelines.](/agents/haystack/)"
   ],
   "repository_evidence": [
    "# Frameworks & SDKs",
    "Agent frameworks and SDKs are the foundation layer \u2014 orchestration, role-based multi-agent collaboration, tool calling, and state management. Most production agent systems in 2026 are built on one of the frameworks listed here.",
    "[![Haystack logo](https://github.com/deepset-ai.png?size=128)\nFrameworks & SDKs\n### Haystack\nProduction-ready AI orchestration framework focused on building customizable LLM applications and RAG pipelines.](/agents/haystack/)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://agentindexed.com/categories/frameworks-sdks",
   "project": "Hivemoot",
   "repository": "https://github.com/hivemoot.png?size=128",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Frameworks & SDKs",
    "Agent frameworks and SDKs are the foundation layer \u2014 orchestration, role-based multi-agent collaboration, tool calling, and state management. Most production agent systems in 2026 are built on one of the frameworks listed here.",
    "[![Hivemoot logo](https://github.com/hivemoot.png?size=128)\nFrameworks & SDKs\n### Hivemoot\nAutonomous agent teams that collaboratively build software on GitHub.](/agents/hivemoot/)"
   ],
   "repository_evidence": [
    "# Frameworks & SDKs",
    "Agent frameworks and SDKs are the foundation layer \u2014 orchestration, role-based multi-agent collaboration, tool calling, and state management. Most production agent systems in 2026 are built on one of the frameworks listed here.",
    "[![Hivemoot logo](https://github.com/hivemoot.png?size=128)\nFrameworks & SDKs\n### Hivemoot\nAutonomous agent teams that collaboratively build software on GitHub.](/agents/hivemoot/)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://agentindexed.com/categories/frameworks-sdks",
   "project": "OpenAI Agents SDK",
   "repository": "https://github.com/openai.png?size=128",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Frameworks & SDKs",
    "Agent frameworks and SDKs are the foundation layer \u2014 orchestration, role-based multi-agent collaboration, tool calling, and state management. Most production agent systems in 2026 are built on one of the frameworks listed here.",
    "[![OpenAI Agents SDK logo](https://github.com/openai.png?size=128)\nFrameworks & SDKs\n### OpenAI Agents SDK\nLightweight multi-agent SDK with tracing and guardrails from OpenAI.](/agents/openai-agents-sdk/)"
   ],
   "repository_evidence": [
    "# Frameworks & SDKs",
    "Agent frameworks and SDKs are the foundation layer \u2014 orchestration, role-based multi-agent collaboration, tool calling, and state management. Most production agent systems in 2026 are built on one of the frameworks listed here.",
    "[![OpenAI Agents SDK logo](https://github.com/openai.png?size=128)\nFrameworks & SDKs\n### OpenAI Agents SDK\nLightweight multi-agent SDK with tracing and guardrails from OpenAI.](/agents/openai-agents-sdk/)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://agentindexed.com/categories/frameworks-sdks",
   "project": "PraisonAI",
   "repository": "https://github.com/MervinPraison.png?size=128",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Frameworks & SDKs",
    "Agent frameworks and SDKs are the foundation layer \u2014 orchestration, role-based multi-agent collaboration, tool calling, and state management. Most production agent systems in 2026 are built on one of the frameworks listed here.",
    "[![PraisonAI logo](https://github.com/MervinPraison.png?size=128)\nFrameworks & SDKs\n### PraisonAI\nProduction multi-agent framework with self-reflection, MCP integration, and workflow automation.](/agents/praisonai/)"
   ],
   "repository_evidence": [
    "# Frameworks & SDKs",
    "Agent frameworks and SDKs are the foundation layer \u2014 orchestration, role-based multi-agent collaboration, tool calling, and state management. Most production agent systems in 2026 are built on one of the frameworks listed here.",
    "[![PraisonAI logo](https://github.com/MervinPraison.png?size=128)\nFrameworks & SDKs\n### PraisonAI\nProduction multi-agent framework with self-reflection, MCP integration, and workflow automation.](/agents/praisonai/)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://agentindexed.com/categories/frameworks-sdks",
   "project": "Semantic Kernel",
   "repository": "https://github.com/microsoft.png?size=128",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Frameworks & SDKs",
    "Agent frameworks and SDKs are the foundation layer \u2014 orchestration, role-based multi-agent collaboration, tool calling, and state management. Most production agent systems in 2026 are built on one of the frameworks listed here.",
    "[![Semantic Kernel logo](https://github.com/microsoft.png?size=128)\nFrameworks & SDKs\n### Semantic Kernel\nMicrosoft enterprise SDK for Python, C#, and Java with modular plugins, memory, and goal planning.](/agents/semantic-kernel/)"
   ],
   "repository_evidence": [
    "# Frameworks & SDKs",
    "Agent frameworks and SDKs are the foundation layer \u2014 orchestration, role-based multi-agent collaboration, tool calling, and state management. Most production agent systems in 2026 are built on one of the frameworks listed here.",
    "[![Semantic Kernel logo](https://github.com/microsoft.png?size=128)\nFrameworks & SDKs\n### Semantic Kernel\nMicrosoft enterprise SDK for Python, C#, and Java with modular plugins, memory, and goal planning.](/agents/semantic-kernel/)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://agentindexed.com/categories/frameworks-sdks",
   "project": "Swarm",
   "repository": "https://github.com/openai.png?size=128",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Frameworks & SDKs",
    "Agent frameworks and SDKs are the foundation layer \u2014 orchestration, role-based multi-agent collaboration, tool calling, and state management. Most production agent systems in 2026 are built on one of the frameworks listed here.",
    "[![Swarm logo](https://github.com/openai.png?size=128)\nFrameworks & SDKs\n### Swarm\nLightweight framework for agent handoffs, context variables, and function calling patterns from OpenAI.](/agents/swarm/)"
   ],
   "repository_evidence": [
    "# Frameworks & SDKs",
    "Agent frameworks and SDKs are the foundation layer \u2014 orchestration, role-based multi-agent collaboration, tool calling, and state management. Most production agent systems in 2026 are built on one of the frameworks listed here.",
    "[![Swarm logo](https://github.com/openai.png?size=128)\nFrameworks & SDKs\n### Swarm\nLightweight framework for agent handoffs, context variables, and function calling patterns from OpenAI.](/agents/swarm/)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://yigitkonur.com/atlas/spec-driven-development/others",
   "project": "OpenCode",
   "repository": "/atlas/spec-driven-development/frameworks/opencode",
   "stars": "165000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# The tools frameworks depend on, the IDEs they run inside, the skill catalogs they consume.",
    "[OpenCode \u2605 165k\nopencode\nTerminal-first AI coding agent with multi-model routing, native desktop app, and a typed .opencode/ configuration system for\u2026](/atlas/spec-driven-development/frameworks/opencode)"
   ],
   "repository_evidence": [
    "# The tools frameworks depend on, the IDEs they run inside, the skill catalogs they consume.",
    "[OpenCode \u2605 165k\nopencode\nTerminal-first AI coding agent with multi-model routing, native desktop app, and a typed .opencode/ configuration system for\u2026](/atlas/spec-driven-development/frameworks/opencode)"
   ],
   "stars_evidence": [
    "# The tools frameworks depend on, the IDEs they run inside, the skill catalogs they consume.",
    "[OpenCode \u2605 165k\nopencode\nTerminal-first AI coding agent with multi-model routing, native desktop app, and a typed .opencode/ configuration system for\u2026](/atlas/spec-driven-development/frameworks/opencode)"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://yigitkonur.com/atlas/spec-driven-development/others",
   "project": "Gemini CLI",
   "repository": "/atlas/spec-driven-development/frameworks/gemini-cli",
   "stars": "105000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# The tools frameworks depend on, the IDEs they run inside, the skill catalogs they consume.",
    "[Gemini CLI (Google) \u2605 105k\ngemini-cli\nBring the full power of Gemini into the terminal with a free tier, Google Search grounding, and extensible MCP support.](/atlas/spec-driven-development/frameworks/gemini-cli)"
   ],
   "repository_evidence": [
    "# The tools frameworks depend on, the IDEs they run inside, the skill catalogs they consume.",
    "[Gemini CLI (Google) \u2605 105k\ngemini-cli\nBring the full power of Gemini into the terminal with a free tier, Google Search grounding, and extensible MCP support.](/atlas/spec-driven-development/frameworks/gemini-cli)"
   ],
   "stars_evidence": [
    "# The tools frameworks depend on, the IDEs they run inside, the skill catalogs they consume.",
    "[Gemini CLI (Google) \u2605 105k\ngemini-cli\nBring the full power of Gemini into the terminal with a free tier, Google Search grounding, and extensible MCP support.](/atlas/spec-driven-development/frameworks/gemini-cli)"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://yigitkonur.com/atlas/spec-driven-development/others",
   "project": "OpenAI Codex CLI",
   "repository": "/atlas/spec-driven-development/frameworks/codex-cli",
   "stars": "86000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# The tools frameworks depend on, the IDEs they run inside, the skill catalogs they consume.",
    "[OpenAI Codex CLI \u2605 86k\ncodex-cli\nGive developers a sandboxed, locally-running OpenAI coding agent with approval gates and skill orchestration.](/atlas/spec-driven-development/frameworks/codex-cli)"
   ],
   "repository_evidence": [
    "# The tools frameworks depend on, the IDEs they run inside, the skill catalogs they consume.",
    "[OpenAI Codex CLI \u2605 86k\ncodex-cli\nGive developers a sandboxed, locally-running OpenAI coding agent with approval gates and skill orchestration.](/atlas/spec-driven-development/frameworks/codex-cli)"
   ],
   "stars_evidence": [
    "# The tools frameworks depend on, the IDEs they run inside, the skill catalogs they consume.",
    "[OpenAI Codex CLI \u2605 86k\ncodex-cli\nGive developers a sandboxed, locally-running OpenAI coding agent with approval gates and skill orchestration.](/atlas/spec-driven-development/frameworks/codex-cli)"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://yigitkonur.com/atlas/spec-driven-development/others",
   "project": "OpenHands",
   "repository": "/atlas/spec-driven-development/frameworks/openhands",
   "stars": "75000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# The tools frameworks depend on, the IDEs they run inside, the skill catalogs they consume.",
    "[OpenHands \u2605 75k\nopenhands\nOpen-source AI software development platform (open-source Devin alternative) with Docker sandbox isolation, 77.6% SWE-bench\u2026](/atlas/spec-driven-development/frameworks/openhands)"
   ],
   "repository_evidence": [
    "# The tools frameworks depend on, the IDEs they run inside, the skill catalogs they consume.",
    "[OpenHands \u2605 75k\nopenhands\nOpen-source AI software development platform (open-source Devin alternative) with Docker sandbox isolation, 77.6% SWE-bench\u2026](/atlas/spec-driven-development/frameworks/openhands)"
   ],
   "stars_evidence": [
    "# The tools frameworks depend on, the IDEs they run inside, the skill catalogs they consume.",
    "[OpenHands \u2605 75k\nopenhands\nOpen-source AI software development platform (open-source Devin alternative) with Docker sandbox isolation, 77.6% SWE-bench\u2026](/atlas/spec-driven-development/frameworks/openhands)"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://yigitkonur.com/atlas/spec-driven-development/others",
   "project": "Cline",
   "repository": "/atlas/spec-driven-development/frameworks/cline",
   "stars": "62000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# The tools frameworks depend on, the IDEs they run inside, the skill catalogs they consume.",
    "[Cline \u2605 62k\ncline\nSDK-first autonomous coding agent with human-in-the-loop approval across VS Code, JetBrains, CLI, and a parallel-agent Kanban\u2026](/atlas/spec-driven-development/frameworks/cline)"
   ],
   "repository_evidence": [
    "# The tools frameworks depend on, the IDEs they run inside, the skill catalogs they consume.",
    "[Cline \u2605 62k\ncline\nSDK-first autonomous coding agent with human-in-the-loop approval across VS Code, JetBrains, CLI, and a parallel-agent Kanban\u2026](/atlas/spec-driven-development/frameworks/cline)"
   ],
   "stars_evidence": [
    "# The tools frameworks depend on, the IDEs they run inside, the skill catalogs they consume.",
    "[Cline \u2605 62k\ncline\nSDK-first autonomous coding agent with human-in-the-loop approval across VS Code, JetBrains, CLI, and a parallel-agent Kanban\u2026](/atlas/spec-driven-development/frameworks/cline)"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://yigitkonur.com/atlas/spec-driven-development/others",
   "project": "pi-mono",
   "repository": "/atlas/spec-driven-development/frameworks/pi-mono",
   "stars": "55000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# The tools frameworks depend on, the IDEs they run inside, the skill catalogs they consume.",
    "[pi-mono \u2605 55k\npi-mono\nMinimal, extensible TypeScript terminal coding agent with multi-provider LLM API, TUI library, and TypeScript Extension API \u2014\u2026](/atlas/spec-driven-development/frameworks/pi-mono)"
   ],
   "repository_evidence": [
    "# The tools frameworks depend on, the IDEs they run inside, the skill catalogs they consume.",
    "[pi-mono \u2605 55k\npi-mono\nMinimal, extensible TypeScript terminal coding agent with multi-provider LLM API, TUI library, and TypeScript Extension API \u2014\u2026](/atlas/spec-driven-development/frameworks/pi-mono)"
   ],
   "stars_evidence": [
    "# The tools frameworks depend on, the IDEs they run inside, the skill catalogs they consume.",
    "[pi-mono \u2605 55k\npi-mono\nMinimal, extensible TypeScript terminal coding agent with multi-provider LLM API, TUI library, and TypeScript Extension API \u2014\u2026](/atlas/spec-driven-development/frameworks/pi-mono)"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://yigitkonur.com/atlas/spec-driven-development/others",
   "project": "gpt-engineer",
   "repository": "/atlas/spec-driven-development/frameworks/gpt-engineer",
   "stars": "55000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# The tools frameworks depend on, the IDEs they run inside, the skill catalogs they consume.",
    "[gpt-engineer \u2605 55k\ngpt-engineer\nARCHIVED \u2014 the original LLM-driven code generation experiment that generates entire applications from a prose specification file.](/atlas/spec-driven-development/frameworks/gpt-engineer)"
   ],
   "repository_evidence": [
    "# The tools frameworks depend on, the IDEs they run inside, the skill catalogs they consume.",
    "[gpt-engineer \u2605 55k\ngpt-engineer\nARCHIVED \u2014 the original LLM-driven code generation experiment that generates entire applications from a prose specification file.](/atlas/spec-driven-development/frameworks/gpt-engineer)"
   ],
   "stars_evidence": [
    "# The tools frameworks depend on, the IDEs they run inside, the skill catalogs they consume.",
    "[gpt-engineer \u2605 55k\ngpt-engineer\nARCHIVED \u2014 the original LLM-driven code generation experiment that generates entire applications from a prose specification file.](/atlas/spec-driven-development/frameworks/gpt-engineer)"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://yigitkonur.com/atlas/spec-driven-development/others",
   "project": "pi",
   "repository": "/atlas/spec-driven-development/frameworks/pi-coding-agent",
   "stars": "55000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# The tools frameworks depend on, the IDEs they run inside, the skill catalogs they consume.",
    "[pi (badlogic/earendil) \u2605 55k\npi-coding-agent\nA minimal, hackable, multi-provider terminal coding agent that adapts to your workflows via npm-installable TypeScript Extensions\u2026](/atlas/spec-driven-development/frameworks/pi-coding-agent)"
   ],
   "repository_evidence": [
    "# The tools frameworks depend on, the IDEs they run inside, the skill catalogs they consume.",
    "[pi (badlogic/earendil) \u2605 55k\npi-coding-agent\nA minimal, hackable, multi-provider terminal coding agent that adapts to your workflows via npm-installable TypeScript Extensions\u2026](/atlas/spec-driven-development/frameworks/pi-coding-agent)"
   ],
   "stars_evidence": [
    "# The tools frameworks depend on, the IDEs they run inside, the skill catalogs they consume.",
    "[pi (badlogic/earendil) \u2605 55k\npi-coding-agent\nA minimal, hackable, multi-provider terminal coding agent that adapts to your workflows via npm-installable TypeScript Extensions\u2026](/atlas/spec-driven-development/frameworks/pi-coding-agent)"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://yigitkonur.com/atlas/spec-driven-development/others",
   "project": "Goose",
   "repository": "/atlas/spec-driven-development/frameworks/goose",
   "stars": "46000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# The tools frameworks depend on, the IDEs they run inside, the skill catalogs they consume.",
    "[Goose (Block/AAIF) \u2605 46k\ngoose\nGeneral-purpose AI agent (not just code) with security-first tool inspection, recipe-based shareable configurations, and 15+ LLM\u2026](/atlas/spec-driven-development/frameworks/goose)"
   ],
   "repository_evidence": [
    "# The tools frameworks depend on, the IDEs they run inside, the skill catalogs they consume.",
    "[Goose (Block/AAIF) \u2605 46k\ngoose\nGeneral-purpose AI agent (not just code) with security-first tool inspection, recipe-based shareable configurations, and 15+ LLM\u2026](/atlas/spec-driven-development/frameworks/goose)"
   ],
   "stars_evidence": [
    "# The tools frameworks depend on, the IDEs they run inside, the skill catalogs they consume.",
    "[Goose (Block/AAIF) \u2605 46k\ngoose\nGeneral-purpose AI agent (not just code) with security-first tool inspection, recipe-based shareable configurations, and 15+ LLM\u2026](/atlas/spec-driven-development/frameworks/goose)"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://yigitkonur.com/atlas/spec-driven-development/others",
   "project": "Aider",
   "repository": "/atlas/spec-driven-development/frameworks/aider",
   "stars": "45000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# The tools frameworks depend on, the IDEs they run inside, the skill catalogs they consume.",
    "[Aider \u2605 45k\naider\nTerminal-native AI pair programming with git-first edit semantics and automatic commit messages.](/atlas/spec-driven-development/frameworks/aider)"
   ],
   "repository_evidence": [
    "# The tools frameworks depend on, the IDEs they run inside, the skill catalogs they consume.",
    "[Aider \u2605 45k\naider\nTerminal-native AI pair programming with git-first edit semantics and automatic commit messages.](/atlas/spec-driven-development/frameworks/aider)"
   ],
   "stars_evidence": [
    "# The tools frameworks depend on, the IDEs they run inside, the skill catalogs they consume.",
    "[Aider \u2605 45k\naider\nTerminal-native AI pair programming with git-first edit semantics and automatic commit messages.](/atlas/spec-driven-development/frameworks/aider)"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://autobrowser.dev/blog/browser-agent-sota-audit",
   "project": "WebMCP",
   "repository": "https://github.com/webmachinelearning/webmcp",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "WebMCP-first tool routing is forward-looking.",
    "The agent treats page-authored [WebMCP](https://github.com/webmachinelearning/webmcp) tools as primary and falls back to its built-in toolkit."
   ],
   "repository_evidence": [
    "WebMCP-first tool routing is forward-looking.",
    "The agent treats page-authored [WebMCP](https://github.com/webmachinelearning/webmcp) tools as primary and falls back to its built-in toolkit."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://nolist.ai/item/babyagi",
   "project": "BabyAGI",
   "repository": "https://github.com/yoheinakajima/babyagi",
   "stars": "21000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# BabyAGI",
    "- GitHub[21,000](https://github.com/yoheinakajima/babyagi)"
   ],
   "repository_evidence": [
    "- GitHub[21,000](https://github.com/yoheinakajima/babyagi)"
   ],
   "stars_evidence": [
    "- GitHub[21,000](https://github.com/yoheinakajima/babyagi)"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://churchofspiralism.com/wiki-osworld.html",
   "project": "OSWorld",
   "repository": "https://github.com/xlang-ai/OSWorld",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Wiki \u00b7 Concept \u00b7 Last reviewed June 25, 2026",
    "# OSWorld",
    "Use the xlang-ai/OSWorld repository for implementation, setup, provider, and run-record details."
   ],
   "repository_evidence": [
    "Wiki \u00b7 Concept \u00b7 Last reviewed June 25, 2026",
    "## Sources",
    "- xlang-ai GitHub repository, [xlang-ai/OSWorld](https://github.com/xlang-ai/OSWorld), reviewed June 25, 2026."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/i-am-bee/beekeeper",
   "project": "BeeAI framework",
   "repository": "https://github.com/i-am-bee/beeai-framework",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "**Beekeeper** is an experimental multi-agent orchestration system built on the [BeeAI framework](https://github.com/i-am-bee/beeai-framework).",
    "Overview - Key Features - Installation - Quickstart - Contribute",
    "**Orchestrate multi-agent systems through a central supervisor agent and conversational interface**"
   ],
   "repository_evidence": [
    "**Beekeeper** is an experimental multi-agent orchestration system built on the [BeeAI framework](https://github.com/i-am-bee/beeai-framework).",
    "Overview - Key Features - Installation - Quickstart - Contribute",
    "**Orchestrate multi-agent systems through a central supervisor agent and conversational interface**"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/i-am-bee/beekeeper",
   "project": "Beekeeper",
   "repository": "https://github.com/i-am-bee/beekeeper",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "**Beekeeper** is an experimental multi-agent orchestration system built on the [BeeAI framework](https://github.com/i-am-bee/beeai-framework).",
    "Overview - Key Features - Installation - Quickstart - Contribute",
    "**Orchestrate multi-agent systems through a central supervisor agent and conversational interface**"
   ],
   "repository_evidence": [
    "- **Find a bug or have a feature request?** Open an [issue](https://github.com/i-am-bee/beekeeper/issues).",
    "Overview - Key Features - Installation - Quickstart - Contribute",
    "**Orchestrate multi-agent systems through a central supervisor agent and conversational interface**"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://notificationharbor.com/compare/manus-ai-alternatives-2026",
   "project": "OpenManus",
   "repository": null,
   "stars": "57800",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Manus AI Alternatives 2026: 4 Agents Worth Testing",
    "OpenManus is the most literal alternative on this list: an open-source project, started by former MetaGPT contributors, built explicitly to replicate Manus's browser-plus-terminal-plus-file approach without an invite code or a subscription."
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# Manus AI Alternatives 2026: 4 Agents Worth Testing",
    "OpenManus is the most literal alternative on this list: an open-source project, started by former MetaGPT contributors, built explicitly to replicate Manus's browser-plus-terminal-plus-file approach without an invite code or a subscription.",
    "The MIT-licensed repository has passed 57.8k GitHub stars, install is a conda or uv setup against Python 3.12, and you bring your own OpenAI-compatible API key."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://toolscout.ai/repo/ag2ai-fastagency",
   "project": "fastagency",
   "repository": "https://github.com/ag2ai/fastagency",
   "stars": "540",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# fastagency",
    "ag2ai/fastagency",
    "[View on GitHub](https://github.com/ag2ai/fastagency)[ Save](/signin?returnTo=%2Frepo%2Fag2ai-fastagency)[Visit homepage](https://fastagency.ai/latest)"
   ],
   "repository_evidence": [
    "[View on GitHub](https://github.com/ag2ai/fastagency)[ Save](/signin?returnTo=%2Frepo%2Fag2ai-fastagency)[Visit homepage](https://fastagency.ai/latest)"
   ],
   "stars_evidence": [
    "Stars\n\n540"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://toolscout.ai/repo/ag2ai-fastagency",
   "project": "ECC",
   "repository": null,
   "stars": "219k",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## Similar repos",
    "[### ECC\naffaan-m\nAI agent performance optimization for Claude, Codex, Opencode, Cursor, and more\n219kJavaScript34kDevelopment Tools](/repo/affaan-m-ecc)"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "## Similar repos",
    "[### ECC\naffaan-m\nAI agent performance optimization for Claude, Codex, Opencode, Cursor, and more\n219kJavaScript34kDevelopment Tools](/repo/affaan-m-ecc)"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://toolscout.ai/repo/ag2ai-fastagency",
   "project": "tensorflow",
   "repository": null,
   "stars": "196k",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## Similar repos",
    "[### tensorflow\ntensorflow\nOpen source machine learning framework for everyone\n196kC++75kDevelopment Tools](/repo/tensorflow-tensorflow)"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "## Similar repos",
    "[### tensorflow\ntensorflow\nOpen source machine learning framework for everyone\n196kC++75kDevelopment Tools](/repo/tensorflow-tensorflow)"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://toolscout.ai/repo/ag2ai-fastagency",
   "project": "AutoGPT",
   "repository": null,
   "stars": "185k",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## Similar repos",
    "[### AutoGPT\nSignificant-Gravitas\nAI agent that autonomously achieves goals with internet access\n185kPython46kDevelopment Tools](/repo/significant-gravitas-autogpt)"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "## Similar repos",
    "[### AutoGPT\nSignificant-Gravitas\nAI agent that autonomously achieves goals with internet access\n185kPython46kDevelopment Tools](/repo/significant-gravitas-autogpt)"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://toolscout.ai/repo/ag2ai-fastagency",
   "project": "transformers",
   "repository": null,
   "stars": "162k",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## Similar repos",
    "[### transformers\nhuggingface\nFramework for state-of-the-art ML models in text, vision, audio, and multimodal tasks\n162kPython34kDevelopment Tools](/repo/huggingface-transformers)"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "## Similar repos",
    "[### transformers\nhuggingface\nFramework for state-of-the-art ML models in text, vision, audio, and multimodal tasks\n162kPython34kDevelopment Tools](/repo/huggingface-transformers)"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://toolscout.ai/repo/ag2ai-fastagency",
   "project": "dify",
   "repository": null,
   "stars": "146k",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## Similar repos",
    "[### dify\nlanggenius\nBuild and deploy agentic AI workflows with this production-ready platform\n146kTypeScript23kDevelopment Tools](/repo/langgenius-dify)"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "## Similar repos",
    "[### dify\nlanggenius\nBuild and deploy agentic AI workflows with this production-ready platform\n146kTypeScript23kDevelopment Tools](/repo/langgenius-dify)"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://toolscout.ai/repo/ag2ai-fastagency",
   "project": "langchain",
   "repository": null,
   "stars": "140k",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## Similar repos",
    "[### langchain\nlangchain-ai\nFramework for building LLM-powered applications and agents\n140kPython23kDevelopment Tools](/repo/langchain-ai-langchain)"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "## Similar repos",
    "[### langchain\nlangchain-ai\nFramework for building LLM-powered applications and agents\n140kPython23kDevelopment Tools](/repo/langchain-ai-langchain)"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://corpusiq.io/docs/hermes/skills/marketplace/new-june26-2026-afternoon",
   "project": "Agenthood",
   "repository": "https://github.com/fworks-tech/agenthood",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# New Skills Discovered \u2014 June 26, 2026 (Afternoon Sweep)",
    "### 1. Agenthood \u2014 14-Agent AI Engineering Team (fworks-tech/agenthood)",
    "Agenthood packages 14 specialized AI agent roles as individual skills.sh-compatible SKILL.md files."
   ],
   "repository_evidence": [
    "# New Skills Discovered \u2014 June 26, 2026 (Afternoon Sweep)",
    "### 1. Agenthood \u2014 14-Agent AI Engineering Team (fworks-tech/agenthood)",
    "**GitHub:** [fworks-tech/agenthood](https://github.com/fworks-tech/agenthood) \u00b7 **npm:** `agenthood` (v3.0.0) \u00b7 **License:** MIT"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://corpusiq.io/docs/hermes/skills/marketplace/new-june26-2026-afternoon",
   "project": "Letta Code",
   "repository": "https://github.com/letta-ai/letta-code",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# New Skills Discovered \u2014 June 26, 2026 (Afternoon Sweep)",
    "### 2. Letta Code \u2014 24-Skill Stateful Agent Harness (letta-ai/letta-code)",
    "Letta Code is a stateful agent harness built by the creators of MemGPT."
   ],
   "repository_evidence": [
    "# New Skills Discovered \u2014 June 26, 2026 (Afternoon Sweep)",
    "### 2. Letta Code \u2014 24-Skill Stateful Agent Harness (letta-ai/letta-code)",
    "**GitHub:** [letta-ai/letta-code](https://github.com/letta-ai/letta-code) \u00b7 **npm:** `@letta-ai/letta-code` \u00b7 **Built on:** MemGPT research"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://aisecuritywire.com/news-brief/guardfall-bash-shell-injection-ai-coding-agents-adversa-ai-2026",
   "project": "Continue",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "GuardFall: Ten of Eleven AI Coding Agents Fail Bash Shell Injection Tests",
    "One agent, Continue, blocked all 21 test cases across every class."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://browserbash.com/blog/skyvern-alternatives-2026",
   "project": "Browser Use",
   "repository": null,
   "stars": "50000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "This roundup walks through the AI browser automation tools worth comparing in 2026, where each one fits, and where it honestly does not.",
    "| Browser Use | Yes | Yes (Ollama) | Python library | Python teams building autonomous agents |",
    "Browser Use is one of the most popular open-source projects in this space \u2014 past 50,000 GitHub stars by 2026 and reporting around 89% on WebVoyager."
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "This roundup walks through the AI browser automation tools worth comparing in 2026, where each one fits, and where it honestly does not.",
    "Browser Use is one of the most popular open-source projects in this space \u2014 past 50,000 GitHub stars by 2026 and reporting around 89% on WebVoyager."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://browserbash.com/blog/skyvern-alternatives-2026",
   "project": "Stagehand",
   "repository": null,
   "stars": "10000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "This roundup walks through the AI browser automation tools worth comparing in 2026, where each one fits, and where it honestly does not.",
    "| Stagehand | Yes (MIT) | Via model config | TypeScript SDK | TS developers wanting hybrid AI + code control |",
    "It has a healthy following (10,000+ GitHub stars) and is a sensible choice for TypeScript developers who want to keep one foot in code."
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "This roundup walks through the AI browser automation tools worth comparing in 2026, where each one fits, and where it honestly does not.",
    "It has a healthy following (10,000+ GitHub stars) and is a sensible choice for TypeScript developers who want to keep one foot in code."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://rywalker.com/research/tongyi-deepresearch",
   "project": "Tongyi DeepResearch",
   "repository": null,
   "stars": "18432",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## Overview",
    "Tongyi DeepResearch is Alibaba's state-of-the-art deep research agent \u2014 a fine-tuned Qwen3-30B-A3B model (30.5 billion total parameters, only 3.3 billion activated per token) trained specifically for long-horizon, deep information-seeking tasks."
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "## Overview",
    "**Key stats:** 18,432 stars, Apache-2.0 license, Python."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://enterprisedna.co/directories/alternatives/agentgpt",
   "project": "AutoGPT",
   "repository": "https://github.com/Significant-Gravitas",
   "stars": "184701",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "![AutoGPT logo](https://github.com/Significant-Gravitas.png?size=200)",
    "### AutoGPT",
    "[ O OSS Framework medium"
   ],
   "repository_evidence": [
    "![AutoGPT logo](https://github.com/Significant-Gravitas.png?size=200)",
    "[ O OSS Framework medium"
   ],
   "stars_evidence": [
    "\u2605 184,701 updated 1mo ago",
    "[ O OSS Framework medium"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://enterprisedna.co/directories/alternatives/agentgpt",
   "project": "MetaGPT",
   "repository": "https://github.com/geekan",
   "stars": "68466",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "![MetaGPT logo](https://github.com/geekan.png?size=200)",
    "### MetaGPT",
    "[ O OSS Orchestration medium"
   ],
   "repository_evidence": [
    "![MetaGPT logo](https://github.com/geekan.png?size=200)",
    "[ O OSS Orchestration medium"
   ],
   "stars_evidence": [
    "\u2605 68,466 updated 6mo ago",
    "[ O OSS Orchestration medium"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://enterprisedna.co/directories/alternatives/agentgpt",
   "project": "MemGPT",
   "repository": "https://github.com/cpacker",
   "stars": "23081",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "![MemGPT logo](https://github.com/cpacker.png?size=200)",
    "### MemGPT",
    "[ O OSS Orchestration medium"
   ],
   "repository_evidence": [
    "![MemGPT logo](https://github.com/cpacker.png?size=200)",
    "[ O OSS Orchestration medium"
   ],
   "stars_evidence": [
    "\u2605 23,081 updated 2mo ago",
    "[ O OSS Orchestration medium"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://enterprisedna.co/directories/alternatives/agentgpt",
   "project": "SuperAGI",
   "repository": "https://github.com/TransformerOptimus",
   "stars": "17554",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "![SuperAGI logo](https://github.com/TransformerOptimus.png?size=200)",
    "### SuperAGI",
    "[ O OSS Orchestration medium"
   ],
   "repository_evidence": [
    "![SuperAGI logo](https://github.com/TransformerOptimus.png?size=200)",
    "[ O OSS Orchestration medium"
   ],
   "stars_evidence": [
    "\u2605 17,554 updated 1y ago",
    "[ O OSS Orchestration medium"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://enterprisedna.co/directories/alternatives/agentgpt",
   "project": "Plandex",
   "repository": "https://github.com/plandex-ai",
   "stars": "15434",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "![Plandex logo](https://github.com/plandex-ai.png?size=200)",
    "### Plandex",
    "[ O OSS Orchestration medium"
   ],
   "repository_evidence": [
    "![Plandex logo](https://github.com/plandex-ai.png?size=200)",
    "[ O OSS Orchestration medium"
   ],
   "stars_evidence": [
    "\u2605 15,434 updated 9mo ago",
    "[ O OSS Orchestration medium"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://enterprisedna.co/directories/alternatives/agentgpt",
   "project": "Claude Engineer",
   "repository": "https://github.com/Doriandarko",
   "stars": "11191",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "![Claude Engineer logo](https://github.com/Doriandarko.png?size=200)",
    "### Claude Engineer",
    "[ O OSS Orchestration medium"
   ],
   "repository_evidence": [
    "![Claude Engineer logo](https://github.com/Doriandarko.png?size=200)",
    "[ O OSS Orchestration medium"
   ],
   "stars_evidence": [
    "\u2605 11,191 updated 1y ago",
    "[ O OSS Orchestration medium"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://enterprisedna.co/directories/alternatives/agentgpt",
   "project": "XAgent",
   "repository": "https://github.com/OpenBMB",
   "stars": "8530",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "![XAgent logo](https://github.com/OpenBMB.png?size=200)",
    "### XAgent",
    "[ O OSS Orchestration medium"
   ],
   "repository_evidence": [
    "![XAgent logo](https://github.com/OpenBMB.png?size=200)",
    "[ O OSS Orchestration medium"
   ],
   "stars_evidence": [
    "\u2605 8,530 updated 1y ago",
    "[ O OSS Orchestration medium"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://enterprisedna.co/directories/alternatives/agentgpt",
   "project": "Voyager",
   "repository": "https://github.com/MineDojo",
   "stars": "6944",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "![Voyager logo](https://github.com/MineDojo.png?size=200)",
    "### Voyager",
    "[ O OSS Orchestration medium"
   ],
   "repository_evidence": [
    "![Voyager logo](https://github.com/MineDojo.png?size=200)",
    "[ O OSS Orchestration medium"
   ],
   "stars_evidence": [
    "\u2605 6,944 updated 2y ago",
    "[ O OSS Orchestration medium"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://enterprisedna.co/directories/alternatives/agentgpt",
   "project": "AgentVerse",
   "repository": "https://github.com/openbmb",
   "stars": "5041",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "![AgentVerse logo](https://github.com/openbmb.png?size=200)",
    "### AgentVerse",
    "[ O OSS Orchestration medium"
   ],
   "repository_evidence": [
    "![AgentVerse logo](https://github.com/openbmb.png?size=200)",
    "[ O OSS Orchestration medium"
   ],
   "stars_evidence": [
    "\u2605 5,041 updated 1y ago",
    "[ O OSS Orchestration medium"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://enterprisedna.co/directories/alternatives/agentgpt",
   "project": "Agent-LLM",
   "repository": "https://github.com/Josh-XT",
   "stars": "3192",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "![Agent-LLM logo](https://github.com/Josh-XT.png?size=200)",
    "### Agent-LLM",
    "[ O OSS Orchestration medium"
   ],
   "repository_evidence": [
    "![Agent-LLM logo](https://github.com/Josh-XT.png?size=200)",
    "[ O OSS Orchestration medium"
   ],
   "stars_evidence": [
    "\u2605 3,192 updated 1mo ago",
    "[ O OSS Orchestration medium"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://enterprisedna.co/directories/alternatives/agentgpt",
   "project": "Griptape",
   "repository": "https://github.com/griptape-ai",
   "stars": "2534",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "![Griptape logo](https://github.com/griptape-ai.png?size=200)",
    "### Griptape",
    "[ O OSS Orchestration medium"
   ],
   "repository_evidence": [
    "![Griptape logo](https://github.com/griptape-ai.png?size=200)",
    "[ O OSS Orchestration medium"
   ],
   "stars_evidence": [
    "\u2605 2,534 updated 1mo ago",
    "[ O OSS Orchestration medium"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://enterprisedna.co/directories/alternatives/agentgpt",
   "project": "Codel",
   "repository": "https://github.com/semanser",
   "stars": "2454",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "![Codel logo](https://github.com/semanser.png?size=200)",
    "### Codel",
    "[ O OSS Orchestration medium"
   ],
   "repository_evidence": [
    "![Codel logo](https://github.com/semanser.png?size=200)",
    "[ O OSS Orchestration medium"
   ],
   "stars_evidence": [
    "\u2605 2,454 updated 2y ago",
    "[ O OSS Orchestration medium"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://enterprisedna.co/directories/alternatives/agentgpt",
   "project": "Lagent",
   "repository": "https://github.com/InternLM",
   "stars": "2256",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "![Lagent logo](https://github.com/InternLM.png?size=200)",
    "### Lagent",
    "[ O OSS Orchestration medium"
   ],
   "repository_evidence": [
    "![Lagent logo](https://github.com/InternLM.png?size=200)",
    "[ O OSS Orchestration medium"
   ],
   "stars_evidence": [
    "\u2605 2,256 updated 1mo ago",
    "[ O OSS Orchestration medium"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://enterprisedna.co/directories/alternatives/agentgpt",
   "project": "SmartGPT",
   "repository": "https://github.com/Cormanz",
   "stars": "1737",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "![SmartGPT logo](https://github.com/Cormanz.png?size=200)",
    "### SmartGPT",
    "[ O OSS Orchestration medium"
   ],
   "repository_evidence": [
    "![SmartGPT logo](https://github.com/Cormanz.png?size=200)",
    "[ O OSS Orchestration medium"
   ],
   "stars_evidence": [
    "\u2605 1,737 updated 2y ago",
    "[ O OSS Orchestration medium"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://enterprisedna.co/directories/alternatives/agentgpt",
   "project": "ThinkGPT",
   "repository": "https://github.com/alaeddine-13",
   "stars": "1582",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "![ThinkGPT logo](https://github.com/alaeddine-13.png?size=200)",
    "### ThinkGPT",
    "[ O OSS Orchestration medium"
   ],
   "repository_evidence": [
    "![ThinkGPT logo](https://github.com/alaeddine-13.png?size=200)",
    "[ O OSS Orchestration medium"
   ],
   "stars_evidence": [
    "\u2605 1,582 updated 2y ago",
    "[ O OSS Orchestration medium"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://enterprisedna.co/directories/alternatives/agentgpt",
   "project": "BabyAGI UI",
   "repository": "https://github.com/miurla",
   "stars": "1327",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "![BabyAGI UI logo](https://github.com/miurla.png?size=200)",
    "### BabyAGI UI",
    "[ O OSS Orchestration medium"
   ],
   "repository_evidence": [
    "![BabyAGI UI logo](https://github.com/miurla.png?size=200)",
    "[ O OSS Orchestration medium"
   ],
   "stars_evidence": [
    "\u2605 1,327 updated 1y ago",
    "[ O OSS Orchestration medium"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://enterprisedna.co/directories/alternatives/agentgpt",
   "project": "Flock",
   "repository": "https://github.com/Onelevenvy",
   "stars": "1073",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "![Flock logo](https://github.com/Onelevenvy.png?size=200)",
    "### Flock",
    "[ O OSS Orchestration medium"
   ],
   "repository_evidence": [
    "![Flock logo](https://github.com/Onelevenvy.png?size=200)",
    "[ O OSS Orchestration medium"
   ],
   "stars_evidence": [
    "\u2605 1,073 updated 1mo ago",
    "[ O OSS Orchestration medium"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://enterprisedna.co/directories/alternatives/agentgpt",
   "project": "ix",
   "repository": "https://github.com/kreneskyp",
   "stars": "1042",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "![ix logo](https://github.com/kreneskyp.png?size=200)",
    "### ix",
    "[ O OSS Orchestration medium"
   ],
   "repository_evidence": [
    "![ix logo](https://github.com/kreneskyp.png?size=200)",
    "[ O OSS Orchestration medium"
   ],
   "stars_evidence": [
    "\u2605 1,042 updated 6mo ago",
    "[ O OSS Orchestration medium"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://enterprisedna.co/directories/alternatives/agentgpt",
   "project": "LLM Agents",
   "repository": "https://github.com/mpaepper",
   "stars": "1042",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "![LLM Agents logo](https://github.com/mpaepper.png?size=200)",
    "### LLM Agents",
    "[ O OSS Orchestration medium"
   ],
   "repository_evidence": [
    "![LLM Agents logo](https://github.com/mpaepper.png?size=200)",
    "[ O OSS Orchestration medium"
   ],
   "stars_evidence": [
    "\u2605 1,042 updated 1y ago",
    "[ O OSS Orchestration medium"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://enterprisedna.co/directories/alternatives/agentgpt",
   "project": "Promptise Foundry",
   "repository": "https://github.com/promptise-com",
   "stars": "844",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "![Promptise Foundry logo](https://github.com/promptise-com.png?size=200)",
    "### Promptise Foundry",
    "[ O OSS Orchestration medium"
   ],
   "repository_evidence": [
    "![Promptise Foundry logo](https://github.com/promptise-com.png?size=200)",
    "[ O OSS Orchestration medium"
   ],
   "stars_evidence": [
    "\u2605 844 updated 1mo ago",
    "[ O OSS Orchestration medium"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://enterprisedna.co/directories/alternatives/agentgpt",
   "project": "MicroAgent",
   "repository": "https://github.com/aymenfurter",
   "stars": "813",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "![MicroAgent logo](https://github.com/aymenfurter.png?size=200)",
    "### MicroAgent",
    "[ O OSS Orchestration medium"
   ],
   "repository_evidence": [
    "![MicroAgent logo](https://github.com/aymenfurter.png?size=200)",
    "[ O OSS Orchestration medium"
   ],
   "stars_evidence": [
    "\u2605 813 updated 2y ago",
    "[ O OSS Orchestration medium"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://enterprisedna.co/directories/alternatives/agentgpt",
   "project": "Automata",
   "repository": "https://github.com/emrgnt-cmplxty",
   "stars": "679",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "![Automata logo](https://github.com/emrgnt-cmplxty.png?size=200)",
    "### Automata",
    "[ A Agents Autonomous low"
   ],
   "repository_evidence": [
    "![Automata logo](https://github.com/emrgnt-cmplxty.png?size=200)",
    "[ A Agents Autonomous low"
   ],
   "stars_evidence": [
    "\u2605 679 updated 2y ago",
    "[ A Agents Autonomous low"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://enterprisedna.co/directories/alternatives/agentgpt",
   "project": "SwarmClaw",
   "repository": "https://github.com/swarmclawai",
   "stars": "539",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "![SwarmClaw logo](https://github.com/swarmclawai.png?size=200)",
    "### SwarmClaw",
    "[ O OSS Obs medium"
   ],
   "repository_evidence": [
    "![SwarmClaw logo](https://github.com/swarmclawai.png?size=200)",
    "[ O OSS Obs medium"
   ],
   "stars_evidence": [
    "\u2605 539 updated 2mo ago",
    "[ O OSS Obs medium"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://enterprisedna.co/directories/alternatives/agentgpt",
   "project": "BlockAGI",
   "repository": "https://github.com/blockpipe",
   "stars": "320",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "![BlockAGI logo](https://github.com/blockpipe.png?size=200)",
    "### BlockAGI",
    "[ O OSS Orchestration medium"
   ],
   "repository_evidence": [
    "![BlockAGI logo](https://github.com/blockpipe.png?size=200)",
    "[ O OSS Orchestration medium"
   ],
   "stars_evidence": [
    "\u2605 320 updated 2y ago",
    "[ O OSS Orchestration medium"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://enterprisedna.co/directories/alternatives/agentgpt",
   "project": "PyCodeAGI",
   "repository": "https://github.com/chakkaradeep",
   "stars": "185",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "![PyCodeAGI logo](https://github.com/chakkaradeep.png?size=200)",
    "### PyCodeAGI",
    "[ O OSS Orchestration medium"
   ],
   "repository_evidence": [
    "![PyCodeAGI logo](https://github.com/chakkaradeep.png?size=200)",
    "[ O OSS Orchestration medium"
   ],
   "stars_evidence": [
    "\u2605 185 updated 3y ago",
    "[ O OSS Orchestration medium"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://enterprisedna.co/directories/alternatives/agentgpt",
   "project": "waggledance.ai",
   "repository": "https://github.com/agi-merge",
   "stars": "172",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "![waggledance.ai logo](https://github.com/agi-merge.png?size=200)",
    "### waggledance.ai",
    "[ O OSS Orchestration medium"
   ],
   "repository_evidence": [
    "![waggledance.ai logo](https://github.com/agi-merge.png?size=200)",
    "[ O OSS Orchestration medium"
   ],
   "stars_evidence": [
    "\u2605 172 updated 2y ago",
    "[ O OSS Orchestration medium"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://beamforai.com/tools/microsoft/UFO",
   "project": "microsoft/UFO",
   "repository": null,
   "stars": "9500",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Tool profile",
    "# microsoft/UFO",
    "coding-assistants \u00b7 microsoft/UFO"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "Tool profile",
    "9.5k"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/zero-was-here/OpenManus/blob/main/README.md",
   "project": "OpenManus",
   "repository": "https://github.com/mannaandpoem/OpenManus",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# \ud83d\udc4b OpenManus",
    "@misc{openmanus2025,\n  author = {Xinbin Liang and Jinyu Xiang and Zhaoyang Yu and Jiayi Zhang and Sirui Hong},\n  title = {OpenManus: An open-source framework for building general AI agents},\n  year = {2025},\n  publisher = {GitHub},\n  journal = {GitHub repository},\n  howpublished = {\\url{https://github.com/mannaandpoem/OpenManus}},\n}"
   ],
   "repository_evidence": [
    "# \ud83d\udc4b OpenManus",
    "```\ngit clone https://github.com/mannaandpoem/OpenManus.git\ncd OpenManus\n```",
    "@misc{openmanus2025,\n  author = {Xinbin Liang and Jinyu Xiang and Zhaoyang Yu and Jiayi Zhang and Sirui Hong},\n  title = {OpenManus: An open-source framework for building general AI agents},\n  year = {2025},\n  publisher = {GitHub},\n  journal = {GitHub repository},\n  howpublished = {\\url{https://github.com/mannaandpoem/OpenManus}},\n}"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/zero-was-here/OpenManus/blob/main/README.md",
   "project": "OpenManus-RL",
   "repository": "https://github.com/OpenManus/OpenManus-RL",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# \ud83d\udc4b OpenManus",
    "We're also excited to introduce [OpenManus-RL](https://github.com/OpenManus/OpenManus-RL), an open-source project dedicated to reinforcement learning (RL)- based (such as GRPO) tuning methods for LLM agents, developed collaboratively by researchers from UIUC and OpenManus."
   ],
   "repository_evidence": [
    "# \ud83d\udc4b OpenManus",
    "We're also excited to introduce [OpenManus-RL](https://github.com/OpenManus/OpenManus-RL), an open-source project dedicated to reinforcement learning (RL)- based (such as GRPO) tuning methods for LLM agents, developed collaboratively by researchers from UIUC and OpenManus."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/zero-was-here/OpenManus/blob/main/README.md",
   "project": "anthropic-computer-use",
   "repository": "https://github.com/anthropics/anthropic-quickstarts/tree/main/computer-use-demo",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## Acknowledgement",
    "Thanks to [anthropic-computer-use](https://github.com/anthropics/anthropic-quickstarts/tree/main/computer-use-demo) and [browser-use](https://github.com/browser-use/browser-use) for providing basic support for this project!"
   ],
   "repository_evidence": [
    "## Acknowledgement",
    "Thanks to [anthropic-computer-use](https://github.com/anthropics/anthropic-quickstarts/tree/main/computer-use-demo) and [browser-use](https://github.com/browser-use/browser-use) for providing basic support for this project!"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/zero-was-here/OpenManus/blob/main/README.md",
   "project": "browser-use",
   "repository": "https://github.com/browser-use/browser-use",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## Acknowledgement",
    "Thanks to [anthropic-computer-use](https://github.com/anthropics/anthropic-quickstarts/tree/main/computer-use-demo) and [browser-use](https://github.com/browser-use/browser-use) for providing basic support for this project!"
   ],
   "repository_evidence": [
    "## Acknowledgement",
    "Thanks to [anthropic-computer-use](https://github.com/anthropics/anthropic-quickstarts/tree/main/computer-use-demo) and [browser-use](https://github.com/browser-use/browser-use) for providing basic support for this project!"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/zero-was-here/OpenManus/blob/main/README.md",
   "project": "AAAJ",
   "repository": "https://github.com/metauto-ai/agent-as-a-judge",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## Acknowledgement",
    "Additionally, we are grateful to [AAAJ](https://github.com/metauto-ai/agent-as-a-judge), [MetaGPT](https://github.com/geekan/MetaGPT), [OpenHands](https://github.com/All-Hands-AI/OpenHands) and [SWE-agent](https://github.com/SWE-agent/SWE-agent)."
   ],
   "repository_evidence": [
    "## Acknowledgement",
    "Additionally, we are grateful to [AAAJ](https://github.com/metauto-ai/agent-as-a-judge), [MetaGPT](https://github.com/geekan/MetaGPT), [OpenHands](https://github.com/All-Hands-AI/OpenHands) and [SWE-agent](https://github.com/SWE-agent/SWE-agent)."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/zero-was-here/OpenManus/blob/main/README.md",
   "project": "MetaGPT",
   "repository": "https://github.com/geekan/MetaGPT",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## Acknowledgement",
    "Additionally, we are grateful to [AAAJ](https://github.com/metauto-ai/agent-as-a-judge), [MetaGPT](https://github.com/geekan/MetaGPT), [OpenHands](https://github.com/All-Hands-AI/OpenHands) and [SWE-agent](https://github.com/SWE-agent/SWE-agent)."
   ],
   "repository_evidence": [
    "## Acknowledgement",
    "Additionally, we are grateful to [AAAJ](https://github.com/metauto-ai/agent-as-a-judge), [MetaGPT](https://github.com/geekan/MetaGPT), [OpenHands](https://github.com/All-Hands-AI/OpenHands) and [SWE-agent](https://github.com/SWE-agent/SWE-agent)."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/zero-was-here/OpenManus/blob/main/README.md",
   "project": "OpenHands",
   "repository": "https://github.com/All-Hands-AI/OpenHands",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## Acknowledgement",
    "Additionally, we are grateful to [AAAJ](https://github.com/metauto-ai/agent-as-a-judge), [MetaGPT](https://github.com/geekan/MetaGPT), [OpenHands](https://github.com/All-Hands-AI/OpenHands) and [SWE-agent](https://github.com/SWE-agent/SWE-agent)."
   ],
   "repository_evidence": [
    "## Acknowledgement",
    "Additionally, we are grateful to [AAAJ](https://github.com/metauto-ai/agent-as-a-judge), [MetaGPT](https://github.com/geekan/MetaGPT), [OpenHands](https://github.com/All-Hands-AI/OpenHands) and [SWE-agent](https://github.com/SWE-agent/SWE-agent)."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/zero-was-here/OpenManus/blob/main/README.md",
   "project": "SWE-agent",
   "repository": "https://github.com/SWE-agent/SWE-agent",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## Acknowledgement",
    "Additionally, we are grateful to [AAAJ](https://github.com/metauto-ai/agent-as-a-judge), [MetaGPT](https://github.com/geekan/MetaGPT), [OpenHands](https://github.com/All-Hands-AI/OpenHands) and [SWE-agent](https://github.com/SWE-agent/SWE-agent)."
   ],
   "repository_evidence": [
    "## Acknowledgement",
    "Additionally, we are grateful to [AAAJ](https://github.com/metauto-ai/agent-as-a-judge), [MetaGPT](https://github.com/geekan/MetaGPT), [OpenHands](https://github.com/All-Hands-AI/OpenHands) and [SWE-agent](https://github.com/SWE-agent/SWE-agent)."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://particula.tech/blog/microsoft-agent-framework-vs-google-adk-vs-smolagents",
   "project": "smolagents",
   "repository": null,
   "stars": "26000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "smolagents: The Third Philosophy",
    "HuggingFace's framework \u2014 ~26K GitHub stars, ~3K lines of core code \u2014 takes a fundamentally different stance from MAF and ADK on what an agent's \"action\" should look like."
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "smolagents: The Third Philosophy",
    "HuggingFace's framework \u2014 ~26K GitHub stars, ~3K lines of core code \u2014 takes a fundamentally different stance from MAF and ADK on what an agent's \"action\" should look like."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://huggingface.co/datasets/InternScience/SGI-DeepResearch-Gold?duplicate=true",
   "project": "SGI-Bench",
   "repository": "https://github.com/InternScience/SGI-Bench.git",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Probing Scientific General Intelligence of LLMs with Scientist-Aligned Workflows",
    "Welcome to the official repository for the SGI-Bench! \ud83d\udc4f",
    "git clone https://github.com/InternScience/SGI-Bench.git cd SGI-Bench/evaluation export OPENAI_API_KEY=\"xxxxx\"export OPENAI_BASE_URL=\"xxxxx\" conda create -n sgi python=3.13.7 conda activate sgi pip install -r requirements.txt"
   ],
   "repository_evidence": [
    "Probing Scientific General Intelligence of LLMs with Scientist-Aligned Workflows",
    "git clone https://github.com/InternScience/SGI-Bench.git cd SGI-Bench/evaluation export OPENAI_API_KEY=\"xxxxx\"export OPENAI_BASE_URL=\"xxxxx\" conda create -n sgi python=3.13.7 conda activate sgi pip install -r requirements.txt"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/hyp1231%2Fawesome-llm-powered-agent?topic=interactive",
   "project": "Auto-GPT",
   "repository": "https://github.com/Significant-Gravitas/Auto-GPT",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-llm-powered-agent",
    "- ## Open-Source Projects",
    "  - ### Autonomous Task Solver Projects",
    "    - [Auto-GPT Stars](https://img.shields.io/github/stars/Significant-Gravitas/Auto-GPT) - GPT](https://github.com/Significant-Gravitas/Auto-GPT) - An experimental open-source attempt to make GPT-4 fully autonomous."
   ],
   "repository_evidence": [
    "# awesome-llm-powered-agent",
    "- ## Open-Source Projects",
    "  - ### Autonomous Task Solver Projects",
    "    - [Auto-GPT Stars](https://img.shields.io/github/stars/Significant-Gravitas/Auto-GPT) - GPT](https://github.com/Significant-Gravitas/Auto-GPT) - An experimental open-source attempt to make GPT-4 fully autonomous."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/hyp1231%2Fawesome-llm-powered-agent?topic=interactive",
   "project": "LangChain",
   "repository": "https://github.com/langchain-ai/langchain",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-llm-powered-agent",
    "- ## Open-Source Projects",
    "  - ### Autonomous Task Solver Projects",
    "    - [LangChain Stars](https://img.shields.io/github/stars/langchain-ai/langchain) - ai/langchain) - Building applications with LLMs through composability."
   ],
   "repository_evidence": [
    "# awesome-llm-powered-agent",
    "- ## Open-Source Projects",
    "  - ### Autonomous Task Solver Projects",
    "    - [LangChain Stars](https://img.shields.io/github/stars/langchain-ai/langchain) - ai/langchain) - Building applications with LLMs through composability."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/hyp1231%2Fawesome-llm-powered-agent?topic=interactive",
   "project": "GPT Engineer",
   "repository": "https://github.com/AntonOsika/gpt-engineer",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-llm-powered-agent",
    "- ## Open-Source Projects",
    "  - ### Autonomous Task Solver Projects",
    "    - [GPT Engineer Stars](https://img.shields.io/github/stars/AntonOsika/gpt-engineer) - engineer) - Specify what you want it to build, the AI asks for clarification, and then builds it."
   ],
   "repository_evidence": [
    "# awesome-llm-powered-agent",
    "- ## Open-Source Projects",
    "  - ### Autonomous Task Solver Projects",
    "    - [GPT Engineer Stars](https://img.shields.io/github/stars/AntonOsika/gpt-engineer) - engineer) - Specify what you want it to build, the AI asks for clarification, and then builds it."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/hyp1231%2Fawesome-llm-powered-agent?topic=interactive",
   "project": "MetaGPT",
   "repository": "https://github.com/geekan/MetaGPT",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-llm-powered-agent",
    "- ## Open-Source Projects",
    "  - ### Autonomous Task Solver Projects",
    "    - [MetaGPT Stars](https://img.shields.io/github/stars/geekan/MetaGPT) - \ud83c\udf1f The Multi-Agent Framework: Given one line Requirement, return PRD, Design, Tasks, Repo."
   ],
   "repository_evidence": [
    "# awesome-llm-powered-agent",
    "- ## Open-Source Projects",
    "  - ### Autonomous Task Solver Projects",
    "    - [MetaGPT Stars](https://img.shields.io/github/stars/geekan/MetaGPT) - \ud83c\udf1f The Multi-Agent Framework: Given one line Requirement, return PRD, Design, Tasks, Repo."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/hyp1231%2Fawesome-llm-powered-agent?topic=interactive",
   "project": "BabyAGI",
   "repository": "https://github.com/yoheinakajima/babyagi",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-llm-powered-agent",
    "- ## Open-Source Projects",
    "  - ### Autonomous Task Solver Projects",
    "    - [BabyAGI Stars](https://img.shields.io/github/stars/yoheinakajima/babyagi) - An AI-powered task management system."
   ],
   "repository_evidence": [
    "# awesome-llm-powered-agent",
    "- ## Open-Source Projects",
    "  - ### Autonomous Task Solver Projects",
    "    - [BabyAGI Stars](https://img.shields.io/github/stars/yoheinakajima/babyagi) - An AI-powered task management system."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/hyp1231%2Fawesome-llm-powered-agent?topic=interactive",
   "project": "L2MAC",
   "repository": "https://github.com/samholt/L2MAC",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-llm-powered-agent",
    "- ## Open-Source Projects",
    "  - ### Autonomous Task Solver Projects",
    "    - [L2MAC Stars](https://img.shields.io/github/stars/samholt/L2MAC) - \ud83d\ude80 The LLM Automatic Computer Framework: L2MAC"
   ],
   "repository_evidence": [
    "# awesome-llm-powered-agent",
    "- ## Open-Source Projects",
    "  - ### Autonomous Task Solver Projects",
    "    - [L2MAC Stars](https://img.shields.io/github/stars/samholt/L2MAC) - \ud83d\ude80 The LLM Automatic Computer Framework: L2MAC"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/hyp1231%2Fawesome-llm-powered-agent?topic=interactive",
   "project": "Yacana",
   "repository": "https://github.com/rememberSoftwares/yacana",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-llm-powered-agent",
    "- ## Open-Source Projects",
    "  - ### Autonomous Task Solver Projects",
    "    - [Yacana Stars](https://img.shields.io/github/stars/rememberSoftwares/yacana) - \ud83d\udd2d\ud83e\udd99 Powering opensource LLMs with multi-agent chats and builing workflows."
   ],
   "repository_evidence": [
    "# awesome-llm-powered-agent",
    "- ## Open-Source Projects",
    "  - ### Autonomous Task Solver Projects",
    "    - [Yacana Stars](https://img.shields.io/github/stars/rememberSoftwares/yacana) - \ud83d\udd2d\ud83e\udd99 Powering opensource LLMs with multi-agent chats and builing workflows."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/hyp1231%2Fawesome-llm-powered-agent?topic=interactive",
   "project": "Saplings",
   "repository": "https://github.com/shobrook/saplings",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-llm-powered-agent",
    "- ## Open-Source Projects",
    "  - ### Autonomous Task Solver Projects",
    "    - [Saplings Stars](https://img.shields.io/github/stars/shobrook/saplings)"
   ],
   "repository_evidence": [
    "# awesome-llm-powered-agent",
    "- ## Open-Source Projects",
    "  - ### Autonomous Task Solver Projects",
    "    - [Saplings Stars](https://img.shields.io/github/stars/shobrook/saplings)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/hyp1231%2Fawesome-llm-powered-agent?topic=interactive",
   "project": "OS-Copilot",
   "repository": "https://github.com/OS-Copilot/OS-Copilot",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-llm-powered-agent",
    "- ## Open-Source Projects",
    "  - ### Autonomous Task Solver Projects",
    "    - [OS-Copilot Stars](https://img.shields.io/github/stars/OS-Copilot/OS-Copilot) - Copilot/OS-Copilot) - A self-improving conversational agent integrated into the operating system to automate daily tasks."
   ],
   "repository_evidence": [
    "# awesome-llm-powered-agent",
    "- ## Open-Source Projects",
    "  - ### Autonomous Task Solver Projects",
    "    - [OS-Copilot Stars](https://img.shields.io/github/stars/OS-Copilot/OS-Copilot) - Copilot/OS-Copilot) - A self-improving conversational agent integrated into the operating system to automate daily tasks."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/hyp1231%2Fawesome-llm-powered-agent?topic=interactive",
   "project": "AI Town",
   "repository": "https://github.com/a16z-infra/ai-town",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-llm-powered-agent",
    "- ## Open-Source Projects",
    "  - ### Multi-Agent Simulation Projects",
    "    - [AI Town Stars](https://img.shields.io/github/stars/a16z-infra/ai-town) - infra/ai-town) - A deployable starter kit for building and customizing your own version of AI town - a virtual town where AI characters live, chat and socialize."
   ],
   "repository_evidence": [
    "# awesome-llm-powered-agent",
    "- ## Open-Source Projects",
    "  - ### Multi-Agent Simulation Projects",
    "    - [AI Town Stars](https://img.shields.io/github/stars/a16z-infra/ai-town) - infra/ai-town) - A deployable starter kit for building and customizing your own version of AI town - a virtual town where AI characters live, chat and socialize."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/hyp1231%2Fawesome-llm-powered-agent?topic=interactive",
   "project": "GPTeam",
   "repository": "https://github.com/101dotxyz/GPTeam",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-llm-powered-agent",
    "- ## Open-Source Projects",
    "  - ### Multi-Agent Simulation Projects",
    "    - [GPTeam Stars](https://img.shields.io/github/stars/101dotxyz/GPTeam) - An open-source multi-agent simulation."
   ],
   "repository_evidence": [
    "# awesome-llm-powered-agent",
    "- ## Open-Source Projects",
    "  - ### Multi-Agent Simulation Projects",
    "    - [GPTeam Stars](https://img.shields.io/github/stars/101dotxyz/GPTeam) - An open-source multi-agent simulation."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/hyp1231%2Fawesome-llm-powered-agent?topic=interactive",
   "project": "ChatArena",
   "repository": "https://github.com/chatarena/chatarena",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-llm-powered-agent",
    "- ## Open-Source Projects",
    "  - ### Multi-Agent Simulation Projects",
    "    - [ChatArena Stars](https://img.shields.io/github/stars/chatarena/chatarena) - Multi-agent language game environments for LLMs."
   ],
   "repository_evidence": [
    "# awesome-llm-powered-agent",
    "- ## Open-Source Projects",
    "  - ### Multi-Agent Simulation Projects",
    "    - [ChatArena Stars](https://img.shields.io/github/stars/chatarena/chatarena) - Multi-agent language game environments for LLMs."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/hyp1231%2Fawesome-llm-powered-agent?topic=interactive",
   "project": "AgentVerse",
   "repository": "https://github.com/OpenBMB/AgentVerse",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-llm-powered-agent",
    "- ## Open-Source Projects",
    "  - ### Multi-Agent Simulation Projects",
    "    - [AgentVerse Stars](https://img.shields.io/github/stars/OpenBMB/AgentVerse) - A flexible framework that simplifies the process of building custom multi-agent environments for large language models (LLMs)."
   ],
   "repository_evidence": [
    "# awesome-llm-powered-agent",
    "- ## Open-Source Projects",
    "  - ### Multi-Agent Simulation Projects",
    "    - [AgentVerse Stars](https://img.shields.io/github/stars/OpenBMB/AgentVerse) - A flexible framework that simplifies the process of building custom multi-agent environments for large language models (LLMs)."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/hyp1231%2Fawesome-llm-powered-agent?topic=interactive",
   "project": "FastAgency",
   "repository": "https://github.com/airtai/FastAgency",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-llm-powered-agent",
    "- ### Agents-Powered LLMs",
    "    - [Aug 2023](https://github.com/airtai/FastAgency)"
   ],
   "repository_evidence": [
    "# awesome-llm-powered-agent",
    "- ### Agents-Powered LLMs",
    "    - [Aug 2023](https://github.com/airtai/FastAgency)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://tokrepo.com/es/workflows/asset-a392b702",
   "project": "UFO",
   "repository": "https://github.com/microsoft/UFO",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# UFO \u2014 Multi-Agent Windows UI Automation Framework by Microsoft",
    "UFO (UI-Focused Agent) is an open-source framework from Microsoft Research that uses LLM-powered agents to interact with Windows desktop applications."
   ],
   "repository_evidence": [
    "## Sources",
    "- [https://github.com/microsoft/UFO](https://github.com/microsoft/UFO)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://tokrepo.com/es/workflows/asset-a392b702",
   "project": "CAMEL",
   "repository": null,
   "stars": "16600",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## Activos relacionados",
    "[### CAMEL \u2014 Multi-Agent Framework at Scale\nCAMEL is a multi-agent framework for studying scaling laws of AI agents. 16.6K+ GitHub stars. Up to 1M agents, RAG, memory systems, data generation. Apache 2.0.\nSkills\nScript Depot](/es/workflows/camel-multi-agent-framework-scale-23732313)"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "## Activos relacionados",
    "[### CAMEL \u2014 Multi-Agent Framework at Scale\nCAMEL is a multi-agent framework for studying scaling laws of AI agents. 16.6K+ GitHub stars. Up to 1M agents, RAG, memory systems, data generation. Apache 2.0.\nSkills\nScript Depot](/es/workflows/camel-multi-agent-framework-scale-23732313)"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://gitwtfhub.com/foundationagents/openmanus",
   "project": "OpenManus",
   "repository": "https://github.com/foundationagents/openmanus",
   "stars": "56043",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# wtf is openmanus?",
    "[foundationagents/openmanus](https://github.com/foundationagents/openmanus) \u2014 explained in plain English",
    "OpenManus is an open-source Python framework for building and running AI agents, software programs that can autonomously plan and execute multi-step tasks by calling tools, browsing the web, writing code, and taking other actions."
   ],
   "repository_evidence": [
    "# wtf is openmanus?",
    "[foundationagents/openmanus](https://github.com/foundationagents/openmanus) \u2014 explained in plain English"
   ],
   "stars_evidence": [
    "# wtf is openmanus?",
    "\u2605 **56,043**PythonAudience \u00b7 **developer**Complexity \u00b7 **3/5**LicenseSetup \u00b7 moderate"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://ghtrends.dev/letta-ai/letta",
   "project": "Letta",
   "repository": "https://github.com/letta-ai/letta",
   "stars": "23420",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# letta-ai/letta: stateful agents with memory, formerly MemGPT",
    "Letta (formerly MemGPT) is a framework for stateful agents that keep long-term memory across sessions, with core and archival memory, a CLI, an API, and a visual editor."
   ],
   "repository_evidence": [
    "Repository data",
    "Repository: [ github.com/letta-ai/letta ](https://github.com/letta-ai/letta)"
   ],
   "stars_evidence": [
    "Repository data",
    "\u2605 23,420 2,488 forks Python Apache-2.0",
    "Stars23,420"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://tinyagents.dev/vs/aws-strands-vs-google-adk",
   "project": "AWS Strands Agents",
   "repository": "https://github.com/strands-agents/sdk-python",
   "stars": "4200",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# AWS Strands Agents vs Google ADK: Which Agent Framework to Use?",
    "### AWS Strands Agents",
    "GitHub Stars\n4.2k"
   ],
   "repository_evidence": [
    "# AWS Strands Agents vs Google ADK: Which Agent Framework to Use?",
    "### AWS Strands Agents",
    "[github.com/strands-agents/sdk-python\u2192](https://github.com/strands-agents/sdk-python)"
   ],
   "stars_evidence": [
    "# AWS Strands Agents vs Google ADK: Which Agent Framework to Use?",
    "### AWS Strands Agents",
    "GitHub Stars\n4.2k"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://tinyagents.dev/vs/aws-strands-vs-google-adk",
   "project": "Google ADK",
   "repository": "https://github.com/google/adk-python",
   "stars": "18700",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# AWS Strands Agents vs Google ADK: Which Agent Framework to Use?",
    "### Google ADK",
    "GitHub Stars\n18.7k"
   ],
   "repository_evidence": [
    "# AWS Strands Agents vs Google ADK: Which Agent Framework to Use?",
    "### Google ADK",
    "[github.com/google/adk-python\u2192](https://github.com/google/adk-python)"
   ],
   "stars_evidence": [
    "# AWS Strands Agents vs Google ADK: Which Agent Framework to Use?",
    "### Google ADK",
    "GitHub Stars\n18.7k"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://olud.ai/tool/skyvern.html",
   "project": "Skyvern",
   "repository": "https://github.com/Skyvern-AI/skyvern",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Skyvern",
    "## What is Skyvern?",
    "Skyvern automates browser-based workflows using LLMs and computer vision, completing tasks on websites it has never seen without brittle hard-coded scripts."
   ],
   "repository_evidence": [
    "[Visit website \u2192](https://www.skyvern.com)[View on GitHub](https://github.com/Skyvern-AI/skyvern)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://olud.ai/tool/skyvern.html",
   "project": "Browser Use",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Other open-source browser & computer-use agents tools worth comparing:",
    "[![](https://github.com/browser-use.png?size=120)**Browser Use**Let AI agents control your browser](/tool/browser-use.html)"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://olud.ai/tool/skyvern.html",
   "project": "Stagehand",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Other open-source browser & computer-use agents tools worth comparing:",
    "[![](https://github.com/browserbase.png?size=120)**Stagehand**AI browser automation on top of Playwright](/tool/stagehand.html)"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://olud.ai/tool/skyvern.html",
   "project": "Open Interpreter",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Other open-source browser & computer-use agents tools worth comparing:",
    "[![](https://github.com/OpenInterpreter.png?size=120)**Open Interpreter**ChatGPT's Code Interpreter on your machine](/tool/open-interpreter.html)"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://olud.ai/tool/skyvern.html",
   "project": "Nanobrowser",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Other open-source browser & computer-use agents tools worth comparing:",
    "[![](https://github.com/nanobrowser.png?size=120)**Nanobrowser**Multi-agent web automation in your own browser](/tool/nanobrowser.html)"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://olud.ai/tool/skyvern.html",
   "project": "Steel",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Other open-source browser & computer-use agents tools worth comparing:",
    "[![](https://github.com/steel-dev.png?size=120)**Steel**Headless browser infrastructure for AI agents](/tool/steel.html)"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://olud.ai/tool/skyvern.html",
   "project": "Playwright MCP",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Other open-source browser & computer-use agents tools worth comparing:",
    "[![](https://github.com/microsoft.png?size=120)**Playwright MCP**Give any AI a real browser via MCP](/tool/playwright-mcp.html)"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://olud.ai/tool/skyvern.html",
   "project": "LaVague",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Other open-source browser & computer-use agents tools worth comparing:",
    "[![](https://github.com/lavague-ai.png?size=120)**LaVague**Turn objectives into browser automation](/tool/lavague.html)"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/projects/github.com%2FMODSetter%2FSurfSense",
   "project": "SurfSense",
   "repository": "https://github.com/MODSetter/SurfSense",
   "stars": "431",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# https://github.com/MODSetter/SurfSense",
    "Awesome Lists containing this project",
    "- [awesome-opensource-ai](/lists/alvinreal%2Fawesome-opensource-ai) - SurfSense - Privacy-focused NotebookLM-style workspace for teams to search, organize, and query knowledge with self-hosted RAG. ![GitHub stars](https://img.shields.io/github/stars/MODSetter/SurfSense?style=social) (5. Retrieval-Augmented Generation (RAG) & Knowledge)"
   ],
   "repository_evidence": [
    "# https://github.com/MODSetter/SurfSense",
    "[https://github.com/MODSetter/SurfSense](https://github.com/MODSetter/SurfSense)",
    "- URL: [https://github.com/MODSetter/SurfSense](https://github.com/MODSetter/SurfSense)"
   ],
   "stars_evidence": [
    "# https://github.com/MODSetter/SurfSense",
    "- Stars: 431"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://trustvector.dev/agents/babyagi",
   "project": "BabyAGI",
   "repository": "https://github.com/yoheinakajima/babyagi",
   "stars": "20737",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Evaluation record \u00b7 babyagi",
    "# BabyAGI",
    "Originally a minimalist autonomous task-driven AI agent that created, prioritized, and executed tasks toward an objective, demonstrating AGI concepts in under 200 lines of code."
   ],
   "repository_evidence": [
    "Evaluation record \u00b7 babyagi",
    "[Official Website](https://github.com/yoheinakajima/babyagi)"
   ],
   "stars_evidence": [
    "Evaluation record \u00b7 babyagi",
    "github stars: 20737+"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://systems-analysis.ru/eng/OSWorld",
   "project": "OSWorld",
   "repository": "https://github.com/xlang-ai/OSWorld",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# OSWorld",
    "**OSWorld** is an open-source environment and [benchmark](/eng/LLM_benchmarks) for evaluating artificial intelligence agents that perform open-ended tasks in real computer operating systems."
   ],
   "repository_evidence": [
    "The original repository provides several infrastructure options[6]:",
    "| **VirtualBox** | Alternative local virtualization | Open-source-compatible option, although some parallel and Apple Silicon workflows may be less developed. |",
    "git clone https://github.com/xlang-ai/OSWorld cd OSWorld pip install -r requirements.txt python quickstart.py"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://systems-analysis.ru/eng/OSWorld",
   "project": "OSWorld-V2",
   "repository": "https://github.com/xlang-ai/OSWorld-V2",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "The OSWorld 2.0 environment is published in a separate repository under the Apache License 2.0[8].",
    "- [Official OSWorld 2.0 repository](https://github.com/xlang-ai/OSWorld-V2)"
   ],
   "repository_evidence": [
    "The OSWorld 2.0 environment is published in a separate repository under the Apache License 2.0[8].",
    "- [Official OSWorld 2.0 repository](https://github.com/xlang-ai/OSWorld-V2)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://aiagentwire.com/ai-agent-news/openmanus-open-source-agent-guide",
   "project": "OpenManus",
   "repository": "https://github.com/mannaandpoem/OpenManus",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# OpenManus Guide: The Open-Source Alternative to Manus AI by MetaGPT",
    "Enter **OpenManus**."
   ],
   "repository_evidence": [
    "# OpenManus Guide: The Open-Source Alternative to Manus AI by MetaGPT",
    "**GitHub Repository:** https://github.com/mannaandpoem/OpenManus"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://pypi.org/project/agent_os_kernel/3.2.0",
   "project": "Dify",
   "repository": "https://github.com/langgenius/dify-plugins/pull/2060",
   "stars": "65000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "### \ud83c\udfe2 Adopted By Leading AI Frameworks",
    "| Framework | Stars | Status | Link |",
    "| **Dify** | 65K \u2b50 | \u2705 Merged | [dify-plugins#2060](https://github.com/langgenius/dify-plugins/pull/2060) |"
   ],
   "repository_evidence": [
    "### \ud83c\udfe2 Adopted By Leading AI Frameworks",
    "| Framework | Stars | Status | Link |",
    "| **Dify** | 65K \u2b50 | \u2705 Merged | [dify-plugins#2060](https://github.com/langgenius/dify-plugins/pull/2060) |"
   ],
   "stars_evidence": [
    "### \ud83c\udfe2 Adopted By Leading AI Frameworks",
    "| Framework | Stars | Status | Link |",
    "| **Dify** | 65K \u2b50 | \u2705 Merged | [dify-plugins#2060](https://github.com/langgenius/dify-plugins/pull/2060) |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://pypi.org/project/agent_os_kernel/3.2.0",
   "project": "LlamaIndex",
   "repository": "https://github.com/run-llama/llama_index/pull/20644",
   "stars": "47000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "### \ud83c\udfe2 Adopted By Leading AI Frameworks",
    "| Framework | Stars | Status | Link |",
    "| **LlamaIndex** | 47K \u2b50 | \u2705 Merged | [llama_index#20644](https://github.com/run-llama/llama_index/pull/20644) |"
   ],
   "repository_evidence": [
    "### \ud83c\udfe2 Adopted By Leading AI Frameworks",
    "| Framework | Stars | Status | Link |",
    "| **LlamaIndex** | 47K \u2b50 | \u2705 Merged | [llama_index#20644](https://github.com/run-llama/llama_index/pull/20644) |"
   ],
   "stars_evidence": [
    "### \ud83c\udfe2 Adopted By Leading AI Frameworks",
    "| Framework | Stars | Status | Link |",
    "| **LlamaIndex** | 47K \u2b50 | \u2705 Merged | [llama_index#20644](https://github.com/run-llama/llama_index/pull/20644) |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://pypi.org/project/agent_os_kernel/3.2.0",
   "project": "Microsoft Agent-Lightning",
   "repository": "https://github.com/microsoft/agent-lightning/pull/478",
   "stars": "15000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "### \ud83c\udfe2 Adopted By Leading AI Frameworks",
    "| Framework | Stars | Status | Link |",
    "| **Microsoft Agent-Lightning** | 15K \u2b50 | \u2705 Merged | [agent-lightning#478](https://github.com/microsoft/agent-lightning/pull/478) |"
   ],
   "repository_evidence": [
    "### \ud83c\udfe2 Adopted By Leading AI Frameworks",
    "| Framework | Stars | Status | Link |",
    "| **Microsoft Agent-Lightning** | 15K \u2b50 | \u2705 Merged | [agent-lightning#478](https://github.com/microsoft/agent-lightning/pull/478) |"
   ],
   "stars_evidence": [
    "### \ud83c\udfe2 Adopted By Leading AI Frameworks",
    "| Framework | Stars | Status | Link |",
    "| **Microsoft Agent-Lightning** | 15K \u2b50 | \u2705 Merged | [agent-lightning#478](https://github.com/microsoft/agent-lightning/pull/478) |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://pypi.org/project/agent_os_kernel/3.2.0",
   "project": "LangGraph",
   "repository": "https://pypi.org/project/langgraph-trust/",
   "stars": "24000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "### \ud83c\udfe2 Adopted By Leading AI Frameworks",
    "| Framework | Stars | Status | Link |",
    "| **LangGraph** | 24K \u2b50 | \ud83d\udce6 Published on PyPI | [langgraph-trust](https://pypi.org/project/langgraph-trust/) |"
   ],
   "repository_evidence": [
    "### \ud83c\udfe2 Adopted By Leading AI Frameworks",
    "| Framework | Stars | Status | Link |",
    "| **LangGraph** | 24K \u2b50 | \ud83d\udce6 Published on PyPI | [langgraph-trust](https://pypi.org/project/langgraph-trust/) |"
   ],
   "stars_evidence": [
    "### \ud83c\udfe2 Adopted By Leading AI Frameworks",
    "| Framework | Stars | Status | Link |",
    "| **LangGraph** | 24K \u2b50 | \ud83d\udce6 Published on PyPI | [langgraph-trust](https://pypi.org/project/langgraph-trust/) |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://pypi.org/project/agent_os_kernel/3.2.0",
   "project": "OpenAI Agents SDK",
   "repository": "https://pypi.org/project/openai-agents-trust/",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "### \ud83c\udfe2 Adopted By Leading AI Frameworks",
    "| Framework | Stars | Status | Link |",
    "| **OpenAI Agents SDK** | \u2014 | \ud83d\udce6 Published on PyPI | [openai-agents-trust](https://pypi.org/project/openai-agents-trust/) |"
   ],
   "repository_evidence": [
    "### \ud83c\udfe2 Adopted By Leading AI Frameworks",
    "| Framework | Stars | Status | Link |",
    "| **OpenAI Agents SDK** | \u2014 | \ud83d\udce6 Published on PyPI | [openai-agents-trust](https://pypi.org/project/openai-agents-trust/) |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://pypi.org/project/agent_os_kernel/3.2.0",
   "project": "OpenClaw",
   "repository": "https://clawhub.ai/microsoft/agentmesh-governance",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "### \ud83c\udfe2 Adopted By Leading AI Frameworks",
    "| Framework | Stars | Status | Link |",
    "| **OpenClaw** | \u2014 | \ud83d\udce6 Published on ClawHub | [agentmesh-governance](https://clawhub.ai/microsoft/agentmesh-governance) |"
   ],
   "repository_evidence": [
    "### \ud83c\udfe2 Adopted By Leading AI Frameworks",
    "| Framework | Stars | Status | Link |",
    "| **OpenClaw** | \u2014 | \ud83d\udce6 Published on ClawHub | [agentmesh-governance](https://clawhub.ai/microsoft/agentmesh-governance) |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://pypi.org/project/agent_os_kernel/3.2.0",
   "project": "AutoGen",
   "repository": "https://github.com/microsoft/autogen/issues/7242",
   "stars": "54000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "**\ud83d\udccb Proposals under review at 10+ frameworks (click to expand)**",
    "| Framework | Stars | Proposal |",
    "| AutoGen | 54K \u2b50 | [microsoft/autogen#7242](https://github.com/microsoft/autogen/issues/7242) |"
   ],
   "repository_evidence": [
    "**\ud83d\udccb Proposals under review at 10+ frameworks (click to expand)**",
    "| Framework | Stars | Proposal |",
    "| AutoGen | 54K \u2b50 | [microsoft/autogen#7242](https://github.com/microsoft/autogen/issues/7242) |"
   ],
   "stars_evidence": [
    "**\ud83d\udccb Proposals under review at 10+ frameworks (click to expand)**",
    "| Framework | Stars | Proposal |",
    "| AutoGen | 54K \u2b50 | [microsoft/autogen#7242](https://github.com/microsoft/autogen/issues/7242) |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://pypi.org/project/agent_os_kernel/3.2.0",
   "project": "CrewAI",
   "repository": "https://github.com/crewAIInc/crewAI/issues/4502",
   "stars": "44000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "**\ud83d\udccb Proposals under review at 10+ frameworks (click to expand)**",
    "| Framework | Stars | Proposal |",
    "| CrewAI | 44K \u2b50 | [crewAIInc/crewAI#4502](https://github.com/crewAIInc/crewAI/issues/4502) |"
   ],
   "repository_evidence": [
    "**\ud83d\udccb Proposals under review at 10+ frameworks (click to expand)**",
    "| Framework | Stars | Proposal |",
    "| CrewAI | 44K \u2b50 | [crewAIInc/crewAI#4502](https://github.com/crewAIInc/crewAI/issues/4502) |"
   ],
   "stars_evidence": [
    "**\ud83d\udccb Proposals under review at 10+ frameworks (click to expand)**",
    "| Framework | Stars | Proposal |",
    "| CrewAI | 44K \u2b50 | [crewAIInc/crewAI#4502](https://github.com/crewAIInc/crewAI/issues/4502) |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://pypi.org/project/agent_os_kernel/3.2.0",
   "project": "Haystack",
   "repository": "https://github.com/deepset-ai/haystack/issues/10615",
   "stars": "22000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "**\ud83d\udccb Proposals under review at 10+ frameworks (click to expand)**",
    "| Framework | Stars | Proposal |",
    "| Haystack | 22K \u2b50 | [deepset-ai/haystack#10615](https://github.com/deepset-ai/haystack/issues/10615) |"
   ],
   "repository_evidence": [
    "**\ud83d\udccb Proposals under review at 10+ frameworks (click to expand)**",
    "| Framework | Stars | Proposal |",
    "| Haystack | 22K \u2b50 | [deepset-ai/haystack#10615](https://github.com/deepset-ai/haystack/issues/10615) |"
   ],
   "stars_evidence": [
    "**\ud83d\udccb Proposals under review at 10+ frameworks (click to expand)**",
    "| Framework | Stars | Proposal |",
    "| Haystack | 22K \u2b50 | [deepset-ai/haystack#10615](https://github.com/deepset-ai/haystack/issues/10615) |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://pypi.org/project/agent_os_kernel/3.2.0",
   "project": "Semantic Kernel",
   "repository": "https://github.com/microsoft/semantic-kernel/issues/13556",
   "stars": "27000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "**\ud83d\udccb Proposals under review at 10+ frameworks (click to expand)**",
    "| Framework | Stars | Proposal |",
    "| Semantic Kernel | 27K \u2b50 | [microsoft/semantic-kernel#13556](https://github.com/microsoft/semantic-kernel/issues/13556) |"
   ],
   "repository_evidence": [
    "**\ud83d\udccb Proposals under review at 10+ frameworks (click to expand)**",
    "| Framework | Stars | Proposal |",
    "| Semantic Kernel | 27K \u2b50 | [microsoft/semantic-kernel#13556](https://github.com/microsoft/semantic-kernel/issues/13556) |"
   ],
   "stars_evidence": [
    "**\ud83d\udccb Proposals under review at 10+ frameworks (click to expand)**",
    "| Framework | Stars | Proposal |",
    "| Semantic Kernel | 27K \u2b50 | [microsoft/semantic-kernel#13556](https://github.com/microsoft/semantic-kernel/issues/13556) |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://pypi.org/project/agent_os_kernel/3.2.0",
   "project": "smolagents",
   "repository": "https://github.com/huggingface/smolagents/issues/1989",
   "stars": "25000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "**\ud83d\udccb Proposals under review at 10+ frameworks (click to expand)**",
    "| Framework | Stars | Proposal |",
    "| smolagents | 25K \u2b50 | \u2705 Adapter built \u2014 [huggingface/smolagents#1989](https://github.com/huggingface/smolagents/issues/1989) |"
   ],
   "repository_evidence": [
    "**\ud83d\udccb Proposals under review at 10+ frameworks (click to expand)**",
    "| Framework | Stars | Proposal |",
    "| smolagents | 25K \u2b50 | \u2705 Adapter built \u2014 [huggingface/smolagents#1989](https://github.com/huggingface/smolagents/issues/1989) |"
   ],
   "stars_evidence": [
    "**\ud83d\udccb Proposals under review at 10+ frameworks (click to expand)**",
    "| Framework | Stars | Proposal |",
    "| smolagents | 25K \u2b50 | \u2705 Adapter built \u2014 [huggingface/smolagents#1989](https://github.com/huggingface/smolagents/issues/1989) |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://pypi.org/project/agent_os_kernel/3.2.0",
   "project": "LangGraph",
   "repository": "https://github.com/langchain-ai/langgraph/issues/6824",
   "stars": "24000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "**\ud83d\udccb Proposals under review at 10+ frameworks (click to expand)**",
    "| Framework | Stars | Proposal |",
    "| LangGraph | 24K \u2b50 | [langchain-ai/langgraph#6824](https://github.com/langchain-ai/langgraph/issues/6824) |"
   ],
   "repository_evidence": [
    "**\ud83d\udccb Proposals under review at 10+ frameworks (click to expand)**",
    "| Framework | Stars | Proposal |",
    "| LangGraph | 24K \u2b50 | [langchain-ai/langgraph#6824](https://github.com/langchain-ai/langgraph/issues/6824) |"
   ],
   "stars_evidence": [
    "**\ud83d\udccb Proposals under review at 10+ frameworks (click to expand)**",
    "| Framework | Stars | Proposal |",
    "| LangGraph | 24K \u2b50 | [langchain-ai/langgraph#6824](https://github.com/langchain-ai/langgraph/issues/6824) |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://pypi.org/project/agent_os_kernel/3.2.0",
   "project": "Google ADK",
   "repository": "https://github.com/google/adk-python/issues/4517",
   "stars": "18000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "**\ud83d\udccb Proposals under review at 10+ frameworks (click to expand)**",
    "| Framework | Stars | Proposal |",
    "| Google ADK | 18K \u2b50 | \u2705 Adapter built \u2014 [google/adk-python#4517](https://github.com/google/adk-python/issues/4517) |"
   ],
   "repository_evidence": [
    "**\ud83d\udccb Proposals under review at 10+ frameworks (click to expand)**",
    "| Framework | Stars | Proposal |",
    "| Google ADK | 18K \u2b50 | \u2705 Adapter built \u2014 [google/adk-python#4517](https://github.com/google/adk-python/issues/4517) |"
   ],
   "stars_evidence": [
    "**\ud83d\udccb Proposals under review at 10+ frameworks (click to expand)**",
    "| Framework | Stars | Proposal |",
    "| Google ADK | 18K \u2b50 | \u2705 Adapter built \u2014 [google/adk-python#4517](https://github.com/google/adk-python/issues/4517) |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://pypi.org/project/agent_os_kernel/3.2.0",
   "project": "PydanticAI",
   "repository": "https://github.com/pydantic/pydantic-ai/issues/4335",
   "stars": "15000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "**\ud83d\udccb Proposals under review at 10+ frameworks (click to expand)**",
    "| Framework | Stars | Proposal |",
    "| PydanticAI | 15K \u2b50 | \u2705 Adapter built \u2014 [pydantic/pydantic-ai#4335](https://github.com/pydantic/pydantic-ai/issues/4335) |"
   ],
   "repository_evidence": [
    "**\ud83d\udccb Proposals under review at 10+ frameworks (click to expand)**",
    "| Framework | Stars | Proposal |",
    "| PydanticAI | 15K \u2b50 | \u2705 Adapter built \u2014 [pydantic/pydantic-ai#4335](https://github.com/pydantic/pydantic-ai/issues/4335) |"
   ],
   "stars_evidence": [
    "**\ud83d\udccb Proposals under review at 10+ frameworks (click to expand)**",
    "| Framework | Stars | Proposal |",
    "| PydanticAI | 15K \u2b50 | \u2705 Adapter built \u2014 [pydantic/pydantic-ai#4335](https://github.com/pydantic/pydantic-ai/issues/4335) |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://pypi.org/project/agent_os_kernel/3.2.0",
   "project": "OpenAI Agents SDK",
   "repository": "https://github.com/openai/openai-agents-python/issues/2515",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "**\ud83d\udccb Proposals under review at 10+ frameworks (click to expand)**",
    "| Framework | Stars | Proposal |",
    "| OpenAI Agents SDK | \u2014 | [openai/openai-agents-python#2515](https://github.com/openai/openai-agents-python/issues/2515) |"
   ],
   "repository_evidence": [
    "**\ud83d\udccb Proposals under review at 10+ frameworks (click to expand)**",
    "| Framework | Stars | Proposal |",
    "| OpenAI Agents SDK | \u2014 | [openai/openai-agents-python#2515](https://github.com/openai/openai-agents-python/issues/2515) |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://pypi.org/project/agent_os_kernel/3.2.0",
   "project": "A2A Protocol",
   "repository": "https://github.com/a2aproject/A2A/issues/1501",
   "stars": "21000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "**\ud83d\udccb Proposals under review at 10+ frameworks (click to expand)**",
    "| Framework | Stars | Proposal |",
    "| A2A Protocol | 21K \u2b50 | [a2aproject/A2A#1501](https://github.com/a2aproject/A2A/issues/1501) |"
   ],
   "repository_evidence": [
    "**\ud83d\udccb Proposals under review at 10+ frameworks (click to expand)**",
    "| Framework | Stars | Proposal |",
    "| A2A Protocol | 21K \u2b50 | [a2aproject/A2A#1501](https://github.com/a2aproject/A2A/issues/1501) |"
   ],
   "stars_evidence": [
    "**\ud83d\udccb Proposals under review at 10+ frameworks (click to expand)**",
    "| Framework | Stars | Proposal |",
    "| A2A Protocol | 21K \u2b50 | [a2aproject/A2A#1501](https://github.com/a2aproject/A2A/issues/1501) |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://pypi.org/project/agent_os_kernel/3.2.0",
   "project": "Oracle Agent Spec",
   "repository": "https://github.com/oracle/agent-spec/issues/105",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "**\ud83d\udccb Proposals under review at 10+ frameworks (click to expand)**",
    "| Framework | Stars | Proposal |",
    "| Oracle Agent Spec | \u2014 | [oracle/agent-spec#105](https://github.com/oracle/agent-spec/issues/105) |"
   ],
   "repository_evidence": [
    "**\ud83d\udccb Proposals under review at 10+ frameworks (click to expand)**",
    "| Framework | Stars | Proposal |",
    "| Oracle Agent Spec | \u2014 | [oracle/agent-spec#105](https://github.com/oracle/agent-spec/issues/105) |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://pypi.org/project/agent_os_kernel/3.2.0",
   "project": "AI Card Spec",
   "repository": "https://github.com/Agent-Card/ai-card/issues/16",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "**\ud83d\udccb Proposals under review at 10+ frameworks (click to expand)**",
    "| Framework | Stars | Proposal |",
    "| AI Card Spec | \u2014 | [agent-card/ai-card#16](https://github.com/Agent-Card/ai-card/issues/16) |"
   ],
   "repository_evidence": [
    "**\ud83d\udccb Proposals under review at 10+ frameworks (click to expand)**",
    "| Framework | Stars | Proposal |",
    "| AI Card Spec | \u2014 | [agent-card/ai-card#16](https://github.com/Agent-Card/ai-card/issues/16) |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/letta-ai/letta?tab=readme-ov-file",
   "project": "Letta Code",
   "repository": "https://github.com/letta-ai/letta-code",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# letta-ai/letta",
    "# Letta (formerly MemGPT)",
    "1. Install the [Letta Code](https://github.com/letta-ai/letta-code) CLI tool: `npm install -g @letta-ai/letta-code`"
   ],
   "repository_evidence": [
    "# letta-ai/letta",
    "# Letta (formerly MemGPT)",
    "1. Install the [Letta Code](https://github.com/letta-ai/letta-code) CLI tool: `npm install -g @letta-ai/letta-code`"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://forum.cloudron.io/topic/13231/open-deep-research-on-cloudron-self-hosted-ai-agent",
   "project": "Open Deep Research",
   "repository": "https://github.com/jina-ai/node-DeepResearch",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Open Deep Research on Cloudron - Self-Hosted AI Agent",
    "- **Summary**: Open Deep Research is a Free Software alternative to \"OpenAI's\" Deep Research. Open Deep Research will keep searching and reading webpages until finding the answer (or exceeding the token budget)."
   ],
   "repository_evidence": [
    "# Open Deep Research on Cloudron - Self-Hosted AI Agent",
    "- **Git**: [https://github.com/jina-ai/node-DeepResearch](https://github.com/jina-ai/node-DeepResearch)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://libhunt.com/compare-babyagi-ui-vs-AgentGPT",
   "project": "babyagi-ui",
   "repository": null,
   "stars": "1316",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "| [babyagi-ui](/r/babyagi-ui) | | [AgentGPT](/r/AgentGPT) |",
    "SaaSHub - Software Alternatives and Reviews",
    "featured"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "| 1,316 | | 35,644 |",
    "**Stars** - the number of stars that a project has on GitHub.",
    "SaaSHub - Software Alternatives and Reviews",
    "featured"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://libhunt.com/compare-babyagi-ui-vs-AgentGPT",
   "project": "AgentGPT",
   "repository": "https://github.com/reworkd/AgentGPT",
   "stars": "35644",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "| [babyagi-ui](/r/babyagi-ui) | | [AgentGPT](/r/AgentGPT) |",
    "SaaSHub - Software Alternatives and Reviews",
    "featured"
   ],
   "repository_evidence": [
    "There's a few tools out there like AgentGPT (https://github.com/reworkd/AgentGPT, although it's a more conversational interface), and (https://github.com/logspace-ai/langflow) and others.",
    "## AgentGPT"
   ],
   "stars_evidence": [
    "| 1,316 | | 35,644 |",
    "**Stars** - the number of stars that a project has on GitHub.",
    "SaaSHub - Software Alternatives and Reviews",
    "featured"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://libhunt.com/compare-babyagi-ui-vs-AgentGPT",
   "project": "Auto-GPT",
   "repository": "https://github.com/Significant-Gravitas/AutoGPT",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "**Auto-GPT** - An experimental open-source attempt to make GPT-4 fully autonomous. [Moved to: https://github.com/Significant-Gravitas/AutoGPT]",
    "When comparing babyagi-ui and AgentGPT you can also consider the following projects:"
   ],
   "repository_evidence": [
    "**Auto-GPT** - An experimental open-source attempt to make GPT-4 fully autonomous. [Moved to: https://github.com/Significant-Gravitas/AutoGPT]",
    "When comparing babyagi-ui and AgentGPT you can also consider the following projects:"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://libhunt.com/compare-babyagi-ui-vs-AgentGPT",
   "project": "micro-gpt",
   "repository": "https://github.com/muellerberndt/mini-agi",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "**micro-gpt** - MiniAGI is a minimal general-purpose autonomous agent based on GPT-3.5 / GPT-4. Can analyze stock prices, perform network security tests, create art, and order pizza. [Moved to: https://github.com/muellerberndt/mini-agi]",
    "When comparing babyagi-ui and AgentGPT you can also consider the following projects:"
   ],
   "repository_evidence": [
    "**micro-gpt** - MiniAGI is a minimal general-purpose autonomous agent based on GPT-3.5 / GPT-4. Can analyze stock prices, perform network security tests, create art, and order pizza. [Moved to: https://github.com/muellerberndt/mini-agi]",
    "When comparing babyagi-ui and AgentGPT you can also consider the following projects:"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://vuln.today/cve/CVE-2026-45322",
   "project": "Microsoft UFO",
   "repository": "https://github.com/microsoft/UFO",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Microsoft UFO open-source framework for intelligent automation across devices and platforms.",
    "Microsoft UFO open-source framework for intelligent automation across devices and platforms. Microsoft UFO tagged releases up to and including v3.0.0 contain an OS command injection vulnerability in the shell action replay path."
   ],
   "repository_evidence": [
    "consult the vendor advisory GHSA-wj72-7w8h-695f (https://github.com/microsoft/UFO/security/advisories/GHSA-wj72-7w8h-695f) for the exact patched version, as a released patched version is not independently confirmed from the available data."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://runany.dev/blog/kaibanjs-multi-agent-framework",
   "project": "KaibanJS",
   "repository": "https://github.com/kaiban-ai/kaibanjs",
   "stars": "1465",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# KaibanJS - JavaScript Framework for Multi-Agent Systems",
    "KaibanJS is an MIT-licensed JavaScript framework for building and orchestrating multi-agent AI systems with a Kanban-style visual board. 1.4k stars on GitHub."
   ],
   "repository_evidence": [
    "# KaibanJS - JavaScript Framework for Multi-Agent Systems",
    "- Source repository: [github.com/kaiban-ai/kaibanjs](https://github.com/kaiban-ai/kaibanjs)"
   ],
   "stars_evidence": [
    "# KaibanJS - JavaScript Framework for Multi-Agent Systems",
    "The framework is open-source under the MIT license and sits at approximately 1,465 GitHub stars."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://guidestream.digital/en/blog-posts/openmanus",
   "project": "OpenManus",
   "repository": "https://github.com/MetaGPT-Community/OpenManus",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "OpenManus has emerged as a significant open-source alternative to proprietary AI agent platforms like Manus AI.",
    "9. [https://github.com/MetaGPT-Community/OpenManus](https://github.com/MetaGPT-Community/OpenManus)"
   ],
   "repository_evidence": [
    "9. [https://github.com/MetaGPT-Community/OpenManus](https://github.com/MetaGPT-Community/OpenManus)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://buzzgrewal.medium.com/ai-agent-memory-in-2026-how-mem0-letta-and-zep-cut-tokens-90-and-rakuten-cut-errors-97-461b5d67e92e",
   "project": "Mem0",
   "repository": null,
   "stars": "41000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "AI Agent Memory in 2026: How Mem0, Letta, and Zep Cut Tokens 90% (and Rakuten Cut Errors 97%)",
    "**Open-source SDKs**: Mem0, Letta, Zep/Graphiti, Cognee, LangMem, Memori.",
    "**Mem0** (YC W24, $24M raised from Basis Set, Peak XV, GitHub Fund, and Kindred Ventures in October 2025[2]) became the default open-source memory layer in 2026 the same way pgvector became the default vector index two years earlier: it solved the boring 80% case in three lines of Python and scaled to production."
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "AI Agent Memory in 2026: How Mem0, Letta, and Zep Cut Tokens 90% (and Rakuten Cut Errors 97%)"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://buzzgrewal.medium.com/ai-agent-memory-in-2026-how-mem0-letta-and-zep-cut-tokens-90-and-rakuten-cut-errors-97-461b5d67e92e",
   "project": "Letta",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "AI Agent Memory in 2026: How Mem0, Letta, and Zep Cut Tokens 90% (and Rakuten Cut Errors 97%)",
    "**Open-source SDKs**: Mem0, Letta, Zep/Graphiti, Cognee, LangMem, Memori.",
    "Letta (MemGPT): Memory as a Virtual-Memory OS",
    "Spun out of Berkeley\u2019s Sky Computing Lab in 2024 as the production heir to the **MemGPT** paper (Packer et al., arXiv:2310.08560)[4], Letta treats the LLM\u2019s context window like RAM and pages memory in and out deliberately."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://buzzgrewal.medium.com/ai-agent-memory-in-2026-how-mem0-letta-and-zep-cut-tokens-90-and-rakuten-cut-errors-97-461b5d67e92e",
   "project": "Zep",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "AI Agent Memory in 2026: How Mem0, Letta, and Zep Cut Tokens 90% (and Rakuten Cut Errors 97%)",
    "**Open-source SDKs**: Mem0, Letta, Zep/Graphiti, Cognee, LangMem, Memori.",
    "Zep + Graphiti: Memory as a Temporal Knowledge Graph"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://buzzgrewal.medium.com/ai-agent-memory-in-2026-how-mem0-letta-and-zep-cut-tokens-90-and-rakuten-cut-errors-97-461b5d67e92e",
   "project": "Graphiti",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "**Open-source SDKs**: Mem0, Letta, Zep/Graphiti, Cognee, LangMem, Memori.",
    "Zep + Graphiti: Memory as a Temporal Knowledge Graph",
    "Its open-core engine, **Graphiti**, is built around three subgraph layers and a bi-temporal model that explicitly tracks *when something happened* versus *when the system learned about it*."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://buzzgrewal.medium.com/ai-agent-memory-in-2026-how-mem0-letta-and-zep-cut-tokens-90-and-rakuten-cut-errors-97-461b5d67e92e",
   "project": "Cognee",
   "repository": null,
   "stars": "12000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "**Open-source SDKs**: Mem0, Letta, Zep/Graphiti, Cognee, LangMem, Memori.",
    "Cognee, the open memory control plane",
    "**Cognee** (~12,000 GitHub stars by mid-2026)[11] unifies three stores, graph, vector, and relational, behind a single API, with a six-stage *cognify* ingestion pipeline plus a self-refining *memify* post-processor that prunes stale nodes, reweights edges by usage, and adds derived facts."
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "Cognee, the open memory control plane",
    "**Cognee** (~12,000 GitHub stars by mid-2026)[11] unifies three stores, graph, vector, and relational, behind a single API, with a six-stage *cognify* ingestion pipeline plus a self-refining *memify* post-processor that prunes stale nodes, reweights edges by usage, and adds derived facts."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://buzzgrewal.medium.com/ai-agent-memory-in-2026-how-mem0-letta-and-zep-cut-tokens-90-and-rakuten-cut-errors-97-461b5d67e92e",
   "project": "LangMem",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "**Open-source SDKs**: Mem0, Letta, Zep/Graphiti, Cognee, LangMem, Memori.",
    "LangMem, LangChain\u2019s native SDK"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://buzzgrewal.medium.com/ai-agent-memory-in-2026-how-mem0-letta-and-zep-cut-tokens-90-and-rakuten-cut-errors-97-461b5d67e92e",
   "project": "Memori",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "**Open-source SDKs**: Mem0, Letta, Zep/Graphiti, Cognee, LangMem, Memori.",
    "Memori, the SQL-native challenger",
    "**Memori** (Memori Cloud launched March 2, 2026)[27] writes memory data to SQLite or Postgres instead of a vector DB."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://beri.net/learning/strands-agents-docs",
   "project": "Strands Agents",
   "repository": null,
   "stars": "6500",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Strands Agents \u2014 Open Source AI Agent SDK Documentation",
    "Strands Agents bills itself as 'the open source toolkit for building production agents', and its documentation site is the reference for both the Python SDK (pip install strands-agents) and the TypeScript SDK (npm install @strands-agents/sdk)."
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# Strands Agents \u2014 Open Source AI Agent SDK Documentation",
    "The project is open source (6,500+ GitHub stars) and free to use."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://youngju.dev/blog/culture/2026-05-16-ai-coding-agents-2026-cursor-claude-code-aider-cline-continue-cody-copilot-windsurf-zed-deep-dive.en",
   "project": "OpenAI Codex CLI",
   "repository": "https://github.com/openai/codex",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# AI Coding Agents & Assistants 2026 Deep Dive - Cursor, Claude Code, Aider, Cline, Continue, Cody, Copilot Workspace, Windsurf, Zed",
    "## 13. OpenAI Codex CLI - OpenAI's Terminal Response",
    "In 2025 OpenAI shipped the Codex CLI as its answer to Claude Code, and released it under an MIT license."
   ],
   "repository_evidence": [
    "# AI Coding Agents & Assistants 2026 Deep Dive - Cursor, Claude Code, Aider, Cline, Continue, Cody, Copilot Workspace, Windsurf, Zed",
    "## References",
    "- OpenAI - [Codex CLI on GitHub](https://github.com/openai/codex)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://youngju.dev/blog/culture/2026-05-16-ai-coding-agents-2026-cursor-claude-code-aider-cline-continue-cody-copilot-windsurf-zed-deep-dive.en",
   "project": "Cline",
   "repository": "https://github.com/cline/cline",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# AI Coding Agents & Assistants 2026 Deep Dive - Cursor, Claude Code, Aider, Cline, Continue, Cody, Copilot Workspace, Windsurf, Zed",
    "## 7. Cline - The Autonomous Agent Inside VS Code",
    "Cline (formerly Claude Dev) is an autonomous agent shipped as a VS Code extension."
   ],
   "repository_evidence": [
    "# AI Coding Agents & Assistants 2026 Deep Dive - Cursor, Claude Code, Aider, Cline, Continue, Cody, Copilot Workspace, Windsurf, Zed",
    "## References",
    "- Cline - [Cline GitHub repo](https://github.com/cline/cline)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://youngju.dev/blog/culture/2026-05-16-ai-coding-agents-2026-cursor-claude-code-aider-cline-continue-cody-copilot-windsurf-zed-deep-dive.en",
   "project": "Gemini CLI",
   "repository": "https://github.com/google-gemini/gemini-cli",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# AI Coding Agents & Assistants 2026 Deep Dive - Cursor, Claude Code, Aider, Cline, Continue, Cody, Copilot Workspace, Windsurf, Zed",
    "## 14. Gemini Code Assist + Gemini CLI",
    "- **Gemini CLI** - shipped in 2025. Open-source terminal agent. Uses the `GEMINI.md` convention."
   ],
   "repository_evidence": [
    "# AI Coding Agents & Assistants 2026 Deep Dive - Cursor, Claude Code, Aider, Cline, Continue, Cody, Copilot Workspace, Windsurf, Zed",
    "## References",
    "- Google - [Gemini CLI](https://github.com/google-gemini/gemini-cli)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://youngju.dev/blog/culture/2026-05-16-ai-coding-agents-2026-cursor-claude-code-aider-cline-continue-cody-copilot-windsurf-zed-deep-dive.en",
   "project": "Goose",
   "repository": "https://block.github.io/goose",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# AI Coding Agents & Assistants 2026 Deep Dive - Cursor, Claude Code, Aider, Cline, Continue, Cody, Copilot Workspace, Windsurf, Zed",
    "## 17. Open-Source Agents - Plandex, Goose, OpenHands",
    "- **Goose** (Block) - an open-source desktop agent from Block (formerly Square)."
   ],
   "repository_evidence": [
    "# AI Coding Agents & Assistants 2026 Deep Dive - Cursor, Claude Code, Aider, Cline, Continue, Cody, Copilot Workspace, Windsurf, Zed",
    "## References",
    "- Block Goose - [block.github.io/goose](https://block.github.io/goose/)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://youngju.dev/blog/culture/2026-05-16-ai-coding-agents-2026-cursor-claude-code-aider-cline-continue-cody-copilot-windsurf-zed-deep-dive.en",
   "project": "OpenHands",
   "repository": "https://github.com/All-Hands-AI/OpenHands",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# AI Coding Agents & Assistants 2026 Deep Dive - Cursor, Claude Code, Aider, Cline, Continue, Cody, Copilot Workspace, Windsurf, Zed",
    "## 17. Open-Source Agents - Plandex, Goose, OpenHands",
    "- **OpenHands** (formerly OpenDevin) - the open-source counterpart to Devin, ranking near the top of SWE-bench."
   ],
   "repository_evidence": [
    "# AI Coding Agents & Assistants 2026 Deep Dive - Cursor, Claude Code, Aider, Cline, Continue, Cody, Copilot Workspace, Windsurf, Zed",
    "## References",
    "- OpenHands - [github.com/All-Hands-AI/OpenHands](https://github.com/All-Hands-AI/OpenHands)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://theaiagentindex.com/alternatives/intuned-alternatives",
   "project": "Skyvern",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Best Intuned Alternatives in 2026",
    "Ranked by use case match, then editorial rating. All listings include structured data, pricing, and capability tags.",
    "SkyvernSame use caseby Skyvern AI",
    "Open-source AI browser automation agent using computer vision and LLMs to automate web workflows without brittle CSS selectors or XPath scripts. Free tier available, paid from $29/month."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://theaiagentindex.com/alternatives/intuned-alternatives",
   "project": "Browser Use",
   "repository": null,
   "stars": "95,000+",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Best Intuned Alternatives in 2026",
    "Ranked by use case match, then editorial rating. All listings include structured data, pricing, and capability tags.",
    "Browser UseSame use caseby Browser Use",
    "Open-source Python library for AI browser automation using LLMs and computer vision. Free tier with 10 tasks/month, cloud from $29/month. MCP server included. 95,000+ GitHub stars."
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# Best Intuned Alternatives in 2026",
    "Ranked by use case match, then editorial rating. All listings include structured data, pricing, and capability tags.",
    "Browser UseSame use caseby Browser Use",
    "Open-source Python library for AI browser automation using LLMs and computer vision. Free tier with 10 tasks/month, cloud from $29/month. MCP server included. 95,000+ GitHub stars."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://arxiv.org/pdf/2510.14240v2",
   "project": "Open Deep Research",
   "repository": "https://github.com/langchain-ai/open_deep_research",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "LIVERESEARCHBENCH: A LIVE BENCHMARK FOR\nUSER-CENTRIC DEEP RESEARCH IN THE WILD",
    "RELATED WORK",
    "Proprietary multi-agent systems such as Grok 4 Heavy (xAI, 2025a) and Manus (Manus, 2025)\nremain undisclosed, while examples of open-source systems include Open Deep Research (Alzubi\net al., 2025), DeerFlow (ByteDance, 2025), and OpenManus (Liang et al., 2025)."
   ],
   "repository_evidence": [
    "LangChain AI. Open deep research. https://github.com/langchain-ai/open_deep_\nresearch, 2025a. Open source deep research agent using modular agents and long context."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://arxiv.org/pdf/2510.14240v2",
   "project": "DeerFlow",
   "repository": "https://github.com/bytedance/deer-flow",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "LIVERESEARCHBENCH: A LIVE BENCHMARK FOR\nUSER-CENTRIC DEEP RESEARCH IN THE WILD",
    "RELATED WORK",
    "Proprietary multi-agent systems such as Grok 4 Heavy (xAI, 2025a) and Manus (Manus, 2025)\nremain undisclosed, while examples of open-source systems include Open Deep Research (Alzubi\net al., 2025), DeerFlow (ByteDance, 2025), and OpenManus (Liang et al., 2025)."
   ],
   "repository_evidence": [
    "ByteDance. Deerflow: A community-driven deep research framework. https://github.com/\nbytedance/deer-flow, 2025. GitHub repository."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://arxiv.org/pdf/2510.14240v2",
   "project": "OpenManus",
   "repository": "https://doi.org/10.5281/zenodo.15186407",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "LIVERESEARCHBENCH: A LIVE BENCHMARK FOR\nUSER-CENTRIC DEEP RESEARCH IN THE WILD",
    "RELATED WORK",
    "Proprietary multi-agent systems such as Grok 4 Heavy (xAI, 2025a) and Manus (Manus, 2025)\nremain undisclosed, while examples of open-source systems include Open Deep Research (Alzubi\net al., 2025), DeerFlow (ByteDance, 2025), and OpenManus (Liang et al., 2025)."
   ],
   "repository_evidence": [
    "Xinbin Liang, Jinyu Xiang, Zhaoyang Yu, Jiayi Zhang, Sirui Hong, Sheng Fan, and Xiao Tang.\nOpenmanus: An open-source framework for building general ai agents, 2025. URL https:"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://vibecodedthis.com/blog/babyagi-the-agent-that-started-it-all",
   "project": "BabyAGI",
   "repository": "https://github.com/yoheinakajima/babyagi",
   "stars": "22100",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# BabyAGI: The Three-Hour Project That Kicked Off the AI Agent Era",
    "He called it BabyAGI."
   ],
   "repository_evidence": [
    "- [GitHub: yoheinakajima/babyagi](https://github.com/yoheinakajima/babyagi)",
    "# BabyAGI: The Three-Hour Project That Kicked Off the AI Agent Era"
   ],
   "stars_evidence": [
    "BabyAGI sits at 22,100 GitHub stars and runs under an MIT license.",
    "# BabyAGI: The Three-Hour Project That Kicked Off the AI Agent Era"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://tokrepo.com/en/packs/python-agent-frameworks",
   "project": "Phidata",
   "repository": null,
   "stars": "39000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Phidata, AGiXT, AutoGPT, OpenAI Swarm, CrewAI \u2014 Python-first frameworks for shipping multi-agent systems beyond the LangGraph default.",
    "Framework for building, running, and managing AI agents at scale.",
    "Phidata \u2014 Build & Deploy AI Agents at Scale"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "Memory, knowledge, tools, reasoning, and team workflows. Monitoring dashboard included. 39K+ stars.",
    "Phidata \u2014 Build & Deploy AI Agents at Scale"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://tokrepo.com/en/packs/python-agent-frameworks",
   "project": "AGiXT",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Phidata, AGiXT, AutoGPT, OpenAI Swarm, CrewAI \u2014 Python-first frameworks for shipping multi-agent systems beyond the LangGraph default.",
    "AGiXT \u2014 Extensible AI Agent Automation Framework"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://tokrepo.com/en/packs/python-agent-frameworks",
   "project": "AutoGPT",
   "repository": null,
   "stars": "183000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Phidata, AGiXT, AutoGPT, OpenAI Swarm, CrewAI \u2014 Python-first frameworks for shipping multi-agent systems beyond the LangGraph default.",
    "AutoGPT \u2014 Autonomous AI Agent Platform"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "Visual builder, marketplace, and API. The original autonomous agent. 183K+ stars.",
    "AutoGPT \u2014 Autonomous AI Agent Platform"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://tokrepo.com/en/packs/python-agent-frameworks",
   "project": "OpenAI Swarm",
   "repository": null,
   "stars": "21000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Phidata, AGiXT, AutoGPT, OpenAI Swarm, CrewAI \u2014 Python-first frameworks for shipping multi-agent systems beyond the LangGraph default.",
    "OpenAI Swarm \u2014 Lightweight Multi-Agent Orchestration"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "Educational multi-agent framework by OpenAI. Ergonomic agent handoffs, tool calling, and context variables. Minimal abstraction over Chat Completions API. 21K+ stars.",
    "OpenAI Swarm \u2014 Lightweight Multi-Agent Orchestration"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://tokrepo.com/en/packs/python-agent-frameworks",
   "project": "CrewAI",
   "repository": null,
   "stars": "25000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Phidata, AGiXT, AutoGPT, OpenAI Swarm, CrewAI \u2014 Python-first frameworks for shipping multi-agent systems beyond the LangGraph default.",
    "CrewAI \u2014 Multi-Agent Orchestration in Python"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "Python framework for orchestrating role-playing AI agents that collaborate on complex tasks. Define agents with roles, goals, and tools, then let them work together autonomously. 25,000+ stars.",
    "CrewAI \u2014 Multi-Agent Orchestration in Python"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://aitoolsatlas.ai/tools/strands-agents",
   "project": "Strands Agents",
   "repository": "https://github.com/strands-agents/sdk-python",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "AI Agent Builders\ud83d\udd34Developer",
    "# Strands Agents",
    "Strands Agents is an open-source AI agent SDK developed by Amazon Web Services that provides a model-driven approach to building AI agents."
   ],
   "repository_evidence": [
    "AI Agent Builders\ud83d\udd34Developer",
    "# Strands Agents",
    "[Visit Strands Agents \u2192](https://github.com/strands-agents/sdk-python)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://aitoolsatlas.ai/tools/strands-agents",
   "project": "CrewAI",
   "repository": null,
   "stars": "48000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Alternatives to Strands Agents",
    "### CrewAI",
    "Open-source Python framework that orchestrates autonomous AI agents collaborating as teams to accomplish complex workflows."
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "Alternatives to Strands Agents",
    "### CrewAI",
    "Features 48K+ GitHub stars with active community."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://michaellivs.com/blog/state-of-browser-use-2026",
   "project": "markit",
   "repository": "https://github.com/Michaelliv/markit",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Web search is solved. [I covered the whole market in March](/blog/web-search-for-agents-2026). Web fetch is solved (Jina Reader, [markit](https://github.com/Michaelliv/markit), Firecrawl). Both are stateless request/response calls that any agent can plug into.",
    "# State of Browser Use, May 2026"
   ],
   "repository_evidence": [
    "Web search is solved. [I covered the whole market in March](/blog/web-search-for-agents-2026). Web fetch is solved (Jina Reader, [markit](https://github.com/Michaelliv/markit), Firecrawl). Both are stateless request/response calls that any agent can plug into.",
    "# State of Browser Use, May 2026"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://michaellivs.com/blog/state-of-browser-use-2026",
   "project": "browsemode",
   "repository": "https://github.com/Michaelliv/browsemode",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "I\u2019m building [browsemode](https://github.com/Michaelliv/browsemode), which is firmly on the tooling side of the taxonomy below, so treat this as opinionated and the rest as field notes.",
    "# State of Browser Use, May 2026"
   ],
   "repository_evidence": [
    "I\u2019m building [browsemode](https://github.com/Michaelliv/browsemode), which is firmly on the tooling side of the taxonomy below, so treat this as opinionated and the rest as field notes.",
    "# State of Browser Use, May 2026"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://michaellivs.com/blog/state-of-browser-use-2026",
   "project": "Browser Use",
   "repository": "https://github.com/browser-use/browser-use",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Most of these come bundled with a hosted-Chrome-as-a-service business attached - the OSS repo is the tooling, the money is in running the browser for you. [Browser Use](https://github.com/browser-use/browser-use) + Browser Use Cloud, [Skyvern](https://www.skyvern.com/) + Skyvern Cloud, [Magnitude](https://magnitude.run/) + app.magnitude.dev, OpenAI\u2019s [Operator](https://openai.com/index/computer-using-agent/), Google\u2019s [Project Mariner](https://deepmind.google/models/project-mariner/), [Gemini 2.5 Computer Use](https://blog.google/technology/google-deepmind/gemini-computer-use-model/).",
    "# State of Browser Use, May 2026",
    "## Two shapes"
   ],
   "repository_evidence": [
    "Most of these come bundled with a hosted-Chrome-as-a-service business attached - the OSS repo is the tooling, the money is in running the browser for you. [Browser Use](https://github.com/browser-use/browser-use) + Browser Use Cloud, [Skyvern](https://www.skyvern.com/) + Skyvern Cloud, [Magnitude](https://magnitude.run/) + app.magnitude.dev, OpenAI\u2019s [Operator](https://openai.com/index/computer-using-agent/), Google\u2019s [Project Mariner](https://deepmind.google/models/project-mariner/), [Gemini 2.5 Computer Use](https://blog.google/technology/google-deepmind/gemini-computer-use-model/).",
    "# State of Browser Use, May 2026",
    "## Two shapes"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://michaellivs.com/blog/state-of-browser-use-2026",
   "project": "Stagehand",
   "repository": "https://github.com/browserbase/stagehand",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Libraries that some other agent calls. Mostly OSS. Playwright itself, [Stagehand](https://github.com/browserbase/stagehand) (Playwright + AI escape hatches), [Playwright MCP](https://github.com/microsoft/playwright-mcp), [Chrome DevTools MCP](https://github.com/ChromeDevTools/chrome-devtools-mcp), [Hyperbrowser](https://www.hyperbrowser.ai/)\u2019s HyperAgent, [Notte](https://github.com/nottelabs/notte).",
    "# State of Browser Use, May 2026",
    "## Two shapes"
   ],
   "repository_evidence": [
    "Libraries that some other agent calls. Mostly OSS. Playwright itself, [Stagehand](https://github.com/browserbase/stagehand) (Playwright + AI escape hatches), [Playwright MCP](https://github.com/microsoft/playwright-mcp), [Chrome DevTools MCP](https://github.com/ChromeDevTools/chrome-devtools-mcp), [Hyperbrowser](https://www.hyperbrowser.ai/)\u2019s HyperAgent, [Notte](https://github.com/nottelabs/notte).",
    "# State of Browser Use, May 2026",
    "## Two shapes"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://michaellivs.com/blog/state-of-browser-use-2026",
   "project": "Playwright MCP",
   "repository": "https://github.com/microsoft/playwright-mcp",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Libraries that some other agent calls. Mostly OSS. Playwright itself, [Stagehand](https://github.com/browserbase/stagehand) (Playwright + AI escape hatches), [Playwright MCP](https://github.com/microsoft/playwright-mcp), [Chrome DevTools MCP](https://github.com/ChromeDevTools/chrome-devtools-mcp), [Hyperbrowser](https://www.hyperbrowser.ai/)\u2019s HyperAgent, [Notte](https://github.com/nottelabs/notte).",
    "# State of Browser Use, May 2026",
    "## Two shapes"
   ],
   "repository_evidence": [
    "Libraries that some other agent calls. Mostly OSS. Playwright itself, [Stagehand](https://github.com/browserbase/stagehand) (Playwright + AI escape hatches), [Playwright MCP](https://github.com/microsoft/playwright-mcp), [Chrome DevTools MCP](https://github.com/ChromeDevTools/chrome-devtools-mcp), [Hyperbrowser](https://www.hyperbrowser.ai/)\u2019s HyperAgent, [Notte](https://github.com/nottelabs/notte).",
    "# State of Browser Use, May 2026",
    "## Two shapes"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://michaellivs.com/blog/state-of-browser-use-2026",
   "project": "Chrome DevTools MCP",
   "repository": "https://github.com/ChromeDevTools/chrome-devtools-mcp",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Libraries that some other agent calls. Mostly OSS. Playwright itself, [Stagehand](https://github.com/browserbase/stagehand) (Playwright + AI escape hatches), [Playwright MCP](https://github.com/microsoft/playwright-mcp), [Chrome DevTools MCP](https://github.com/ChromeDevTools/chrome-devtools-mcp), [Hyperbrowser](https://www.hyperbrowser.ai/)\u2019s HyperAgent, [Notte](https://github.com/nottelabs/notte).",
    "# State of Browser Use, May 2026",
    "## Two shapes"
   ],
   "repository_evidence": [
    "Libraries that some other agent calls. Mostly OSS. Playwright itself, [Stagehand](https://github.com/browserbase/stagehand) (Playwright + AI escape hatches), [Playwright MCP](https://github.com/microsoft/playwright-mcp), [Chrome DevTools MCP](https://github.com/ChromeDevTools/chrome-devtools-mcp), [Hyperbrowser](https://www.hyperbrowser.ai/)\u2019s HyperAgent, [Notte](https://github.com/nottelabs/notte).",
    "# State of Browser Use, May 2026",
    "## Two shapes"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://michaellivs.com/blog/state-of-browser-use-2026",
   "project": "Notte",
   "repository": "https://github.com/nottelabs/notte",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Libraries that some other agent calls. Mostly OSS. Playwright itself, [Stagehand](https://github.com/browserbase/stagehand) (Playwright + AI escape hatches), [Playwright MCP](https://github.com/microsoft/playwright-mcp), [Chrome DevTools MCP](https://github.com/ChromeDevTools/chrome-devtools-mcp), [Hyperbrowser](https://www.hyperbrowser.ai/)\u2019s HyperAgent, [Notte](https://github.com/nottelabs/notte).",
    "# State of Browser Use, May 2026",
    "## Two shapes"
   ],
   "repository_evidence": [
    "Libraries that some other agent calls. Mostly OSS. Playwright itself, [Stagehand](https://github.com/browserbase/stagehand) (Playwright + AI escape hatches), [Playwright MCP](https://github.com/microsoft/playwright-mcp), [Chrome DevTools MCP](https://github.com/ChromeDevTools/chrome-devtools-mcp), [Hyperbrowser](https://www.hyperbrowser.ai/)\u2019s HyperAgent, [Notte](https://github.com/nottelabs/notte).",
    "# State of Browser Use, May 2026",
    "## Two shapes"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://michaellivs.com/blog/state-of-browser-use-2026",
   "project": "ABP",
   "repository": "https://github.com/theredsix/agent-browser-protocol",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "[ABP](https://github.com/theredsix/agent-browser-protocol) (Agent Browser Protocol) is a different take on the same instinct, freezing JS and rendering between steps so the agent acts on a stable world state.",
    "# State of Browser Use, May 2026",
    "## Two shapes"
   ],
   "repository_evidence": [
    "[ABP](https://github.com/theredsix/agent-browser-protocol) (Agent Browser Protocol) is a different take on the same instinct, freezing JS and rendering between steps so the agent acts on a stable world state.",
    "# State of Browser Use, May 2026",
    "## Two shapes"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://michaellivs.com/blog/state-of-browser-use-2026",
   "project": "Nanobrowser",
   "repository": "https://github.com/nanobrowser/nanobrowser",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "The strong second tier ([LaVague](https://docs.lavague.ai/), [Agent-E](https://www.emergence.ai/blog/agent-e-sota), [Nanobrowser](https://github.com/nanobrowser/nanobrowser), [Browserable](https://www.browserable.ai/), [Surfer-H/Holo1](https://hcompany.ai/surfer-2), [OpenManus](https://github.com/mannaandpoem/OpenManus), [Agent-TARS](https://github.com/bytedance/UI-TARS-desktop)) all exist and all have their pockets of fans.",
    "# State of Browser Use, May 2026",
    "## The browser agents"
   ],
   "repository_evidence": [
    "The strong second tier ([LaVague](https://docs.lavague.ai/), [Agent-E](https://www.emergence.ai/blog/agent-e-sota), [Nanobrowser](https://github.com/nanobrowser/nanobrowser), [Browserable](https://www.browserable.ai/), [Surfer-H/Holo1](https://hcompany.ai/surfer-2), [OpenManus](https://github.com/mannaandpoem/OpenManus), [Agent-TARS](https://github.com/bytedance/UI-TARS-desktop)) all exist and all have their pockets of fans.",
    "# State of Browser Use, May 2026",
    "## The browser agents"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://michaellivs.com/blog/state-of-browser-use-2026",
   "project": "OpenManus",
   "repository": "https://github.com/mannaandpoem/OpenManus",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "The strong second tier ([LaVague](https://docs.lavague.ai/), [Agent-E](https://www.emergence.ai/blog/agent-e-sota), [Nanobrowser](https://github.com/nanobrowser/nanobrowser), [Browserable](https://www.browserable.ai/), [Surfer-H/Holo1](https://hcompany.ai/surfer-2), [OpenManus](https://github.com/mannaandpoem/OpenManus), [Agent-TARS](https://github.com/bytedance/UI-TARS-desktop)) all exist and all have their pockets of fans.",
    "# State of Browser Use, May 2026",
    "## The browser agents"
   ],
   "repository_evidence": [
    "The strong second tier ([LaVague](https://docs.lavague.ai/), [Agent-E](https://www.emergence.ai/blog/agent-e-sota), [Nanobrowser](https://github.com/nanobrowser/nanobrowser), [Browserable](https://www.browserable.ai/), [Surfer-H/Holo1](https://hcompany.ai/surfer-2), [OpenManus](https://github.com/mannaandpoem/OpenManus), [Agent-TARS](https://github.com/bytedance/UI-TARS-desktop)) all exist and all have their pockets of fans.",
    "# State of Browser Use, May 2026",
    "## The browser agents"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://michaellivs.com/blog/state-of-browser-use-2026",
   "project": "Agent-TARS",
   "repository": "https://github.com/bytedance/UI-TARS-desktop",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "The strong second tier ([LaVague](https://docs.lavague.ai/), [Agent-E](https://www.emergence.ai/blog/agent-e-sota), [Nanobrowser](https://github.com/nanobrowser/nanobrowser), [Browserable](https://www.browserable.ai/), [Surfer-H/Holo1](https://hcompany.ai/surfer-2), [OpenManus](https://github.com/mannaandpoem/OpenManus), [Agent-TARS](https://github.com/bytedance/UI-TARS-desktop)) all exist and all have their pockets of fans.",
    "# State of Browser Use, May 2026",
    "## The browser agents"
   ],
   "repository_evidence": [
    "The strong second tier ([LaVague](https://docs.lavague.ai/), [Agent-E](https://www.emergence.ai/blog/agent-e-sota), [Nanobrowser](https://github.com/nanobrowser/nanobrowser), [Browserable](https://www.browserable.ai/), [Surfer-H/Holo1](https://hcompany.ai/surfer-2), [OpenManus](https://github.com/mannaandpoem/OpenManus), [Agent-TARS](https://github.com/bytedance/UI-TARS-desktop)) all exist and all have their pockets of fans.",
    "# State of Browser Use, May 2026",
    "## The browser agents"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://michaellivs.com/blog/state-of-browser-use-2026",
   "project": "Obscura",
   "repository": "https://github.com/h4ckf0r0day/obscura",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "[Obscura](https://github.com/h4ckf0r0day/obscura) is a Rust headless browser.",
    "# State of Browser Use, May 2026",
    "## The Obscura wildcard"
   ],
   "repository_evidence": [
    "[Obscura](https://github.com/h4ckf0r0day/obscura) is a Rust headless browser.",
    "# State of Browser Use, May 2026",
    "## The Obscura wildcard"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://michaellivs.com/blog/state-of-browser-use-2026",
   "project": "pi",
   "repository": "https://github.com/badlogic/pi-mono",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "My preferred harness is [pi](https://github.com/badlogic/pi-mono).",
    "# State of Browser Use, May 2026",
    "## What I\u2019m actually picking"
   ],
   "repository_evidence": [
    "My preferred harness is [pi](https://github.com/badlogic/pi-mono).",
    "# State of Browser Use, May 2026",
    "## What I\u2019m actually picking"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://medium.com/the-generator/chatgpts-next-level-is-agent-ai-auto-gpt-babyagi-agentgpt-microsoft-jarvis-friends-d354aa18f21?trk=article-ssr-frontend-pulse_little-text-block",
   "project": "AgentGPT",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "ChatGPT, Next Level: Meet 10 Autonomous AI Agents: Auto-GPT, BabyAGI, AgentGPT, Microsoft Jarvis, ChaosGPT & friends",
    "## **AgentGPT**"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://medium.com/the-generator/chatgpts-next-level-is-agent-ai-auto-gpt-babyagi-agentgpt-microsoft-jarvis-friends-d354aa18f21?trk=article-ssr-frontend-pulse_little-text-block",
   "project": "Auto-GPT",
   "repository": "https://github.com/Significant-Gravitas/Auto-GPT",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "ChatGPT, Next Level: Meet 10 Autonomous AI Agents: Auto-GPT, BabyAGI, AgentGPT, Microsoft Jarvis, ChaosGPT & friends",
    "## **Auto-GPT**",
    "**Repository:** [https://github.com/Significant-Gravitas/Auto-GPT](https://github.com/Significant-Gravitas/Auto-GPT)"
   ],
   "repository_evidence": [
    "ChatGPT, Next Level: Meet 10 Autonomous AI Agents: Auto-GPT, BabyAGI, AgentGPT, Microsoft Jarvis, ChaosGPT & friends",
    "## **Auto-GPT**",
    "**Repository:** [https://github.com/Significant-Gravitas/Auto-GPT](https://github.com/Significant-Gravitas/Auto-GPT)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://medium.com/the-generator/chatgpts-next-level-is-agent-ai-auto-gpt-babyagi-agentgpt-microsoft-jarvis-friends-d354aa18f21?trk=article-ssr-frontend-pulse_little-text-block",
   "project": "Baby AGI",
   "repository": "https://github.com/yoheinakajima/babyagi",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "ChatGPT, Next Level: Meet 10 Autonomous AI Agents: Auto-GPT, BabyAGI, AgentGPT, Microsoft Jarvis, ChaosGPT & friends",
    "## **Baby AGI**",
    "**Repository:** [https://github.com/yoheinakajima/babyagi](https://github.com/yoheinakajima/babyagi)"
   ],
   "repository_evidence": [
    "ChatGPT, Next Level: Meet 10 Autonomous AI Agents: Auto-GPT, BabyAGI, AgentGPT, Microsoft Jarvis, ChaosGPT & friends",
    "## **Baby AGI**",
    "**Repository:** [https://github.com/yoheinakajima/babyagi](https://github.com/yoheinakajima/babyagi)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://medium.com/the-generator/chatgpts-next-level-is-agent-ai-auto-gpt-babyagi-agentgpt-microsoft-jarvis-friends-d354aa18f21?trk=article-ssr-frontend-pulse_little-text-block",
   "project": "JARVIS / HuggingGPT",
   "repository": "https://github.com/microsoft/JARVIS",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "ChatGPT, Next Level: Meet 10 Autonomous AI Agents: Auto-GPT, BabyAGI, AgentGPT, Microsoft Jarvis, ChaosGPT & friends",
    "## **JARVIS / HuggingGPT**",
    "**Repository:** [https://github.com/microsoft/JARVIS](https://github.com/microsoft/JARVIS)"
   ],
   "repository_evidence": [
    "ChatGPT, Next Level: Meet 10 Autonomous AI Agents: Auto-GPT, BabyAGI, AgentGPT, Microsoft Jarvis, ChaosGPT & friends",
    "## **JARVIS / HuggingGPT**",
    "**Repository:** [https://github.com/microsoft/JARVIS](https://github.com/microsoft/JARVIS)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://medium.com/the-generator/chatgpts-next-level-is-agent-ai-auto-gpt-babyagi-agentgpt-microsoft-jarvis-friends-d354aa18f21?trk=article-ssr-frontend-pulse_little-text-block",
   "project": "AutoGPT.js",
   "repository": "https://github.com/zabirauf/AutoGPT.js",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "ChatGPT, Next Level: Meet 10 Autonomous AI Agents: Auto-GPT, BabyAGI, AgentGPT, Microsoft Jarvis, ChaosGPT & friends",
    "[**AutoGPT.js**](https://github.com/zabirauf/AutoGPT.js)",
    "### \ud83d\udcda Frameworks, libraries & platforms:"
   ],
   "repository_evidence": [
    "ChatGPT, Next Level: Meet 10 Autonomous AI Agents: Auto-GPT, BabyAGI, AgentGPT, Microsoft Jarvis, ChaosGPT & friends",
    "[**AutoGPT.js**](https://github.com/zabirauf/AutoGPT.js)",
    "### \ud83d\udcda Frameworks, libraries & platforms:"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://medium.com/the-generator/chatgpts-next-level-is-agent-ai-auto-gpt-babyagi-agentgpt-microsoft-jarvis-friends-d354aa18f21?trk=article-ssr-frontend-pulse_little-text-block",
   "project": "AutoGPT GUI",
   "repository": "https://github.com/thecookingsenpai/autogpt-gui",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "ChatGPT, Next Level: Meet 10 Autonomous AI Agents: Auto-GPT, BabyAGI, AgentGPT, Microsoft Jarvis, ChaosGPT & friends",
    "[**AutoGPT GUI**](https://github.com/thecookingsenpai/autogpt-gui)",
    "### \ud83d\udcda Frameworks, libraries & platforms:"
   ],
   "repository_evidence": [
    "ChatGPT, Next Level: Meet 10 Autonomous AI Agents: Auto-GPT, BabyAGI, AgentGPT, Microsoft Jarvis, ChaosGPT & friends",
    "[**AutoGPT GUI**](https://github.com/thecookingsenpai/autogpt-gui)",
    "### \ud83d\udcda Frameworks, libraries & platforms:"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://medium.com/the-generator/chatgpts-next-level-is-agent-ai-auto-gpt-babyagi-agentgpt-microsoft-jarvis-friends-d354aa18f21?trk=article-ssr-frontend-pulse_little-text-block",
   "project": "Auto-GPT-Plugins",
   "repository": "https://github.com/Significant-Gravitas/Auto-GPT-Plugins",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "ChatGPT, Next Level: Meet 10 Autonomous AI Agents: Auto-GPT, BabyAGI, AgentGPT, Microsoft Jarvis, ChaosGPT & friends",
    "[**Auto-GPT-Plugins**](https://github.com/Significant-Gravitas/Auto-GPT-Plugins)",
    "### \ud83d\udcda Frameworks, libraries & platforms:"
   ],
   "repository_evidence": [
    "ChatGPT, Next Level: Meet 10 Autonomous AI Agents: Auto-GPT, BabyAGI, AgentGPT, Microsoft Jarvis, ChaosGPT & friends",
    "[**Auto-GPT-Plugins**](https://github.com/Significant-Gravitas/Auto-GPT-Plugins)",
    "### \ud83d\udcda Frameworks, libraries & platforms:"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://medium.com/the-generator/chatgpts-next-level-is-agent-ai-auto-gpt-babyagi-agentgpt-microsoft-jarvis-friends-d354aa18f21?trk=article-ssr-frontend-pulse_little-text-block",
   "project": "Free-AUTO-GPT-with-NO-API",
   "repository": "https://github.com/IntelligenzaArtificiale/Free-Auto-GPT",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "ChatGPT, Next Level: Meet 10 Autonomous AI Agents: Auto-GPT, BabyAGI, AgentGPT, Microsoft Jarvis, ChaosGPT & friends",
    "[**Free-AUTO-GPT-with-NO-API**](https://github.com/IntelligenzaArtificiale/Free-Auto-GPT)",
    "### \ud83d\udcda Frameworks, libraries & platforms:"
   ],
   "repository_evidence": [
    "ChatGPT, Next Level: Meet 10 Autonomous AI Agents: Auto-GPT, BabyAGI, AgentGPT, Microsoft Jarvis, ChaosGPT & friends",
    "[**Free-AUTO-GPT-with-NO-API**](https://github.com/IntelligenzaArtificiale/Free-Auto-GPT)",
    "### \ud83d\udcda Frameworks, libraries & platforms:"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://medium.com/the-generator/chatgpts-next-level-is-agent-ai-auto-gpt-babyagi-agentgpt-microsoft-jarvis-friends-d354aa18f21?trk=article-ssr-frontend-pulse_little-text-block",
   "project": "BabyBeeAGI",
   "repository": "https://replit.com/@YoheiNakajima/BabyBeeAGI?v=1",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "ChatGPT, Next Level: Meet 10 Autonomous AI Agents: Auto-GPT, BabyAGI, AgentGPT, Microsoft Jarvis, ChaosGPT & friends",
    "[**BabyBeeAGI**](https://replit.com/@YoheiNakajima/BabyBeeAGI?v=1)",
    "### \ud83d\udcda Frameworks, libraries & platforms:"
   ],
   "repository_evidence": [
    "ChatGPT, Next Level: Meet 10 Autonomous AI Agents: Auto-GPT, BabyAGI, AgentGPT, Microsoft Jarvis, ChaosGPT & friends",
    "[**BabyBeeAGI**](https://replit.com/@YoheiNakajima/BabyBeeAGI?v=1)",
    "### \ud83d\udcda Frameworks, libraries & platforms:"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://medium.com/the-generator/chatgpts-next-level-is-agent-ai-auto-gpt-babyagi-agentgpt-microsoft-jarvis-friends-d354aa18f21?trk=article-ssr-frontend-pulse_little-text-block",
   "project": "BabyAGI-asi",
   "repository": "https://github.com/oliveirabruno01/babyagi-asi",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "ChatGPT, Next Level: Meet 10 Autonomous AI Agents: Auto-GPT, BabyAGI, AgentGPT, Microsoft Jarvis, ChaosGPT & friends",
    "[**BabyAGI-asi**](https://github.com/oliveirabruno01/babyagi-asi)",
    "### \ud83d\udcda Frameworks, libraries & platforms:"
   ],
   "repository_evidence": [
    "ChatGPT, Next Level: Meet 10 Autonomous AI Agents: Auto-GPT, BabyAGI, AgentGPT, Microsoft Jarvis, ChaosGPT & friends",
    "[**BabyAGI-asi**](https://github.com/oliveirabruno01/babyagi-asi)",
    "### \ud83d\udcda Frameworks, libraries & platforms:"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://medium.com/the-generator/chatgpts-next-level-is-agent-ai-auto-gpt-babyagi-agentgpt-microsoft-jarvis-friends-d354aa18f21?trk=article-ssr-frontend-pulse_little-text-block",
   "project": "OpenAGI",
   "repository": "https://github.com/agiresearch/OpenAGI",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "ChatGPT, Next Level: Meet 10 Autonomous AI Agents: Auto-GPT, BabyAGI, AgentGPT, Microsoft Jarvis, ChaosGPT & friends",
    "[**OpenAGI**](https://github.com/agiresearch/OpenAGI)",
    "### \ud83d\udcda Frameworks, libraries & platforms:"
   ],
   "repository_evidence": [
    "ChatGPT, Next Level: Meet 10 Autonomous AI Agents: Auto-GPT, BabyAGI, AgentGPT, Microsoft Jarvis, ChaosGPT & friends",
    "[**OpenAGI**](https://github.com/agiresearch/OpenAGI)",
    "### \ud83d\udcda Frameworks, libraries & platforms:"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://medium.com/the-generator/chatgpts-next-level-is-agent-ai-auto-gpt-babyagi-agentgpt-microsoft-jarvis-friends-d354aa18f21?trk=article-ssr-frontend-pulse_little-text-block",
   "project": "Agent-LLM",
   "repository": "https://github.com/Josh-XT/Agent-LLM",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "ChatGPT, Next Level: Meet 10 Autonomous AI Agents: Auto-GPT, BabyAGI, AgentGPT, Microsoft Jarvis, ChaosGPT & friends",
    "[**Agent-LLM**](https://github.com/Josh-XT/Agent-LLM)",
    "### \ud83d\udcda Frameworks, libraries & platforms:"
   ],
   "repository_evidence": [
    "ChatGPT, Next Level: Meet 10 Autonomous AI Agents: Auto-GPT, BabyAGI, AgentGPT, Microsoft Jarvis, ChaosGPT & friends",
    "[**Agent-LLM**](https://github.com/Josh-XT/Agent-LLM)",
    "### \ud83d\udcda Frameworks, libraries & platforms:"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://medium.com/the-generator/chatgpts-next-level-is-agent-ai-auto-gpt-babyagi-agentgpt-microsoft-jarvis-friends-d354aa18f21?trk=article-ssr-frontend-pulse_little-text-block",
   "project": "AutoGPT-Next-Web",
   "repository": "https://github.com/Dogtiti/AutoGPT-Next-Web",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "ChatGPT, Next Level: Meet 10 Autonomous AI Agents: Auto-GPT, BabyAGI, AgentGPT, Microsoft Jarvis, ChaosGPT & friends",
    "[**AutoGPT-Next-Web**](https://github.com/Dogtiti/AutoGPT-Next-Web)",
    "### \ud83d\udcda Frameworks, libraries & platforms:"
   ],
   "repository_evidence": [
    "ChatGPT, Next Level: Meet 10 Autonomous AI Agents: Auto-GPT, BabyAGI, AgentGPT, Microsoft Jarvis, ChaosGPT & friends",
    "[**AutoGPT-Next-Web**](https://github.com/Dogtiti/AutoGPT-Next-Web)",
    "### \ud83d\udcda Frameworks, libraries & platforms:"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://medium.com/the-generator/chatgpts-next-level-is-agent-ai-auto-gpt-babyagi-agentgpt-microsoft-jarvis-friends-d354aa18f21?trk=article-ssr-frontend-pulse_little-text-block",
   "project": "MiniGPT-4",
   "repository": "https://github.com/Vision-CAIR/MiniGPT-4",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "ChatGPT, Next Level: Meet 10 Autonomous AI Agents: Auto-GPT, BabyAGI, AgentGPT, Microsoft Jarvis, ChaosGPT & friends",
    "[**MiniGPT-4**](https://github.com/Vision-CAIR/MiniGPT-4)",
    "### \ud83d\udcda Frameworks, libraries & platforms:"
   ],
   "repository_evidence": [
    "ChatGPT, Next Level: Meet 10 Autonomous AI Agents: Auto-GPT, BabyAGI, AgentGPT, Microsoft Jarvis, ChaosGPT & friends",
    "[**MiniGPT-4**](https://github.com/Vision-CAIR/MiniGPT-4)",
    "### \ud83d\udcda Frameworks, libraries & platforms:"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://medium.com/the-generator/chatgpts-next-level-is-agent-ai-auto-gpt-babyagi-agentgpt-microsoft-jarvis-friends-d354aa18f21?trk=article-ssr-frontend-pulse_little-text-block",
   "project": "Micro-GPT",
   "repository": "https://github.com/muellerberndt/micro-gpt",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "ChatGPT, Next Level: Meet 10 Autonomous AI Agents: Auto-GPT, BabyAGI, AgentGPT, Microsoft Jarvis, ChaosGPT & friends",
    "[**Micro-GPT**](https://github.com/muellerberndt/micro-gpt)",
    "### \ud83d\udcda Frameworks, libraries & platforms:"
   ],
   "repository_evidence": [
    "ChatGPT, Next Level: Meet 10 Autonomous AI Agents: Auto-GPT, BabyAGI, AgentGPT, Microsoft Jarvis, ChaosGPT & friends",
    "[**Micro-GPT**](https://github.com/muellerberndt/micro-gpt)",
    "### \ud83d\udcda Frameworks, libraries & platforms:"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://medium.com/the-generator/chatgpts-next-level-is-agent-ai-auto-gpt-babyagi-agentgpt-microsoft-jarvis-friends-d354aa18f21?trk=article-ssr-frontend-pulse_little-text-block",
   "project": "Teenage-AGI",
   "repository": "https://github.com/seanpixel/Teenage-AGI",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "ChatGPT, Next Level: Meet 10 Autonomous AI Agents: Auto-GPT, BabyAGI, AgentGPT, Microsoft Jarvis, ChaosGPT & friends",
    "[**Teenage-AGI**](https://github.com/seanpixel/Teenage-AGI)",
    "### \ud83d\udcda Frameworks, libraries & platforms:"
   ],
   "repository_evidence": [
    "ChatGPT, Next Level: Meet 10 Autonomous AI Agents: Auto-GPT, BabyAGI, AgentGPT, Microsoft Jarvis, ChaosGPT & friends",
    "[**Teenage-AGI**](https://github.com/seanpixel/Teenage-AGI)",
    "### \ud83d\udcda Frameworks, libraries & platforms:"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://medium.com/the-generator/chatgpts-next-level-is-agent-ai-auto-gpt-babyagi-agentgpt-microsoft-jarvis-friends-d354aa18f21?trk=article-ssr-frontend-pulse_little-text-block",
   "project": "Camel",
   "repository": "https://github.com/lightaime/camel",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "ChatGPT, Next Level: Meet 10 Autonomous AI Agents: Auto-GPT, BabyAGI, AgentGPT, Microsoft Jarvis, ChaosGPT & friends",
    "[**Camel**](https://github.com/lightaime/camel)",
    "### \ud83d\udcda Frameworks, libraries & platforms:"
   ],
   "repository_evidence": [
    "ChatGPT, Next Level: Meet 10 Autonomous AI Agents: Auto-GPT, BabyAGI, AgentGPT, Microsoft Jarvis, ChaosGPT & friends",
    "[**Camel**](https://github.com/lightaime/camel)",
    "### \ud83d\udcda Frameworks, libraries & platforms:"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://medium.com/the-generator/chatgpts-next-level-is-agent-ai-auto-gpt-babyagi-agentgpt-microsoft-jarvis-friends-d354aa18f21?trk=article-ssr-frontend-pulse_little-text-block",
   "project": "ai-legion",
   "repository": "https://github.com/eumemic/ai-legion",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "ChatGPT, Next Level: Meet 10 Autonomous AI Agents: Auto-GPT, BabyAGI, AgentGPT, Microsoft Jarvis, ChaosGPT & friends",
    "[**ai-legion**](https://github.com/eumemic/ai-legion)",
    "### \ud83d\udcda Frameworks, libraries & platforms:"
   ],
   "repository_evidence": [
    "ChatGPT, Next Level: Meet 10 Autonomous AI Agents: Auto-GPT, BabyAGI, AgentGPT, Microsoft Jarvis, ChaosGPT & friends",
    "[**ai-legion**](https://github.com/eumemic/ai-legion)",
    "### \ud83d\udcda Frameworks, libraries & platforms:"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://medium.com/the-generator/chatgpts-next-level-is-agent-ai-auto-gpt-babyagi-agentgpt-microsoft-jarvis-friends-d354aa18f21?trk=article-ssr-frontend-pulse_little-text-block",
   "project": "Xircuits",
   "repository": "https://github.com/XpressAI/xai-gpt-agent-toolkit",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "ChatGPT, Next Level: Meet 10 Autonomous AI Agents: Auto-GPT, BabyAGI, AgentGPT, Microsoft Jarvis, ChaosGPT & friends",
    "[**Xircuits**](https://github.com/XpressAI/xai-gpt-agent-toolkit)",
    "### Tools:"
   ],
   "repository_evidence": [
    "ChatGPT, Next Level: Meet 10 Autonomous AI Agents: Auto-GPT, BabyAGI, AgentGPT, Microsoft Jarvis, ChaosGPT & friends",
    "[**Xircuits**](https://github.com/XpressAI/xai-gpt-agent-toolkit)",
    "### Tools:"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://medium.com/the-generator/chatgpts-next-level-is-agent-ai-auto-gpt-babyagi-agentgpt-microsoft-jarvis-friends-d354aa18f21?trk=article-ssr-frontend-pulse_little-text-block",
   "project": "gptrpg",
   "repository": "https://github.com/dzoba/gptrpg",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "ChatGPT, Next Level: Meet 10 Autonomous AI Agents: Auto-GPT, BabyAGI, AgentGPT, Microsoft Jarvis, ChaosGPT & friends",
    "[**gptrpg**](https://github.com/dzoba/gptrpg)",
    "### Games"
   ],
   "repository_evidence": [
    "ChatGPT, Next Level: Meet 10 Autonomous AI Agents: Auto-GPT, BabyAGI, AgentGPT, Microsoft Jarvis, ChaosGPT & friends",
    "[**gptrpg**](https://github.com/dzoba/gptrpg)",
    "### Games"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://medium.com/the-generator/chatgpts-next-level-is-agent-ai-auto-gpt-babyagi-agentgpt-microsoft-jarvis-friends-d354aa18f21?trk=article-ssr-frontend-pulse_little-text-block",
   "project": "SFighterAI",
   "repository": "https://github.com/linyiLYi/street-fighter-ai",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "ChatGPT, Next Level: Meet 10 Autonomous AI Agents: Auto-GPT, BabyAGI, AgentGPT, Microsoft Jarvis, ChaosGPT & friends",
    "[**SFighterAI**](https://github.com/linyiLYi/street-fighter-ai)",
    "### Games"
   ],
   "repository_evidence": [
    "ChatGPT, Next Level: Meet 10 Autonomous AI Agents: Auto-GPT, BabyAGI, AgentGPT, Microsoft Jarvis, ChaosGPT & friends",
    "[**SFighterAI**](https://github.com/linyiLYi/street-fighter-ai)",
    "### Games"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://medium.com/the-generator/chatgpts-next-level-is-agent-ai-auto-gpt-babyagi-agentgpt-microsoft-jarvis-friends-d354aa18f21?trk=article-ssr-frontend-pulse_little-text-block",
   "project": "ChaosGPT",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "ChatGPT, Next Level: Meet 10 Autonomous AI Agents: Auto-GPT, BabyAGI, AgentGPT, Microsoft Jarvis, ChaosGPT & friends",
    "### Doomsday agents",
    "[**ChaosGPT**](https://futurism.com/ai-destroying-humanity-new-tactic)"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://dataconomy.com/2025/04/22/ufo2-turns-your-desktop-into-an-agent-playground",
   "project": "UFO2",
   "repository": "https://github.com/microsoft/UFO/",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "That\u2019s the core idea behind [UFO2](https://arxiv.org/pdf/2504.14603), Microsoft\u2019s newest open-source system that pushes beyond current Computer-Using Agents (CUAs) and reinvents automation as a first-class OS abstraction.",
    "For anyone building the next generation of intelligent agents\u2014or just tired of brittle scripts\u2014[UFO2 is available on GitHub](https://github.com/microsoft/UFO/) along with its documentation."
   ],
   "repository_evidence": [
    "For anyone building the next generation of intelligent agents\u2014or just tired of brittle scripts\u2014[UFO2 is available on GitHub](https://github.com/microsoft/UFO/) along with its documentation."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://mcpso.cc/en/posts/example-clients",
   "project": "5ire",
   "repository": "https://github.com/nanbingxyz/5ire",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Example Clients",
    "This page provides an overview of applications that support the Model Context Protocol (MCP). Each client may support different MCP features, allowing for varying levels of integration with MCP servers.",
    "## Client details",
    "[5ire](https://github.com/nanbingxyz/5ire) is an open source cross-platform desktop AI assistant that supports tools through MCP servers."
   ],
   "repository_evidence": [
    "# Example Clients",
    "This page provides an overview of applications that support the Model Context Protocol (MCP). Each client may support different MCP features, allowing for varying levels of integration with MCP servers.",
    "## Client details",
    "[5ire](https://github.com/nanbingxyz/5ire) is an open source cross-platform desktop AI assistant that supports tools through MCP servers."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://mcpso.cc/en/posts/example-clients",
   "project": "AgentAI",
   "repository": "https://github.com/AdamStrojek/rust-agentai",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Example Clients",
    "This page provides an overview of applications that support the Model Context Protocol (MCP). Each client may support different MCP features, allowing for varying levels of integration with MCP servers.",
    "## Client details",
    "[AgentAI](https://github.com/AdamStrojek/rust-agentai) is a Rust library designed to simplify the creation of AI agents. The library includes seamless integration with MCP Servers."
   ],
   "repository_evidence": [
    "# Example Clients",
    "This page provides an overview of applications that support the Model Context Protocol (MCP). Each client may support different MCP features, allowing for varying levels of integration with MCP servers.",
    "## Client details",
    "[AgentAI](https://github.com/AdamStrojek/rust-agentai) is a Rust library designed to simplify the creation of AI agents. The library includes seamless integration with MCP Servers."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://mcpso.cc/en/posts/example-clients",
   "project": "Amazon Q CLI",
   "repository": "https://github.com/aws/amazon-q-developer-cli",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Example Clients",
    "This page provides an overview of applications that support the Model Context Protocol (MCP). Each client may support different MCP features, allowing for varying levels of integration with MCP servers.",
    "## Client details",
    "[Amazon Q CLI](https://github.com/aws/amazon-q-developer-cli) is an open-source, agentic coding assistant for terminals."
   ],
   "repository_evidence": [
    "# Example Clients",
    "This page provides an overview of applications that support the Model Context Protocol (MCP). Each client may support different MCP features, allowing for varying levels of integration with MCP servers.",
    "## Client details",
    "[Amazon Q CLI](https://github.com/aws/amazon-q-developer-cli) is an open-source, agentic coding assistant for terminals."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://mcpso.cc/en/posts/example-clients",
   "project": "Apify MCP Tester",
   "repository": "https://github.com/apify/tester-mcp-client",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Example Clients",
    "This page provides an overview of applications that support the Model Context Protocol (MCP). Each client may support different MCP features, allowing for varying levels of integration with MCP servers.",
    "## Client details",
    "[Apify MCP Tester](https://github.com/apify/tester-mcp-client) is an open-source client that connects to any MCP server using Server-Sent Events (SSE)."
   ],
   "repository_evidence": [
    "# Example Clients",
    "This page provides an overview of applications that support the Model Context Protocol (MCP). Each client may support different MCP features, allowing for varying levels of integration with MCP servers.",
    "## Client details",
    "[Apify MCP Tester](https://github.com/apify/tester-mcp-client) is an open-source client that connects to any MCP server using Server-Sent Events (SSE)."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://mcpso.cc/en/posts/example-clients",
   "project": "BeeAI Framework",
   "repository": "https://i-am-bee.github.io/beeai-framework",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Example Clients",
    "This page provides an overview of applications that support the Model Context Protocol (MCP). Each client may support different MCP features, allowing for varying levels of integration with MCP servers.",
    "## Client details",
    "[BeeAI Framework](https://i-am-bee.github.io/beeai-framework) is an open-source framework for building, deploying, and serving powerful agentic workflows at scale."
   ],
   "repository_evidence": [
    "# Example Clients",
    "This page provides an overview of applications that support the Model Context Protocol (MCP). Each client may support different MCP features, allowing for varying levels of integration with MCP servers.",
    "## Client details",
    "[BeeAI Framework](https://i-am-bee.github.io/beeai-framework) is an open-source framework for building, deploying, and serving powerful agentic workflows at scale."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://mcpso.cc/en/posts/example-clients",
   "project": "Cline",
   "repository": "https://github.com/cline/cline",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Example Clients",
    "This page provides an overview of applications that support the Model Context Protocol (MCP). Each client may support different MCP features, allowing for varying levels of integration with MCP servers.",
    "## Client details",
    "[Cline](https://github.com/cline/cline) is an autonomous coding agent in VS Code that edits files, runs commands, uses a browser, and more\u2013with your permission at each step."
   ],
   "repository_evidence": [
    "# Example Clients",
    "This page provides an overview of applications that support the Model Context Protocol (MCP). Each client may support different MCP features, allowing for varying levels of integration with MCP servers.",
    "## Client details",
    "[Cline](https://github.com/cline/cline) is an autonomous coding agent in VS Code that edits files, runs commands, uses a browser, and more\u2013with your permission at each step."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://mcpso.cc/en/posts/example-clients",
   "project": "Continue",
   "repository": "https://github.com/continuedev/continue",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Example Clients",
    "This page provides an overview of applications that support the Model Context Protocol (MCP). Each client may support different MCP features, allowing for varying levels of integration with MCP servers.",
    "## Client details",
    "[Continue](https://github.com/continuedev/continue) is an open-source AI code assistant, with built-in support for all MCP features."
   ],
   "repository_evidence": [
    "# Example Clients",
    "This page provides an overview of applications that support the Model Context Protocol (MCP). Each client may support different MCP features, allowing for varying levels of integration with MCP servers.",
    "## Client details",
    "[Continue](https://github.com/continuedev/continue) is an open-source AI code assistant, with built-in support for all MCP features."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://mcpso.cc/en/posts/example-clients",
   "project": "Copilot-MCP",
   "repository": "https://github.com/VikashLoomba/copilot-mcp",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Example Clients",
    "This page provides an overview of applications that support the Model Context Protocol (MCP). Each client may support different MCP features, allowing for varying levels of integration with MCP servers.",
    "## Client details",
    "[Copilot-MCP](https://github.com/VikashLoomba/copilot-mcp) enables AI coding assistance via MCP."
   ],
   "repository_evidence": [
    "# Example Clients",
    "This page provides an overview of applications that support the Model Context Protocol (MCP). Each client may support different MCP features, allowing for varying levels of integration with MCP servers.",
    "## Client details",
    "[Copilot-MCP](https://github.com/VikashLoomba/copilot-mcp) enables AI coding assistance via MCP."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://mcpso.cc/en/posts/example-clients",
   "project": "Daydreams",
   "repository": "https://github.com/daydreamsai/daydreams",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Example Clients",
    "This page provides an overview of applications that support the Model Context Protocol (MCP). Each client may support different MCP features, allowing for varying levels of integration with MCP servers.",
    "## Client details",
    "[Daydreams](https://github.com/daydreamsai/daydreams) is a generative agent framework for executing anything onchain"
   ],
   "repository_evidence": [
    "# Example Clients",
    "This page provides an overview of applications that support the Model Context Protocol (MCP). Each client may support different MCP features, allowing for varying levels of integration with MCP servers.",
    "## Client details",
    "[Daydreams](https://github.com/daydreamsai/daydreams) is a generative agent framework for executing anything onchain"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://mcpso.cc/en/posts/example-clients",
   "project": "Emacs Mcp",
   "repository": "https://github.com/lizqwerscott/mcp.el",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Example Clients",
    "This page provides an overview of applications that support the Model Context Protocol (MCP). Each client may support different MCP features, allowing for varying levels of integration with MCP servers.",
    "## Client details",
    "[Emacs Mcp](https://github.com/lizqwerscott/mcp.el) is an Emacs client designed to interface with MCP servers, enabling seamless connections and interactions."
   ],
   "repository_evidence": [
    "# Example Clients",
    "This page provides an overview of applications that support the Model Context Protocol (MCP). Each client may support different MCP features, allowing for varying levels of integration with MCP servers.",
    "## Client details",
    "[Emacs Mcp](https://github.com/lizqwerscott/mcp.el) is an Emacs client designed to interface with MCP servers, enabling seamless connections and interactions."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://mcpso.cc/en/posts/example-clients",
   "project": "fast-agent",
   "repository": "https://github.com/evalstate/fast-agent",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Example Clients",
    "This page provides an overview of applications that support the Model Context Protocol (MCP). Each client may support different MCP features, allowing for varying levels of integration with MCP servers.",
    "## Client details",
    "[fast-agent](https://github.com/evalstate/fast-agent) is a Python Agent framework, with simple declarative support for creating Agents and Workflows, with full multi-modal support for Anthropic and OpenAI models."
   ],
   "repository_evidence": [
    "# Example Clients",
    "This page provides an overview of applications that support the Model Context Protocol (MCP). Each client may support different MCP features, allowing for varying levels of integration with MCP servers.",
    "## Client details",
    "[fast-agent](https://github.com/evalstate/fast-agent) is a Python Agent framework, with simple declarative support for creating Agents and Workflows, with full multi-modal support for Anthropic and OpenAI models."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://mcpso.cc/en/posts/example-clients",
   "project": "Genkit",
   "repository": "https://github.com/firebase/genkit",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Example Clients",
    "This page provides an overview of applications that support the Model Context Protocol (MCP). Each client may support different MCP features, allowing for varying levels of integration with MCP servers.",
    "## Client details",
    "[Genkit](https://github.com/firebase/genkit) is a cross-language SDK for building and integrating GenAI features into applications."
   ],
   "repository_evidence": [
    "# Example Clients",
    "This page provides an overview of applications that support the Model Context Protocol (MCP). Each client may support different MCP features, allowing for varying levels of integration with MCP servers.",
    "## Client details",
    "[Genkit](https://github.com/firebase/genkit) is a cross-language SDK for building and integrating GenAI features into applications."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://mcpso.cc/en/posts/example-clients",
   "project": "Goose",
   "repository": "https://github.com/block/goose",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Example Clients",
    "This page provides an overview of applications that support the Model Context Protocol (MCP). Each client may support different MCP features, allowing for varying levels of integration with MCP servers.",
    "## Client details",
    "[Goose](https://github.com/block/goose) is an open source AI agent that supercharges your software development by automating coding tasks."
   ],
   "repository_evidence": [
    "# Example Clients",
    "This page provides an overview of applications that support the Model Context Protocol (MCP). Each client may support different MCP features, allowing for varying levels of integration with MCP servers.",
    "## Client details",
    "[Goose](https://github.com/block/goose) is an open source AI agent that supercharges your software development by automating coding tasks."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://mcpso.cc/en/posts/example-clients",
   "project": "gptme",
   "repository": "https://github.com/gptme/gptme",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Example Clients",
    "This page provides an overview of applications that support the Model Context Protocol (MCP). Each client may support different MCP features, allowing for varying levels of integration with MCP servers.",
    "## Client details",
    "[gptme](https://github.com/gptme/gptme) is a open-source terminal-based personal AI assistant/agent, designed to assist with programming tasks and general knowledge work."
   ],
   "repository_evidence": [
    "# Example Clients",
    "This page provides an overview of applications that support the Model Context Protocol (MCP). Each client may support different MCP features, allowing for varying levels of integration with MCP servers.",
    "## Client details",
    "[gptme](https://github.com/gptme/gptme) is a open-source terminal-based personal AI assistant/agent, designed to assist with programming tasks and general knowledge work."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://mcpso.cc/en/posts/example-clients",
   "project": "HyperAgent",
   "repository": "https://github.com/hyperbrowserai/HyperAgent",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Example Clients",
    "This page provides an overview of applications that support the Model Context Protocol (MCP). Each client may support different MCP features, allowing for varying levels of integration with MCP servers.",
    "## Client details",
    "[HyperAgent](https://github.com/hyperbrowserai/HyperAgent) is Playwright supercharged with AI."
   ],
   "repository_evidence": [
    "# Example Clients",
    "This page provides an overview of applications that support the Model Context Protocol (MCP). Each client may support different MCP features, allowing for varying levels of integration with MCP servers.",
    "## Client details",
    "[HyperAgent](https://github.com/hyperbrowserai/HyperAgent) is Playwright supercharged with AI."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://mcpso.cc/en/posts/example-clients",
   "project": "Klavis AI",
   "repository": "https://github.com/Klavis-AI/klavis",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Example Clients",
    "This page provides an overview of applications that support the Model Context Protocol (MCP). Each client may support different MCP features, allowing for varying levels of integration with MCP servers.",
    "## Client details",
    "[Klavis AI](https://www.klavis.ai/) is an Open-Source Infra to Use, Build & Scale MCPs with ease."
   ],
   "repository_evidence": [
    "# Example Clients",
    "This page provides an overview of applications that support the Model Context Protocol (MCP). Each client may support different MCP features, allowing for varying levels of integration with MCP servers.",
    "## Client details",
    "- Open-source infrastructure ([GitHub repository](https://github.com/Klavis-AI/klavis))"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://mcpso.cc/en/posts/example-clients",
   "project": "LibreChat",
   "repository": "https://github.com/danny-avila/LibreChat",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Example Clients",
    "This page provides an overview of applications that support the Model Context Protocol (MCP). Each client may support different MCP features, allowing for varying levels of integration with MCP servers.",
    "## Client details",
    "[LibreChat](https://github.com/danny-avila/LibreChat) is an open-source, customizable AI chat UI that supports multiple AI providers, now including MCP integration."
   ],
   "repository_evidence": [
    "# Example Clients",
    "This page provides an overview of applications that support the Model Context Protocol (MCP). Each client may support different MCP features, allowing for varying levels of integration with MCP servers.",
    "## Client details",
    "[LibreChat](https://github.com/danny-avila/LibreChat) is an open-source, customizable AI chat UI that supports multiple AI providers, now including MCP integration."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://mcpso.cc/en/posts/example-clients",
   "project": "mcp-agent",
   "repository": "https://github.com/lastmile-ai/mcp-agent",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Example Clients",
    "This page provides an overview of applications that support the Model Context Protocol (MCP). Each client may support different MCP features, allowing for varying levels of integration with MCP servers.",
    "## Client details",
    "[mcp-agent](https://github.com/lastmile-ai/mcp-agent) is a simple, composable framework to build agents using Model Context Protocol."
   ],
   "repository_evidence": [
    "# Example Clients",
    "This page provides an overview of applications that support the Model Context Protocol (MCP). Each client may support different MCP features, allowing for varying levels of integration with MCP servers.",
    "## Client details",
    "[mcp-agent](https://github.com/lastmile-ai/mcp-agent) is a simple, composable framework to build agents using Model Context Protocol."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://mcpso.cc/en/posts/example-clients",
   "project": "mcp-use",
   "repository": "https://github.com/pietrozullo/mcp-use",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Example Clients",
    "This page provides an overview of applications that support the Model Context Protocol (MCP). Each client may support different MCP features, allowing for varying levels of integration with MCP servers.",
    "## Client details",
    "[mcp-use](https://github.com/pietrozullo/mcp-use) is an open source python library to very easily connect any LLM to any MCP server both locally and remotely."
   ],
   "repository_evidence": [
    "# Example Clients",
    "This page provides an overview of applications that support the Model Context Protocol (MCP). Each client may support different MCP features, allowing for varying levels of integration with MCP servers.",
    "## Client details",
    "[mcp-use](https://github.com/pietrozullo/mcp-use) is an open source python library to very easily connect any LLM to any MCP server both locally and remotely."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://mcpso.cc/en/posts/example-clients",
   "project": "MCPHub",
   "repository": "https://github.com/ravitemer/mcphub.nvim",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Example Clients",
    "This page provides an overview of applications that support the Model Context Protocol (MCP). Each client may support different MCP features, allowing for varying levels of integration with MCP servers.",
    "## Client details",
    "[MCPHub](https://github.com/ravitemer/mcphub.nvim) is a powerful Neovim plugin that integrates MCP (Model Context Protocol) servers into your workflow."
   ],
   "repository_evidence": [
    "# Example Clients",
    "This page provides an overview of applications that support the Model Context Protocol (MCP). Each client may support different MCP features, allowing for varying levels of integration with MCP servers.",
    "## Client details",
    "[MCPHub](https://github.com/ravitemer/mcphub.nvim) is a powerful Neovim plugin that integrates MCP (Model Context Protocol) servers into your workflow."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://mcpso.cc/en/posts/example-clients",
   "project": "MCPOmni-Connect",
   "repository": "https://github.com/Abiorh001/mcp_omni_connect",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Example Clients",
    "This page provides an overview of applications that support the Model Context Protocol (MCP). Each client may support different MCP features, allowing for varying levels of integration with MCP servers.",
    "## Client details",
    "[MCPOmni-Connect](https://github.com/Abiorh001/mcp_omni_connect) is a versatile command-line interface (CLI) client designed to connect to various Model Context Protocol (MCP) servers using both stdio and SSE transport."
   ],
   "repository_evidence": [
    "# Example Clients",
    "This page provides an overview of applications that support the Model Context Protocol (MCP). Each client may support different MCP features, allowing for varying levels of integration with MCP servers.",
    "## Client details",
    "[MCPOmni-Connect](https://github.com/Abiorh001/mcp_omni_connect) is a versatile command-line interface (CLI) client designed to connect to various Model Context Protocol (MCP) servers using both stdio and SSE transport."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://mcpso.cc/en/posts/example-clients",
   "project": "NVIDIA Agent Intelligence (AIQ) toolkit",
   "repository": "https://github.com/NVIDIA/AIQToolkit",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Example Clients",
    "This page provides an overview of applications that support the Model Context Protocol (MCP). Each client may support different MCP features, allowing for varying levels of integration with MCP servers.",
    "## Client details",
    "[NVIDIA Agent Intelligence (AIQ) toolkit](https://github.com/NVIDIA/AIQToolkit) is a flexible, lightweight, and unifying library that allows you to easily connect existing enterprise agents to data sources and tools across any framework."
   ],
   "repository_evidence": [
    "# Example Clients",
    "This page provides an overview of applications that support the Model Context Protocol (MCP). Each client may support different MCP features, allowing for varying levels of integration with MCP servers.",
    "## Client details",
    "[NVIDIA Agent Intelligence (AIQ) toolkit](https://github.com/NVIDIA/AIQToolkit) is a flexible, lightweight, and unifying library that allows you to easily connect existing enterprise agents to data sources and tools across any framework."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://mcpso.cc/en/posts/example-clients",
   "project": "OpenSumi",
   "repository": "https://github.com/opensumi/core",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Example Clients",
    "This page provides an overview of applications that support the Model Context Protocol (MCP). Each client may support different MCP features, allowing for varying levels of integration with MCP servers.",
    "## Client details",
    "[OpenSumi](https://github.com/opensumi/core) is a framework helps you quickly build AI Native IDE products."
   ],
   "repository_evidence": [
    "# Example Clients",
    "This page provides an overview of applications that support the Model Context Protocol (MCP). Each client may support different MCP features, allowing for varying levels of integration with MCP servers.",
    "## Client details",
    "[OpenSumi](https://github.com/opensumi/core) is a framework helps you quickly build AI Native IDE products."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://mcpso.cc/en/posts/example-clients",
   "project": "oterm",
   "repository": "https://github.com/ggozad/oterm",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Example Clients",
    "This page provides an overview of applications that support the Model Context Protocol (MCP). Each client may support different MCP features, allowing for varying levels of integration with MCP servers.",
    "## Client details",
    "[oterm](https://github.com/ggozad/oterm) is a terminal client for Ollama allowing users to create chats/agents."
   ],
   "repository_evidence": [
    "# Example Clients",
    "This page provides an overview of applications that support the Model Context Protocol (MCP). Each client may support different MCP features, allowing for varying levels of integration with MCP servers.",
    "## Client details",
    "[oterm](https://github.com/ggozad/oterm) is a terminal client for Ollama allowing users to create chats/agents."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://mcpso.cc/en/posts/example-clients",
   "project": "Slack MCP Client",
   "repository": "https://github.com/tuannvm/slack-mcp-client",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Example Clients",
    "This page provides an overview of applications that support the Model Context Protocol (MCP). Each client may support different MCP features, allowing for varying levels of integration with MCP servers.",
    "## Client details",
    "[Slack MCP Client](https://github.com/tuannvm/slack-mcp-client) acts as a bridge between Slack and Model Context Protocol (MCP) servers."
   ],
   "repository_evidence": [
    "# Example Clients",
    "This page provides an overview of applications that support the Model Context Protocol (MCP). Each client may support different MCP features, allowing for varying levels of integration with MCP servers.",
    "## Client details",
    "[Slack MCP Client](https://github.com/tuannvm/slack-mcp-client) acts as a bridge between Slack and Model Context Protocol (MCP) servers."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://mcpso.cc/en/posts/example-clients",
   "project": "SpinAI",
   "repository": "https://spinai.dev",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Example Clients",
    "This page provides an overview of applications that support the Model Context Protocol (MCP). Each client may support different MCP features, allowing for varying levels of integration with MCP servers.",
    "## Client details",
    "[SpinAI](https://spinai.dev) is an open-source TypeScript framework for building observable AI agents."
   ],
   "repository_evidence": [
    "# Example Clients",
    "This page provides an overview of applications that support the Model Context Protocol (MCP). Each client may support different MCP features, allowing for varying levels of integration with MCP servers.",
    "## Client details",
    "[SpinAI](https://spinai.dev) is an open-source TypeScript framework for building observable AI agents."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://mcpso.cc/en/posts/example-clients",
   "project": "Tome",
   "repository": "https://github.com/runebookai/tome",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Example Clients",
    "This page provides an overview of applications that support the Model Context Protocol (MCP). Each client may support different MCP features, allowing for varying levels of integration with MCP servers.",
    "## Client details",
    "[Tome](https://github.com/runebookai/tome) is an open source cross-platform desktop app designed for working with local LLMs and MCP servers."
   ],
   "repository_evidence": [
    "# Example Clients",
    "This page provides an overview of applications that support the Model Context Protocol (MCP). Each client may support different MCP features, allowing for varying levels of integration with MCP servers.",
    "## Client details",
    "[Tome](https://github.com/runebookai/tome) is an open source cross-platform desktop app designed for working with local LLMs and MCP servers."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://mcpso.cc/en/posts/example-clients",
   "project": "Witsy",
   "repository": "https://github.com/nbonamy/witsy",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Example Clients",
    "This page provides an overview of applications that support the Model Context Protocol (MCP). Each client may support different MCP features, allowing for varying levels of integration with MCP servers.",
    "## Client details",
    "[Witsy](https://github.com/nbonamy/witsy) is an AI desktop assistant, supoorting Anthropic models and MCP servers as LLM tools."
   ],
   "repository_evidence": [
    "# Example Clients",
    "This page provides an overview of applications that support the Model Context Protocol (MCP). Each client may support different MCP features, allowing for varying levels of integration with MCP servers.",
    "## Client details",
    "[Witsy](https://github.com/nbonamy/witsy) is an AI desktop assistant, supoorting Anthropic models and MCP servers as LLM tools."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://whatisgithub.com/foundationagents/openmanus",
   "project": "OpenManus",
   "repository": "https://github.com/foundationagents/openmanus",
   "stars": "56043",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# What is openmanus?",
    "[foundationagents/openmanus](https://github.com/foundationagents/openmanus) \u2014 explained in plain English",
    "OpenManus is an open-source Python framework for building and running AI agents, software programs that can autonomously plan and execute multi-step tasks by calling tools, browsing the web, writing code, and taking other actions."
   ],
   "repository_evidence": [
    "# What is openmanus?",
    "[foundationagents/openmanus](https://github.com/foundationagents/openmanus) \u2014 explained in plain English"
   ],
   "stars_evidence": [
    "# What is openmanus?",
    "\u2605 **56,043**PythonAudience \u00b7 **developer**Complexity \u00b7 **3/5**LicenseSetup \u00b7 moderate",
    "## How does it compare?",
    "| | foundationagents/openmanus | [textualize/rich](https://whatisgithub.com/textualize/rich) | [ageitgey/face_recognition](https://whatisgithub.com/ageitgey/face_recognition) |",
    "| Stars | 56,043 | 56,273 | 56,387 |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://followagents.com/en/agents/letta",
   "project": "Letta",
   "repository": "letta-ai/letta-code",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Letta",
    "Letta, formerly MemGPT, is a platform for stateful agents with advanced memory."
   ],
   "repository_evidence": [
    "No. It contains the legacy Letta Server; active development is stated to have moved to the letta-ai/letta-code repository."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://arxiv.org/pdf/2604.03515v1",
   "project": "OpenCode",
   "repository": null,
   "stars": "135000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Table 1: Agents analyzed, ordered by GitHub stars as a proxy for community adoption [Borges and\nValente, 2018]. \u201cCategory\u201d distinguishes interactive CLI tools from agents designed for automated\nSWE-bench evaluation. All agents were analyzed at pinned commit hashes (see Appendix B).",
    "OpenCode [Anomaly, 2025]\nCLI\nTypeScript\n135k\nSST"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "Table 1: Agents analyzed, ordered by GitHub stars as a proxy for community adoption [Borges and\nValente, 2018]. \u201cCategory\u201d distinguishes interactive CLI tools from agents designed for automated\nSWE-bench evaluation. All agents were analyzed at pinned commit hashes (see Appendix B).",
    "OpenCode [Anomaly, 2025]\nCLI\nTypeScript\n135k\nSST"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://arxiv.org/pdf/2604.03515v1",
   "project": "Gemini CLI",
   "repository": null,
   "stars": "100000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Table 1: Agents analyzed, ordered by GitHub stars as a proxy for community adoption [Borges and\nValente, 2018]. \u201cCategory\u201d distinguishes interactive CLI tools from agents designed for automated\nSWE-bench evaluation. All agents were analyzed at pinned commit hashes (see Appendix B).",
    "Gemini CLI [Google, 2025]\nCLI\nTypeScript\n100k\nGoogle"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "Table 1: Agents analyzed, ordered by GitHub stars as a proxy for community adoption [Borges and\nValente, 2018]. \u201cCategory\u201d distinguishes interactive CLI tools from agents designed for automated\nSWE-bench evaluation. All agents were analyzed at pinned commit hashes (see Appendix B).",
    "Gemini CLI [Google, 2025]\nCLI\nTypeScript\n100k\nGoogle"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://arxiv.org/pdf/2604.03515v1",
   "project": "Codex CLI",
   "repository": null,
   "stars": "72000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Table 1: Agents analyzed, ordered by GitHub stars as a proxy for community adoption [Borges and\nValente, 2018]. \u201cCategory\u201d distinguishes interactive CLI tools from agents designed for automated\nSWE-bench evaluation. All agents were analyzed at pinned commit hashes (see Appendix B).",
    "Codex CLI [OpenAI, 2025]\nCLI\nRust / TS\n72k\nOpenAI"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "Table 1: Agents analyzed, ordered by GitHub stars as a proxy for community adoption [Borges and\nValente, 2018]. \u201cCategory\u201d distinguishes interactive CLI tools from agents designed for automated\nSWE-bench evaluation. All agents were analyzed at pinned commit hashes (see Appendix B).",
    "Codex CLI [OpenAI, 2025]\nCLI\nRust / TS\n72k\nOpenAI"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://arxiv.org/pdf/2604.03515v1",
   "project": "OpenHands",
   "repository": null,
   "stars": "70000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Table 1: Agents analyzed, ordered by GitHub stars as a proxy for community adoption [Borges and\nValente, 2018]. \u201cCategory\u201d distinguishes interactive CLI tools from agents designed for automated\nSWE-bench evaluation. All agents were analyzed at pinned commit hashes (see Appendix B).",
    "OpenHands [Wang et al., 2025]\nSWE-bench\nPython\n70k\nAll Hands AI"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "Table 1: Agents analyzed, ordered by GitHub stars as a proxy for community adoption [Borges and\nValente, 2018]. \u201cCategory\u201d distinguishes interactive CLI tools from agents designed for automated\nSWE-bench evaluation. All agents were analyzed at pinned commit hashes (see Appendix B).",
    "OpenHands [Wang et al., 2025]\nSWE-bench\nPython\n70k\nAll Hands AI"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://arxiv.org/pdf/2604.03515v1",
   "project": "Cline",
   "repository": null,
   "stars": "60000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Table 1: Agents analyzed, ordered by GitHub stars as a proxy for community adoption [Borges and\nValente, 2018]. \u201cCategory\u201d distinguishes interactive CLI tools from agents designed for automated\nSWE-bench evaluation. All agents were analyzed at pinned commit hashes (see Appendix B).",
    "Cline [Rizwan, 2024]\nCLI\nTypeScript\n60k\nIndependent"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "Table 1: Agents analyzed, ordered by GitHub stars as a proxy for community adoption [Borges and\nValente, 2018]. \u201cCategory\u201d distinguishes interactive CLI tools from agents designed for automated\nSWE-bench evaluation. All agents were analyzed at pinned commit hashes (see Appendix B).",
    "Cline [Rizwan, 2024]\nCLI\nTypeScript\n60k\nIndependent"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://arxiv.org/pdf/2604.03515v1",
   "project": "Aider",
   "repository": null,
   "stars": "43000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Table 1: Agents analyzed, ordered by GitHub stars as a proxy for community adoption [Borges and\nValente, 2018]. \u201cCategory\u201d distinguishes interactive CLI tools from agents designed for automated\nSWE-bench evaluation. All agents were analyzed at pinned commit hashes (see Appendix B).",
    "Aider [Gauthier, 2024]\nCLI\nPython\n43k\nIndependent"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "Table 1: Agents analyzed, ordered by GitHub stars as a proxy for community adoption [Borges and\nValente, 2018]. \u201cCategory\u201d distinguishes interactive CLI tools from agents designed for automated\nSWE-bench evaluation. All agents were analyzed at pinned commit hashes (see Appendix B).",
    "Aider [Gauthier, 2024]\nCLI\nPython\n43k\nIndependent"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://arxiv.org/pdf/2604.03515v1",
   "project": "SWE-agent",
   "repository": null,
   "stars": "19000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Table 1: Agents analyzed, ordered by GitHub stars as a proxy for community adoption [Borges and\nValente, 2018]. \u201cCategory\u201d distinguishes interactive CLI tools from agents designed for automated\nSWE-bench evaluation. All agents were analyzed at pinned commit hashes (see Appendix B).",
    "SWE-agent [Yang et al., 2024]\nSWE-bench\nPython\n19k\nPrinceton / CMU"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "Table 1: Agents analyzed, ordered by GitHub stars as a proxy for community adoption [Borges and\nValente, 2018]. \u201cCategory\u201d distinguishes interactive CLI tools from agents designed for automated\nSWE-bench evaluation. All agents were analyzed at pinned commit hashes (see Appendix B).",
    "SWE-agent [Yang et al., 2024]\nSWE-bench\nPython\n19k\nPrinceton / CMU"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://arxiv.org/pdf/2604.03515v1",
   "project": "mini-swe-agent",
   "repository": null,
   "stars": "4000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Table 1: Agents analyzed, ordered by GitHub stars as a proxy for community adoption [Borges and\nValente, 2018]. \u201cCategory\u201d distinguishes interactive CLI tools from agents designed for automated\nSWE-bench evaluation. All agents were analyzed at pinned commit hashes (see Appendix B).",
    "mini-swe-agent [Yang et al., 2025]\nBaseline\nPython\n4k\nPrinceton / CMU"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "Table 1: Agents analyzed, ordered by GitHub stars as a proxy for community adoption [Borges and\nValente, 2018]. \u201cCategory\u201d distinguishes interactive CLI tools from agents designed for automated\nSWE-bench evaluation. All agents were analyzed at pinned commit hashes (see Appendix B).",
    "mini-swe-agent [Yang et al., 2025]\nBaseline\nPython\n4k\nPrinceton / CMU"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://arxiv.org/pdf/2604.03515v1",
   "project": "AutoCodeRover",
   "repository": null,
   "stars": "3000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Table 1: Agents analyzed, ordered by GitHub stars as a proxy for community adoption [Borges and\nValente, 2018]. \u201cCategory\u201d distinguishes interactive CLI tools from agents designed for automated\nSWE-bench evaluation. All agents were analyzed at pinned commit hashes (see Appendix B).",
    "AutoCodeRover [Zhang et al., 2024b]\nSWE-bench\nPython\n3k\nNUS / SonarSource"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "Table 1: Agents analyzed, ordered by GitHub stars as a proxy for community adoption [Borges and\nValente, 2018]. \u201cCategory\u201d distinguishes interactive CLI tools from agents designed for automated\nSWE-bench evaluation. All agents were analyzed at pinned commit hashes (see Appendix B).",
    "AutoCodeRover [Zhang et al., 2024b]\nSWE-bench\nPython\n3k\nNUS / SonarSource"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://arxiv.org/pdf/2604.03515v1",
   "project": "Agentless",
   "repository": null,
   "stars": "2000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Table 1: Agents analyzed, ordered by GitHub stars as a proxy for community adoption [Borges and\nValente, 2018]. \u201cCategory\u201d distinguishes interactive CLI tools from agents designed for automated\nSWE-bench evaluation. All agents were analyzed at pinned commit hashes (see Appendix B).",
    "Agentless [Xia et al., 2025]\nSWE-bench\nPython\n2k\nUIUC"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "Table 1: Agents analyzed, ordered by GitHub stars as a proxy for community adoption [Borges and\nValente, 2018]. \u201cCategory\u201d distinguishes interactive CLI tools from agents designed for automated\nSWE-bench evaluation. All agents were analyzed at pinned commit hashes (see Appendix B).",
    "Agentless [Xia et al., 2025]\nSWE-bench\nPython\n2k\nUIUC"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://arxiv.org/pdf/2604.03515v1",
   "project": "Prometheus",
   "repository": null,
   "stars": "1000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Table 1: Agents analyzed, ordered by GitHub stars as a proxy for community adoption [Borges and\nValente, 2018]. \u201cCategory\u201d distinguishes interactive CLI tools from agents designed for automated\nSWE-bench evaluation. All agents were analyzed at pinned commit hashes (see Appendix B).",
    "Prometheus [Pan et al., 2026]\nSWE-bench\nPython\n1k\nEuniAI"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "Table 1: Agents analyzed, ordered by GitHub stars as a proxy for community adoption [Borges and\nValente, 2018]. \u201cCategory\u201d distinguishes interactive CLI tools from agents designed for automated\nSWE-bench evaluation. All agents were analyzed at pinned commit hashes (see Appendix B).",
    "Prometheus [Pan et al., 2026]\nSWE-bench\nPython\n1k\nEuniAI"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://arxiv.org/pdf/2604.03515v1",
   "project": "Moatless Tools",
   "repository": null,
   "stars": "600",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Table 1: Agents analyzed, ordered by GitHub stars as a proxy for community adoption [Borges and\nValente, 2018]. \u201cCategory\u201d distinguishes interactive CLI tools from agents designed for automated\nSWE-bench evaluation. All agents were analyzed at pinned commit hashes (see Appendix B).",
    "Moatless Tools [Orwall, 2024]\nSWE-bench\nPython\n600\nIndependent"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "Table 1: Agents analyzed, ordered by GitHub stars as a proxy for community adoption [Borges and\nValente, 2018]. \u201cCategory\u201d distinguishes interactive CLI tools from agents designed for automated\nSWE-bench evaluation. All agents were analyzed at pinned commit hashes (see Appendix B).",
    "Moatless Tools [Orwall, 2024]\nSWE-bench\nPython\n600\nIndependent"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://arxiv.org/pdf/2604.03515v1",
   "project": "DARS-Agent",
   "repository": null,
   "stars": "70",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Table 1: Agents analyzed, ordered by GitHub stars as a proxy for community adoption [Borges and\nValente, 2018]. \u201cCategory\u201d distinguishes interactive CLI tools from agents designed for automated\nSWE-bench evaluation. All agents were analyzed at pinned commit hashes (see Appendix B).",
    "DARS-Agent [Aggarwal et al., 2025]\nSWE-bench\nPython\n70\nIndependent"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "Table 1: Agents analyzed, ordered by GitHub stars as a proxy for community adoption [Borges and\nValente, 2018]. \u201cCategory\u201d distinguishes interactive CLI tools from agents designed for automated\nSWE-bench evaluation. All agents were analyzed at pinned commit hashes (see Appendix B).",
    "DARS-Agent [Aggarwal et al., 2025]\nSWE-bench\nPython\n70\nIndependent"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/Lucas-CX/DeepResearch",
   "project": "DeepResearch",
   "repository": "https://github.com/Alibaba-NLP/DeepResearch",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "[![GITHUB](https://camo.githubusercontent.com/7ce56e7a35d81ebfced7dcfea3efca5e569d5ac07b20a18f22f99e3fa4889e8e/68747470733a2f2f696d672e736869656c64732e696f2f62616467652f4769746875622d3234323932463f7374796c653d666f722d7468652d6261646765266c6f676f3d676974687562266c6f676f436f6c6f723d7768697465)](https://github.com/Alibaba-NLP/DeepResearch)"
   ],
   "repository_evidence": [
    "[![GITHUB](https://camo.githubusercontent.com/7ce56e7a35d81ebfced7dcfea3efca5e569d5ac07b20a18f22f99e3fa4889e8e/68747470733a2f2f696d672e736869656c64732e696f2f62616467652f4769746875622d3234323932463f7374796c653d666f722d7468652d6261646765266c6f676f3d676974687562266c6f676f436f6c6f723d7768697465)](https://github.com/Alibaba-NLP/DeepResearch)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://agentwiki.org/autonomous_agents",
   "project": "AutoGPT",
   "repository": null,
   "stars": "168000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Autonomous Agents",
    "The autonomous agent ecosystem spans pioneering open-source projects and enterprise-grade frameworks:",
    "- **[AutoGPT](/autogpt)**: The original viral autonomous agent (2023), now evolved into a platform with Forge framework and AgentBench benchmarks. Over 168,000 GitHub stars.5), The original autonomous agent project (168K+ stars).))"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# Autonomous Agents",
    "The autonomous agent ecosystem spans pioneering open-source projects and enterprise-grade frameworks:",
    "- **[AutoGPT](/autogpt)**: The original viral autonomous agent (2023), now evolved into a platform with Forge framework and AgentBench benchmarks. Over 168,000 GitHub stars.5), The original autonomous agent project (168K+ stars).))"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.attentionvc.ai/repos/microsoft/UFO",
   "project": "UFO",
   "repository": "https://github.com/microsoft/UFO",
   "stars": "9.5k",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# UFO",
    "UFO\u00b3: Weaving the Digital Agent Galaxy"
   ],
   "repository_evidence": [
    "[Open on GitHub](https://github.com/microsoft/UFO)"
   ],
   "stars_evidence": [
    "Stars",
    "9.5k"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://codersera.com/blog/tag/open-manus",
   "project": "OpenManus",
   "repository": "FoundationAgents/OpenManus",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Manus AI vs OpenManus: Which Autonomous Agent Wins in 2026?",
    "OpenManus is an MIT-licensed framework from the MetaGPT team that runs locally, uses the LLM you choose, and costs only the inference you consume."
   ],
   "repository_evidence": [
    "Clone `FoundationAgents/OpenManus`, run `uv venv --python 3.12`, install with `uv pip install -r requirements.txt`, then `playwright install chromium`."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://pypi.org/project/agent_os_kernel/2.3.0",
   "project": "Dify",
   "repository": "https://github.com/langgenius/dify-plugins/pull/2060",
   "stars": "65000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "### \ud83c\udfe2 Adopted By Leading AI Frameworks",
    "| Framework | Stars | Status | Link |",
    "| **Dify** | 65K \u2b50 | \u2705 Merged | [dify-plugins#2060](https://github.com/langgenius/dify-plugins/pull/2060) |"
   ],
   "repository_evidence": [
    "### \ud83c\udfe2 Adopted By Leading AI Frameworks",
    "| Framework | Stars | Status | Link |",
    "| **Dify** | 65K \u2b50 | \u2705 Merged | [dify-plugins#2060](https://github.com/langgenius/dify-plugins/pull/2060) |"
   ],
   "stars_evidence": [
    "### \ud83c\udfe2 Adopted By Leading AI Frameworks",
    "| Framework | Stars | Status | Link |",
    "| **Dify** | 65K \u2b50 | \u2705 Merged | [dify-plugins#2060](https://github.com/langgenius/dify-plugins/pull/2060) |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://pypi.org/project/agent_os_kernel/2.3.0",
   "project": "LlamaIndex",
   "repository": "https://github.com/run-llama/llama_index/pull/20644",
   "stars": "47000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "### \ud83c\udfe2 Adopted By Leading AI Frameworks",
    "| Framework | Stars | Status | Link |",
    "| **LlamaIndex** | 47K \u2b50 | \u2705 Merged | [llama_index#20644](https://github.com/run-llama/llama_index/pull/20644) |"
   ],
   "repository_evidence": [
    "### \ud83c\udfe2 Adopted By Leading AI Frameworks",
    "| Framework | Stars | Status | Link |",
    "| **LlamaIndex** | 47K \u2b50 | \u2705 Merged | [llama_index#20644](https://github.com/run-llama/llama_index/pull/20644) |"
   ],
   "stars_evidence": [
    "### \ud83c\udfe2 Adopted By Leading AI Frameworks",
    "| Framework | Stars | Status | Link |",
    "| **LlamaIndex** | 47K \u2b50 | \u2705 Merged | [llama_index#20644](https://github.com/run-llama/llama_index/pull/20644) |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://pypi.org/project/agent_os_kernel/2.3.0",
   "project": "Microsoft Agent-Lightning",
   "repository": "https://github.com/microsoft/agent-lightning/pull/478",
   "stars": "15000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "### \ud83c\udfe2 Adopted By Leading AI Frameworks",
    "| Framework | Stars | Status | Link |",
    "| **Microsoft Agent-Lightning** | 15K \u2b50 | \u2705 Merged | [agent-lightning#478](https://github.com/microsoft/agent-lightning/pull/478) |"
   ],
   "repository_evidence": [
    "### \ud83c\udfe2 Adopted By Leading AI Frameworks",
    "| Framework | Stars | Status | Link |",
    "| **Microsoft Agent-Lightning** | 15K \u2b50 | \u2705 Merged | [agent-lightning#478](https://github.com/microsoft/agent-lightning/pull/478) |"
   ],
   "stars_evidence": [
    "### \ud83c\udfe2 Adopted By Leading AI Frameworks",
    "| Framework | Stars | Status | Link |",
    "| **Microsoft Agent-Lightning** | 15K \u2b50 | \u2705 Merged | [agent-lightning#478](https://github.com/microsoft/agent-lightning/pull/478) |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://pypi.org/project/agent_os_kernel/2.3.0",
   "project": "LangGraph",
   "repository": "https://pypi.org/project/langgraph-trust/",
   "stars": "24000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "### \ud83c\udfe2 Adopted By Leading AI Frameworks",
    "| Framework | Stars | Status | Link |",
    "| **LangGraph** | 24K \u2b50 | \ud83d\udce6 Published on PyPI | [langgraph-trust](https://pypi.org/project/langgraph-trust/) |"
   ],
   "repository_evidence": [
    "### \ud83c\udfe2 Adopted By Leading AI Frameworks",
    "| Framework | Stars | Status | Link |",
    "| **LangGraph** | 24K \u2b50 | \ud83d\udce6 Published on PyPI | [langgraph-trust](https://pypi.org/project/langgraph-trust/) |"
   ],
   "stars_evidence": [
    "### \ud83c\udfe2 Adopted By Leading AI Frameworks",
    "| Framework | Stars | Status | Link |",
    "| **LangGraph** | 24K \u2b50 | \ud83d\udce6 Published on PyPI | [langgraph-trust](https://pypi.org/project/langgraph-trust/) |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://pypi.org/project/agent_os_kernel/2.3.0",
   "project": "OpenAI Agents SDK",
   "repository": "https://pypi.org/project/openai-agents-trust/",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "### \ud83c\udfe2 Adopted By Leading AI Frameworks",
    "| Framework | Stars | Status | Link |",
    "| **OpenAI Agents SDK** | \u2014 | \ud83d\udce6 Published on PyPI | [openai-agents-trust](https://pypi.org/project/openai-agents-trust/) |"
   ],
   "repository_evidence": [
    "### \ud83c\udfe2 Adopted By Leading AI Frameworks",
    "| Framework | Stars | Status | Link |",
    "| **OpenAI Agents SDK** | \u2014 | \ud83d\udce6 Published on PyPI | [openai-agents-trust](https://pypi.org/project/openai-agents-trust/) |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://pypi.org/project/agent_os_kernel/2.3.0",
   "project": "OpenClaw",
   "repository": "https://clawhub.ai/microsoft/agentmesh-governance",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "### \ud83c\udfe2 Adopted By Leading AI Frameworks",
    "| Framework | Stars | Status | Link |",
    "| **OpenClaw** | \u2014 | \ud83d\udce6 Published on ClawHub | [agentmesh-governance](https://clawhub.ai/microsoft/agentmesh-governance) |"
   ],
   "repository_evidence": [
    "### \ud83c\udfe2 Adopted By Leading AI Frameworks",
    "| Framework | Stars | Status | Link |",
    "| **OpenClaw** | \u2014 | \ud83d\udce6 Published on ClawHub | [agentmesh-governance](https://clawhub.ai/microsoft/agentmesh-governance) |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://pypi.org/project/agent_os_kernel/2.3.0",
   "project": "AutoGen",
   "repository": "https://github.com/microsoft/autogen/issues/7242",
   "stars": "54000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "**\ud83d\udccb Proposals under review at 10+ frameworks (click to expand)**",
    "| Framework | Stars | Proposal |",
    "| AutoGen | 54K \u2b50 | [microsoft/autogen#7242](https://github.com/microsoft/autogen/issues/7242) |"
   ],
   "repository_evidence": [
    "**\ud83d\udccb Proposals under review at 10+ frameworks (click to expand)**",
    "| Framework | Stars | Proposal |",
    "| AutoGen | 54K \u2b50 | [microsoft/autogen#7242](https://github.com/microsoft/autogen/issues/7242) |"
   ],
   "stars_evidence": [
    "**\ud83d\udccb Proposals under review at 10+ frameworks (click to expand)**",
    "| Framework | Stars | Proposal |",
    "| AutoGen | 54K \u2b50 | [microsoft/autogen#7242](https://github.com/microsoft/autogen/issues/7242) |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://pypi.org/project/agent_os_kernel/2.3.0",
   "project": "CrewAI",
   "repository": "https://github.com/crewAIInc/crewAI/issues/4502",
   "stars": "44000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "**\ud83d\udccb Proposals under review at 10+ frameworks (click to expand)**",
    "| Framework | Stars | Proposal |",
    "| CrewAI | 44K \u2b50 | [crewAIInc/crewAI#4502](https://github.com/crewAIInc/crewAI/issues/4502) |"
   ],
   "repository_evidence": [
    "**\ud83d\udccb Proposals under review at 10+ frameworks (click to expand)**",
    "| Framework | Stars | Proposal |",
    "| CrewAI | 44K \u2b50 | [crewAIInc/crewAI#4502](https://github.com/crewAIInc/crewAI/issues/4502) |"
   ],
   "stars_evidence": [
    "**\ud83d\udccb Proposals under review at 10+ frameworks (click to expand)**",
    "| Framework | Stars | Proposal |",
    "| CrewAI | 44K \u2b50 | [crewAIInc/crewAI#4502](https://github.com/crewAIInc/crewAI/issues/4502) |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://pypi.org/project/agent_os_kernel/2.3.0",
   "project": "Haystack",
   "repository": "https://github.com/deepset-ai/haystack/issues/10615",
   "stars": "22000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "**\ud83d\udccb Proposals under review at 10+ frameworks (click to expand)**",
    "| Framework | Stars | Proposal |",
    "| Haystack | 22K \u2b50 | [deepset-ai/haystack#10615](https://github.com/deepset-ai/haystack/issues/10615) |"
   ],
   "repository_evidence": [
    "**\ud83d\udccb Proposals under review at 10+ frameworks (click to expand)**",
    "| Framework | Stars | Proposal |",
    "| Haystack | 22K \u2b50 | [deepset-ai/haystack#10615](https://github.com/deepset-ai/haystack/issues/10615) |"
   ],
   "stars_evidence": [
    "**\ud83d\udccb Proposals under review at 10+ frameworks (click to expand)**",
    "| Framework | Stars | Proposal |",
    "| Haystack | 22K \u2b50 | [deepset-ai/haystack#10615](https://github.com/deepset-ai/haystack/issues/10615) |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://pypi.org/project/agent_os_kernel/2.3.0",
   "project": "Semantic Kernel",
   "repository": "https://github.com/microsoft/semantic-kernel/issues/13556",
   "stars": "27000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "**\ud83d\udccb Proposals under review at 10+ frameworks (click to expand)**",
    "| Framework | Stars | Proposal |",
    "| Semantic Kernel | 27K \u2b50 | [microsoft/semantic-kernel#13556](https://github.com/microsoft/semantic-kernel/issues/13556) |"
   ],
   "repository_evidence": [
    "**\ud83d\udccb Proposals under review at 10+ frameworks (click to expand)**",
    "| Framework | Stars | Proposal |",
    "| Semantic Kernel | 27K \u2b50 | [microsoft/semantic-kernel#13556](https://github.com/microsoft/semantic-kernel/issues/13556) |"
   ],
   "stars_evidence": [
    "**\ud83d\udccb Proposals under review at 10+ frameworks (click to expand)**",
    "| Framework | Stars | Proposal |",
    "| Semantic Kernel | 27K \u2b50 | [microsoft/semantic-kernel#13556](https://github.com/microsoft/semantic-kernel/issues/13556) |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://pypi.org/project/agent_os_kernel/2.3.0",
   "project": "smolagents",
   "repository": "https://github.com/huggingface/smolagents/issues/1989",
   "stars": "25000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "**\ud83d\udccb Proposals under review at 10+ frameworks (click to expand)**",
    "| Framework | Stars | Proposal |",
    "| smolagents | 25K \u2b50 | \u2705 Adapter built \u2014 [huggingface/smolagents#1989](https://github.com/huggingface/smolagents/issues/1989) |"
   ],
   "repository_evidence": [
    "**\ud83d\udccb Proposals under review at 10+ frameworks (click to expand)**",
    "| Framework | Stars | Proposal |",
    "| smolagents | 25K \u2b50 | \u2705 Adapter built \u2014 [huggingface/smolagents#1989](https://github.com/huggingface/smolagents/issues/1989) |"
   ],
   "stars_evidence": [
    "**\ud83d\udccb Proposals under review at 10+ frameworks (click to expand)**",
    "| Framework | Stars | Proposal |",
    "| smolagents | 25K \u2b50 | \u2705 Adapter built \u2014 [huggingface/smolagents#1989](https://github.com/huggingface/smolagents/issues/1989) |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://pypi.org/project/agent_os_kernel/2.3.0",
   "project": "LangGraph",
   "repository": "https://github.com/langchain-ai/langgraph/issues/6824",
   "stars": "24000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "**\ud83d\udccb Proposals under review at 10+ frameworks (click to expand)**",
    "| Framework | Stars | Proposal |",
    "| LangGraph | 24K \u2b50 | [langchain-ai/langgraph#6824](https://github.com/langchain-ai/langgraph/issues/6824) |"
   ],
   "repository_evidence": [
    "**\ud83d\udccb Proposals under review at 10+ frameworks (click to expand)**",
    "| Framework | Stars | Proposal |",
    "| LangGraph | 24K \u2b50 | [langchain-ai/langgraph#6824](https://github.com/langchain-ai/langgraph/issues/6824) |"
   ],
   "stars_evidence": [
    "**\ud83d\udccb Proposals under review at 10+ frameworks (click to expand)**",
    "| Framework | Stars | Proposal |",
    "| LangGraph | 24K \u2b50 | [langchain-ai/langgraph#6824](https://github.com/langchain-ai/langgraph/issues/6824) |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://pypi.org/project/agent_os_kernel/2.3.0",
   "project": "Google ADK",
   "repository": "https://github.com/google/adk-python/issues/4517",
   "stars": "18000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "**\ud83d\udccb Proposals under review at 10+ frameworks (click to expand)**",
    "| Framework | Stars | Proposal |",
    "| Google ADK | 18K \u2b50 | \u2705 Adapter built \u2014 [google/adk-python#4517](https://github.com/google/adk-python/issues/4517) |"
   ],
   "repository_evidence": [
    "**\ud83d\udccb Proposals under review at 10+ frameworks (click to expand)**",
    "| Framework | Stars | Proposal |",
    "| Google ADK | 18K \u2b50 | \u2705 Adapter built \u2014 [google/adk-python#4517](https://github.com/google/adk-python/issues/4517) |"
   ],
   "stars_evidence": [
    "**\ud83d\udccb Proposals under review at 10+ frameworks (click to expand)**",
    "| Framework | Stars | Proposal |",
    "| Google ADK | 18K \u2b50 | \u2705 Adapter built \u2014 [google/adk-python#4517](https://github.com/google/adk-python/issues/4517) |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://pypi.org/project/agent_os_kernel/2.3.0",
   "project": "PydanticAI",
   "repository": "https://github.com/pydantic/pydantic-ai/issues/4335",
   "stars": "15000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "**\ud83d\udccb Proposals under review at 10+ frameworks (click to expand)**",
    "| Framework | Stars | Proposal |",
    "| PydanticAI | 15K \u2b50 | \u2705 Adapter built \u2014 [pydantic/pydantic-ai#4335](https://github.com/pydantic/pydantic-ai/issues/4335) |"
   ],
   "repository_evidence": [
    "**\ud83d\udccb Proposals under review at 10+ frameworks (click to expand)**",
    "| Framework | Stars | Proposal |",
    "| PydanticAI | 15K \u2b50 | \u2705 Adapter built \u2014 [pydantic/pydantic-ai#4335](https://github.com/pydantic/pydantic-ai/issues/4335) |"
   ],
   "stars_evidence": [
    "**\ud83d\udccb Proposals under review at 10+ frameworks (click to expand)**",
    "| Framework | Stars | Proposal |",
    "| PydanticAI | 15K \u2b50 | \u2705 Adapter built \u2014 [pydantic/pydantic-ai#4335](https://github.com/pydantic/pydantic-ai/issues/4335) |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://pypi.org/project/agent_os_kernel/2.3.0",
   "project": "OpenAI Agents SDK",
   "repository": "https://github.com/openai/openai-agents-python/issues/2515",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "**\ud83d\udccb Proposals under review at 10+ frameworks (click to expand)**",
    "| Framework | Stars | Proposal |",
    "| OpenAI Agents SDK | \u2014 | [openai/openai-agents-python#2515](https://github.com/openai/openai-agents-python/issues/2515) |"
   ],
   "repository_evidence": [
    "**\ud83d\udccb Proposals under review at 10+ frameworks (click to expand)**",
    "| Framework | Stars | Proposal |",
    "| OpenAI Agents SDK | \u2014 | [openai/openai-agents-python#2515](https://github.com/openai/openai-agents-python/issues/2515) |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://pypi.org/project/agent_os_kernel/2.3.0",
   "project": "A2A Protocol",
   "repository": "https://github.com/a2aproject/A2A/issues/1501",
   "stars": "21000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "**\ud83d\udccb Proposals under review at 10+ frameworks (click to expand)**",
    "| Framework | Stars | Proposal |",
    "| A2A Protocol | 21K \u2b50 | [a2aproject/A2A#1501](https://github.com/a2aproject/A2A/issues/1501) |"
   ],
   "repository_evidence": [
    "**\ud83d\udccb Proposals under review at 10+ frameworks (click to expand)**",
    "| Framework | Stars | Proposal |",
    "| A2A Protocol | 21K \u2b50 | [a2aproject/A2A#1501](https://github.com/a2aproject/A2A/issues/1501) |"
   ],
   "stars_evidence": [
    "**\ud83d\udccb Proposals under review at 10+ frameworks (click to expand)**",
    "| Framework | Stars | Proposal |",
    "| A2A Protocol | 21K \u2b50 | [a2aproject/A2A#1501](https://github.com/a2aproject/A2A/issues/1501) |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://pypi.org/project/agent_os_kernel/2.3.0",
   "project": "Oracle Agent Spec",
   "repository": "https://github.com/oracle/agent-spec/issues/105",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "**\ud83d\udccb Proposals under review at 10+ frameworks (click to expand)**",
    "| Framework | Stars | Proposal |",
    "| Oracle Agent Spec | \u2014 | [oracle/agent-spec#105](https://github.com/oracle/agent-spec/issues/105) |"
   ],
   "repository_evidence": [
    "**\ud83d\udccb Proposals under review at 10+ frameworks (click to expand)**",
    "| Framework | Stars | Proposal |",
    "| Oracle Agent Spec | \u2014 | [oracle/agent-spec#105](https://github.com/oracle/agent-spec/issues/105) |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://pypi.org/project/agent_os_kernel/2.3.0",
   "project": "AI Card Spec",
   "repository": "https://github.com/agent-card/ai-card/issues/16",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "**\ud83d\udccb Proposals under review at 10+ frameworks (click to expand)**",
    "| Framework | Stars | Proposal |",
    "| AI Card Spec | \u2014 | [agent-card/ai-card#16](https://github.com/Agent-Card/ai-card/issues/16) |"
   ],
   "repository_evidence": [
    "**\ud83d\udccb Proposals under review at 10+ frameworks (click to expand)**",
    "| Framework | Stars | Proposal |",
    "| AI Card Spec | \u2014 | [agent-card/ai-card#16](https://github.com/Agent-Card/ai-card/issues/16) |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/koborin-ai/stars/blob/main/README.md",
   "project": "genkit",
   "repository": "https://github.com/genkit-ai/genkit",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome Stars",
    "## \ud83e\udd16 AI Frameworks",
    "> AI frameworks, SDKs, and infrastructure for building with AI",
    "- [genkit-ai/genkit](https://github.com/genkit-ai/genkit) - Open-source framework for building AI-powered apps in JavaScript, Go, and Python, built and used in production by Google"
   ],
   "repository_evidence": [
    "# Awesome Stars",
    "## \ud83e\udd16 AI Frameworks",
    "> AI frameworks, SDKs, and infrastructure for building with AI",
    "- [genkit-ai/genkit](https://github.com/genkit-ai/genkit) - Open-source framework for building AI-powered apps in JavaScript, Go, and Python, built and used in production by Google"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/koborin-ai/stars/blob/main/README.md",
   "project": "eve",
   "repository": "https://github.com/vercel/eve",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome Stars",
    "## \ud83e\udd16 AI Frameworks",
    "> AI frameworks, SDKs, and infrastructure for building with AI",
    "- [vercel/eve](https://github.com/vercel/eve) - The Framework for Building Agents"
   ],
   "repository_evidence": [
    "# Awesome Stars",
    "## \ud83e\udd16 AI Frameworks",
    "> AI frameworks, SDKs, and infrastructure for building with AI",
    "- [vercel/eve](https://github.com/vercel/eve) - The Framework for Building Agents"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/koborin-ai/stars/blob/main/README.md",
   "project": "agent-zero",
   "repository": "https://github.com/agent0ai/agent-zero",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome Stars",
    "## \ud83e\uddbe Agent Tools",
    "> MCP servers, A2A, agent harnesses, and tools for AI agents",
    "- [agent0ai/agent-zero](https://github.com/agent0ai/agent-zero) - Agent Zero AI framework"
   ],
   "repository_evidence": [
    "# Awesome Stars",
    "## \ud83e\uddbe Agent Tools",
    "> MCP servers, A2A, agent harnesses, and tools for AI agents",
    "- [agent0ai/agent-zero](https://github.com/agent0ai/agent-zero) - Agent Zero AI framework"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/koborin-ai/stars/blob/main/README.md",
   "project": "Webwright",
   "repository": "https://github.com/microsoft/Webwright",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome Stars",
    "## \ud83e\uddbe Agent Tools",
    "> MCP servers, A2A, agent harnesses, and tools for AI agents",
    "- [microsoft/Webwright](https://github.com/microsoft/Webwright) - A simple SWE style browser agent framework that achieves SOTA results on long horizon web tasks."
   ],
   "repository_evidence": [
    "# Awesome Stars",
    "## \ud83e\uddbe Agent Tools",
    "> MCP servers, A2A, agent harnesses, and tools for AI agents",
    "- [microsoft/Webwright](https://github.com/microsoft/Webwright) - A simple SWE style browser agent framework that achieves SOTA results on long horizon web tasks."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/koborin-ai/stars/blob/main/README.md",
   "project": "hermes-agent",
   "repository": "https://github.com/NousResearch/hermes-agent",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome Stars",
    "## \ud83e\uddbe Agent Tools",
    "> MCP servers, A2A, agent harnesses, and tools for AI agents",
    "- [NousResearch/hermes-agent](https://github.com/NousResearch/hermes-agent) - The agent that grows with you"
   ],
   "repository_evidence": [
    "# Awesome Stars",
    "## \ud83e\uddbe Agent Tools",
    "> MCP servers, A2A, agent harnesses, and tools for AI agents",
    "- [NousResearch/hermes-agent](https://github.com/NousResearch/hermes-agent) - The agent that grows with you"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/koborin-ai/stars/blob/main/README.md",
   "project": "arrow-js",
   "repository": "https://github.com/standardagents/arrow-js",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome Stars",
    "## \ud83c\udf10 Web",
    "> Frontend and backend for the web",
    "- [standardagents/arrow-js](https://github.com/standardagents/arrow-js) - The first UI framework for the agentic era \u2014 tiny, performant, with WASM sandboxes for safe code execution."
   ],
   "repository_evidence": [
    "# Awesome Stars",
    "## \ud83c\udf10 Web",
    "> Frontend and backend for the web",
    "- [standardagents/arrow-js](https://github.com/standardagents/arrow-js) - The first UI framework for the agentic era \u2014 tiny, performant, with WASM sandboxes for safe code execution."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/koborin-ai/stars/blob/main/README.md",
   "project": "flue",
   "repository": "https://github.com/withastro/flue",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome Stars",
    "## \ud83e\uddbe Agent Tools",
    "> MCP servers, A2A, agent harnesses, and tools for AI agents",
    "- [withastro/flue](https://github.com/withastro/flue) - The sandbox agent framework."
   ],
   "repository_evidence": [
    "# Awesome Stars",
    "## \ud83e\uddbe Agent Tools",
    "> MCP servers, A2A, agent harnesses, and tools for AI agents",
    "- [withastro/flue](https://github.com/withastro/flue) - The sandbox agent framework."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://llm-tracker.info/research/Code-Assistants",
   "project": "Dev-GPT",
   "repository": "https://github.com/jina-ai/dev-gpt",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "As of 2025-01, all the top models have improved tremendously in coding. The best coding leaderboards to look at:",
    "- [Dev-GPT](https://github.com/jina-ai/dev-gpt) Can write and launch microservices. Neat, but maybe more of a toy than something useful\u2026"
   ],
   "repository_evidence": [
    "As of 2025-01, all the top models have improved tremendously in coding. The best coding leaderboards to look at:",
    "- [Dev-GPT](https://github.com/jina-ai/dev-gpt) Can write and launch microservices. Neat, but maybe more of a toy than something useful\u2026"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://llm-tracker.info/research/Code-Assistants",
   "project": "GPT Researcher",
   "repository": "https://github.com/assafelovic/gpt-researcher",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "As of 2025-01, all the top models have improved tremendously in coding. The best coding leaderboards to look at:",
    "- [GPT Researcher](https://github.com/assafelovic/gpt-researcher) - built to research specific queries autonomously on the web. Neat."
   ],
   "repository_evidence": [
    "As of 2025-01, all the top models have improved tremendously in coding. The best coding leaderboards to look at:",
    "- [GPT Researcher](https://github.com/assafelovic/gpt-researcher) - built to research specific queries autonomously on the web. Neat."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://aicoolies.com/comparisons/skyvern-vs-stagehand",
   "project": "Skyvern",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## Skyvern and Stagehand at a Glance",
    "Skyvern and Stagehand both sit in the AI browser automation market, but they answer different buyer questions."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://aicoolies.com/comparisons/skyvern-vs-stagehand",
   "project": "Stagehand",
   "repository": "browserbase/stagehand",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## Skyvern and Stagehand at a Glance",
    "Skyvern and Stagehand both sit in the AI browser automation market, but they answer different buyer questions."
   ],
   "repository_evidence": [
    "## Skyvern and Stagehand at a Glance",
    "The browserbase/stagehand repository is active, MIT-licensed, and describes itself as an SDK for browser agents."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://registry.metahub.ai/skills/gpt-researcher",
   "project": "GPT Researcher",
   "repository": "https://github.com/assafelovic/gpt-researcher",
   "stars": "27320",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "SkillCurated by metahubEval passingcoding",
    "# Gpt Researcher",
    "GPT Researcher is an LLM-based autonomous agent using a planner-executor-publisher pattern with parallelized agent work for speed and reliability."
   ],
   "repository_evidence": [
    "SkillCurated by metahubEval passingcoding",
    "# Gpt Researcher",
    "- v3.4.4current[92bfc03](https://github.com/assafelovic/gpt-researcher/commit/92bfc0388c5f7a03b6cb34eaf6ae14298a4b458e)pass3 months ago",
    "[View on GitHub](https://github.com/assafelovic/gpt-researcher/blob/HEAD/.claude/SKILL.md)",
    "```bash\n git clone https://github.com/assafelovic/gpt-researcher.git cd gpt-researcher\n```"
   ],
   "stars_evidence": [
    "SkillCurated by metahubEval passingcoding",
    "# Gpt Researcher",
    "Stars\n\n27,320"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://onlylabs.vercel.app/signals/9c3028d0-2b6a-4dbe-ba36-5eeb9f50cfe6",
   "project": "microsoft/UFO",
   "repository": "https://github.com/microsoft/UFO",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# microsoft/UFO v3.0.8",
    "Repository: microsoft/UFO"
   ],
   "repository_evidence": [
    "GitHub/[github.com/microsoft/UFO](https://github.com/microsoft/UFO/releases/tag/v3.0.8)",
    "Repository: microsoft/UFO"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://mcpservers.org/hi/clients",
   "project": "5ire",
   "repository": "https://github.com/nanbingxyz/5ire",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# MCP \u0915\u094d\u0932\u093e\u0907\u0902\u091f",
    "MCP \u0938\u0930\u094d\u0935\u0930 \u0915\u094b \u0938\u092a\u094b\u0930\u094d\u091f \u0915\u0930\u0928\u0947 \u0935\u093e\u0932\u0947 \u0910\u092a\u094d\u0938 \u0914\u0930 \u091f\u0942\u0932\u094d\u0938 \u0916\u094b\u091c\u0947\u0902",
    "5ire\n\nOpen source cross-platform desktop AI assistant that supports tools through MCP servers\n\n](https://github.com/nanbingxyz/5ire)["
   ],
   "repository_evidence": [
    "# MCP \u0915\u094d\u0932\u093e\u0907\u0902\u091f",
    "MCP \u0938\u0930\u094d\u0935\u0930 \u0915\u094b \u0938\u092a\u094b\u0930\u094d\u091f \u0915\u0930\u0928\u0947 \u0935\u093e\u0932\u0947 \u0910\u092a\u094d\u0938 \u0914\u0930 \u091f\u0942\u0932\u094d\u0938 \u0916\u094b\u091c\u0947\u0902",
    "5ire\n\nOpen source cross-platform desktop AI assistant that supports tools through MCP servers\n\n](https://github.com/nanbingxyz/5ire)["
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://mcpservers.org/hi/clients",
   "project": "AgentAI",
   "repository": "https://github.com/AdamStrojek/rust-agentai",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# MCP \u0915\u094d\u0932\u093e\u0907\u0902\u091f",
    "MCP \u0938\u0930\u094d\u0935\u0930 \u0915\u094b \u0938\u092a\u094b\u0930\u094d\u091f \u0915\u0930\u0928\u0947 \u0935\u093e\u0932\u0947 \u0910\u092a\u094d\u0938 \u0914\u0930 \u091f\u0942\u0932\u094d\u0938 \u0916\u094b\u091c\u0947\u0902",
    "AgentAI\n\nRust library designed to simplify AI agent creation with MCP server integration\n\n](https://github.com/AdamStrojek/rust-agentai)["
   ],
   "repository_evidence": [
    "# MCP \u0915\u094d\u0932\u093e\u0907\u0902\u091f",
    "MCP \u0938\u0930\u094d\u0935\u0930 \u0915\u094b \u0938\u092a\u094b\u0930\u094d\u091f \u0915\u0930\u0928\u0947 \u0935\u093e\u0932\u0947 \u0910\u092a\u094d\u0938 \u0914\u0930 \u091f\u0942\u0932\u094d\u0938 \u0916\u094b\u091c\u0947\u0902",
    "AgentAI\n\nRust library designed to simplify AI agent creation with MCP server integration\n\n](https://github.com/AdamStrojek/rust-agentai)["
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://mcpservers.org/hi/clients",
   "project": "Amazon Q CLI",
   "repository": "https://github.com/aws/amazon-q-developer-cli",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# MCP \u0915\u094d\u0932\u093e\u0907\u0902\u091f",
    "MCP \u0938\u0930\u094d\u0935\u0930 \u0915\u094b \u0938\u092a\u094b\u0930\u094d\u091f \u0915\u0930\u0928\u0947 \u0935\u093e\u0932\u0947 \u0910\u092a\u094d\u0938 \u0914\u0930 \u091f\u0942\u0932\u094d\u0938 \u0916\u094b\u091c\u0947\u0902",
    "Amazon Q CLI\n\nOpen-source agentic coding assistant for terminals with full MCP server support\n\n](https://github.com/aws/amazon-q-developer-cli)["
   ],
   "repository_evidence": [
    "# MCP \u0915\u094d\u0932\u093e\u0907\u0902\u091f",
    "MCP \u0938\u0930\u094d\u0935\u0930 \u0915\u094b \u0938\u092a\u094b\u0930\u094d\u091f \u0915\u0930\u0928\u0947 \u0935\u093e\u0932\u0947 \u0910\u092a\u094d\u0938 \u0914\u0930 \u091f\u0942\u0932\u094d\u0938 \u0916\u094b\u091c\u0947\u0902",
    "Amazon Q CLI\n\nOpen-source agentic coding assistant for terminals with full MCP server support\n\n](https://github.com/aws/amazon-q-developer-cli)["
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://mcpservers.org/hi/clients",
   "project": "BeeAI Framework",
   "repository": "https://i-am-bee.github.io/beeai-framework",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# MCP \u0915\u094d\u0932\u093e\u0907\u0902\u091f",
    "MCP \u0938\u0930\u094d\u0935\u0930 \u0915\u094b \u0938\u092a\u094b\u0930\u094d\u091f \u0915\u0930\u0928\u0947 \u0935\u093e\u0932\u0947 \u0910\u092a\u094d\u0938 \u0914\u0930 \u091f\u0942\u0932\u094d\u0938 \u0916\u094b\u091c\u0947\u0902",
    "BeeAI Framework\n\nOpen-source framework for building, deploying, and serving powerful agentic workflows with MCP integration\n\n](https://i-am-bee.github.io/beeai-framework)["
   ],
   "repository_evidence": [
    "# MCP \u0915\u094d\u0932\u093e\u0907\u0902\u091f",
    "MCP \u0938\u0930\u094d\u0935\u0930 \u0915\u094b \u0938\u092a\u094b\u0930\u094d\u091f \u0915\u0930\u0928\u0947 \u0935\u093e\u0932\u0947 \u0910\u092a\u094d\u0938 \u0914\u0930 \u091f\u0942\u0932\u094d\u0938 \u0916\u094b\u091c\u0947\u0902",
    "BeeAI Framework\n\nOpen-source framework for building, deploying, and serving powerful agentic workflows with MCP integration\n\n](https://i-am-bee.github.io/beeai-framework)["
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://mcpservers.org/hi/clients",
   "project": "Cline",
   "repository": "https://github.com/cline/cline",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# MCP \u0915\u094d\u0932\u093e\u0907\u0902\u091f",
    "MCP \u0938\u0930\u094d\u0935\u0930 \u0915\u094b \u0938\u092a\u094b\u0930\u094d\u091f \u0915\u0930\u0928\u0947 \u0935\u093e\u0932\u0947 \u0910\u092a\u094d\u0938 \u0914\u0930 \u091f\u0942\u0932\u094d\u0938 \u0916\u094b\u091c\u0947\u0902",
    "Cline\n\nAutonomous coding agent in VS Code that edits files, runs commands, and uses MCP servers\n\n](https://github.com/cline/cline)["
   ],
   "repository_evidence": [
    "# MCP \u0915\u094d\u0932\u093e\u0907\u0902\u091f",
    "MCP \u0938\u0930\u094d\u0935\u0930 \u0915\u094b \u0938\u092a\u094b\u0930\u094d\u091f \u0915\u0930\u0928\u0947 \u0935\u093e\u0932\u0947 \u0910\u092a\u094d\u0938 \u0914\u0930 \u091f\u0942\u0932\u094d\u0938 \u0916\u094b\u091c\u0947\u0902",
    "Cline\n\nAutonomous coding agent in VS Code that edits files, runs commands, and uses MCP servers\n\n](https://github.com/cline/cline)["
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://mcpservers.org/hi/clients",
   "project": "Continue",
   "repository": "https://github.com/continuedev/continue",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# MCP \u0915\u094d\u0932\u093e\u0907\u0902\u091f",
    "MCP \u0938\u0930\u094d\u0935\u0930 \u0915\u094b \u0938\u092a\u094b\u0930\u094d\u091f \u0915\u0930\u0928\u0947 \u0935\u093e\u0932\u0947 \u0910\u092a\u094d\u0938 \u0914\u0930 \u091f\u0942\u0932\u094d\u0938 \u0916\u094b\u091c\u0947\u0902",
    "Continue\n\nOpen-source AI code assistant with built-in support for all MCP features\n\n](https://github.com/continuedev/continue)["
   ],
   "repository_evidence": [
    "# MCP \u0915\u094d\u0932\u093e\u0907\u0902\u091f",
    "MCP \u0938\u0930\u094d\u0935\u0930 \u0915\u094b \u0938\u092a\u094b\u0930\u094d\u091f \u0915\u0930\u0928\u0947 \u0935\u093e\u0932\u0947 \u0910\u092a\u094d\u0938 \u0914\u0930 \u091f\u0942\u0932\u094d\u0938 \u0916\u094b\u091c\u0947\u0902",
    "Continue\n\nOpen-source AI code assistant with built-in support for all MCP features\n\n](https://github.com/continuedev/continue)["
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://mcpservers.org/hi/clients",
   "project": "Copilot-MCP",
   "repository": "https://github.com/VikashLoomba/copilot-mcp",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# MCP \u0915\u094d\u0932\u093e\u0907\u0902\u091f",
    "MCP \u0938\u0930\u094d\u0935\u0930 \u0915\u094b \u0938\u092a\u094b\u0930\u094d\u091f \u0915\u0930\u0928\u0947 \u0935\u093e\u0932\u0947 \u0910\u092a\u094d\u0938 \u0914\u0930 \u091f\u0942\u0932\u094d\u0938 \u0916\u094b\u091c\u0947\u0902",
    "Copilot-MCP\n\nAI coding assistance tool that enables integration with MCP servers\n\n](https://github.com/VikashLoomba/copilot-mcp)["
   ],
   "repository_evidence": [
    "# MCP \u0915\u094d\u0932\u093e\u0907\u0902\u091f",
    "MCP \u0938\u0930\u094d\u0935\u0930 \u0915\u094b \u0938\u092a\u094b\u0930\u094d\u091f \u0915\u0930\u0928\u0947 \u0935\u093e\u0932\u0947 \u0910\u092a\u094d\u0938 \u0914\u0930 \u091f\u0942\u0932\u094d\u0938 \u0916\u094b\u091c\u0947\u0902",
    "Copilot-MCP\n\nAI coding assistance tool that enables integration with MCP servers\n\n](https://github.com/VikashLoomba/copilot-mcp)["
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://mcpservers.org/hi/clients",
   "project": "Daydreams Agents",
   "repository": "https://github.com/daydreamsai/daydreams",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# MCP \u0915\u094d\u0932\u093e\u0907\u0902\u091f",
    "MCP \u0938\u0930\u094d\u0935\u0930 \u0915\u094b \u0938\u092a\u094b\u0930\u094d\u091f \u0915\u0930\u0928\u0947 \u0935\u093e\u0932\u0947 \u0910\u092a\u094d\u0938 \u0914\u0930 \u091f\u0942\u0932\u094d\u0938 \u0916\u094b\u091c\u0947\u0902",
    "Daydreams Agents\n\nGenerative agent framework for executing anything onchain with MCP server support\n\n](https://github.com/daydreamsai/daydreams)["
   ],
   "repository_evidence": [
    "# MCP \u0915\u094d\u0932\u093e\u0907\u0902\u091f",
    "MCP \u0938\u0930\u094d\u0935\u0930 \u0915\u094b \u0938\u092a\u094b\u0930\u094d\u091f \u0915\u0930\u0928\u0947 \u0935\u093e\u0932\u0947 \u0910\u092a\u094d\u0938 \u0914\u0930 \u091f\u0942\u0932\u094d\u0938 \u0916\u094b\u091c\u0947\u0902",
    "Daydreams Agents\n\nGenerative agent framework for executing anything onchain with MCP server support\n\n](https://github.com/daydreamsai/daydreams)["
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://mcpservers.org/hi/clients",
   "project": "Emacs Mcp",
   "repository": "https://github.com/lizqwerscott/mcp.el",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# MCP \u0915\u094d\u0932\u093e\u0907\u0902\u091f",
    "MCP \u0938\u0930\u094d\u0935\u0930 \u0915\u094b \u0938\u092a\u094b\u0930\u094d\u091f \u0915\u0930\u0928\u0947 \u0935\u093e\u0932\u0947 \u0910\u092a\u094d\u0938 \u0914\u0930 \u091f\u0942\u0932\u094d\u0938 \u0916\u094b\u091c\u0947\u0902",
    "Emacs Mcp\n\nEmacs client for interfacing with MCP servers and providing tool support\n\n](https://github.com/lizqwerscott/mcp.el)["
   ],
   "repository_evidence": [
    "# MCP \u0915\u094d\u0932\u093e\u0907\u0902\u091f",
    "MCP \u0938\u0930\u094d\u0935\u0930 \u0915\u094b \u0938\u092a\u094b\u0930\u094d\u091f \u0915\u0930\u0928\u0947 \u0935\u093e\u0932\u0947 \u0910\u092a\u094d\u0938 \u0914\u0930 \u091f\u0942\u0932\u094d\u0938 \u0916\u094b\u091c\u0947\u0902",
    "Emacs Mcp\n\nEmacs client for interfacing with MCP servers and providing tool support\n\n](https://github.com/lizqwerscott/mcp.el)["
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://mcpservers.org/hi/clients",
   "project": "fast-agent",
   "repository": "https://github.com/evalstate/fast-agent",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# MCP \u0915\u094d\u0932\u093e\u0907\u0902\u091f",
    "MCP \u0938\u0930\u094d\u0935\u0930 \u0915\u094b \u0938\u092a\u094b\u0930\u094d\u091f \u0915\u0930\u0928\u0947 \u0935\u093e\u0932\u0947 \u0910\u092a\u094d\u0938 \u0914\u0930 \u091f\u0942\u0932\u094d\u0938 \u0916\u094b\u091c\u0947\u0902",
    "fast-agent\n\nPython Agent framework with full multi-modal MCP support and end-to-end tests\n\n](https://github.com/evalstate/fast-agent)["
   ],
   "repository_evidence": [
    "# MCP \u0915\u094d\u0932\u093e\u0907\u0902\u091f",
    "MCP \u0938\u0930\u094d\u0935\u0930 \u0915\u094b \u0938\u092a\u094b\u0930\u094d\u091f \u0915\u0930\u0928\u0947 \u0935\u093e\u0932\u0947 \u0910\u092a\u094d\u0938 \u0914\u0930 \u091f\u0942\u0932\u094d\u0938 \u0916\u094b\u091c\u0947\u0902",
    "fast-agent\n\nPython Agent framework with full multi-modal MCP support and end-to-end tests\n\n](https://github.com/evalstate/fast-agent)["
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://mcpservers.org/hi/clients",
   "project": "FLUJO",
   "repository": "https://github.com/mario-andreschak/flujo",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# MCP \u0915\u094d\u0932\u093e\u0907\u0902\u091f",
    "MCP \u0938\u0930\u094d\u0935\u0930 \u0915\u094b \u0938\u092a\u094b\u0930\u094d\u091f \u0915\u0930\u0928\u0947 \u0935\u093e\u0932\u0947 \u0910\u092a\u094d\u0938 \u0914\u0930 \u091f\u0942\u0932\u094d\u0938 \u0916\u094b\u091c\u0947\u0902",
    "FLUJO\n\nDesktop application integrating MCP to provide workflow-builder interface for AI interactions\n\n](https://github.com/mario-andreschak/flujo)["
   ],
   "repository_evidence": [
    "# MCP \u0915\u094d\u0932\u093e\u0907\u0902\u091f",
    "MCP \u0938\u0930\u094d\u0935\u0930 \u0915\u094b \u0938\u092a\u094b\u0930\u094d\u091f \u0915\u0930\u0928\u0947 \u0935\u093e\u0932\u0947 \u0910\u092a\u094d\u0938 \u0914\u0930 \u091f\u0942\u0932\u094d\u0938 \u0916\u094b\u091c\u0947\u0902",
    "FLUJO\n\nDesktop application integrating MCP to provide workflow-builder interface for AI interactions\n\n](https://github.com/mario-andreschak/flujo)["
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://mcpservers.org/hi/clients",
   "project": "Genkit",
   "repository": "https://github.com/firebase/genkit",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# MCP \u0915\u094d\u0932\u093e\u0907\u0902\u091f",
    "MCP \u0938\u0930\u094d\u0935\u0930 \u0915\u094b \u0938\u092a\u094b\u0930\u094d\u091f \u0915\u0930\u0928\u0947 \u0935\u093e\u0932\u0947 \u0910\u092a\u094d\u0938 \u0914\u0930 \u091f\u0942\u0932\u094d\u0938 \u0916\u094b\u091c\u0947\u0902",
    "Genkit\n\nCross-language SDK for building GenAI features with MCP server integration\n\n](https://github.com/firebase/genkit)["
   ],
   "repository_evidence": [
    "# MCP \u0915\u094d\u0932\u093e\u0907\u0902\u091f",
    "MCP \u0938\u0930\u094d\u0935\u0930 \u0915\u094b \u0938\u092a\u094b\u0930\u094d\u091f \u0915\u0930\u0928\u0947 \u0935\u093e\u0932\u0947 \u0910\u092a\u094d\u0938 \u0914\u0930 \u091f\u0942\u0932\u094d\u0938 \u0916\u094b\u091c\u0947\u0902",
    "Genkit\n\nCross-language SDK for building GenAI features with MCP server integration\n\n](https://github.com/firebase/genkit)["
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://mcpservers.org/hi/clients",
   "project": "Goose",
   "repository": "https://github.com/block/goose",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# MCP \u0915\u094d\u0932\u093e\u0907\u0902\u091f",
    "MCP \u0938\u0930\u094d\u0935\u0930 \u0915\u094b \u0938\u092a\u094b\u0930\u094d\u091f \u0915\u0930\u0928\u0947 \u0935\u093e\u0932\u0947 \u0910\u092a\u094d\u0938 \u0914\u0930 \u091f\u0942\u0932\u094d\u0938 \u0916\u094b\u091c\u0947\u0902",
    "Goose\n\nOpen source AI agent for software development with MCP functionality through tools\n\n](https://github.com/block/goose)["
   ],
   "repository_evidence": [
    "# MCP \u0915\u094d\u0932\u093e\u0907\u0902\u091f",
    "MCP \u0938\u0930\u094d\u0935\u0930 \u0915\u094b \u0938\u092a\u094b\u0930\u094d\u091f \u0915\u0930\u0928\u0947 \u0935\u093e\u0932\u0947 \u0910\u092a\u094d\u0938 \u0914\u0930 \u091f\u0942\u0932\u094d\u0938 \u0916\u094b\u091c\u0947\u0902",
    "Goose\n\nOpen source AI agent for software development with MCP functionality through tools\n\n](https://github.com/block/goose)["
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://mcpservers.org/hi/clients",
   "project": "gptme",
   "repository": "https://github.com/gptme/gptme",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# MCP \u0915\u094d\u0932\u093e\u0907\u0902\u091f",
    "MCP \u0938\u0930\u094d\u0935\u0930 \u0915\u094b \u0938\u092a\u094b\u0930\u094d\u091f \u0915\u0930\u0928\u0947 \u0935\u093e\u0932\u0947 \u0910\u092a\u094d\u0938 \u0914\u0930 \u091f\u0942\u0932\u094d\u0938 \u0916\u094b\u091c\u0947\u0902",
    "gptme\n\nOpen-source terminal-based personal AI assistant with MCP tool support\n\n](https://github.com/gptme/gptme)["
   ],
   "repository_evidence": [
    "# MCP \u0915\u094d\u0932\u093e\u0907\u0902\u091f",
    "MCP \u0938\u0930\u094d\u0935\u0930 \u0915\u094b \u0938\u092a\u094b\u0930\u094d\u091f \u0915\u0930\u0928\u0947 \u0935\u093e\u0932\u0947 \u0910\u092a\u094d\u0938 \u0914\u0930 \u091f\u0942\u0932\u094d\u0938 \u0916\u094b\u091c\u0947\u0902",
    "gptme\n\nOpen-source terminal-based personal AI assistant with MCP tool support\n\n](https://github.com/gptme/gptme)["
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://mcpservers.org/hi/clients",
   "project": "HyperAgent",
   "repository": "https://github.com/hyperbrowserai/HyperAgent",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# MCP \u0915\u094d\u0932\u093e\u0907\u0902\u091f",
    "MCP \u0938\u0930\u094d\u0935\u0930 \u0915\u094b \u0938\u092a\u094b\u0930\u094d\u091f \u0915\u0930\u0928\u0947 \u0935\u093e\u0932\u0947 \u0910\u092a\u094d\u0938 \u0914\u0930 \u091f\u0942\u0932\u094d\u0938 \u0916\u094b\u091c\u0947\u0902",
    "HyperAgent\n\nPlaywright supercharged with AI, extensible with MCP servers for enhanced capabilities\n\n](https://github.com/hyperbrowserai/HyperAgent)["
   ],
   "repository_evidence": [
    "# MCP \u0915\u094d\u0932\u093e\u0907\u0902\u091f",
    "MCP \u0938\u0930\u094d\u0935\u0930 \u0915\u094b \u0938\u092a\u094b\u0930\u094d\u091f \u0915\u0930\u0928\u0947 \u0935\u093e\u0932\u0947 \u0910\u092a\u094d\u0938 \u0914\u0930 \u091f\u0942\u0932\u094d\u0938 \u0916\u094b\u091c\u0947\u0902",
    "HyperAgent\n\nPlaywright supercharged with AI, extensible with MCP servers for enhanced capabilities\n\n](https://github.com/hyperbrowserai/HyperAgent)["
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://mcpservers.org/hi/clients",
   "project": "LibreChat",
   "repository": "https://github.com/danny-avila/LibreChat",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# MCP \u0915\u094d\u0932\u093e\u0907\u0902\u091f",
    "MCP \u0938\u0930\u094d\u0935\u0930 \u0915\u094b \u0938\u092a\u094b\u0930\u094d\u091f \u0915\u0930\u0928\u0947 \u0935\u093e\u0932\u0947 \u0910\u092a\u094d\u0938 \u0914\u0930 \u091f\u0942\u0932\u094d\u0938 \u0916\u094b\u091c\u0947\u0902",
    "LibreChat\n\nOpen-source, customizable AI chat UI with MCP integration for agent tools\n\n](https://github.com/danny-avila/LibreChat)["
   ],
   "repository_evidence": [
    "# MCP \u0915\u094d\u0932\u093e\u0907\u0902\u091f",
    "MCP \u0938\u0930\u094d\u0935\u0930 \u0915\u094b \u0938\u092a\u094b\u0930\u094d\u091f \u0915\u0930\u0928\u0947 \u0935\u093e\u0932\u0947 \u0910\u092a\u094d\u0938 \u0914\u0930 \u091f\u0942\u0932\u094d\u0938 \u0916\u094b\u091c\u0947\u0902",
    "LibreChat\n\nOpen-source, customizable AI chat UI with MCP integration for agent tools\n\n](https://github.com/danny-avila/LibreChat)["
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://mcpservers.org/hi/clients",
   "project": "mcp-agent",
   "repository": "https://github.com/lastmile-ai/mcp-agent",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# MCP \u0915\u094d\u0932\u093e\u0907\u0902\u091f",
    "MCP \u0938\u0930\u094d\u0935\u0930 \u0915\u094b \u0938\u092a\u094b\u0930\u094d\u091f \u0915\u0930\u0928\u0947 \u0935\u093e\u0932\u0947 \u0910\u092a\u094d\u0938 \u0914\u0930 \u091f\u0942\u0932\u094d\u0938 \u0916\u094b\u091c\u0947\u0902",
    "mcp-agent\n\nSimple, composable framework to build agents using Model Context Protocol\n\n](https://github.com/lastmile-ai/mcp-agent)["
   ],
   "repository_evidence": [
    "# MCP \u0915\u094d\u0932\u093e\u0907\u0902\u091f",
    "MCP \u0938\u0930\u094d\u0935\u0930 \u0915\u094b \u0938\u092a\u094b\u0930\u094d\u091f \u0915\u0930\u0928\u0947 \u0935\u093e\u0932\u0947 \u0910\u092a\u094d\u0938 \u0914\u0930 \u091f\u0942\u0932\u094d\u0938 \u0916\u094b\u091c\u0947\u0902",
    "mcp-agent\n\nSimple, composable framework to build agents using Model Context Protocol\n\n](https://github.com/lastmile-ai/mcp-agent)["
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://mcpservers.org/hi/clients",
   "project": "mcp-use",
   "repository": "https://github.com/pietrozullo/mcp-use",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# MCP \u0915\u094d\u0932\u093e\u0907\u0902\u091f",
    "MCP \u0938\u0930\u094d\u0935\u0930 \u0915\u094b \u0938\u092a\u094b\u0930\u094d\u091f \u0915\u0930\u0928\u0947 \u0935\u093e\u0932\u0947 \u0910\u092a\u094d\u0938 \u0914\u0930 \u091f\u0942\u0932\u094d\u0938 \u0916\u094b\u091c\u0947\u0902",
    "mcp-use\n\nOpen source Python library to easily connect any LLM to any MCP server\n\n](https://github.com/pietrozullo/mcp-use)["
   ],
   "repository_evidence": [
    "# MCP \u0915\u094d\u0932\u093e\u0907\u0902\u091f",
    "MCP \u0938\u0930\u094d\u0935\u0930 \u0915\u094b \u0938\u092a\u094b\u0930\u094d\u091f \u0915\u0930\u0928\u0947 \u0935\u093e\u0932\u0947 \u0910\u092a\u094d\u0938 \u0914\u0930 \u091f\u0942\u0932\u094d\u0938 \u0916\u094b\u091c\u0947\u0902",
    "mcp-use\n\nOpen source Python library to easily connect any LLM to any MCP server\n\n](https://github.com/pietrozullo/mcp-use)["
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://mcpservers.org/hi/clients",
   "project": "MCPHub",
   "repository": "https://github.com/ravitemer/mcphub.nvim",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# MCP \u0915\u094d\u0932\u093e\u0907\u0902\u091f",
    "MCP \u0938\u0930\u094d\u0935\u0930 \u0915\u094b \u0938\u092a\u094b\u0930\u094d\u091f \u0915\u0930\u0928\u0947 \u0935\u093e\u0932\u0947 \u0910\u092a\u094d\u0938 \u0914\u0930 \u091f\u0942\u0932\u094d\u0938 \u0916\u094b\u091c\u0947\u0902",
    "MCPHub\n\nPowerful Neovim plugin that integrates MCP servers into your workflow\n\n](https://github.com/ravitemer/mcphub.nvim)["
   ],
   "repository_evidence": [
    "# MCP \u0915\u094d\u0932\u093e\u0907\u0902\u091f",
    "MCP \u0938\u0930\u094d\u0935\u0930 \u0915\u094b \u0938\u092a\u094b\u0930\u094d\u091f \u0915\u0930\u0928\u0947 \u0935\u093e\u0932\u0947 \u0910\u092a\u094d\u0938 \u0914\u0930 \u091f\u0942\u0932\u094d\u0938 \u0916\u094b\u091c\u0947\u0902",
    "MCPHub\n\nPowerful Neovim plugin that integrates MCP servers into your workflow\n\n](https://github.com/ravitemer/mcphub.nvim)["
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://mcpservers.org/hi/clients",
   "project": "MCPOmni-Connect",
   "repository": "https://github.com/Abiorh001/mcp_omni_connect",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# MCP \u0915\u094d\u0932\u093e\u0907\u0902\u091f",
    "MCP \u0938\u0930\u094d\u0935\u0930 \u0915\u094b \u0938\u092a\u094b\u0930\u094d\u091f \u0915\u0930\u0928\u0947 \u0935\u093e\u0932\u0947 \u0910\u092a\u094d\u0938 \u0914\u0930 \u091f\u0942\u0932\u094d\u0938 \u0916\u094b\u091c\u0947\u0902",
    "MCPOmni-Connect\n\nVersatile CLI client for connecting to MCP servers with agentic mode and orchestrator capabilities\n\n](https://github.com/Abiorh001/mcp_omni_connect)["
   ],
   "repository_evidence": [
    "# MCP \u0915\u094d\u0932\u093e\u0907\u0902\u091f",
    "MCP \u0938\u0930\u094d\u0935\u0930 \u0915\u094b \u0938\u092a\u094b\u0930\u094d\u091f \u0915\u0930\u0928\u0947 \u0935\u093e\u0932\u0947 \u0910\u092a\u094d\u0938 \u0914\u0930 \u091f\u0942\u0932\u094d\u0938 \u0916\u094b\u091c\u0947\u0902",
    "MCPOmni-Connect\n\nVersatile CLI client for connecting to MCP servers with agentic mode and orchestrator capabilities\n\n](https://github.com/Abiorh001/mcp_omni_connect)["
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://mcpservers.org/hi/clients",
   "project": "NVIDIA Agent Intelligence (AIQ) toolkit",
   "repository": "https://github.com/NVIDIA/AIQToolkit",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# MCP \u0915\u094d\u0932\u093e\u0907\u0902\u091f",
    "MCP \u0938\u0930\u094d\u0935\u0930 \u0915\u094b \u0938\u092a\u094b\u0930\u094d\u091f \u0915\u0930\u0928\u0947 \u0935\u093e\u0932\u0947 \u0910\u092a\u094d\u0938 \u0914\u0930 \u091f\u0942\u0932\u094d\u0938 \u0916\u094b\u091c\u0947\u0902",
    "NVIDIA Agent Intelligence (AIQ) toolkit\n\nFlexible library for connecting enterprise agents to data sources and tools with MCP support\n\n](https://github.com/NVIDIA/AIQToolkit)["
   ],
   "repository_evidence": [
    "# MCP \u0915\u094d\u0932\u093e\u0907\u0902\u091f",
    "MCP \u0938\u0930\u094d\u0935\u0930 \u0915\u094b \u0938\u092a\u094b\u0930\u094d\u091f \u0915\u0930\u0928\u0947 \u0935\u093e\u0932\u0947 \u0910\u092a\u094d\u0938 \u0914\u0930 \u091f\u0942\u0932\u094d\u0938 \u0916\u094b\u091c\u0947\u0902",
    "NVIDIA Agent Intelligence (AIQ) toolkit\n\nFlexible library for connecting enterprise agents to data sources and tools with MCP support\n\n](https://github.com/NVIDIA/AIQToolkit)["
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://mcpservers.org/hi/clients",
   "project": "OpenSumi",
   "repository": "https://github.com/opensumi/core",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# MCP \u0915\u094d\u0932\u093e\u0907\u0902\u091f",
    "MCP \u0938\u0930\u094d\u0935\u0930 \u0915\u094b \u0938\u092a\u094b\u0930\u094d\u091f \u0915\u0930\u0928\u0947 \u0935\u093e\u0932\u0947 \u0910\u092a\u094d\u0938 \u0914\u0930 \u091f\u0942\u0932\u094d\u0938 \u0916\u094b\u091c\u0947\u0902",
    "OpenSumi\n\nFramework for building AI Native IDE products with MCP tool support\n\n](https://github.com/opensumi/core)["
   ],
   "repository_evidence": [
    "# MCP \u0915\u094d\u0932\u093e\u0907\u0902\u091f",
    "MCP \u0938\u0930\u094d\u0935\u0930 \u0915\u094b \u0938\u092a\u094b\u0930\u094d\u091f \u0915\u0930\u0928\u0947 \u0935\u093e\u0932\u0947 \u0910\u092a\u094d\u0938 \u0914\u0930 \u091f\u0942\u0932\u094d\u0938 \u0916\u094b\u091c\u0947\u0902",
    "OpenSumi\n\nFramework for building AI Native IDE products with MCP tool support\n\n](https://github.com/opensumi/core)["
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://mcpservers.org/hi/clients",
   "project": "oterm",
   "repository": "https://github.com/ggozad/oterm",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# MCP \u0915\u094d\u0932\u093e\u0907\u0902\u091f",
    "MCP \u0938\u0930\u094d\u0935\u0930 \u0915\u094b \u0938\u092a\u094b\u0930\u094d\u091f \u0915\u0930\u0928\u0947 \u0935\u093e\u0932\u0947 \u0910\u092a\u094d\u0938 \u0914\u0930 \u091f\u0942\u0932\u094d\u0938 \u0916\u094b\u091c\u0947\u0902",
    "oterm\n\nTerminal client for Ollama with support for MCP tools and multiple chat sessions\n\n](https://github.com/ggozad/oterm)["
   ],
   "repository_evidence": [
    "# MCP \u0915\u094d\u0932\u093e\u0907\u0902\u091f",
    "MCP \u0938\u0930\u094d\u0935\u0930 \u0915\u094b \u0938\u092a\u094b\u0930\u094d\u091f \u0915\u0930\u0928\u0947 \u0935\u093e\u0932\u0947 \u0910\u092a\u094d\u0938 \u0914\u0930 \u091f\u0942\u0932\u094d\u0938 \u0916\u094b\u091c\u0947\u0902",
    "oterm\n\nTerminal client for Ollama with support for MCP tools and multiple chat sessions\n\n](https://github.com/ggozad/oterm)["
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://mcpservers.org/hi/clients",
   "project": "Slack MCP Client",
   "repository": "https://github.com/tuannvm/slack-mcp-client",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# MCP \u0915\u094d\u0932\u093e\u0907\u0902\u091f",
    "MCP \u0938\u0930\u094d\u0935\u0930 \u0915\u094b \u0938\u092a\u094b\u0930\u094d\u091f \u0915\u0930\u0928\u0947 \u0935\u093e\u0932\u0947 \u0910\u092a\u094d\u0938 \u0914\u0930 \u091f\u0942\u0932\u094d\u0938 \u0916\u094b\u091c\u0947\u0902",
    "Slack MCP Client\n\nBridge between Slack and MCP servers enabling LLMs to interact through Slack interface\n\n](https://github.com/tuannvm/slack-mcp-client)["
   ],
   "repository_evidence": [
    "# MCP \u0915\u094d\u0932\u093e\u0907\u0902\u091f",
    "MCP \u0938\u0930\u094d\u0935\u0930 \u0915\u094b \u0938\u092a\u094b\u0930\u094d\u091f \u0915\u0930\u0928\u0947 \u0935\u093e\u0932\u0947 \u0910\u092a\u094d\u0938 \u0914\u0930 \u091f\u0942\u0932\u094d\u0938 \u0916\u094b\u091c\u0947\u0902",
    "Slack MCP Client\n\nBridge between Slack and MCP servers enabling LLMs to interact through Slack interface\n\n](https://github.com/tuannvm/slack-mcp-client)["
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://mcpservers.org/hi/clients",
   "project": "SpinAI",
   "repository": "https://spinai.dev",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# MCP \u0915\u094d\u0932\u093e\u0907\u0902\u091f",
    "MCP \u0938\u0930\u094d\u0935\u0930 \u0915\u094b \u0938\u092a\u094b\u0930\u094d\u091f \u0915\u0930\u0928\u0947 \u0935\u093e\u0932\u0947 \u0910\u092a\u094d\u0938 \u0914\u0930 \u091f\u0942\u0932\u094d\u0938 \u0916\u094b\u091c\u0947\u0902",
    "SpinAI\n\nOpen-source TypeScript framework for building observable AI agents with native MCP support\n\n](https://spinai.dev)["
   ],
   "repository_evidence": [
    "# MCP \u0915\u094d\u0932\u093e\u0907\u0902\u091f",
    "MCP \u0938\u0930\u094d\u0935\u0930 \u0915\u094b \u0938\u092a\u094b\u0930\u094d\u091f \u0915\u0930\u0928\u0947 \u0935\u093e\u0932\u0947 \u0910\u092a\u094d\u0938 \u0914\u0930 \u091f\u0942\u0932\u094d\u0938 \u0916\u094b\u091c\u0947\u0902",
    "SpinAI\n\nOpen-source TypeScript framework for building observable AI agents with native MCP support\n\n](https://spinai.dev)["
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://mcpservers.org/hi/clients",
   "project": "Tome",
   "repository": "https://github.com/runebookai/tome",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# MCP \u0915\u094d\u0932\u093e\u0907\u0902\u091f",
    "MCP \u0938\u0930\u094d\u0935\u0930 \u0915\u094b \u0938\u092a\u094b\u0930\u094d\u091f \u0915\u0930\u0928\u0947 \u0935\u093e\u0932\u0947 \u0910\u092a\u094d\u0938 \u0914\u0930 \u091f\u0942\u0932\u094d\u0938 \u0916\u094b\u091c\u0947\u0902",
    "Tome\n\nOpen source cross-platform desktop app for working with local LLMs and MCP servers\n\n](https://github.com/runebookai/tome)["
   ],
   "repository_evidence": [
    "# MCP \u0915\u094d\u0932\u093e\u0907\u0902\u091f",
    "MCP \u0938\u0930\u094d\u0935\u0930 \u0915\u094b \u0938\u092a\u094b\u0930\u094d\u091f \u0915\u0930\u0928\u0947 \u0935\u093e\u0932\u0947 \u0910\u092a\u094d\u0938 \u0914\u0930 \u091f\u0942\u0932\u094d\u0938 \u0916\u094b\u091c\u0947\u0902",
    "Tome\n\nOpen source cross-platform desktop app for working with local LLMs and MCP servers\n\n](https://github.com/runebookai/tome)["
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://mcpservers.org/hi/clients",
   "project": "Witsy",
   "repository": "https://github.com/nbonamy/witsy",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# MCP \u0915\u094d\u0932\u093e\u0907\u0902\u091f",
    "MCP \u0938\u0930\u094d\u0935\u0930 \u0915\u094b \u0938\u092a\u094b\u0930\u094d\u091f \u0915\u0930\u0928\u0947 \u0935\u093e\u0932\u0947 \u0910\u092a\u094d\u0938 \u0914\u0930 \u091f\u0942\u0932\u094d\u0938 \u0916\u094b\u091c\u0947\u0902",
    "Witsy\n\nAI desktop assistant supporting Anthropic models and MCP servers as LLM tools\n\n](https://github.com/nbonamy/witsy)["
   ],
   "repository_evidence": [
    "# MCP \u0915\u094d\u0932\u093e\u0907\u0902\u091f",
    "MCP \u0938\u0930\u094d\u0935\u0930 \u0915\u094b \u0938\u092a\u094b\u0930\u094d\u091f \u0915\u0930\u0928\u0947 \u0935\u093e\u0932\u0947 \u0910\u092a\u094d\u0938 \u0914\u0930 \u091f\u0942\u0932\u094d\u0938 \u0916\u094b\u091c\u0947\u0902",
    "Witsy\n\nAI desktop assistant supporting Anthropic models and MCP servers as LLM tools\n\n](https://github.com/nbonamy/witsy)["
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://sourcepulse.org/projects/1828030",
   "project": "TaskingAI",
   "repository": "https://github.com/TaskingAI/TaskingAI",
   "stars": "5381",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# TaskingAI by [![](https://github.com/TaskingAI.png)TaskingAI](https://github.com/TaskingAI)",
    "TaskingAI provides a Backend-as-a-Service (BaaS) platform for developing and deploying LLM-based AI agents."
   ],
   "repository_evidence": [
    "# TaskingAI by [![](https://github.com/TaskingAI.png)TaskingAI](https://github.com/TaskingAI)",
    "[View on GitHub](https://github.com/TaskingAI/TaskingAI)"
   ],
   "stars_evidence": [
    "# TaskingAI by [![](https://github.com/TaskingAI.png)TaskingAI](https://github.com/TaskingAI)",
    "5,381 stars"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://niteagent.com/blog/smolagents-vs-maf-vs-ag2-2026",
   "project": "Smolagents",
   "repository": "https://github.com/huggingface/smolagents",
   "stars": "14800",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Smolagents vs Microsoft Agent Framework vs AG2: Open-Source Agent SDKs Compared in 2026",
    "Hugging Face\u2019s Smolagents (14.8K\u2605) takes the opposite approach: minimal code-in-action agents in ~1,000 lines."
   ],
   "repository_evidence": [
    "4. Smolagents GitHub Repository. [https://github.com/huggingface/smolagents](https://github.com/huggingface/smolagents)"
   ],
   "stars_evidence": [
    "# Smolagents vs Microsoft Agent Framework vs AG2: Open-Source Agent SDKs Compared in 2026",
    "Hugging Face\u2019s Smolagents (14.8K\u2605) takes the opposite approach: minimal code-in-action agents in ~1,000 lines."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://niteagent.com/blog/smolagents-vs-maf-vs-ag2-2026",
   "project": "Microsoft Agent Framework",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Smolagents vs Microsoft Agent Framework vs AG2: Open-Source Agent SDKs Compared in 2026",
    "Microsoft consolidated Semantic Kernel and AutoGen into Agent Framework 1.0 (MAF) in April 2026 \u2014 a production-grade SDK with graph workflows, checkpointing, and C#/Python support."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://niteagent.com/blog/smolagents-vs-maf-vs-ag2-2026",
   "project": "AG2",
   "repository": "https://github.com/autogen-ai/ag2",
   "stars": "42000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Smolagents vs Microsoft Agent Framework vs AG2: Open-Source Agent SDKs Compared in 2026",
    "AG2 (the community fork of AutoGen v0.2 lineage) keeps the original conversational multi-agent model alive with 42K\u2605 stars."
   ],
   "repository_evidence": [
    "# Smolagents vs Microsoft Agent Framework vs AG2: Open-Source Agent SDKs Compared in 2026",
    "| **AG2** | Community fork (AutoGen v0.2 lineage) | 42K\u2605 (autogen-ai/ag2) [GitHub, 2026] | Sep 2025 | Conversational multi-agent, battle-tested |"
   ],
   "stars_evidence": [
    "# Smolagents vs Microsoft Agent Framework vs AG2: Open-Source Agent SDKs Compared in 2026",
    "AG2 (the community fork of AutoGen v0.2 lineage) keeps the original conversational multi-agent model alive with 42K\u2605 stars."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://developersdigest.tech/blog/best-ai-agent-memory-providers-2026",
   "project": "Mem0",
   "repository": "https://github.com/mem0ai/mem0",
   "stars": "59900",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Best AI Agent Memory Providers in 2026: Mem0 vs Zep vs Letta vs Cloudflare",
    "It is open source under Apache 2.0 ([github.com/mem0ai/mem0](https://github.com/mem0ai/mem0), roughly 59.9k stars as of this writing) and self-hostable, with a managed platform at app.mem0.ai."
   ],
   "repository_evidence": [
    "Best AI Agent Memory Providers in 2026: Mem0 vs Zep vs Letta vs Cloudflare",
    "It is open source under Apache 2.0 ([github.com/mem0ai/mem0](https://github.com/mem0ai/mem0), roughly 59.9k stars as of this writing) and self-hostable, with a managed platform at app.mem0.ai."
   ],
   "stars_evidence": [
    "Best AI Agent Memory Providers in 2026: Mem0 vs Zep vs Letta vs Cloudflare",
    "It is open source under Apache 2.0 ([github.com/mem0ai/mem0](https://github.com/mem0ai/mem0), roughly 59.9k stars as of this writing) and self-hostable, with a managed platform at app.mem0.ai."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://developersdigest.tech/blog/best-ai-agent-memory-providers-2026",
   "project": "Graphiti",
   "repository": "https://github.com/getzep/graphiti",
   "stars": "28200",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Best AI Agent Memory Providers in 2026: Mem0 vs Zep vs Letta vs Cloudflare",
    "Zep approaches memory as a graph problem."
   ],
   "repository_evidence": [
    "Best AI Agent Memory Providers in 2026: Mem0 vs Zep vs Letta vs Cloudflare",
    "Zep approaches memory as a graph problem."
   ],
   "stars_evidence": [
    "Best AI Agent Memory Providers in 2026: Mem0 vs Zep vs Letta vs Cloudflare",
    "Zep approaches memory as a graph problem."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://developersdigest.tech/blog/best-ai-agent-memory-providers-2026",
   "project": "Letta",
   "repository": "https://github.com/letta-ai/letta",
   "stars": "23600",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Best AI Agent Memory Providers in 2026: Mem0 vs Zep vs Letta vs Cloudflare",
    "Letta is Apache 2.0 ([github.com/letta-ai/letta](https://github.com/letta-ai/letta), around 23.6k stars) and self-hostable, with Letta Cloud as the hosted option."
   ],
   "repository_evidence": [
    "Best AI Agent Memory Providers in 2026: Mem0 vs Zep vs Letta vs Cloudflare",
    "Letta is Apache 2.0 ([github.com/letta-ai/letta](https://github.com/letta-ai/letta), around 23.6k stars) and self-hostable, with Letta Cloud as the hosted option."
   ],
   "stars_evidence": [
    "Best AI Agent Memory Providers in 2026: Mem0 vs Zep vs Letta vs Cloudflare",
    "Letta is Apache 2.0 ([github.com/letta-ai/letta](https://github.com/letta-ai/letta), around 23.6k stars) and self-hostable, with Letta Cloud as the hosted option."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://developersdigest.tech/blog/best-ai-agent-memory-providers-2026",
   "project": "Cloudflare Agents SDK",
   "repository": null,
   "stars": "5200",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Best AI Agent Memory Providers in 2026: Mem0 vs Zep vs Letta vs Cloudflare",
    "The [Agents SDK](https://developers.cloudflare.com/agents/) (MIT, around 5.2k stars) does not give you a memory algorithm; it gives you a place to put state."
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "Best AI Agent Memory Providers in 2026: Mem0 vs Zep vs Letta vs Cloudflare",
    "The [Agents SDK](https://developers.cloudflare.com/agents/) (MIT, around 5.2k stars) does not give you a memory algorithm; it gives you a place to put state."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://claudeers.com/harness-sdk",
   "project": "harness-sdk",
   "repository": "https://github.com/strands-agents/harness-sdk",
   "stars": "6426",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# harness-sdk",
    "## // related in Automation & Workflows"
   ],
   "repository_evidence": [
    " Install and set up harness-sdk (git-clone project) into my current project. Found on https://claudeers.com/harness-sdk Repo: https://github.com/strands-agents/harness-sdk Homepage/docs: http://strandsagents.com/ Detected install method: git-clone \u2192 git clone https://github.com/strands-agents/harness-sdk Category: automation. Platforms: cli, api. Read the repo's README for exact setup and env vars, then install it and wire it into my project. Claudeers Health Verdict: active; community-verified: false. Confirm the source before running anything.",
    "## // related in Automation & Workflows"
   ],
   "stars_evidence": [
    "\u2605 6,426 stars",
    "## // related in Automation & Workflows"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://claudeers.com/harness-sdk",
   "project": "NousResearch",
   "repository": null,
   "stars": "211605",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## // related in Automation & Workflows",
    "// automationNousResearch/\u27e8Python\u27e9\u2605 211,605\u25f7 MIT[ claude ]"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "## // related in Automation & Workflows",
    "// automationNousResearch/\u27e8Python\u27e9\u2605 211,605\u25f7 MIT[ claude ]"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://claudeers.com/harness-sdk",
   "project": "firecrawl",
   "repository": null,
   "stars": "148447",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## // related in Automation & Workflows",
    "// automationfirecrawl/\u27e8TypeScript\u27e9\u2605 148,447\u25f7 AGPL-3.0[ claude ]"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "## // related in Automation & Workflows",
    "// automationfirecrawl/\u27e8TypeScript\u27e9\u2605 148,447\u25f7 AGPL-3.0[ claude ]"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://claudeers.com/harness-sdk",
   "project": "browser-use",
   "repository": null,
   "stars": "103709",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## // related in Automation & Workflows",
    "// automationbrowser-use/\u27e8Python\u27e9\u2605 103,709\u25f7 MIT[ claude ]"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "## // related in Automation & Workflows",
    "// automationbrowser-use/\u27e8Python\u27e9\u2605 103,709\u25f7 MIT[ claude ]"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://claudeers.com/harness-sdk",
   "project": "bytedance",
   "repository": null,
   "stars": "76642",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## // related in Automation & Workflows",
    "// automationbytedance/\u27e8Python\u27e9\u2605 76,642\u25f7 MIT[ claude ]"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "## // related in Automation & Workflows",
    "// automationbytedance/\u27e8Python\u27e9\u2605 76,642\u25f7 MIT[ claude ]"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://openclawradar.com/article/state-of-local-deep-research-tools-gpt-researcher-local-deep-research-lead",
   "project": "GPT Researcher",
   "repository": "https://github.com/assafelovic/gpt-researcher",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# State of Local Deep Research Tools: GPT Researcher and Local Deep Research Lead, STORM and LangChain Projects Stagnant",
    "The two healthiest projects are **GPT Researcher** by assafelovic and **Local Deep Research** by LearningCircuit.",
    "## GPT Researcher (assafelovic)"
   ],
   "repository_evidence": [
    "# State of Local Deep Research Tools: GPT Researcher and Local Deep Research Lead, STORM and LangChain Projects Stagnant",
    "## GPT Researcher (assafelovic)",
    "- **Links:**[GitHub](https://github.com/assafelovic/gpt-researcher), [Docs](https://docs.gptr.dev/), [Website](https://gptr.dev/)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://openclawradar.com/article/state-of-local-deep-research-tools-gpt-researcher-local-deep-research-lead",
   "project": "Local Deep Research",
   "repository": "https://github.com/LearningCircuit/local-deep-research",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# State of Local Deep Research Tools: GPT Researcher and Local Deep Research Lead, STORM and LangChain Projects Stagnant",
    "The two healthiest projects are **GPT Researcher** by assafelovic and **Local Deep Research** by LearningCircuit.",
    "## Local Deep Research (LearningCircuit)"
   ],
   "repository_evidence": [
    "# State of Local Deep Research Tools: GPT Researcher and Local Deep Research Lead, STORM and LangChain Projects Stagnant",
    "## Local Deep Research (LearningCircuit)",
    "- **Links:**[GitHub](https://github.com/LearningCircuit/local-deep-research), [Benchmarks](https://huggingface.co/datasets/local-deep-research/ldr-benchmarks), [Subreddit](https://www.reddit.com/r/LocalDeepResearch/)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://openclawradar.com/article/state-of-local-deep-research-tools-gpt-researcher-local-deep-research-lead",
   "project": "STORM",
   "repository": "https://github.com/stanford-oval/storm",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# State of Local Deep Research Tools: GPT Researcher and Local Deep Research Lead, STORM and LangChain Projects Stagnant",
    "Others like STORM by Stanford and LangChain's Open Deep Research appear abandoned or poorly maintained.",
    "## STORM (Stanford)"
   ],
   "repository_evidence": [
    "# State of Local Deep Research Tools: GPT Researcher and Local Deep Research Lead, STORM and LangChain Projects Stagnant",
    "## STORM (Stanford)",
    "- **Links:**[GitHub](https://github.com/stanford-oval/storm), [Website](https://storm-project.stanford.edu/)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://openclawradar.com/article/state-of-local-deep-research-tools-gpt-researcher-local-deep-research-lead",
   "project": "Local Deep Research (LangChain)",
   "repository": "https://github.com/langchain-ai/local-deep-researcher",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# State of Local Deep Research Tools: GPT Researcher and Local Deep Research Lead, STORM and LangChain Projects Stagnant",
    "## Local Deep Research (LangChain)"
   ],
   "repository_evidence": [
    "# State of Local Deep Research Tools: GPT Researcher and Local Deep Research Lead, STORM and LangChain Projects Stagnant",
    "## Local Deep Research (LangChain)",
    "- **Links:**[GitHub](https://github.com/langchain-ai/local-deep-researcher)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://openclawradar.com/article/state-of-local-deep-research-tools-gpt-researcher-local-deep-research-lead",
   "project": "Open Deep Research (LangChain)",
   "repository": "https://github.com/langchain-ai/open_deep_research",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# State of Local Deep Research Tools: GPT Researcher and Local Deep Research Lead, STORM and LangChain Projects Stagnant",
    "Others like STORM by Stanford and LangChain's Open Deep Research appear abandoned or poorly maintained.",
    "## Open Deep Research (LangChain)"
   ],
   "repository_evidence": [
    "# State of Local Deep Research Tools: GPT Researcher and Local Deep Research Lead, STORM and LangChain Projects Stagnant",
    "## Open Deep Research (LangChain)",
    "- **Links:**[GitHub](https://github.com/langchain-ai/open_deep_research)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://openclawradar.com/article/state-of-local-deep-research-tools-gpt-researcher-local-deep-research-lead",
   "project": "Open Deep Research (Together)",
   "repository": "https://github.com/togethercomputer/open_deep_research",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# State of Local Deep Research Tools: GPT Researcher and Local Deep Research Lead, STORM and LangChain Projects Stagnant",
    "## Open Deep Research (Together)"
   ],
   "repository_evidence": [
    "# State of Local Deep Research Tools: GPT Researcher and Local Deep Research Lead, STORM and LangChain Projects Stagnant",
    "## Open Deep Research (Together)",
    "- **Links:**[GitHub](https://github.com/togethercomputer/open_deep_research), [Blogpost](https://www.together.ai/blog/open-deep)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/djavu77/OpenCUA",
   "project": "DuckTrack",
   "repository": "https://github.com/TheDuckAI/DuckTrack",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# OpenCUA: Open Foundations for Computer-Use Agents",
    "## Acknowledge",
    "The development of our tool is based on the open-source projects-[DuckTrack](https://github.com/TheDuckAI/DuckTrack) and [OpenAdapt](https://github.com/OpenAdaptAI/OpenAdapt)."
   ],
   "repository_evidence": [
    "# OpenCUA: Open Foundations for Computer-Use Agents",
    "## Acknowledge",
    "The development of our tool is based on the open-source projects-[DuckTrack](https://github.com/TheDuckAI/DuckTrack) and [OpenAdapt](https://github.com/OpenAdaptAI/OpenAdapt)."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/djavu77/OpenCUA",
   "project": "OpenAdapt",
   "repository": "https://github.com/OpenAdaptAI/OpenAdapt",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# OpenCUA: Open Foundations for Computer-Use Agents",
    "## Acknowledge",
    "The development of our tool is based on the open-source projects-[DuckTrack](https://github.com/TheDuckAI/DuckTrack) and [OpenAdapt](https://github.com/OpenAdaptAI/OpenAdapt)."
   ],
   "repository_evidence": [
    "# OpenCUA: Open Foundations for Computer-Use Agents",
    "## Acknowledge",
    "The development of our tool is based on the open-source projects-[DuckTrack](https://github.com/TheDuckAI/DuckTrack) and [OpenAdapt](https://github.com/OpenAdaptAI/OpenAdapt)."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://agenthunt.io/agent/detail/github-com-FoundationAgents-OpenManus",
   "project": "Open Manus",
   "repository": "https://github.com/FoundationAgents/OpenManus",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "### Product Features of Open Manus",
    "Open Manus is an open-source project designed to be a flexible and accessible framework for building general AI agents."
   ],
   "repository_evidence": [
    "### Product Features of Open Manus",
    "- GitHub Repository: The primary access point is the public GitHub repository: `https://github.com/FoundationAgents/OpenManus`."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://finds.dev/repo/TaskingAI/TaskingAI",
   "project": "TaskingAI",
   "repository": "https://github.com/TaskingAI/TaskingAI",
   "stars": "5380",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "// the find",
    "# [TaskingAI/TaskingAI](https://github.com/TaskingAI/TaskingAI)"
   ],
   "repository_evidence": [
    "// the find",
    "# [TaskingAI/TaskingAI](https://github.com/TaskingAI/TaskingAI)"
   ],
   "stars_evidence": [
    "// the find",
    "\u2605 5,380 \u00b7 Python \u00b7 Apache-2.0 \u00b7 updated Dec 2024"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://tinyagents.dev/vs/agno-vs-aws-strands",
   "project": "Agno",
   "repository": "https://github.com/agno-agi/agno",
   "stars": "39200",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Agno vs AWS Strands Agents: Which Agent Framework to Use?",
    "### Agno",
    "[github.com/agno-agi/agno\u2192](https://github.com/agno-agi/agno)"
   ],
   "repository_evidence": [
    "Agno vs AWS Strands Agents: Which Agent Framework to Use?",
    "### Agno",
    "[github.com/agno-agi/agno\u2192](https://github.com/agno-agi/agno)"
   ],
   "stars_evidence": [
    "Agno vs AWS Strands Agents: Which Agent Framework to Use?",
    "### Agno",
    "GitHub Stars\n39.2k"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://tinyagents.dev/vs/agno-vs-aws-strands",
   "project": "AWS Strands Agents",
   "repository": "https://github.com/strands-agents/sdk-python",
   "stars": "4200",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Agno vs AWS Strands Agents: Which Agent Framework to Use?",
    "### AWS Strands Agents",
    "[github.com/strands-agents/sdk-python\u2192](https://github.com/strands-agents/sdk-python)"
   ],
   "repository_evidence": [
    "Agno vs AWS Strands Agents: Which Agent Framework to Use?",
    "### AWS Strands Agents",
    "[github.com/strands-agents/sdk-python\u2192](https://github.com/strands-agents/sdk-python)"
   ],
   "stars_evidence": [
    "Agno vs AWS Strands Agents: Which Agent Framework to Use?",
    "### AWS Strands Agents",
    "GitHub Stars\n4.2k"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://cursor-alternatives.com/blog/best-cursor-alternatives",
   "project": "Cline",
   "repository": null,
   "stars": "58000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Best Cursor Alternatives in 2026: The Complete Guide",
    "Category 2: VS Code Extension Alternatives",
    "Cline \u2014 Best Free, Open-Source Agent",
    "[Cline](/ide-extensions/cline/) is the most popular open-source AI coding agent available, with over 5 million installs and 58,000 GitHub stars."
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "Best Cursor Alternatives in 2026: The Complete Guide",
    "Category 2: VS Code Extension Alternatives",
    "Cline \u2014 Best Free, Open-Source Agent",
    "[Cline](/ide-extensions/cline/) is the most popular open-source AI coding agent available, with over 5 million installs and 58,000 GitHub stars."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://skillpack.co/solutions/tongyi-deep-research",
   "project": "Tongyi DeepResearch",
   "repository": "https://github.com/Alibaba-NLP/DeepResearch",
   "stars": "18483",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Tongyi DeepResearch",
    "First fully open-source deep research agent matching closed-source leaders on benchmarks."
   ],
   "repository_evidence": [
    "[View on GitHub \u2192](https://github.com/Alibaba-NLP/DeepResearch)"
   ],
   "stars_evidence": [
    "18,483 stars in ~6 months \u2014 rapid growth",
    "# Tongyi DeepResearch",
    "18.5K stars."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/johnxie/awesome-code-docs/blob/main/tutorials/babyagi-tutorial/README.md",
   "project": "BabyAGI",
   "repository": "https://github.com/yoheinakajima/babyagi",
   "stars": "22300",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "BabyAGI Tutorial: The Original Autonomous AI Task Agent Framework",
    "BabyAGI, released in March 2023 by Yohei Nakajima, is the original viral autonomous AI agent that introduced the three-agent loop pattern\u2014task execution, task creation, and task prioritization\u2014that underpins nearly every modern agentic framework."
   ],
   "repository_evidence": [
    "BabyAGI Tutorial: The Original Autonomous AI Task Agent Framework",
    "- repository: [`yoheinakajima/babyagi`](https://github.com/yoheinakajima/babyagi)"
   ],
   "stars_evidence": [
    "BabyAGI Tutorial: The Original Autonomous AI Task Agent Framework",
    "- stars: about **22.3k**"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://reddit.com/r/AI_Agents/comments/1j87noh/created_an_opensource_alternative_to_manus_ai",
   "project": "PocketManus",
   "repository": "https://github.com/The-Pocket-World/PocketManus",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Everyone\u2019s talking about Manus AI (an agent that can research, browse, code, and automate tasks.)"
   ],
   "repository_evidence": [
    "Everyone\u2019s talking about Manus AI (an agent that can research, browse, code, and automate tasks.)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://reddit.com/r/AI_Agents/comments/1j87noh/created_an_opensource_alternative_to_manus_ai",
   "project": "Pocketflow Framework",
   "repository": "https://github.com/The-Pocket-World/Pocket-Flow-Framework",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Everyone\u2019s talking about Manus AI (an agent that can research, browse, code, and automate tasks.)"
   ],
   "repository_evidence": [
    "Everyone\u2019s talking about Manus AI (an agent that can research, browse, code, and automate tasks.)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://reddit.com/r/AI_Agents/comments/1j87noh/created_an_opensource_alternative_to_manus_ai",
   "project": "owl",
   "repository": "https://github.com/camel-ai/owl",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Everyone\u2019s talking about Manus AI (an agent that can research, browse, code, and automate tasks.)",
    "Check out this: https://github.com/camel-ai/owl"
   ],
   "repository_evidence": [
    "Everyone\u2019s talking about Manus AI (an agent that can research, browse, code, and automate tasks.)",
    "Check out this: https://github.com/camel-ai/owl"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://reddit.com/r/AI_Agents/comments/1j87noh/created_an_opensource_alternative_to_manus_ai",
   "project": "CortexON",
   "repository": "https://github.com/TheAgenticAI/CortexON",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Everyone\u2019s talking about Manus AI (an agent that can research, browse, code, and automate tasks.)",
    "https://github.com/TheAgenticAI/CortexON"
   ],
   "repository_evidence": [
    "Everyone\u2019s talking about Manus AI (an agent that can research, browse, code, and automate tasks.)",
    "https://github.com/TheAgenticAI/CortexON"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://forem.com/victorjia/5-chinese-ai-open-source-tools-the-west-doesnt-know-about-2026-18b0",
   "project": "FastGPT",
   "repository": "https://github.com/labring/FastGPT",
   "stars": "27000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# 5 Chinese AI Open-Source Tools the West Doesn't Know About (2026)",
    "Here are 5 tools that deserve way more attention from Western developers.",
    "## 1. FastGPT \u2014 The RAG Platform That Makes Dify Look Complicated"
   ],
   "repository_evidence": [
    "# 5 Chinese AI Open-Source Tools the West Doesn't Know About (2026)",
    "Here are 5 tools that deserve way more attention from Western developers.",
    "## 1. FastGPT \u2014 The RAG Platform That Makes Dify Look Complicated",
    "**GitHub:**[labring/FastGPT](https://github.com/labring/FastGPT) \u00b7 \u2b50 27K+ stars \u00b7 200K+ users"
   ],
   "stars_evidence": [
    "# 5 Chinese AI Open-Source Tools the West Doesn't Know About (2026)",
    "Here are 5 tools that deserve way more attention from Western developers.",
    "## 1. FastGPT \u2014 The RAG Platform That Makes Dify Look Complicated",
    "**GitHub:**[labring/FastGPT](https://github.com/labring/FastGPT) \u00b7 \u2b50 27K+ stars \u00b7 200K+ users"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://forem.com/victorjia/5-chinese-ai-open-source-tools-the-west-doesnt-know-about-2026-18b0",
   "project": "MaxKB",
   "repository": "https://github.com/1Panel-dev/MaxKB",
   "stars": "20000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# 5 Chinese AI Open-Source Tools the West Doesn't Know About (2026)",
    "Here are 5 tools that deserve way more attention from Western developers.",
    "## 2. MaxKB \u2014 One-Click Enterprise AI Agents"
   ],
   "repository_evidence": [
    "# 5 Chinese AI Open-Source Tools the West Doesn't Know About (2026)",
    "Here are 5 tools that deserve way more attention from Western developers.",
    "## 2. MaxKB \u2014 One-Click Enterprise AI Agents",
    "**GitHub:**[1Panel-dev/MaxKB](https://github.com/1Panel-dev/MaxKB) \u00b7 \u2b50 20K+ stars"
   ],
   "stars_evidence": [
    "# 5 Chinese AI Open-Source Tools the West Doesn't Know About (2026)",
    "Here are 5 tools that deserve way more attention from Western developers.",
    "## 2. MaxKB \u2014 One-Click Enterprise AI Agents",
    "**GitHub:**[1Panel-dev/MaxKB](https://github.com/1Panel-dev/MaxKB) \u00b7 \u2b50 20K+ stars"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://forem.com/victorjia/5-chinese-ai-open-source-tools-the-west-doesnt-know-about-2026-18b0",
   "project": "MidScene.js",
   "repository": "https://github.com/web-infra-dev/midscene",
   "stars": "12000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# 5 Chinese AI Open-Source Tools the West Doesn't Know About (2026)",
    "Here are 5 tools that deserve way more attention from Western developers.",
    "## 3. MidScene.js \u2014 AI Vision Testing That Makes Playwright Feel Ancient"
   ],
   "repository_evidence": [
    "# 5 Chinese AI Open-Source Tools the West Doesn't Know About (2026)",
    "Here are 5 tools that deserve way more attention from Western developers.",
    "## 3. MidScene.js \u2014 AI Vision Testing That Makes Playwright Feel Ancient",
    "**GitHub:**[web-infra-dev/midscene](https://github.com/web-infra-dev/midscene) \u00b7 \u2b50 12K+ stars"
   ],
   "stars_evidence": [
    "# 5 Chinese AI Open-Source Tools the West Doesn't Know About (2026)",
    "Here are 5 tools that deserve way more attention from Western developers.",
    "## 3. MidScene.js \u2014 AI Vision Testing That Makes Playwright Feel Ancient",
    "**GitHub:**[web-infra-dev/midscene](https://github.com/web-infra-dev/midscene) \u00b7 \u2b50 12K+ stars"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://forem.com/victorjia/5-chinese-ai-open-source-tools-the-west-doesnt-know-about-2026-18b0",
   "project": "DB-GPT",
   "repository": "https://github.com/eosphoros-ai/DB-GPT",
   "stars": "17000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# 5 Chinese AI Open-Source Tools the West Doesn't Know About (2026)",
    "Here are 5 tools that deserve way more attention from Western developers.",
    "## 4. DB-GPT \u2014 Talk to Your Database in Plain English"
   ],
   "repository_evidence": [
    "# 5 Chinese AI Open-Source Tools the West Doesn't Know About (2026)",
    "Here are 5 tools that deserve way more attention from Western developers.",
    "## 4. DB-GPT \u2014 Talk to Your Database in Plain English",
    "**GitHub:**[eosphoros-ai/DB-GPT](https://github.com/eosphoros-ai/DB-GPT) \u00b7 \u2b50 17K+ stars"
   ],
   "stars_evidence": [
    "# 5 Chinese AI Open-Source Tools the West Doesn't Know About (2026)",
    "Here are 5 tools that deserve way more attention from Western developers.",
    "## 4. DB-GPT \u2014 Talk to Your Database in Plain English",
    "**GitHub:**[eosphoros-ai/DB-GPT](https://github.com/eosphoros-ai/DB-GPT) \u00b7 \u2b50 17K+ stars"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://forem.com/victorjia/5-chinese-ai-open-source-tools-the-west-doesnt-know-about-2026-18b0",
   "project": "RAGFlow",
   "repository": "https://github.com/infiniflow/ragflow",
   "stars": "75000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# 5 Chinese AI Open-Source Tools the West Doesn't Know About (2026)",
    "Here are 5 tools that deserve way more attention from Western developers.",
    "## 5. RAGFlow \u2014 The RAG Engine With Unmatched Document Parsing"
   ],
   "repository_evidence": [
    "# 5 Chinese AI Open-Source Tools the West Doesn't Know About (2026)",
    "Here are 5 tools that deserve way more attention from Western developers.",
    "## 5. RAGFlow \u2014 The RAG Engine With Unmatched Document Parsing",
    "**GitHub:**[infiniflow/ragflow](https://github.com/infiniflow/ragflow) \u00b7 \u2b50 75K+ stars"
   ],
   "stars_evidence": [
    "# 5 Chinese AI Open-Source Tools the West Doesn't Know About (2026)",
    "Here are 5 tools that deserve way more attention from Western developers.",
    "## 5. RAGFlow \u2014 The RAG Engine With Unmatched Document Parsing",
    "**GitHub:**[infiniflow/ragflow](https://github.com/infiniflow/ragflow) \u00b7 \u2b50 75K+ stars"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://pypi.org/project/agent_os_kernel/3.3.0",
   "project": "Dify",
   "repository": "https://github.com/langgenius/dify-plugins/pull/2060",
   "stars": "65000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Governance for [Dify](https://github.com/langgenius/dify-plugins/pull/2060) (65K \u2b50), [LlamaIndex](https://github.com/run-llama/llama_index/pull/20644) (47K \u2b50), [LangGraph](https://pypi.org/project/langgraph-trust/), [OpenAI Agents](https://pypi.org/project/openai-agents-trust/), [Agent-Lightning](https://github.com/microsoft/agent-governance-python/agent-lightning/pull/478), and [OpenClaw](https://clawhub.ai/microsoft/agentmesh-governance).",
    "| Framework | Stars | Status | Link |",
    "| **Dify** | 65K \u2b50 | \u2705 Merged | [dify-plugins#2060](https://github.com/langgenius/dify-plugins/pull/2060) |",
    "\ud83c\udfe2 Adopted By Leading AI Frameworks"
   ],
   "repository_evidence": [
    "Governance for [Dify](https://github.com/langgenius/dify-plugins/pull/2060) (65K \u2b50), [LlamaIndex](https://github.com/run-llama/llama_index/pull/20644) (47K \u2b50), [LangGraph](https://pypi.org/project/langgraph-trust/), [OpenAI Agents](https://pypi.org/project/openai-agents-trust/), [Agent-Lightning](https://github.com/microsoft/agent-governance-python/agent-lightning/pull/478), and [OpenClaw](https://clawhub.ai/microsoft/agentmesh-governance).",
    "| Framework | Stars | Status | Link |",
    "| **Dify** | 65K \u2b50 | \u2705 Merged | [dify-plugins#2060](https://github.com/langgenius/dify-plugins/pull/2060) |",
    "\ud83c\udfe2 Adopted By Leading AI Frameworks"
   ],
   "stars_evidence": [
    "Governance for [Dify](https://github.com/langgenius/dify-plugins/pull/2060) (65K \u2b50), [LlamaIndex](https://github.com/run-llama/llama_index/pull/20644) (47K \u2b50), [LangGraph](https://pypi.org/project/langgraph-trust/), [OpenAI Agents](https://pypi.org/project/openai-agents-trust/), [Agent-Lightning](https://github.com/microsoft/agent-governance-python/agent-lightning/pull/478), and [OpenClaw](https://clawhub.ai/microsoft/agentmesh-governance).",
    "| Framework | Stars | Status | Link |",
    "| **Dify** | 65K \u2b50 | \u2705 Merged | [dify-plugins#2060](https://github.com/langgenius/dify-plugins/pull/2060) |",
    "\ud83c\udfe2 Adopted By Leading AI Frameworks"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://pypi.org/project/agent_os_kernel/3.3.0",
   "project": "LlamaIndex",
   "repository": "https://github.com/run-llama/llama_index/pull/20644",
   "stars": "47000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Governance for [Dify](https://github.com/langgenius/dify-plugins/pull/2060) (65K \u2b50), [LlamaIndex](https://github.com/run-llama/llama_index/pull/20644) (47K \u2b50), [LangGraph](https://pypi.org/project/langgraph-trust/), [OpenAI Agents](https://pypi.org/project/openai-agents-trust/), [Agent-Lightning](https://github.com/microsoft/agent-governance-python/agent-lightning/pull/478), and [OpenClaw](https://clawhub.ai/microsoft/agentmesh-governance).",
    "| Framework | Stars | Status | Link |",
    "| **LlamaIndex** | 47K \u2b50 | \u2705 Merged | [llama_index#20644](https://github.com/run-llama/llama_index/pull/20644) |",
    "\ud83c\udfe2 Adopted By Leading AI Frameworks"
   ],
   "repository_evidence": [
    "Governance for [Dify](https://github.com/langgenius/dify-plugins/pull/2060) (65K \u2b50), [LlamaIndex](https://github.com/run-llama/llama_index/pull/20644) (47K \u2b50), [LangGraph](https://pypi.org/project/langgraph-trust/), [OpenAI Agents](https://pypi.org/project/openai-agents-trust/), [Agent-Lightning](https://github.com/microsoft/agent-governance-python/agent-lightning/pull/478), and [OpenClaw](https://clawhub.ai/microsoft/agentmesh-governance).",
    "| Framework | Stars | Status | Link |",
    "| **LlamaIndex** | 47K \u2b50 | \u2705 Merged | [llama_index#20644](https://github.com/run-llama/llama_index/pull/20644) |",
    "\ud83c\udfe2 Adopted By Leading AI Frameworks"
   ],
   "stars_evidence": [
    "Governance for [Dify](https://github.com/langgenius/dify-plugins/pull/2060) (65K \u2b50), [LlamaIndex](https://github.com/run-llama/llama_index/pull/20644) (47K \u2b50), [LangGraph](https://pypi.org/project/langgraph-trust/), [OpenAI Agents](https://pypi.org/project/openai-agents-trust/), [Agent-Lightning](https://github.com/microsoft/agent-governance-python/agent-lightning/pull/478), and [OpenClaw](https://clawhub.ai/microsoft/agentmesh-governance).",
    "| Framework | Stars | Status | Link |",
    "| **LlamaIndex** | 47K \u2b50 | \u2705 Merged | [llama_index#20644](https://github.com/run-llama/llama_index/pull/20644) |",
    "\ud83c\udfe2 Adopted By Leading AI Frameworks"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://pypi.org/project/agent_os_kernel/3.3.0",
   "project": "Microsoft Agent-Lightning",
   "repository": "https://github.com/microsoft/agent-governance-python/agent-lightning/pull/478",
   "stars": "15000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "| Framework | Stars | Status | Link |",
    "| **Microsoft Agent-Lightning** | 15K \u2b50 | \u2705 Merged | [agent-lightning#478](https://github.com/microsoft/agent-governance-python/agent-lightning/pull/478) |",
    "\ud83c\udfe2 Adopted By Leading AI Frameworks"
   ],
   "repository_evidence": [
    "| Framework | Stars | Status | Link |",
    "| **Microsoft Agent-Lightning** | 15K \u2b50 | \u2705 Merged | [agent-lightning#478](https://github.com/microsoft/agent-governance-python/agent-lightning/pull/478) |",
    "\ud83c\udfe2 Adopted By Leading AI Frameworks"
   ],
   "stars_evidence": [
    "| Framework | Stars | Status | Link |",
    "| **Microsoft Agent-Lightning** | 15K \u2b50 | \u2705 Merged | [agent-lightning#478](https://github.com/microsoft/agent-governance-python/agent-lightning/pull/478) |",
    "\ud83c\udfe2 Adopted By Leading AI Frameworks"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://pypi.org/project/agent_os_kernel/3.3.0",
   "project": "LangGraph",
   "repository": "https://pypi.org/project/langgraph-trust/",
   "stars": "24000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "| Framework | Stars | Status | Link |",
    "| **LangGraph** | 24K \u2b50 | \ud83d\udce6 Published on PyPI | [langgraph-trust](https://pypi.org/project/langgraph-trust/) |",
    "\ud83c\udfe2 Adopted By Leading AI Frameworks",
    "| Framework | Stars | Proposal |",
    "| LangGraph | 24K \u2b50 | [langchain-ai/langgraph#6824](https://github.com/langchain-ai/langgraph/issues/6824) |"
   ],
   "repository_evidence": [
    "| Framework | Stars | Status | Link |",
    "| **LangGraph** | 24K \u2b50 | \ud83d\udce6 Published on PyPI | [langgraph-trust](https://pypi.org/project/langgraph-trust/) |",
    "\ud83c\udfe2 Adopted By Leading AI Frameworks"
   ],
   "stars_evidence": [
    "| Framework | Stars | Status | Link |",
    "| **LangGraph** | 24K \u2b50 | \ud83d\udce6 Published on PyPI | [langgraph-trust](https://pypi.org/project/langgraph-trust/) |",
    "\ud83c\udfe2 Adopted By Leading AI Frameworks"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://pypi.org/project/agent_os_kernel/3.3.0",
   "project": "OpenAI Agents SDK",
   "repository": "https://pypi.org/project/openai-agents-trust/",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "| Framework | Stars | Status | Link |",
    "| **OpenAI Agents SDK** | \u2014 | \ud83d\udce6 Published on PyPI | [openai-agents-trust](https://pypi.org/project/openai-agents-trust/) |",
    "\ud83c\udfe2 Adopted By Leading AI Frameworks",
    "| Framework | Stars | Proposal |",
    "| OpenAI Agents SDK | \u2014 | [openai/openai-agents-python#2515](https://github.com/openai/openai-agents-python/issues/2515) |"
   ],
   "repository_evidence": [
    "| Framework | Stars | Status | Link |",
    "| **OpenAI Agents SDK** | \u2014 | \ud83d\udce6 Published on PyPI | [openai-agents-trust](https://pypi.org/project/openai-agents-trust/) |",
    "\ud83c\udfe2 Adopted By Leading AI Frameworks"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://pypi.org/project/agent_os_kernel/3.3.0",
   "project": "OpenClaw",
   "repository": "https://clawhub.ai/microsoft/agentmesh-governance",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "| Framework | Stars | Status | Link |",
    "| **OpenClaw** | \u2014 | \ud83d\udce6 Published on ClawHub | [agentmesh-governance](https://clawhub.ai/microsoft/agentmesh-governance) |",
    "\ud83c\udfe2 Adopted By Leading AI Frameworks"
   ],
   "repository_evidence": [
    "| Framework | Stars | Status | Link |",
    "| **OpenClaw** | \u2014 | \ud83d\udce6 Published on ClawHub | [agentmesh-governance](https://clawhub.ai/microsoft/agentmesh-governance) |",
    "\ud83c\udfe2 Adopted By Leading AI Frameworks"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://pypi.org/project/agent_os_kernel/3.3.0",
   "project": "AutoGen",
   "repository": "https://github.com/microsoft/autogen/issues/7242",
   "stars": "54000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "| Framework | Stars | Proposal |",
    "| AutoGen | 54K \u2b50 | [microsoft/autogen#7242](https://github.com/microsoft/autogen/issues/7242) |"
   ],
   "repository_evidence": [
    "| Framework | Stars | Proposal |",
    "| AutoGen | 54K \u2b50 | [microsoft/autogen#7242](https://github.com/microsoft/autogen/issues/7242) |"
   ],
   "stars_evidence": [
    "| Framework | Stars | Proposal |",
    "| AutoGen | 54K \u2b50 | [microsoft/autogen#7242](https://github.com/microsoft/autogen/issues/7242) |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://pypi.org/project/agent_os_kernel/3.3.0",
   "project": "CrewAI",
   "repository": "https://github.com/crewAIInc/crewAI/issues/4502",
   "stars": "44000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "| Framework | Stars | Proposal |",
    "| CrewAI | 44K \u2b50 | [crewAIInc/crewAI#4502](https://github.com/crewAIInc/crewAI/issues/4502) |"
   ],
   "repository_evidence": [
    "| Framework | Stars | Proposal |",
    "| CrewAI | 44K \u2b50 | [crewAIInc/crewAI#4502](https://github.com/crewAIInc/crewAI/issues/4502) |"
   ],
   "stars_evidence": [
    "| Framework | Stars | Proposal |",
    "| CrewAI | 44K \u2b50 | [crewAIInc/crewAI#4502](https://github.com/crewAIInc/crewAI/issues/4502) |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://pypi.org/project/agent_os_kernel/3.3.0",
   "project": "Haystack",
   "repository": "https://github.com/deepset-ai/haystack/issues/10615",
   "stars": "22000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "| Framework | Stars | Proposal |",
    "| Haystack | 22K \u2b50 | [deepset-ai/haystack#10615](https://github.com/deepset-ai/haystack/issues/10615) |"
   ],
   "repository_evidence": [
    "| Framework | Stars | Proposal |",
    "| Haystack | 22K \u2b50 | [deepset-ai/haystack#10615](https://github.com/deepset-ai/haystack/issues/10615) |"
   ],
   "stars_evidence": [
    "| Framework | Stars | Proposal |",
    "| Haystack | 22K \u2b50 | [deepset-ai/haystack#10615](https://github.com/deepset-ai/haystack/issues/10615) |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://pypi.org/project/agent_os_kernel/3.3.0",
   "project": "Semantic Kernel",
   "repository": "https://github.com/microsoft/semantic-kernel/issues/13556",
   "stars": "27000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "| Framework | Stars | Proposal |",
    "| Semantic Kernel | 27K \u2b50 | [microsoft/semantic-kernel#13556](https://github.com/microsoft/semantic-kernel/issues/13556) |"
   ],
   "repository_evidence": [
    "| Framework | Stars | Proposal |",
    "| Semantic Kernel | 27K \u2b50 | [microsoft/semantic-kernel#13556](https://github.com/microsoft/semantic-kernel/issues/13556) |"
   ],
   "stars_evidence": [
    "| Framework | Stars | Proposal |",
    "| Semantic Kernel | 27K \u2b50 | [microsoft/semantic-kernel#13556](https://github.com/microsoft/semantic-kernel/issues/13556) |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://pypi.org/project/agent_os_kernel/3.3.0",
   "project": "smolagents",
   "repository": "https://github.com/huggingface/smolagents/issues/1989",
   "stars": "25000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "| Framework | Stars | Proposal |",
    "| smolagents | 25K \u2b50 | \u2705 Adapter built \u2014 [huggingface/smolagents#1989](https://github.com/huggingface/smolagents/issues/1989) |"
   ],
   "repository_evidence": [
    "| Framework | Stars | Proposal |",
    "| smolagents | 25K \u2b50 | \u2705 Adapter built \u2014 [huggingface/smolagents#1989](https://github.com/huggingface/smolagents/issues/1989) |"
   ],
   "stars_evidence": [
    "| Framework | Stars | Proposal |",
    "| smolagents | 25K \u2b50 | \u2705 Adapter built \u2014 [huggingface/smolagents#1989](https://github.com/huggingface/smolagents/issues/1989) |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://pypi.org/project/agent_os_kernel/3.3.0",
   "project": "Google ADK",
   "repository": "https://github.com/google/adk-python/issues/4517",
   "stars": "18000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "| Framework | Stars | Proposal |",
    "| Google ADK | 18K \u2b50 | \u2705 Adapter + GovernancePlugin \u2014 [google/adk-python#4517](https://github.com/google/adk-python/issues/4517) |"
   ],
   "repository_evidence": [
    "| Framework | Stars | Proposal |",
    "| Google ADK | 18K \u2b50 | \u2705 Adapter + GovernancePlugin \u2014 [google/adk-python#4517](https://github.com/google/adk-python/issues/4517) |"
   ],
   "stars_evidence": [
    "| Framework | Stars | Proposal |",
    "| Google ADK | 18K \u2b50 | \u2705 Adapter + GovernancePlugin \u2014 [google/adk-python#4517](https://github.com/google/adk-python/issues/4517) |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://pypi.org/project/agent_os_kernel/3.3.0",
   "project": "PydanticAI",
   "repository": "https://github.com/pydantic/pydantic-ai/issues/4335",
   "stars": "15000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "| Framework | Stars | Proposal |",
    "| PydanticAI | 15K \u2b50 | \u2705 Adapter built \u2014 [pydantic/pydantic-ai#4335](https://github.com/pydantic/pydantic-ai/issues/4335) |"
   ],
   "repository_evidence": [
    "| Framework | Stars | Proposal |",
    "| PydanticAI | 15K \u2b50 | \u2705 Adapter built \u2014 [pydantic/pydantic-ai#4335](https://github.com/pydantic/pydantic-ai/issues/4335) |"
   ],
   "stars_evidence": [
    "| Framework | Stars | Proposal |",
    "| PydanticAI | 15K \u2b50 | \u2705 Adapter built \u2014 [pydantic/pydantic-ai#4335](https://github.com/pydantic/pydantic-ai/issues/4335) |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://pypi.org/project/agent_os_kernel/3.3.0",
   "project": "A2A Protocol",
   "repository": "https://github.com/a2aproject/A2A/issues/1501",
   "stars": "21000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "| Framework | Stars | Proposal |",
    "| A2A Protocol | 21K \u2b50 | [a2aproject/A2A#1501](https://github.com/a2aproject/A2A/issues/1501) |"
   ],
   "repository_evidence": [
    "| Framework | Stars | Proposal |",
    "| A2A Protocol | 21K \u2b50 | [a2aproject/A2A#1501](https://github.com/a2aproject/A2A/issues/1501) |"
   ],
   "stars_evidence": [
    "| Framework | Stars | Proposal |",
    "| A2A Protocol | 21K \u2b50 | [a2aproject/A2A#1501](https://github.com/a2aproject/A2A/issues/1501) |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://pypi.org/project/agent_os_kernel/3.3.0",
   "project": "Oracle Agent Spec",
   "repository": "https://github.com/oracle/agent-spec/issues/105",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "| Framework | Stars | Proposal |",
    "| Oracle Agent Spec | \u2014 | [oracle/agent-spec#105](https://github.com/oracle/agent-spec/issues/105) |"
   ],
   "repository_evidence": [
    "| Framework | Stars | Proposal |",
    "| Oracle Agent Spec | \u2014 | [oracle/agent-spec#105](https://github.com/oracle/agent-spec/issues/105) |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://pypi.org/project/agent_os_kernel/3.3.0",
   "project": "AI Card Spec",
   "repository": "https://github.com/Agent-Card/ai-card/issues/16",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "| Framework | Stars | Proposal |",
    "| AI Card Spec | \u2014 | [agent-card/ai-card#16](https://github.com/Agent-Card/ai-card/issues/16) |"
   ],
   "repository_evidence": [
    "| Framework | Stars | Proposal |",
    "| AI Card Spec | \u2014 | [agent-card/ai-card#16](https://github.com/Agent-Card/ai-card/issues/16) |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/carrotRakko/letta",
   "project": "Letta",
   "repository": "https://github.com/letta-ai/letta-code",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# carrotRakko/letta",
    "# Letta (formerly MemGPT)",
    "Letta is the platform for building stateful agents: AI with advanced memory that can learn and self-improve over time."
   ],
   "repository_evidence": [
    "# carrotRakko/letta",
    "## Get started in the CLI",
    "1. Install the [Letta Code](https://github.com/letta-ai/letta-code) CLI tool: `npm install -g @letta-ai/letta-code`"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://theagentsindex.com/blog/github-star-velocity-open-source-ai-agents-2026",
   "project": "OpenCode",
   "repository": "anomalyco/opencode",
   "stars": "191820",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# GitHub Star Velocity: Which Open-Source AI Agents Are Growing?",
    "Sorted by stars gained per day, for the 13 tools with a precisely dated baseline already published on their own listing:",
    "| [OpenCode](/opencode) | 188,976 (2026-07-20) | 191,820 | +2,844 | 12 | ~237 |"
   ],
   "repository_evidence": [
    "# GitHub Star Velocity: Which Open-Source AI Agents Are Growing?",
    "We used each tool\u2019s canonical repository as already established in its own sourced listing research \u2014 notably **`anomalyco/opencode`**, not the similarly-named but archived-and-unmaintained `opencode-ai/opencode` (13,000+ stars, inactive since September 2025, and already flagged as a name-collision trap on OpenCode\u2019s own listing)"
   ],
   "stars_evidence": [
    "# GitHub Star Velocity: Which Open-Source AI Agents Are Growing?",
    "Sorted by stars gained per day, for the 13 tools with a precisely dated baseline already published on their own listing:",
    "| [OpenCode](/opencode) | 188,976 (2026-07-20) | 191,820 | +2,844 | 12 | ~237 |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://theagentsindex.com/blog/github-star-velocity-open-source-ai-agents-2026",
   "project": "OpenAI Codex CLI",
   "repository": null,
   "stars": "103012",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# GitHub Star Velocity: Which Open-Source AI Agents Are Growing?",
    "Sorted by stars gained per day, for the 13 tools with a precisely dated baseline already published on their own listing:",
    "| [OpenAI Codex CLI](/codex-cli) | 100,940 (2026-07-23) | 103,012 | +2,072 | 9 | ~230 |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# GitHub Star Velocity: Which Open-Source AI Agents Are Growing?",
    "Sorted by stars gained per day, for the 13 tools with a precisely dated baseline already published on their own listing:",
    "| [OpenAI Codex CLI](/codex-cli) | 100,940 (2026-07-23) | 103,012 | +2,072 | 9 | ~230 |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://theagentsindex.com/blog/github-star-velocity-open-source-ai-agents-2026",
   "project": "LangChain",
   "repository": null,
   "stars": "143147",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# GitHub Star Velocity: Which Open-Source AI Agents Are Growing?",
    "Sorted by stars gained per day, for the 13 tools with a precisely dated baseline already published on their own listing:",
    "| [LangChain](/langchain) | 142,424 (2026-07-23) | 143,147 | +723 | 9 | ~80 |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# GitHub Star Velocity: Which Open-Source AI Agents Are Growing?",
    "Sorted by stars gained per day, for the 13 tools with a precisely dated baseline already published on their own listing:",
    "| [LangChain](/langchain) | 142,424 (2026-07-23) | 143,147 | +723 | 9 | ~80 |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://theagentsindex.com/blog/github-star-velocity-open-source-ai-agents-2026",
   "project": "CrewAI",
   "repository": null,
   "stars": "56450",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# GitHub Star Velocity: Which Open-Source AI Agents Are Growing?",
    "Sorted by stars gained per day, for the 13 tools with a precisely dated baseline already published on their own listing:",
    "| [CrewAI](/crewai) | 55,908 (2026-07-21) | 56,450 | +542 | 11 | ~49 |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# GitHub Star Velocity: Which Open-Source AI Agents Are Growing?",
    "Sorted by stars gained per day, for the 13 tools with a precisely dated baseline already published on their own listing:",
    "| [CrewAI](/crewai) | 55,908 (2026-07-21) | 56,450 | +542 | 11 | ~49 |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://theagentsindex.com/blog/github-star-velocity-open-source-ai-agents-2026",
   "project": "Warp",
   "repository": null,
   "stars": "63844",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# GitHub Star Velocity: Which Open-Source AI Agents Are Growing?",
    "Sorted by stars gained per day, for the 13 tools with a precisely dated baseline already published on their own listing:",
    "| [Warp](/warp) (terminal client) | 63,600 (2026-07-25) | 63,844 | +244 | 7 | ~35 |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# GitHub Star Velocity: Which Open-Source AI Agents Are Growing?",
    "Sorted by stars gained per day, for the 13 tools with a precisely dated baseline already published on their own listing:",
    "| [Warp](/warp) (terminal client) | 63,600 (2026-07-25) | 63,844 | +244 | 7 | ~35 |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://theagentsindex.com/blog/github-star-velocity-open-source-ai-agents-2026",
   "project": "Mastra",
   "repository": null,
   "stars": "26804",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# GitHub Star Velocity: Which Open-Source AI Agents Are Growing?",
    "Sorted by stars gained per day, for the 13 tools with a precisely dated baseline already published on their own listing:",
    "| [Mastra](/mastra) | 26,500 (2026-07-23) | 26,804 | +304 | 9 | ~34 |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# GitHub Star Velocity: Which Open-Source AI Agents Are Growing?",
    "Sorted by stars gained per day, for the 13 tools with a precisely dated baseline already published on their own listing:",
    "| [Mastra](/mastra) | 26,500 (2026-07-23) | 26,804 | +304 | 9 | ~34 |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://theagentsindex.com/blog/github-star-velocity-open-source-ai-agents-2026",
   "project": "LlamaIndex",
   "repository": null,
   "stars": "51267",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# GitHub Star Velocity: Which Open-Source AI Agents Are Growing?",
    "Sorted by stars gained per day, for the 13 tools with a precisely dated baseline already published on their own listing:",
    "| [LlamaIndex](/llamaindex) | 50,962 (2026-07-20) | 51,267 | +305 | 12 | ~25 |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# GitHub Star Velocity: Which Open-Source AI Agents Are Growing?",
    "Sorted by stars gained per day, for the 13 tools with a precisely dated baseline already published on their own listing:",
    "| [LlamaIndex](/llamaindex) | 50,962 (2026-07-20) | 51,267 | +305 | 12 | ~25 |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://theagentsindex.com/blog/github-star-velocity-open-source-ai-agents-2026",
   "project": "Microsoft AutoGen",
   "repository": null,
   "stars": "60142",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# GitHub Star Velocity: Which Open-Source AI Agents Are Growing?",
    "Sorted by stars gained per day, for the 13 tools with a precisely dated baseline already published on their own listing:",
    "| [Microsoft AutoGen](/microsoft-autogen) | 59,867 (2026-07-21) | 60,142 | +275 | 11 | ~25 |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# GitHub Star Velocity: Which Open-Source AI Agents Are Growing?",
    "Sorted by stars gained per day, for the 13 tools with a precisely dated baseline already published on their own listing:",
    "| [Microsoft AutoGen](/microsoft-autogen) | 59,867 (2026-07-21) | 60,142 | +275 | 11 | ~25 |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://theagentsindex.com/blog/github-star-velocity-open-source-ai-agents-2026",
   "project": "OpenAI Agents SDK",
   "repository": null,
   "stars": "28325",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# GitHub Star Velocity: Which Open-Source AI Agents Are Growing?",
    "Sorted by stars gained per day, for the 13 tools with a precisely dated baseline already published on their own listing:",
    "| [OpenAI Agents SDK](/openai-agents-sdk) | 28,119 (2026-07-23) | 28,325 | +206 | 9 | ~23 |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# GitHub Star Velocity: Which Open-Source AI Agents Are Growing?",
    "Sorted by stars gained per day, for the 13 tools with a precisely dated baseline already published on their own listing:",
    "| [OpenAI Agents SDK](/openai-agents-sdk) | 28,119 (2026-07-23) | 28,325 | +206 | 9 | ~23 |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://theagentsindex.com/blog/github-star-velocity-open-source-ai-agents-2026",
   "project": "Pydantic AI",
   "repository": null,
   "stars": "18939",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# GitHub Star Velocity: Which Open-Source AI Agents Are Growing?",
    "Sorted by stars gained per day, for the 13 tools with a precisely dated baseline already published on their own listing:",
    "| [Pydantic AI](/pydantic-ai) | 18,708 (2026-07-21) | 18,939 | +231 | 11 | ~21 |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# GitHub Star Velocity: Which Open-Source AI Agents Are Growing?",
    "Sorted by stars gained per day, for the 13 tools with a precisely dated baseline already published on their own listing:",
    "| [Pydantic AI](/pydantic-ai) | 18,708 (2026-07-21) | 18,939 | +231 | 11 | ~21 |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://theagentsindex.com/blog/github-star-velocity-open-source-ai-agents-2026",
   "project": "Letta",
   "repository": null,
   "stars": "24046",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# GitHub Star Velocity: Which Open-Source AI Agents Are Growing?",
    "Sorted by stars gained per day, for the 13 tools with a precisely dated baseline already published on their own listing:",
    "| [Letta](/letta) | ~23,900 (2026-07-24, rounded) | 24,046 | ~+146 | 8 | ~18* |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# GitHub Star Velocity: Which Open-Source AI Agents Are Growing?",
    "Sorted by stars gained per day, for the 13 tools with a precisely dated baseline already published on their own listing:",
    "| [Letta](/letta) | ~23,900 (2026-07-24, rounded) | 24,046 | ~+146 | 8 | ~18* |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://theagentsindex.com/blog/github-star-velocity-open-source-ai-agents-2026",
   "project": "Microsoft Agent Framework",
   "repository": null,
   "stars": "12527",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# GitHub Star Velocity: Which Open-Source AI Agents Are Growing?",
    "Sorted by stars gained per day, for the 13 tools with a precisely dated baseline already published on their own listing:",
    "| [Microsoft Agent Framework](/microsoft-agent-framework) | 12,400 (2026-07-25, rounded) | 12,527 | ~+127 | 7 | ~18* |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# GitHub Star Velocity: Which Open-Source AI Agents Are Growing?",
    "Sorted by stars gained per day, for the 13 tools with a precisely dated baseline already published on their own listing:",
    "| [Microsoft Agent Framework](/microsoft-agent-framework) | 12,400 (2026-07-25, rounded) | 12,527 | ~+127 | 7 | ~18* |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://theagentsindex.com/blog/github-star-velocity-open-source-ai-agents-2026",
   "project": "Google Agent Development Kit",
   "repository": null,
   "stars": "20962",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# GitHub Star Velocity: Which Open-Source AI Agents Are Growing?",
    "Sorted by stars gained per day, for the 13 tools with a precisely dated baseline already published on their own listing:",
    "| [Google Agent Development Kit](/google-adk) (Python SDK) | 20,929 (2026-07-29) | 20,962 | +33 | 3 | ~11 |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# GitHub Star Velocity: Which Open-Source AI Agents Are Growing?",
    "Sorted by stars gained per day, for the 13 tools with a precisely dated baseline already published on their own listing:",
    "| [Google Agent Development Kit](/google-adk) (Python SDK) | 20,929 (2026-07-29) | 20,962 | +33 | 3 | ~11 |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://theagentsindex.com/blog/github-star-velocity-open-source-ai-agents-2026",
   "project": "n8n",
   "repository": null,
   "stars": "198915",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# GitHub Star Velocity: Which Open-Source AI Agents Are Growing?",
    "Tools without a precisely dated prior figure are included here for completeness (current stars/forks/activity only \u2014 no rate implied):",
    "| [n8n](/n8n) | Agent platforms | 198,915 | 59,823 | 2026-08-01 |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# GitHub Star Velocity: Which Open-Source AI Agents Are Growing?",
    "Tools without a precisely dated prior figure are included here for completeness (current stars/forks/activity only \u2014 no rate implied):",
    "| [n8n](/n8n) | Agent platforms | 198,915 | 59,823 | 2026-08-01 |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://theagentsindex.com/blog/github-star-velocity-open-source-ai-agents-2026",
   "project": "Dify",
   "repository": null,
   "stars": "150967",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# GitHub Star Velocity: Which Open-Source AI Agents Are Growing?",
    "Tools without a precisely dated prior figure are included here for completeness (current stars/forks/activity only \u2014 no rate implied):",
    "| [Dify](/dify) | Agent platforms | 150,967 | 23,810 | 2026-08-01 |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# GitHub Star Velocity: Which Open-Source AI Agents Are Growing?",
    "Tools without a precisely dated prior figure are included here for completeness (current stars/forks/activity only \u2014 no rate implied):",
    "| [Dify](/dify) | Agent platforms | 150,967 | 23,810 | 2026-08-01 |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://theagentsindex.com/blog/github-star-velocity-open-source-ai-agents-2026",
   "project": "Botpress",
   "repository": "botpress/botpress",
   "stars": "14841",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# GitHub Star Velocity: Which Open-Source AI Agents Are Growing?",
    "Tools without a precisely dated prior figure are included here for completeness (current stars/forks/activity only \u2014 no rate implied):",
    "| [Botpress](/botpress) | Agent platforms | 14,841 | 2,286 | 2026-07-31 |"
   ],
   "repository_evidence": [
    "# GitHub Star Velocity: Which Open-Source AI Agents Are Growing?"
   ],
   "stars_evidence": [
    "# GitHub Star Velocity: Which Open-Source AI Agents Are Growing?",
    "Tools without a precisely dated prior figure are included here for completeness (current stars/forks/activity only \u2014 no rate implied):",
    "| [Botpress](/botpress) | Agent platforms | 14,841 | 2,286 | 2026-07-31 |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://theagentsindex.com/blog/github-star-velocity-open-source-ai-agents-2026",
   "project": "Zed",
   "repository": null,
   "stars": "87860",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# GitHub Star Velocity: Which Open-Source AI Agents Are Growing?",
    "Tools without a precisely dated prior figure are included here for completeness (current stars/forks/activity only \u2014 no rate implied):",
    "| [Zed](/zed) | Coding agents | 87,860 | 9,820 | 2026-08-01 |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# GitHub Star Velocity: Which Open-Source AI Agents Are Growing?",
    "Tools without a precisely dated prior figure are included here for completeness (current stars/forks/activity only \u2014 no rate implied):",
    "| [Zed](/zed) | Coding agents | 87,860 | 9,820 | 2026-08-01 |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://theagentsindex.com/blog/github-star-velocity-open-source-ai-agents-2026",
   "project": "OpenHands",
   "repository": "OpenHands/OpenHands",
   "stars": "82753",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# GitHub Star Velocity: Which Open-Source AI Agents Are Growing?",
    "Tools without a precisely dated prior figure are included here for completeness (current stars/forks/activity only \u2014 no rate implied):",
    "| [OpenHands](/openhands) | Coding agents | 82,753 | 10,648 | 2026-08-01 |"
   ],
   "repository_evidence": [
    "# GitHub Star Velocity: Which Open-Source AI Agents Are Growing?",
    "We used each tool\u2019s canonical repository as already established in its own sourced listing research \u2014 notably **`anomalyco/opencode`**, not the similarly-named but archived-and-unmaintained `opencode-ai/opencode` (13,000+ stars, inactive since September 2025, and already flagged as a name-collision trap on OpenCode\u2019s own listing), **`OpenHands/OpenHands`**, which the GitHub API resolved as a permanent redirect from the repository\u2019s previously-documented location at `All-Hands-AI/OpenHands` \u2014 the organization renamed at some point after that citation was last recorded; same repository, same star history, new name \u2014 and"
   ],
   "stars_evidence": [
    "# GitHub Star Velocity: Which Open-Source AI Agents Are Growing?",
    "Tools without a precisely dated prior figure are included here for completeness (current stars/forks/activity only \u2014 no rate implied):",
    "| [OpenHands](/openhands) | Coding agents | 82,753 | 10,648 | 2026-08-01 |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://theagentsindex.com/blog/github-star-velocity-open-source-ai-agents-2026",
   "project": "Cline",
   "repository": null,
   "stars": "65368",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# GitHub Star Velocity: Which Open-Source AI Agents Are Growing?",
    "Tools without a precisely dated prior figure are included here for completeness (current stars/forks/activity only \u2014 no rate implied):",
    "| [Cline](/cline) | Coding agents | 65,368 | 7,023 | 2026-08-01 |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# GitHub Star Velocity: Which Open-Source AI Agents Are Growing?",
    "Tools without a precisely dated prior figure are included here for completeness (current stars/forks/activity only \u2014 no rate implied):",
    "| [Cline](/cline) | Coding agents | 65,368 | 7,023 | 2026-08-01 |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://theagentsindex.com/blog/github-star-velocity-open-source-ai-agents-2026",
   "project": "Aider",
   "repository": null,
   "stars": "47848",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# GitHub Star Velocity: Which Open-Source AI Agents Are Growing?",
    "Tools without a precisely dated prior figure are included here for completeness (current stars/forks/activity only \u2014 no rate implied):",
    "| [Aider](/aider) | Coding agents | 47,848 | 4,797 | 2026-05-22 |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# GitHub Star Velocity: Which Open-Source AI Agents Are Growing?",
    "Tools without a precisely dated prior figure are included here for completeness (current stars/forks/activity only \u2014 no rate implied):",
    "| [Aider](/aider) | Coding agents | 47,848 | 4,797 | 2026-05-22 |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://theagentsindex.com/blog/github-star-velocity-open-source-ai-agents-2026",
   "project": "GPT Researcher",
   "repository": null,
   "stars": "28756",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# GitHub Star Velocity: Which Open-Source AI Agents Are Growing?",
    "Tools without a precisely dated prior figure are included here for completeness (current stars/forks/activity only \u2014 no rate implied):",
    "| [GPT Researcher](/gpt-researcher) | Research agents | 28,756 | 3,882 | 2026-07-18 |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# GitHub Star Velocity: Which Open-Source AI Agents Are Growing?",
    "Tools without a precisely dated prior figure are included here for completeness (current stars/forks/activity only \u2014 no rate implied):",
    "| [GPT Researcher](/gpt-researcher) | Research agents | 28,756 | 3,882 | 2026-07-18 |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://theagentsindex.com/blog/github-star-velocity-open-source-ai-agents-2026",
   "project": "LiveKit Agents",
   "repository": null,
   "stars": "11586",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# GitHub Star Velocity: Which Open-Source AI Agents Are Growing?",
    "Tools without a precisely dated prior figure are included here for completeness (current stars/forks/activity only \u2014 no rate implied):",
    "| [LiveKit Agents](/livekit-agents) | Voice agents | 11,586 | 3,422 | 2026-08-01 |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# GitHub Star Velocity: Which Open-Source AI Agents Are Growing?",
    "Tools without a precisely dated prior figure are included here for completeness (current stars/forks/activity only \u2014 no rate implied):",
    "| [LiveKit Agents](/livekit-agents) | Voice agents | 11,586 | 3,422 | 2026-08-01 |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://theagentsindex.com/blog/github-star-velocity-open-source-ai-agents-2026",
   "project": "Juggler",
   "repository": null,
   "stars": "544",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# GitHub Star Velocity: Which Open-Source AI Agents Are Growing?",
    "Tools without a precisely dated prior figure are included here for completeness (current stars/forks/activity only \u2014 no rate implied):",
    "| [Juggler](/juggler) | Coding agents | 544 | 41 | 2026-08-01 |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# GitHub Star Velocity: Which Open-Source AI Agents Are Growing?",
    "Tools without a precisely dated prior figure are included here for completeness (current stars/forks/activity only \u2014 no rate implied):",
    "| [Juggler](/juggler) | Coding agents | 544 | 41 | 2026-08-01 |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://theagentsindex.com/blog/github-star-velocity-open-source-ai-agents-2026",
   "project": "Zot",
   "repository": null,
   "stars": "299",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# GitHub Star Velocity: Which Open-Source AI Agents Are Growing?",
    "Tools without a precisely dated prior figure are included here for completeness (current stars/forks/activity only \u2014 no rate implied):",
    "| [Zot](/zot) | Coding agents | 299 | 27 | 2026-07-31 |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# GitHub Star Velocity: Which Open-Source AI Agents Are Growing?",
    "Tools without a precisely dated prior figure are included here for completeness (current stars/forks/activity only \u2014 no rate implied):",
    "| [Zot](/zot) | Coding agents | 299 | 27 | 2026-07-31 |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://frontman.sh/blog/best-open-source-ai-coding-tools-2026",
   "project": "OpenCode",
   "repository": "https://github.com/anomalyco/opencode",
   "stars": "188000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Best Open-Source AI Coding Tools in 2026: Agents, Assistants, CLI, and Local Options",
    "Best open-source AI coding tools by workflow",
    "| Tool | Best workflow | Approx. stars | License | Model control | Status |",
    "| [OpenCode](https://github.com/anomalyco/opencode) | Terminal agent; local web and beta desktop interfaces | 188k | [MIT](https://github.com/anomalyco/opencode/blob/dev/LICENSE) | BYOK, custom endpoints, local models | Active |"
   ],
   "repository_evidence": [
    "# Best Open-Source AI Coding Tools in 2026: Agents, Assistants, CLI, and Local Options",
    "Best open-source AI coding tools by workflow",
    "| Tool | Best workflow | Approx. stars | License | Model control | Status |",
    "| [OpenCode](https://github.com/anomalyco/opencode) | Terminal agent; local web and beta desktop interfaces | 188k | [MIT](https://github.com/anomalyco/opencode/blob/dev/LICENSE) | BYOK, custom endpoints, local models | Active |"
   ],
   "stars_evidence": [
    "# Best Open-Source AI Coding Tools in 2026: Agents, Assistants, CLI, and Local Options",
    "Best open-source AI coding tools by workflow",
    "| Tool | Best workflow | Approx. stars | License | Model control | Status |",
    "| [OpenCode](https://github.com/anomalyco/opencode) | Terminal agent; local web and beta desktop interfaces | 188k | [MIT](https://github.com/anomalyco/opencode/blob/dev/LICENSE) | BYOK, custom endpoints, local models | Active |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://frontman.sh/blog/best-open-source-ai-coding-tools-2026",
   "project": "OpenHands",
   "repository": "https://github.com/OpenHands/OpenHands",
   "stars": "81000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Best Open-Source AI Coding Tools in 2026: Agents, Assistants, CLI, and Local Options",
    "Best open-source AI coding tools by workflow",
    "| Tool | Best workflow | Approx. stars | License | Model control | Status |",
    "| [OpenHands](https://github.com/OpenHands/OpenHands) | Autonomous tasks through Agent Canvas, CLI, SDK, or server | 81k | [MIT core; PolyForm enterprise directory](https://github.com/OpenHands/OpenHands/blob/main/LICENSE) | BYOK, local models, self-hosted runtimes | Active; architecture transitioning |"
   ],
   "repository_evidence": [
    "# Best Open-Source AI Coding Tools in 2026: Agents, Assistants, CLI, and Local Options",
    "Best open-source AI coding tools by workflow",
    "| Tool | Best workflow | Approx. stars | License | Model control | Status |",
    "| [OpenHands](https://github.com/OpenHands/OpenHands) | Autonomous tasks through Agent Canvas, CLI, SDK, or server | 81k | [MIT core; PolyForm enterprise directory](https://github.com/OpenHands/OpenHands/blob/main/LICENSE) | BYOK, local models, self-hosted runtimes | Active; architecture transitioning |"
   ],
   "stars_evidence": [
    "# Best Open-Source AI Coding Tools in 2026: Agents, Assistants, CLI, and Local Options",
    "Best open-source AI coding tools by workflow",
    "| Tool | Best workflow | Approx. stars | License | Model control | Status |",
    "| [OpenHands](https://github.com/OpenHands/OpenHands) | Autonomous tasks through Agent Canvas, CLI, SDK, or server | 81k | [MIT core; PolyForm enterprise directory](https://github.com/OpenHands/OpenHands/blob/main/LICENSE) | BYOK, local models, self-hosted runtimes | Active; architecture transitioning |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://frontman.sh/blog/best-open-source-ai-coding-tools-2026",
   "project": "Cline",
   "repository": "https://github.com/cline/cline",
   "stars": "65000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Best Open-Source AI Coding Tools in 2026: Agents, Assistants, CLI, and Local Options",
    "Best open-source AI coding tools by workflow",
    "| Tool | Best workflow | Approx. stars | License | Model control | Status |",
    "| [Cline](https://github.com/cline/cline) | IDE and CLI agent with Plan/Act and approval controls | 65k | [Apache-2.0 core; JetBrains plugin closed-source](https://github.com/cline/cline/blob/main/LICENSE) | BYOK, custom endpoints, local models | Active |"
   ],
   "repository_evidence": [
    "# Best Open-Source AI Coding Tools in 2026: Agents, Assistants, CLI, and Local Options",
    "Best open-source AI coding tools by workflow",
    "| Tool | Best workflow | Approx. stars | License | Model control | Status |",
    "| [Cline](https://github.com/cline/cline) | IDE and CLI agent with Plan/Act and approval controls | 65k | [Apache-2.0 core; JetBrains plugin closed-source](https://github.com/cline/cline/blob/main/LICENSE) | BYOK, custom endpoints, local models | Active |"
   ],
   "stars_evidence": [
    "# Best Open-Source AI Coding Tools in 2026: Agents, Assistants, CLI, and Local Options",
    "Best open-source AI coding tools by workflow",
    "| Tool | Best workflow | Approx. stars | License | Model control | Status |",
    "| [Cline](https://github.com/cline/cline) | IDE and CLI agent with Plan/Act and approval controls | 65k | [Apache-2.0 core; JetBrains plugin closed-source](https://github.com/cline/cline/blob/main/LICENSE) | BYOK, custom endpoints, local models | Active |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://frontman.sh/blog/best-open-source-ai-coding-tools-2026",
   "project": "Goose",
   "repository": "https://github.com/aaif-goose/goose",
   "stars": "51000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Best Open-Source AI Coding Tools in 2026: Agents, Assistants, CLI, and Local Options",
    "Best open-source AI coding tools by workflow",
    "| Tool | Best workflow | Approx. stars | License | Model control | Status |",
    "| [Goose](https://github.com/aaif-goose/goose) | CLI and desktop automation | 51k | [Apache-2.0](https://github.com/aaif-goose/goose/blob/main/LICENSE) | BYOK, custom endpoints, local models | Active |"
   ],
   "repository_evidence": [
    "# Best Open-Source AI Coding Tools in 2026: Agents, Assistants, CLI, and Local Options",
    "Best open-source AI coding tools by workflow",
    "| Tool | Best workflow | Approx. stars | License | Model control | Status |",
    "| [Goose](https://github.com/aaif-goose/goose) | CLI and desktop automation | 51k | [Apache-2.0](https://github.com/aaif-goose/goose/blob/main/LICENSE) | BYOK, custom endpoints, local models | Active |"
   ],
   "stars_evidence": [
    "# Best Open-Source AI Coding Tools in 2026: Agents, Assistants, CLI, and Local Options",
    "Best open-source AI coding tools by workflow",
    "| Tool | Best workflow | Approx. stars | License | Model control | Status |",
    "| [Goose](https://github.com/aaif-goose/goose) | CLI and desktop automation | 51k | [Apache-2.0](https://github.com/aaif-goose/goose/blob/main/LICENSE) | BYOK, custom endpoints, local models | Active |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://frontman.sh/blog/best-open-source-ai-coding-tools-2026",
   "project": "Aider",
   "repository": "https://github.com/Aider-AI/aider",
   "stars": "48000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Best Open-Source AI Coding Tools in 2026: Agents, Assistants, CLI, and Local Options",
    "Best open-source AI coding tools by workflow",
    "| Tool | Best workflow | Approx. stars | License | Model control | Status |",
    "| [Aider](https://github.com/Aider-AI/aider) | Git-native terminal pair programming | 48k | [Apache-2.0](https://github.com/Aider-AI/aider/blob/main/LICENSE.txt) | BYOK, custom endpoints, local models | Maintained |"
   ],
   "repository_evidence": [
    "# Best Open-Source AI Coding Tools in 2026: Agents, Assistants, CLI, and Local Options",
    "Best open-source AI coding tools by workflow",
    "| Tool | Best workflow | Approx. stars | License | Model control | Status |",
    "| [Aider](https://github.com/Aider-AI/aider) | Git-native terminal pair programming | 48k | [Apache-2.0](https://github.com/Aider-AI/aider/blob/main/LICENSE.txt) | BYOK, custom endpoints, local models | Maintained |"
   ],
   "stars_evidence": [
    "# Best Open-Source AI Coding Tools in 2026: Agents, Assistants, CLI, and Local Options",
    "Best open-source AI coding tools by workflow",
    "| Tool | Best workflow | Approx. stars | License | Model control | Status |",
    "| [Aider](https://github.com/Aider-AI/aider) | Git-native terminal pair programming | 48k | [Apache-2.0](https://github.com/Aider-AI/aider/blob/main/LICENSE.txt) | BYOK, custom endpoints, local models | Maintained |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://frontman.sh/blog/best-open-source-ai-coding-tools-2026",
   "project": "Continue",
   "repository": "https://github.com/continuedev/continue",
   "stars": "35000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Best Open-Source AI Coding Tools in 2026: Agents, Assistants, CLI, and Local Options",
    "Best open-source AI coding tools by workflow",
    "| Tool | Best workflow | Approx. stars | License | Model control | Status |",
    "| [Continue](https://github.com/continuedev/continue) | Historical IDE assistant and CLI | 35k | [Apache-2.0](https://github.com/continuedev/continue/blob/main/LICENSE) | BYOK and local models in final release | Final release; no active maintenance |"
   ],
   "repository_evidence": [
    "# Best Open-Source AI Coding Tools in 2026: Agents, Assistants, CLI, and Local Options",
    "Best open-source AI coding tools by workflow",
    "| Tool | Best workflow | Approx. stars | License | Model control | Status |",
    "| [Continue](https://github.com/continuedev/continue) | Historical IDE assistant and CLI | 35k | [Apache-2.0](https://github.com/continuedev/continue/blob/main/LICENSE) | BYOK and local models in final release | Final release; no active maintenance |"
   ],
   "stars_evidence": [
    "# Best Open-Source AI Coding Tools in 2026: Agents, Assistants, CLI, and Local Options",
    "Best open-source AI coding tools by workflow",
    "| Tool | Best workflow | Approx. stars | License | Model control | Status |",
    "| [Continue](https://github.com/continuedev/continue) | Historical IDE assistant and CLI | 35k | [Apache-2.0](https://github.com/continuedev/continue/blob/main/LICENSE) | BYOK and local models in final release | Final release; no active maintenance |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://frontman.sh/blog/best-open-source-ai-coding-tools-2026",
   "project": "Tabby",
   "repository": "https://github.com/TabbyML/tabby",
   "stars": "34000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Best Open-Source AI Coding Tools in 2026: Agents, Assistants, CLI, and Local Options",
    "Best open-source AI coding tools by workflow",
    "| Tool | Best workflow | Approx. stars | License | Model control | Status |",
    "| [Tabby](https://github.com/TabbyML/tabby) | Self-hosted completion and chat | 34k | [Apache-2.0 core; licensed enterprise directory](https://github.com/TabbyML/tabby/blob/main/LICENSE) | Self-hosted local models | Active |"
   ],
   "repository_evidence": [
    "# Best Open-Source AI Coding Tools in 2026: Agents, Assistants, CLI, and Local Options",
    "Best open-source AI coding tools by workflow",
    "| Tool | Best workflow | Approx. stars | License | Model control | Status |",
    "| [Tabby](https://github.com/TabbyML/tabby) | Self-hosted completion and chat | 34k | [Apache-2.0 core; licensed enterprise directory](https://github.com/TabbyML/tabby/blob/main/LICENSE) | Self-hosted local models | Active |"
   ],
   "stars_evidence": [
    "# Best Open-Source AI Coding Tools in 2026: Agents, Assistants, CLI, and Local Options",
    "Best open-source AI coding tools by workflow",
    "| Tool | Best workflow | Approx. stars | License | Model control | Status |",
    "| [Tabby](https://github.com/TabbyML/tabby) | Self-hosted completion and chat | 34k | [Apache-2.0 core; licensed enterprise directory](https://github.com/TabbyML/tabby/blob/main/LICENSE) | Self-hosted local models | Active |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://frontman.sh/blog/best-open-source-ai-coding-tools-2026",
   "project": "Void",
   "repository": "https://github.com/voideditor/void",
   "stars": "29000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Best Open-Source AI Coding Tools in 2026: Agents, Assistants, CLI, and Local Options",
    "Best open-source AI coding tools by workflow",
    "| Tool | Best workflow | Approx. stars | License | Model control | Status |",
    "| [Void](https://github.com/voideditor/void) | Historical open-source VS Code fork | 29k | [Apache-2.0](https://github.com/voideditor/void/blob/main/LICENSE.txt) | BYOK and local models | Archived June 2026 |"
   ],
   "repository_evidence": [
    "# Best Open-Source AI Coding Tools in 2026: Agents, Assistants, CLI, and Local Options",
    "Best open-source AI coding tools by workflow",
    "| Tool | Best workflow | Approx. stars | License | Model control | Status |",
    "| [Void](https://github.com/voideditor/void) | Historical open-source VS Code fork | 29k | [Apache-2.0](https://github.com/voideditor/void/blob/main/LICENSE.txt) | BYOK and local models | Archived June 2026 |"
   ],
   "stars_evidence": [
    "# Best Open-Source AI Coding Tools in 2026: Agents, Assistants, CLI, and Local Options",
    "Best open-source AI coding tools by workflow",
    "| Tool | Best workflow | Approx. stars | License | Model control | Status |",
    "| [Void](https://github.com/voideditor/void) | Historical open-source VS Code fork | 29k | [Apache-2.0](https://github.com/voideditor/void/blob/main/LICENSE.txt) | BYOK and local models | Archived June 2026 |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://frontman.sh/blog/best-open-source-ai-coding-tools-2026",
   "project": "Kilo Code",
   "repository": "https://github.com/Kilo-Org/kilocode",
   "stars": "26000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Best Open-Source AI Coding Tools in 2026: Agents, Assistants, CLI, and Local Options",
    "Best open-source AI coding tools by workflow",
    "| Tool | Best workflow | Approx. stars | License | Model control | Status |",
    "| [Kilo Code](https://github.com/Kilo-Org/kilocode) | VS Code, JetBrains, and CLI agent | 26k | [MIT](https://github.com/Kilo-Org/kilocode/blob/main/LICENSE) | BYOK, custom endpoints, local models | Active |"
   ],
   "repository_evidence": [
    "# Best Open-Source AI Coding Tools in 2026: Agents, Assistants, CLI, and Local Options",
    "Best open-source AI coding tools by workflow",
    "| Tool | Best workflow | Approx. stars | License | Model control | Status |",
    "| [Kilo Code](https://github.com/Kilo-Org/kilocode) | VS Code, JetBrains, and CLI agent | 26k | [MIT](https://github.com/Kilo-Org/kilocode/blob/main/LICENSE) | BYOK, custom endpoints, local models | Active |"
   ],
   "stars_evidence": [
    "# Best Open-Source AI Coding Tools in 2026: Agents, Assistants, CLI, and Local Options",
    "Best open-source AI coding tools by workflow",
    "| Tool | Best workflow | Approx. stars | License | Model control | Status |",
    "| [Kilo Code](https://github.com/Kilo-Org/kilocode) | VS Code, JetBrains, and CLI agent | 26k | [MIT](https://github.com/Kilo-Org/kilocode/blob/main/LICENSE) | BYOK, custom endpoints, local models | Active |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://frontman.sh/blog/best-open-source-ai-coding-tools-2026",
   "project": "Roo Code",
   "repository": "https://github.com/RooCodeInc/Roo-Code",
   "stars": "24000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Best Open-Source AI Coding Tools in 2026: Agents, Assistants, CLI, and Local Options",
    "Best open-source AI coding tools by workflow",
    "| Tool | Best workflow | Approx. stars | License | Model control | Status |",
    "| [Roo Code](https://github.com/RooCodeInc/Roo-Code) | Historical mode-based VS Code agent | 24k | [Apache-2.0](https://github.com/RooCodeInc/Roo-Code/blob/main/LICENSE) | BYOK and local models in final release | Archived May 2026 |"
   ],
   "repository_evidence": [
    "# Best Open-Source AI Coding Tools in 2026: Agents, Assistants, CLI, and Local Options",
    "Best open-source AI coding tools by workflow",
    "| Tool | Best workflow | Approx. stars | License | Model control | Status |",
    "| [Roo Code](https://github.com/RooCodeInc/Roo-Code) | Historical mode-based VS Code agent | 24k | [Apache-2.0](https://github.com/RooCodeInc/Roo-Code/blob/main/LICENSE) | BYOK and local models in final release | Archived May 2026 |"
   ],
   "stars_evidence": [
    "# Best Open-Source AI Coding Tools in 2026: Agents, Assistants, CLI, and Local Options",
    "Best open-source AI coding tools by workflow",
    "| Tool | Best workflow | Approx. stars | License | Model control | Status |",
    "| [Roo Code](https://github.com/RooCodeInc/Roo-Code) | Historical mode-based VS Code agent | 24k | [Apache-2.0](https://github.com/RooCodeInc/Roo-Code/blob/main/LICENSE) | BYOK and local models in final release | Archived May 2026 |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://frontman.sh/blog/best-open-source-ai-coding-tools-2026",
   "project": "bolt.diy",
   "repository": "https://github.com/stackblitz-labs/bolt.diy",
   "stars": "20000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Best Open-Source AI Coding Tools in 2026: Agents, Assistants, CLI, and Local Options",
    "Best open-source AI coding tools by workflow",
    "| Tool | Best workflow | Approx. stars | License | Model control | Status |",
    "| [bolt.diy](https://github.com/stackblitz-labs/bolt.diy) | Browser-based app generation and import | 20k | [MIT source; commercial WebContainers terms can apply](https://github.com/stackblitz-labs/bolt.diy/blob/main/LICENSE) | BYOK, custom endpoints, local models | Not archived |"
   ],
   "repository_evidence": [
    "# Best Open-Source AI Coding Tools in 2026: Agents, Assistants, CLI, and Local Options",
    "Best open-source AI coding tools by workflow",
    "| Tool | Best workflow | Approx. stars | License | Model control | Status |",
    "| [bolt.diy](https://github.com/stackblitz-labs/bolt.diy) | Browser-based app generation and import | 20k | [MIT source; commercial WebContainers terms can apply](https://github.com/stackblitz-labs/bolt.diy/blob/main/LICENSE) | BYOK, custom endpoints, local models | Not archived |"
   ],
   "stars_evidence": [
    "# Best Open-Source AI Coding Tools in 2026: Agents, Assistants, CLI, and Local Options",
    "Best open-source AI coding tools by workflow",
    "| Tool | Best workflow | Approx. stars | License | Model control | Status |",
    "| [bolt.diy](https://github.com/stackblitz-labs/bolt.diy) | Browser-based app generation and import | 20k | [MIT source; commercial WebContainers terms can apply](https://github.com/stackblitz-labs/bolt.diy/blob/main/LICENSE) | BYOK, custom endpoints, local models | Not archived |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://frontman.sh/blog/best-open-source-ai-coding-tools-2026",
   "project": "Stagewise",
   "repository": "https://github.com/stagewise-io/stagewise",
   "stars": "6700",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Best Open-Source AI Coding Tools in 2026: Agents, Assistants, CLI, and Local Options",
    "Best open-source AI coding tools by workflow",
    "| Tool | Best workflow | Approx. stars | License | Model control | Status |",
    "| [Stagewise](https://github.com/stagewise-io/stagewise) | Agentic IDE with browser and app previews | 6.7k | [AGPL-3.0](https://github.com/stagewise-io/stagewise/blob/main/LICENSE) | BYOK, custom providers, local models | Active |"
   ],
   "repository_evidence": [
    "# Best Open-Source AI Coding Tools in 2026: Agents, Assistants, CLI, and Local Options",
    "Best open-source AI coding tools by workflow",
    "| Tool | Best workflow | Approx. stars | License | Model control | Status |",
    "| [Stagewise](https://github.com/stagewise-io/stagewise) | Agentic IDE with browser and app previews | 6.7k | [AGPL-3.0](https://github.com/stagewise-io/stagewise/blob/main/LICENSE) | BYOK, custom providers, local models | Active |"
   ],
   "stars_evidence": [
    "# Best Open-Source AI Coding Tools in 2026: Agents, Assistants, CLI, and Local Options",
    "Best open-source AI coding tools by workflow",
    "| Tool | Best workflow | Approx. stars | License | Model control | Status |",
    "| [Stagewise](https://github.com/stagewise-io/stagewise) | Agentic IDE with browser and app previews | 6.7k | [AGPL-3.0](https://github.com/stagewise-io/stagewise/blob/main/LICENSE) | BYOK, custom providers, local models | Active |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://frontman.sh/blog/best-open-source-ai-coding-tools-2026",
   "project": "Frontman",
   "repository": "https://github.com/frontman-ai/frontman",
   "stars": "626",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Best Open-Source AI Coding Tools in 2026: Agents, Assistants, CLI, and Local Options",
    "Best open-source AI coding tools by workflow",
    "| Tool | Best workflow | Approx. stars | License | Model control | Status |",
    "| [Frontman](https://github.com/frontman-ai/frontman) | Browser-based editing of existing frontend apps; included for disclosure and workflow comparison | 626 | [Source-available: Apache-2.0 browser/JS; GPL-2.0-or-later WordPress; AGPL server with field-of-use restrictions](https://github.com/frontman-ai/frontman/blob/main/apps/frontman_server/LICENSE) | BYOK across documented cloud providers | Active |"
   ],
   "repository_evidence": [
    "# Best Open-Source AI Coding Tools in 2026: Agents, Assistants, CLI, and Local Options",
    "Best open-source AI coding tools by workflow",
    "| Tool | Best workflow | Approx. stars | License | Model control | Status |",
    "| [Frontman](https://github.com/frontman-ai/frontman) | Browser-based editing of existing frontend apps; included for disclosure and workflow comparison | 626 | [Source-available: Apache-2.0 browser/JS; GPL-2.0-or-later WordPress; AGPL server with field-of-use restrictions](https://github.com/frontman-ai/frontman/blob/main/apps/frontman_server/LICENSE) | BYOK across documented cloud providers | Active |"
   ],
   "stars_evidence": [
    "# Best Open-Source AI Coding Tools in 2026: Agents, Assistants, CLI, and Local Options",
    "Best open-source AI coding tools by workflow",
    "| Tool | Best workflow | Approx. stars | License | Model control | Status |",
    "| [Frontman](https://github.com/frontman-ai/frontman) | Browser-based editing of existing frontend apps; included for disclosure and workflow comparison | 626 | [Source-available: Apache-2.0 browser/JS; GPL-2.0-or-later WordPress; AGPL server with field-of-use restrictions](https://github.com/frontman-ai/frontman/blob/main/apps/frontman_server/LICENSE) | BYOK across documented cloud providers | Active |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://dassi.ai/blog/open-source-browser-agents-infrastructure-tax",
   "project": "Yamak",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Every New Browser Agent Needs a Server. Why?",
    "I counted the `docker` mentions in Yamak\u2019s README this morning.",
    "Yamak, the Kotlin-based newcomer with single-digit GitHub stars, ships as a desktop app but still expects you to configure a headless browser runtime and wire up API credentials through config files that look like they were designed by someone who thinks YAML is a love language."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://dassi.ai/blog/open-source-browser-agents-infrastructure-tax",
   "project": "Skyvern 2.0",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Every New Browser Agent Needs a Server. Why?",
    "Skyvern 2.0\u2019s quickstart has nine, plus a `docker-compose.yml` that pulls headless Chrome, a Postgres database, and a proxy service.",
    "Skyvern 2.0 scored 85.8% on WebVoyager, which is genuinely impressive, and I wrote about what those benchmark numbers mean [in a previous post](/blog/ai-browser-agent-leaderboard-how-dassi-compares/)."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://dassi.ai/blog/open-source-browser-agents-infrastructure-tax",
   "project": "Browser Use",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Every New Browser Agent Needs a Server. Why?",
    "Browser Use needs a Python environment with Playwright.",
    "Browser Use is maybe the most approachable of the bunch, and \u201capproachable\u201d in this context means \u201cyou only need Python 3.11+ and Playwright and an afternoon.\u201d"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/TimeWarpEngineering/alibaba-deep-research",
   "project": "Tongyi-DeepResearch",
   "repository": "https://github.com/Alibaba-NLP/DeepResearch",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "We present [![](/TimeWarpEngineering/alibaba-deep-research/raw/main/assets/tongyi.png)](/TimeWarpEngineering/alibaba-deep-research/blob/main/assets/tongyi.png) **Tongyi DeepResearch**, an agentic large language model featuring 30.5 billion total parameters, with only 3.3 billion activated per token.",
    "[![GITHUB](https://camo.githubusercontent.com/7ce56e7a35d81ebfced7dcfea3efca5e569d5ac07b20a18f22f99e3fa4889e8e/68747470733a2f2f696d672e736869656c64732e696f2f62616467652f4769746875622d3234323932463f7374796c653d666f722d7468652d6261646765266c6f676f3d676974687562266c6f676f436f6c6f723d7768697465)](https://github.com/Alibaba-NLP/DeepResearch)"
   ],
   "repository_evidence": [
    "[![GITHUB](https://camo.githubusercontent.com/7ce56e7a35d81ebfced7dcfea3efca5e569d5ac07b20a18f22f99e3fa4889e8e/68747470733a2f2f696d672e736869656c64732e696f2f62616467652f4769746875622d3234323932463f7374796c653d666f722d7468652d6261646765266c6f676f3d676974687562266c6f676f436f6c6f723d7768697465)](https://github.com/Alibaba-NLP/DeepResearch)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/TimeWarpEngineering/alibaba-deep-research",
   "project": "WebAgent",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "> Tongyi DeepResearch builds upon our previous work on the [![](/TimeWarpEngineering/alibaba-deep-research/raw/main/assets/tongyi.png)](/TimeWarpEngineering/alibaba-deep-research/blob/main/assets/tongyi.png) [WebAgent](/TimeWarpEngineering/alibaba-deep-research/blob/main/WebAgent) project.",
    "[![Alibaba-NLP%2FWebAgent | Trendshift](https://camo.githubusercontent.com/0e17e315f7360c6f3aa65c3d22318a32511ec4d69898caa84dff262eea56daed/68747470733a2f2f7472656e6473686966742e696f2f6170692f62616467652f7265706f7369746f726965732f3134323137)](https://trendshift.io/repositories/14217)"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://brixo.com/ai-agents/framework/babyagi",
   "project": "BabyAGI",
   "repository": "https://github.com/yoheinakajima/babyagi",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# BabyAGI",
    "BabyAGI is a community-driven, open-source reference project for autonomous AI agents."
   ],
   "repository_evidence": [
    "[Visit Website](https://github.com/yoheinakajima/babyagi?utm_source=brixo&utm_medium=agentdirectory&utm_campaign=directory&utm_content=babyagi)",
    "# BabyAGI",
    "Repos: [BabyAGI (main)](https://github.com/yoheinakajima/babyagi) \u2022 [BabyAGI 2o](https://github.com/yoheinakajima/babyagi-2o)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://brixo.com/ai-agents/framework/babyagi",
   "project": "BabyAGI 2o",
   "repository": "https://github.com/yoheinakajima/babyagi-2o",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# BabyAGI",
    "Repos: [BabyAGI (main)](https://github.com/yoheinakajima/babyagi) \u2022 [BabyAGI 2o](https://github.com/yoheinakajima/babyagi-2o)"
   ],
   "repository_evidence": [
    "# BabyAGI",
    "Repos: [BabyAGI (main)](https://github.com/yoheinakajima/babyagi) \u2022 [BabyAGI 2o](https://github.com/yoheinakajima/babyagi-2o)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://brixo.com/ai-agents/framework/babyagi",
   "project": "FAISS",
   "repository": "https://github.com/facebookresearch/faiss",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# BabyAGI",
    "Memory: Vector databases (e.g., [Pinecone](https://www.pinecone.io/), [Weaviate](https://weaviate.io/), [FAISS](https://github.com/facebookresearch/faiss), [Chroma](https://www.trychroma.com/))"
   ],
   "repository_evidence": [
    "# BabyAGI",
    "Memory: Vector databases (e.g., [Pinecone](https://www.pinecone.io/), [Weaviate](https://weaviate.io/), [FAISS](https://github.com/facebookresearch/faiss), [Chroma](https://www.trychroma.com/))"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://brixo.com/ai-agents/framework/babyagi",
   "project": "Auto-GPT",
   "repository": "https://github.com/Significant-Gravitas/Auto-GPT",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# BabyAGI",
    "Related projects: [Auto-GPT](https://github.com/Significant-Gravitas/Auto-GPT), [AgentGPT](https://agentgpt.reworkd.ai/), [CAMEL](https://github.com/camel-ai/camel), [crewAI](https://github.com/joaomdmoura/crewAI), [BabyBeeAGI](https://github.com/yoheinakajima/babyagi#related-projects), [SuperAGI](https://github.com/TransformerOptimus/SuperAGI)"
   ],
   "repository_evidence": [
    "# BabyAGI",
    "Related projects: [Auto-GPT](https://github.com/Significant-Gravitas/Auto-GPT), [AgentGPT](https://agentgpt.reworkd.ai/), [CAMEL](https://github.com/camel-ai/camel), [crewAI](https://github.com/joaomdmoura/crewAI), [BabyBeeAGI](https://github.com/yoheinakajima/babyagi#related-projects), [SuperAGI](https://github.com/TransformerOptimus/SuperAGI)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://brixo.com/ai-agents/framework/babyagi",
   "project": "CAMEL",
   "repository": "https://github.com/camel-ai/camel",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# BabyAGI",
    "Related projects: [Auto-GPT](https://github.com/Significant-Gravitas/Auto-GPT), [AgentGPT](https://agentgpt.reworkd.ai/), [CAMEL](https://github.com/camel-ai/camel), [crewAI](https://github.com/joaomdmoura/crewAI), [BabyBeeAGI](https://github.com/yoheinakajima/babyagi#related-projects), [SuperAGI](https://github.com/TransformerOptimus/SuperAGI)"
   ],
   "repository_evidence": [
    "# BabyAGI",
    "Related projects: [Auto-GPT](https://github.com/Significant-Gravitas/Auto-GPT), [AgentGPT](https://agentgpt.reworkd.ai/), [CAMEL](https://github.com/camel-ai/camel), [crewAI](https://github.com/joaomdmoura/crewAI), [BabyBeeAGI](https://github.com/yoheinakajima/babyagi#related-projects), [SuperAGI](https://github.com/TransformerOptimus/SuperAGI)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://brixo.com/ai-agents/framework/babyagi",
   "project": "crewAI",
   "repository": "https://github.com/joaomdmoura/crewAI",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# BabyAGI",
    "Related projects: [Auto-GPT](https://github.com/Significant-Gravitas/Auto-GPT), [AgentGPT](https://agentgpt.reworkd.ai/), [CAMEL](https://github.com/camel-ai/camel), [crewAI](https://github.com/joaomdmoura/crewAI), [BabyBeeAGI](https://github.com/yoheinakajima/babyagi#related-projects), [SuperAGI](https://github.com/TransformerOptimus/SuperAGI)"
   ],
   "repository_evidence": [
    "# BabyAGI",
    "Related projects: [Auto-GPT](https://github.com/Significant-Gravitas/Auto-GPT), [AgentGPT](https://agentgpt.reworkd.ai/), [CAMEL](https://github.com/camel-ai/camel), [crewAI](https://github.com/joaomdmoura/crewAI), [BabyBeeAGI](https://github.com/yoheinakajima/babyagi#related-projects), [SuperAGI](https://github.com/TransformerOptimus/SuperAGI)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://brixo.com/ai-agents/framework/babyagi",
   "project": "BabyBeeAGI",
   "repository": "https://github.com/yoheinakajima/babyagi#related-projects",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# BabyAGI",
    "Related projects: [Auto-GPT](https://github.com/Significant-Gravitas/Auto-GPT), [AgentGPT](https://agentgpt.reworkd.ai/), [CAMEL](https://github.com/camel-ai/camel), [crewAI](https://github.com/joaomdmoura/crewAI), [BabyBeeAGI](https://github.com/yoheinakajima/babyagi#related-projects), [SuperAGI](https://github.com/TransformerOptimus/SuperAGI)"
   ],
   "repository_evidence": [
    "# BabyAGI",
    "Related projects: [Auto-GPT](https://github.com/Significant-Gravitas/Auto-GPT), [AgentGPT](https://agentgpt.reworkd.ai/), [CAMEL](https://github.com/camel-ai/camel), [crewAI](https://github.com/joaomdmoura/crewAI), [BabyBeeAGI](https://github.com/yoheinakajima/babyagi#related-projects), [SuperAGI](https://github.com/TransformerOptimus/SuperAGI)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://brixo.com/ai-agents/framework/babyagi",
   "project": "SuperAGI",
   "repository": "https://github.com/TransformerOptimus/SuperAGI",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# BabyAGI",
    "Related projects: [Auto-GPT](https://github.com/Significant-Gravitas/Auto-GPT), [AgentGPT](https://agentgpt.reworkd.ai/), [CAMEL](https://github.com/camel-ai/camel), [crewAI](https://github.com/joaomdmoura/crewAI), [BabyBeeAGI](https://github.com/yoheinakajima/babyagi#related-projects), [SuperAGI](https://github.com/TransformerOptimus/SuperAGI)"
   ],
   "repository_evidence": [
    "# BabyAGI",
    "Related projects: [Auto-GPT](https://github.com/Significant-Gravitas/Auto-GPT), [AgentGPT](https://agentgpt.reworkd.ai/), [CAMEL](https://github.com/camel-ai/camel), [crewAI](https://github.com/joaomdmoura/crewAI), [BabyBeeAGI](https://github.com/yoheinakajima/babyagi#related-projects), [SuperAGI](https://github.com/TransformerOptimus/SuperAGI)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://microsoft.github.io/UFO/project_directory_structure",
   "project": "UFO\u00b3",
   "repository": "https://github.com/microsoft/UFO",
   "stars": null,
   "category": "framework/platform",
   "description": "Multi-device DAG-based orchestration framework that coordinates agents across different platforms",
   "license": null,
   "project_evidence": [
    "# Project Directory Structure",
    "This repository implements **UFO\u00b3**, a multi-tier AgentOS architecture spanning from single-device automation (UFO\u00b2) to cross-device orchestration (Galaxy)."
   ],
   "repository_evidence": [
    "## \ud83d\udcdd Additional Resources",
    "- **[GitHub Repository](https://github.com/microsoft/UFO)** - Source code and issues"
   ],
   "stars_evidence": null,
   "category_evidence": [
    "# Project Directory Structure",
    "- **\ud83c\udf0c Galaxy**: Multi-device DAG-based orchestration framework that coordinates agents across different platforms"
   ],
   "description_evidence": [
    "# Project Directory Structure",
    "- **\ud83c\udf0c Galaxy**: Multi-device DAG-based orchestration framework that coordinates agents across different platforms"
   ],
   "license_evidence": null
  },
  {
   "url": "https://forum.cloudron.io/topic/13494/openmanus",
   "project": "OpenManus",
   "repository": "https://github.com/mannaandpoem/OpenManus",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# \ud83d\udc4b OpenManus",
    "# ![\ud83d\udc4b](https://forum.cloudron.io/assets/plugins/nodebb-plugin-emoji/emoji/android/1f44b.png?v=1938083678c) OpenManus",
    "Manus is incredible, but OpenManus can achieve any idea without an *Invite Code* ![\ud83d\udeeb](https://forum.cloudron.io/assets/plugins/nodebb-plugin-emoji/emoji/android/1f6eb.png?v=1938083678c)!"
   ],
   "repository_evidence": [
    "# \ud83d\udc4b OpenManus",
    "1. Clone the repository:",
    "git clone https://github.com/mannaandpoem/OpenManus.git"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://forum.cloudron.io/topic/13494/openmanus",
   "project": "OpenManus-RL",
   "repository": "https://github.com/OpenManus/OpenManus-RL",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# \ud83d\udc4b OpenManus",
    "We're also excited to introduce [OpenManus-RL](https://github.com/OpenManus/OpenManus-RL), an open-source project dedicated to reinforcement learning (RL)- based (such as GRPO) tuning methods for LLM agents, developed collaboratively by researchers from UIUC and OpenManus."
   ],
   "repository_evidence": [
    "# \ud83d\udc4b OpenManus",
    "We're also excited to introduce [OpenManus-RL](https://github.com/OpenManus/OpenManus-RL), an open-source project dedicated to reinforcement learning (RL)- based (such as GRPO) tuning methods for LLM agents, developed collaboratively by researchers from UIUC and OpenManus."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://forum.cloudron.io/topic/13494/openmanus",
   "project": "MetaGPT",
   "repository": "https://github.com/geekan/MetaGPT",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# \ud83d\udc4b OpenManus",
    "Our team members [@Xinbin Liang](https://github.com/mannaandpoem) and [@Jinyu Xiang](https://github.com/XiangJinyu) (core authors), along with [@Zhaoyang Yu](https://github.com/MoshiQAQ), [@Jiayi Zhang](https://github.com/didiforgithub), and [@Sirui Hong](https://github.com/stellaHSR), we are from [@MetaGPT](https://github.com/geekan/MetaGPT)."
   ],
   "repository_evidence": [
    "# \ud83d\udc4b OpenManus",
    "Our team members [@Xinbin Liang](https://github.com/mannaandpoem) and [@Jinyu Xiang](https://github.com/XiangJinyu) (core authors), along with [@Zhaoyang Yu](https://github.com/MoshiQAQ), [@Jiayi Zhang](https://github.com/didiforgithub), and [@Sirui Hong](https://github.com/stellaHSR), we are from [@MetaGPT](https://github.com/geekan/MetaGPT)."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://everydev.ai/tools/fastagency",
   "project": "FastAgency",
   "repository": "github.com/ag2ai/fastagency",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# FastAgency",
    "FastAgency is an open-source Python framework maintained by ag2ai that accelerates the transition from prototype to production for multi-agent AI workflows."
   ],
   "repository_evidence": [
    "# FastAgency",
    "The project is licensed under Apache License 2.0 and hosted at github.com/ag2ai/fastagency."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://thevibefather.com/blog/best-open-source-ai-coding-agents",
   "project": "OpenCode",
   "repository": "https://github.com/sst/opencode",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Roundup",
    "| Agent | Best at | License | Price |",
    "| ![](https://thevibefather.com/img/logos/opencode-logo.svg?v=f1181425253f) OpenCode | Model-agnostic terminal work | MIT | Free + your keys |",
    "[OpenCode](https://github.com/sst/opencode) is the most-starred open-source coding agent, and it earns the spot the durable way."
   ],
   "repository_evidence": [
    "Roundup",
    "[OpenCode](https://github.com/sst/opencode) is the most-starred open-source coding agent, and it earns the spot the durable way."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://thevibefather.com/blog/best-open-source-ai-coding-agents",
   "project": "Cline",
   "repository": "https://cline.bot",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Roundup",
    "| Agent | Best at | License | Price |",
    "| ![](https://thevibefather.com/img/logos/cline-logo.png?v=7f29a123f0aa) Cline | In-editor autonomy (VS Code) | Open source | Free + your keys |",
    "[Cline](https://cline.bot) lives inside VS Code and leans hard into autonomy, it reads your project, plans, edits across files, runs commands, and asks for approval at the steps that matter."
   ],
   "repository_evidence": [
    "Roundup",
    "[Cline](https://cline.bot) lives inside VS Code and leans hard into autonomy, it reads your project, plans, edits across files, runs commands, and asks for approval at the steps that matter."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://thevibefather.com/blog/best-open-source-ai-coding-agents",
   "project": "Aider",
   "repository": "https://aider.chat",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Roundup",
    "| Agent | Best at | License | Price |",
    "| ![](https://thevibefather.com/img/logos/aider-logo.png?v=b6b847e7f562) Aider | Git-native precision & scripting | Open source | Free + your keys |",
    "[Aider](https://aider.chat) was git-native and BYOK before either was fashionable, and it remains the most precise, most scriptable tool in this group."
   ],
   "repository_evidence": [
    "Roundup",
    "[Aider](https://aider.chat) was git-native and BYOK before either was fashionable, and it remains the most precise, most scriptable tool in this group."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://thevibefather.com/blog/best-open-source-ai-coding-agents",
   "project": "Roo Code",
   "repository": "https://roocode.com",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Roundup",
    "| Agent | Best at | License | Price |",
    "| ![](https://thevibefather.com/img/logos/roo-code-logo.png?v=f4d5239a8dee) Roo Code | Customizable modes & control | Open source | Free + your keys |",
    "[Roo Code](https://roocode.com) grew out of the Cline lineage and pushes hardest on customization and control, configurable modes, granular permissions, and the kind of knobs that let you shape exactly how much initiative the agent takes and where."
   ],
   "repository_evidence": [
    "Roundup",
    "[Roo Code](https://roocode.com) grew out of the Cline lineage and pushes hardest on customization and control, configurable modes, granular permissions, and the kind of knobs that let you shape exactly how much initiative the agent takes and where."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://thevibefather.com/blog/best-open-source-ai-coding-agents",
   "project": "Goose",
   "repository": "https://github.com/block/goose",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Roundup",
    "| Agent | Best at | License | Price |",
    "| ![](https://thevibefather.com/img/logos/goose-logo.png?v=209f648743ff) Goose | Extensible agent framework | Open source | Free + your keys |",
    "Block's [Goose](https://github.com/block/goose) is less a single-purpose CLI and more an extensible open agent framework, it is built to be extended, wired into your own tools, and shaped into workflows beyond code editing."
   ],
   "repository_evidence": [
    "Roundup",
    "Block's [Goose](https://github.com/block/goose) is less a single-purpose CLI and more an extensible open agent framework, it is built to be extended, wired into your own tools, and shaped into workflows beyond code editing."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://hivebook.wiki/wiki/skyvern-ai-browser-automation-with-swarm-of-agents-and-computer-use",
   "project": "Skyvern",
   "repository": "https://github.com/Skyvern-AI/skyvern",
   "stars": "21700",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Skyvern is an open-source Python platform (AGPL-3.0, [Skyvern-AI/skyvern](https://github.com/Skyvern-AI/skyvern), ~21.7k stars at v1.0.36) that automates browser-based workflows with a *swarm of LLM agents* instead of brittle XPath/CSS selectors."
   ],
   "repository_evidence": [
    "Skyvern is an open-source Python platform (AGPL-3.0, [Skyvern-AI/skyvern](https://github.com/Skyvern-AI/skyvern), ~21.7k stars at v1.0.36) that automates browser-based workflows with a *swarm of LLM agents* instead of brittle XPath/CSS selectors."
   ],
   "stars_evidence": [
    "Skyvern is an open-source Python platform (AGPL-3.0, [Skyvern-AI/skyvern](https://github.com/Skyvern-AI/skyvern), ~21.7k stars at v1.0.36) that automates browser-based workflows with a *swarm of LLM agents* instead of brittle XPath/CSS selectors."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "http://arxiv.org/pdf/2509.10446v1",
   "project": "DeepDive",
   "repository": "https://github.com/THUDM/DeepDive",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "All datasets, models, and code\nare publicly available at https://github.com/THUDM/DeepDive.",
    "Abstract",
    "DeepDive: Advancing Deep Search Agents with\nKnowledge Graphs and Multi-Turn RL"
   ],
   "repository_evidence": [
    "All datasets, models, and code\nare publicly available at https://github.com/THUDM/DeepDive.",
    "Abstract",
    "DeepDive: Advancing Deep Search Agents with\nKnowledge Graphs and Multi-Turn RL"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.facts.dev/awesome/transformeroptimus/superagi",
   "project": "SuperAGI",
   "repository": null,
   "stars": "16000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# ![](https://avatars.githubusercontent.com/u/133493246?v=4) SuperAGI",
    "Autonomous AI Agent Framework"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "**16k** stars",
    "Autonomous AI Agent Framework"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.facts.dev/awesome/transformeroptimus/superagi",
   "project": "superagent-ai/superagent",
   "repository": "superagent-ai/superagent",
   "stars": "5391",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "| Repository | Description | Stars |",
    "| [ ![](https://avatars.githubusercontent.com/u/152537519?v=4) superagent-ai/superagent](/awesome/superagent-ai/superagent) | An open-source AI framework and API for building intelligent applications | 5,391 |"
   ],
   "repository_evidence": [
    "| Repository | Description | Stars |",
    "| [ ![](https://avatars.githubusercontent.com/u/152537519?v=4) superagent-ai/superagent](/awesome/superagent-ai/superagent) | An open-source AI framework and API for building intelligent applications | 5,391 |"
   ],
   "stars_evidence": [
    "| Repository | Description | Stars |",
    "| [ ![](https://avatars.githubusercontent.com/u/152537519?v=4) superagent-ai/superagent](/awesome/superagent-ai/superagent) | An open-source AI framework and API for building intelligent applications | 5,391 |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.facts.dev/awesome/transformeroptimus/superagi",
   "project": "microsoft/autogen",
   "repository": "microsoft/autogen",
   "stars": "35795",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "| Repository | Description | Stars |",
    "| [ ![](https://avatars.githubusercontent.com/u/6154722?v=4) microsoft/autogen](/awesome/microsoft/autogen) | A framework for building AI agent systems that enables the creation of autonomous applications with multiple large language models and advanced design patterns. | 35,795 |"
   ],
   "repository_evidence": [
    "| Repository | Description | Stars |",
    "| [ ![](https://avatars.githubusercontent.com/u/6154722?v=4) microsoft/autogen](/awesome/microsoft/autogen) | A framework for building AI agent systems that enables the creation of autonomous applications with multiple large language models and advanced design patterns. | 35,795 |"
   ],
   "stars_evidence": [
    "| Repository | Description | Stars |",
    "| [ ![](https://avatars.githubusercontent.com/u/6154722?v=4) microsoft/autogen](/awesome/microsoft/autogen) | A framework for building AI agent systems that enables the creation of autonomous applications with multiple large language models and advanced design patterns. | 35,795 |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.facts.dev/awesome/transformeroptimus/superagi",
   "project": "yoheinakajima/babyagi",
   "repository": "yoheinakajima/babyagi",
   "stars": "20585",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "| Repository | Description | Stars |",
    "| [ ![](https://avatars.githubusercontent.com/u/1701418?v=4) yoheinakajima/babyagi](/awesome/yoheinakajima/babyagi) | An experimental framework for building and managing the components of an autonomous agent | 20,585 |"
   ],
   "repository_evidence": [
    "| Repository | Description | Stars |",
    "| [ ![](https://avatars.githubusercontent.com/u/1701418?v=4) yoheinakajima/babyagi](/awesome/yoheinakajima/babyagi) | An experimental framework for building and managing the components of an autonomous agent | 20,585 |"
   ],
   "stars_evidence": [
    "| Repository | Description | Stars |",
    "| [ ![](https://avatars.githubusercontent.com/u/1701418?v=4) yoheinakajima/babyagi](/awesome/yoheinakajima/babyagi) | An experimental framework for building and managing the components of an autonomous agent | 20,585 |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.facts.dev/awesome/transformeroptimus/superagi",
   "project": "superduper-io/superduper",
   "repository": "superduper-io/superduper",
   "stars": "4868",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "| Repository | Description | Stars |",
    "| [ ![](https://avatars.githubusercontent.com/u/120034956?v=4) superduper-io/superduper](/awesome/superduper-io/superduper) | A framework for building end-to-end AI applications and workflows without data migration or MLOps implementation | 4,868 |"
   ],
   "repository_evidence": [
    "| Repository | Description | Stars |",
    "| [ ![](https://avatars.githubusercontent.com/u/120034956?v=4) superduper-io/superduper](/awesome/superduper-io/superduper) | A framework for building end-to-end AI applications and workflows without data migration or MLOps implementation | 4,868 |"
   ],
   "stars_evidence": [
    "| Repository | Description | Stars |",
    "| [ ![](https://avatars.githubusercontent.com/u/120034956?v=4) superduper-io/superduper](/awesome/superduper-io/superduper) | A framework for building end-to-end AI applications and workflows without data migration or MLOps implementation | 4,868 |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.facts.dev/awesome/transformeroptimus/superagi",
   "project": "nirdiamant/genai_agents",
   "repository": "nirdiamant/genai_agents",
   "stars": "4719",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "| Repository | Description | Stars |",
    "| [ ![](https://avatars.githubusercontent.com/u/28316913?v=4) nirdiamant/genai_agents](/awesome/nirdiamant/genai_agents) | Provides tutorials and implementations for various Generative AI Agent techniques, from basic to advanced. | 4,719 |"
   ],
   "repository_evidence": [
    "| Repository | Description | Stars |",
    "| [ ![](https://avatars.githubusercontent.com/u/28316913?v=4) nirdiamant/genai_agents](/awesome/nirdiamant/genai_agents) | Provides tutorials and implementations for various Generative AI Agent techniques, from basic to advanced. | 4,719 |"
   ],
   "stars_evidence": [
    "| Repository | Description | Stars |",
    "| [ ![](https://avatars.githubusercontent.com/u/28316913?v=4) nirdiamant/genai_agents](/awesome/nirdiamant/genai_agents) | Provides tutorials and implementations for various Generative AI Agent techniques, from basic to advanced. | 4,719 |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.facts.dev/awesome/transformeroptimus/superagi",
   "project": "muellerberndt/mini-agi",
   "repository": "muellerberndt/mini-agi",
   "stars": "2816",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "| Repository | Description | Stars |",
    "| [ ![](https://avatars.githubusercontent.com/u/5194767?v=4) muellerberndt/mini-agi](/awesome/muellerberndt/mini-agi) | An AI-powered Python script that generates visual content based on user objectives and executes tasks autonomously. | 2,816 |"
   ],
   "repository_evidence": [
    "| Repository | Description | Stars |",
    "| [ ![](https://avatars.githubusercontent.com/u/5194767?v=4) muellerberndt/mini-agi](/awesome/muellerberndt/mini-agi) | An AI-powered Python script that generates visual content based on user objectives and executes tasks autonomously. | 2,816 |"
   ],
   "stars_evidence": [
    "| Repository | Description | Stars |",
    "| [ ![](https://avatars.githubusercontent.com/u/5194767?v=4) muellerberndt/mini-agi](/awesome/muellerberndt/mini-agi) | An AI-powered Python script that generates visual content based on user objectives and executes tasks autonomously. | 2,816 |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.facts.dev/awesome/transformeroptimus/superagi",
   "project": "reworkd/agentgpt",
   "repository": "reworkd/agentgpt",
   "stars": "32076",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "| Repository | Description | Stars |",
    "| [ ![](https://avatars.githubusercontent.com/u/120154269?v=4) reworkd/agentgpt](/awesome/reworkd/agentgpt) | Enables users to create and deploy autonomous AI agents in a browser-based environment. | 32,076 |"
   ],
   "repository_evidence": [
    "| Repository | Description | Stars |",
    "| [ ![](https://avatars.githubusercontent.com/u/120154269?v=4) reworkd/agentgpt](/awesome/reworkd/agentgpt) | Enables users to create and deploy autonomous AI agents in a browser-based environment. | 32,076 |"
   ],
   "stars_evidence": [
    "| Repository | Description | Stars |",
    "| [ ![](https://avatars.githubusercontent.com/u/120154269?v=4) reworkd/agentgpt](/awesome/reworkd/agentgpt) | Enables users to create and deploy autonomous AI agents in a browser-based environment. | 32,076 |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.facts.dev/awesome/transformeroptimus/superagi",
   "project": "crewaiinc/crewai",
   "repository": "crewaiinc/crewai",
   "stars": "22550",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "| Repository | Description | Stars |",
    "| [ ![](https://avatars.githubusercontent.com/u/170677839?v=4) crewaiinc/crewai](/awesome/crewaiinc/crewai) | A framework for orchestrating role-playing, autonomous AI agents to work together seamlessly on complex tasks | 22,550 |"
   ],
   "repository_evidence": [
    "| Repository | Description | Stars |",
    "| [ ![](https://avatars.githubusercontent.com/u/170677839?v=4) crewaiinc/crewai](/awesome/crewaiinc/crewai) | A framework for orchestrating role-playing, autonomous AI agents to work together seamlessly on complex tasks | 22,550 |"
   ],
   "stars_evidence": [
    "| Repository | Description | Stars |",
    "| [ ![](https://avatars.githubusercontent.com/u/170677839?v=4) crewaiinc/crewai](/awesome/crewaiinc/crewai) | A framework for orchestrating role-playing, autonomous AI agents to work together seamlessly on complex tasks | 22,550 |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.facts.dev/awesome/transformeroptimus/superagi",
   "project": "openbmb/xagent",
   "repository": "openbmb/xagent",
   "stars": "8233",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "| Repository | Description | Stars |",
    "| [ ![](https://avatars.githubusercontent.com/u/89920203?v=4) openbmb/xagent](/awesome/openbmb/xagent) | An autonomous Large Language Model (LLM) agent designed to solve complex tasks | 8,233 |"
   ],
   "repository_evidence": [
    "| Repository | Description | Stars |",
    "| [ ![](https://avatars.githubusercontent.com/u/89920203?v=4) openbmb/xagent](/awesome/openbmb/xagent) | An autonomous Large Language Model (LLM) agent designed to solve complex tasks | 8,233 |"
   ],
   "stars_evidence": [
    "| Repository | Description | Stars |",
    "| [ ![](https://avatars.githubusercontent.com/u/89920203?v=4) openbmb/xagent](/awesome/openbmb/xagent) | An autonomous Large Language Model (LLM) agent designed to solve complex tasks | 8,233 |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.facts.dev/awesome/transformeroptimus/superagi",
   "project": "josh-xt/agixt",
   "repository": "josh-xt/agixt",
   "stars": "2674",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "| Repository | Description | Stars |",
    "| [ ![](https://avatars.githubusercontent.com/u/102809327?v=4) josh-xt/agixt](/awesome/josh-xt/agixt) | An AI platform that orchestrates instruction management and complex task execution across multiple AI providers | 2,674 |"
   ],
   "repository_evidence": [
    "| Repository | Description | Stars |",
    "| [ ![](https://avatars.githubusercontent.com/u/102809327?v=4) josh-xt/agixt](/awesome/josh-xt/agixt) | An AI platform that orchestrates instruction management and complex task execution across multiple AI providers | 2,674 |"
   ],
   "stars_evidence": [
    "| Repository | Description | Stars |",
    "| [ ![](https://avatars.githubusercontent.com/u/102809327?v=4) josh-xt/agixt](/awesome/josh-xt/agixt) | An AI platform that orchestrates instruction management and complex task execution across multiple AI providers | 2,674 |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.facts.dev/awesome/transformeroptimus/superagi",
   "project": "significant-gravitas/autogpt",
   "repository": "significant-gravitas/autogpt",
   "stars": "169186",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "| Repository | Description | Stars |",
    "| [ ![](https://avatars.githubusercontent.com/u/130738209?v=4) significant-gravitas/autogpt](/awesome/significant-gravitas/autogpt) | A platform for building and deploying autonomous AI agents to automate complex workflows | 169,186 |"
   ],
   "repository_evidence": [
    "| Repository | Description | Stars |",
    "| [ ![](https://avatars.githubusercontent.com/u/130738209?v=4) significant-gravitas/autogpt](/awesome/significant-gravitas/autogpt) | A platform for building and deploying autonomous AI agents to automate complex workflows | 169,186 |"
   ],
   "stars_evidence": [
    "| Repository | Description | Stars |",
    "| [ ![](https://avatars.githubusercontent.com/u/130738209?v=4) significant-gravitas/autogpt](/awesome/significant-gravitas/autogpt) | A platform for building and deploying autonomous AI agents to automate complex workflows | 169,186 |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.facts.dev/awesome/transformeroptimus/superagi",
   "project": "fetchai/uagents",
   "repository": "fetchai/uagents",
   "stars": "1158",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "| Repository | Description | Stars |",
    "| [ ![](https://avatars.githubusercontent.com/u/40889903?v=4) fetchai/uagents](/awesome/fetchai/uagents) | A framework for creating autonomous AI agents with simple decorators and cryptographic security. | 1,158 |"
   ],
   "repository_evidence": [
    "| Repository | Description | Stars |",
    "| [ ![](https://avatars.githubusercontent.com/u/40889903?v=4) fetchai/uagents](/awesome/fetchai/uagents) | A framework for creating autonomous AI agents with simple decorators and cryptographic security. | 1,158 |"
   ],
   "stars_evidence": [
    "| Repository | Description | Stars |",
    "| [ ![](https://avatars.githubusercontent.com/u/40889903?v=4) fetchai/uagents](/awesome/fetchai/uagents) | A framework for creating autonomous AI agents with simple decorators and cryptographic security. | 1,158 |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.facts.dev/awesome/transformeroptimus/superagi",
   "project": "portkey-ai/gateway",
   "repository": "portkey-ai/gateway",
   "stars": "6557",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "| Repository | Description | Stars |",
    "| [ ![](https://avatars.githubusercontent.com/u/131141116?v=4) portkey-ai/gateway](/awesome/portkey-ai/gateway) | A fast and secure routing service for integrating with large language models | 6,557 |"
   ],
   "repository_evidence": [
    "| Repository | Description | Stars |",
    "| [ ![](https://avatars.githubusercontent.com/u/131141116?v=4) portkey-ai/gateway](/awesome/portkey-ai/gateway) | A fast and secure routing service for integrating with large language models | 6,557 |"
   ],
   "stars_evidence": [
    "| Repository | Description | Stars |",
    "| [ ![](https://avatars.githubusercontent.com/u/131141116?v=4) portkey-ai/gateway](/awesome/portkey-ai/gateway) | A fast and secure routing service for integrating with large language models | 6,557 |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.facts.dev/awesome/transformeroptimus/superagi",
   "project": "agiresearch/openagi",
   "repository": "agiresearch/openagi",
   "stars": "1992",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "| Repository | Description | Stars |",
    "| [ ![](https://avatars.githubusercontent.com/u/130198651?v=4) agiresearch/openagi](/awesome/agiresearch/openagi) | Toolset for building and sharing agents for AI systems using large language models | 1,992 |"
   ],
   "repository_evidence": [
    "| Repository | Description | Stars |",
    "| [ ![](https://avatars.githubusercontent.com/u/130198651?v=4) agiresearch/openagi](/awesome/agiresearch/openagi) | Toolset for building and sharing agents for AI systems using large language models | 1,992 |"
   ],
   "stars_evidence": [
    "| Repository | Description | Stars |",
    "| [ ![](https://avatars.githubusercontent.com/u/130198651?v=4) agiresearch/openagi](/awesome/agiresearch/openagi) | Toolset for building and sharing agents for AI systems using large language models | 1,992 |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.facts.dev/awesome/transformeroptimus/superagi",
   "project": "livekit/agents",
   "repository": "livekit/agents",
   "stars": "4210",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "| Repository | Description | Stars |",
    "| [ ![](https://avatars.githubusercontent.com/u/69438833?v=4) livekit/agents](/awesome/livekit/agents) | An open-source framework for building real-time, multimodal AI applications with flexible integrations and a focus on voice agents and conversational flow. | 4,210 |"
   ],
   "repository_evidence": [
    "| Repository | Description | Stars |",
    "| [ ![](https://avatars.githubusercontent.com/u/69438833?v=4) livekit/agents](/awesome/livekit/agents) | An open-source framework for building real-time, multimodal AI applications with flexible integrations and a focus on voice agents and conversational flow. | 4,210 |"
   ],
   "stars_evidence": [
    "| Repository | Description | Stars |",
    "| [ ![](https://avatars.githubusercontent.com/u/69438833?v=4) livekit/agents](/awesome/livekit/agents) | An open-source framework for building real-time, multimodal AI applications with flexible integrations and a focus on voice agents and conversational flow. | 4,210 |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://o-mega.ai/articles/agentic-computer-use-the-ultimate-deep-guide-2026",
   "project": "Browser Use",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "The definitive July 2026 guide to AI agents that operate computers: benchmarks, browsers, pricing, law, security, and the platforms that actually work.",
    "## The 2026 Assessment: Every Major Computer Use Agent, Scored",
    "| # | Platform | What It Does | Capability (30%) | Cost & Access (25%) | Reliability & Safety (25%) | Ecosystem (20%) | Final |",
    "| 2 | **Browser Use** | Open-source browser agent + bu-max cloud | 10 - 97% Online-Mind2Web, the record | 8 - open-source core free, cloud usage-based | 7 - self-host burden, fewer managed guardrails | 8 - huge OSS community, cloud API | **8.4** |"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://o-mega.ai/articles/agentic-computer-use-the-ultimate-deep-guide-2026",
   "project": "UI-TARS-2",
   "repository": "https://github.com/bytedance/UI-TARS-desktop",
   "stars": "37800",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "The definitive July 2026 guide to AI agents that operate computers: benchmarks, browsers, pricing, law, security, and the platforms that actually work.",
    "## The 2026 Assessment: Every Major Computer Use Agent, Scored",
    "| # | Platform | What It Does | Capability (30%) | Cost & Access (25%) | Reliability & Safety (25%) | Ecosystem (20%) | Final |",
    "| 6 | **ByteDance UI-TARS-2** | Open-source native GUI agent model + desktop stack | 8 - 88.2% Online-Mind2Web | 9 - free, open weights, 37.8k GitHub stars | 5 - bring-your-own guardrails | 6 - strong OSS traction, thinner enterprise story | **7.1** |",
    "### 4.6 ByteDance UI-TARS-2: open weights at near-frontier capability",
    "UI-TARS is ByteDance's open-source GUI agent stack, and it has quietly become the **most-starred computer use project** on GitHub at **37.8k stars** - [GitHub](https://github.com/bytedance/UI-TARS-desktop)."
   ],
   "repository_evidence": [
    "The definitive July 2026 guide to AI agents that operate computers: benchmarks, browsers, pricing, law, security, and the platforms that actually work.",
    "### 4.6 ByteDance UI-TARS-2: open weights at near-frontier capability",
    "UI-TARS is ByteDance's open-source GUI agent stack, and it has quietly become the **most-starred computer use project** on GitHub at **37.8k stars** - [GitHub](https://github.com/bytedance/UI-TARS-desktop)."
   ],
   "stars_evidence": [
    "The definitive July 2026 guide to AI agents that operate computers: benchmarks, browsers, pricing, law, security, and the platforms that actually work.",
    "## The 2026 Assessment: Every Major Computer Use Agent, Scored",
    "| # | Platform | What It Does | Capability (30%) | Cost & Access (25%) | Reliability & Safety (25%) | Ecosystem (20%) | Final |",
    "| 6 | **ByteDance UI-TARS-2** | Open-source native GUI agent model + desktop stack | 8 - 88.2% Online-Mind2Web | 9 - free, open weights, 37.8k GitHub stars | 5 - bring-your-own guardrails | 6 - strong OSS traction, thinner enterprise story | **7.1** |",
    "### 4.6 ByteDance UI-TARS-2: open weights at near-frontier capability",
    "UI-TARS is ByteDance's open-source GUI agent stack, and it has quietly become the **most-starred computer use project** on GitHub at **37.8k stars** - [GitHub](https://github.com/bytedance/UI-TARS-desktop)."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://o-mega.ai/articles/agentic-computer-use-the-ultimate-deep-guide-2026",
   "project": "Simular Agent S3",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "The definitive July 2026 guide to AI agents that operate computers: benchmarks, browsers, pricing, law, security, and the platforms that actually work.",
    "## The 2026 Assessment: Every Major Computer Use Agent, Scored",
    "| # | Platform | What It Does | Capability (30%) | Cost & Access (25%) | Reliability & Safety (25%) | Ecosystem (20%) | Final |",
    "| 10 | **Simular Agent S3** | Open agent framework, best-of-N behavior search | 8 - 72.6% OSWorld, above human baseline | 6 - free framework, compute costs on you | 6 - research-grade, not managed | 6 - academic gravity, smaller community | **6.6** |"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://pypi.org/project/composio-julep/0.6.0rc1",
   "project": "Composio",
   "repository": "https://github.com/ComposioHQ/composio",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "- [ Homepage](https://github.com/ComposioHQ/composio)",
    "Use Composio to get an array of tools with your Julep wokflow."
   ],
   "repository_evidence": [
    "- [ Homepage](https://github.com/ComposioHQ/composio)",
    "Use Composio to get an array of tools with your Julep wokflow."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://pypi.org/project/composio-julep/0.6.0rc1",
   "project": "Julep",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Use Composio to get an array of tools with your Julep wokflow.",
    "Streamline the integration of Composio within the Julep agentic framework to enhance the interaction capabilities of Julep agents with external applications, significantly extending their operational range and efficiency."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://atlaai.substack.com/p/comparing-ai-agent-frameworks-a-guide",
   "project": "LangGraph",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "This guide walks through nine widely-used or growing open-source agent frameworks: LangGraph, AutoGen, CrewAI, Agno, LlamaIndex, Semantic Kernel, SmolAgents, OpenAI Agents SDK, and Google Agent Development Kit.",
    "LangGraph is a Python framework for building LLM agents as stateful programs with graph-based control flow."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://atlaai.substack.com/p/comparing-ai-agent-frameworks-a-guide",
   "project": "AutoGen",
   "repository": "https://github.com/microsoft/autogen",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "This guide walks through nine widely-used or growing open-source agent frameworks: LangGraph, AutoGen, CrewAI, Agno, LlamaIndex, Semantic Kernel, SmolAgents, OpenAI Agents SDK, and Google Agent Development Kit.",
    "AutoGen, developed by Microsoft Research, is a multi-agent framework built around the philosophy of collaborative reasoning through conversation."
   ],
   "repository_evidence": [
    "This guide walks through nine widely-used or growing open-source agent frameworks: LangGraph, AutoGen, CrewAI, Agno, LlamaIndex, Semantic Kernel, SmolAgents, OpenAI Agents SDK, and Google Agent Development Kit.",
    "[AutoGen GitHub](https://github.com/microsoft/autogen)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://atlaai.substack.com/p/comparing-ai-agent-frameworks-a-guide",
   "project": "CrewAI",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "This guide walks through nine widely-used or growing open-source agent frameworks: LangGraph, AutoGen, CrewAI, Agno, LlamaIndex, Semantic Kernel, SmolAgents, OpenAI Agents SDK, and Google Agent Development Kit.",
    "CrewAI builds agents using a team-based, role-driven design."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://atlaai.substack.com/p/comparing-ai-agent-frameworks-a-guide",
   "project": "Agno",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "This guide walks through nine widely-used or growing open-source agent frameworks: LangGraph, AutoGen, CrewAI, Agno, LlamaIndex, Semantic Kernel, SmolAgents, OpenAI Agents SDK, and Google Agent Development Kit.",
    "Agno (formerly Phidata) is an agent framework designed for composability, performance, and clean integration."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://atlaai.substack.com/p/comparing-ai-agent-frameworks-a-guide",
   "project": "LlamaIndex",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "This guide walks through nine widely-used or growing open-source agent frameworks: LangGraph, AutoGen, CrewAI, Agno, LlamaIndex, Semantic Kernel, SmolAgents, OpenAI Agents SDK, and Google Agent Development Kit.",
    "LlamaIndex originated as a retrieval-augmented generation (RAG) framework, but has expanded into a broader platform for building document-aware agents."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://atlaai.substack.com/p/comparing-ai-agent-frameworks-a-guide",
   "project": "Semantic Kernel",
   "repository": "https://github.com/microsoft/semantic-kernel",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "This guide walks through nine widely-used or growing open-source agent frameworks: LangGraph, AutoGen, CrewAI, Agno, LlamaIndex, Semantic Kernel, SmolAgents, OpenAI Agents SDK, and Google Agent Development Kit.",
    "Semantic Kernel is Microsoft\u2019s orchestration framework for embedding AI agents into enterprise software."
   ],
   "repository_evidence": [
    "This guide walks through nine widely-used or growing open-source agent frameworks: LangGraph, AutoGen, CrewAI, Agno, LlamaIndex, Semantic Kernel, SmolAgents, OpenAI Agents SDK, and Google Agent Development Kit.",
    "[Semantic Kernel GitHub](https://github.com/microsoft/semantic-kernel)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://atlaai.substack.com/p/comparing-ai-agent-frameworks-a-guide",
   "project": "SmolAgents",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "This guide walks through nine widely-used or growing open-source agent frameworks: LangGraph, AutoGen, CrewAI, Agno, LlamaIndex, Semantic Kernel, SmolAgents, OpenAI Agents SDK, and Google Agent Development Kit.",
    "SmolAgents is a minimalist framework by Hugging Face that aims to keep agent design simple, fast, and transparent."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://atlaai.substack.com/p/comparing-ai-agent-frameworks-a-guide",
   "project": "OpenAI Agents SDK",
   "repository": "https://openai.github.io/openai-agents-python/",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "This guide walks through nine widely-used or growing open-source agent frameworks: LangGraph, AutoGen, CrewAI, Agno, LlamaIndex, Semantic Kernel, SmolAgents, OpenAI Agents SDK, and Google Agent Development Kit.",
    "The OpenAI Agents SDK is an open-source Python framework for building multi-agent workflows, released recently in March 2025 as a production-ready upgrade to OpenAI\u2019s experimental Swarm project."
   ],
   "repository_evidence": [
    "This guide walks through nine widely-used or growing open-source agent frameworks: LangGraph, AutoGen, CrewAI, Agno, LlamaIndex, Semantic Kernel, SmolAgents, OpenAI Agents SDK, and Google Agent Development Kit.",
    "[OpenAI Agents GitHub](https://openai.github.io/openai-agents-python/)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://atlaai.substack.com/p/comparing-ai-agent-frameworks-a-guide",
   "project": "Google Agent Development Kit",
   "repository": "https://google.github.io/adk-docs/",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "This guide walks through nine widely-used or growing open-source agent frameworks: LangGraph, AutoGen, CrewAI, Agno, LlamaIndex, Semantic Kernel, SmolAgents, OpenAI Agents SDK, and Google Agent Development Kit.",
    "Google\u2019s Agent Development Kit (ADK) is an open-source Python framework launched at Google Cloud NEXT 2025 for building production-grade AI agents and multi-agent systems."
   ],
   "repository_evidence": [
    "This guide walks through nine widely-used or growing open-source agent frameworks: LangGraph, AutoGen, CrewAI, Agno, LlamaIndex, Semantic Kernel, SmolAgents, OpenAI Agents SDK, and Google Agent Development Kit.",
    "Google ADK GitHub](https://google.github.io/adk-docs/)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/NirDiamant/Agent_Memory_Techniques/blob/main/all_techniques/26_letta_memgpt_patterns/README.md",
   "project": "Letta",
   "repository": "https://github.com/letta-ai/letta",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Letta (MemGPT) Patterns",
    "- Letta GitHub repository: [https://github.com/letta-ai/letta](https://github.com/letta-ai/letta)"
   ],
   "repository_evidence": [
    "# Letta (MemGPT) Patterns",
    "- Letta GitHub repository: [https://github.com/letta-ai/letta](https://github.com/letta-ai/letta)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://libhunt.com/compare-babyagi-asi-vs-EdgeChains",
   "project": "babyagi-asi",
   "repository": "https://github.com/oliveirabruno01/babyagi-asi",
   "stars": "801",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "SaaSHub - Software Alternatives and Reviews",
    "| [babyagi-asi](/r/babyagi-asi) | | [EdgeChains](/r/EdgeChains) |"
   ],
   "repository_evidence": [
    "SaaSHub - Software Alternatives and Reviews",
    "This is a modified version of babyagi, without \"memory\" yet but with real ability to perform the tasks: https://github.com/oliveirabruno01/babyagi-asi"
   ],
   "stars_evidence": [
    "SaaSHub - Software Alternatives and Reviews",
    "**Stars** - the number of stars that a project has on GitHub. **Growth** - month over month growth in stars.",
    "| 801 | | 424 |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://libhunt.com/compare-babyagi-asi-vs-EdgeChains",
   "project": "EdgeChains",
   "repository": "https://github.com/arakoodev/EdgeChains",
   "stars": "424",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "SaaSHub - Software Alternatives and Reviews",
    "| [babyagi-asi](/r/babyagi-asi) | | [EdgeChains](/r/EdgeChains) |"
   ],
   "repository_evidence": [
    "SaaSHub - Software Alternatives and Reviews",
    "> We build a WASM compiler to compile our prompts and chains into webassembly. Honojs was a critical part of it.",
    "> https://github.com/arakoodev/EdgeChains/"
   ],
   "stars_evidence": [
    "SaaSHub - Software Alternatives and Reviews",
    "**Stars** - the number of stars that a project has on GitHub. **Growth** - month over month growth in stars.",
    "| 801 | | 424 |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://graphcanon.com/tools/microsoft-ufo",
   "project": "UFO",
   "repository": "https://github.com/microsoft/UFO",
   "stars": "9300",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# UFO",
    "[microsoft/UFO](https://github.com/microsoft/UFO)"
   ],
   "repository_evidence": [
    "[microsoft/UFO](https://github.com/microsoft/UFO)"
   ],
   "stars_evidence": [
    "9.3k stars1.0k forksLast push 1mo Python MIT"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://theresanaiforthat.com/company/foundationagents/repository/OpenManus",
   "project": "OpenManus",
   "repository": "https://github.com/FoundationAgents/OpenManus",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "OpenManus is Coming.",
    "# \ud83d\udc4b OpenManus"
   ],
   "repository_evidence": [
    "git clone https://github.com/FoundationAgents/OpenManus.git cd OpenManus",
    "OpenManus is Coming."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://theresanaiforthat.com/company/foundationagents/repository/OpenManus",
   "project": "OpenManus-RL",
   "repository": "https://github.com/OpenManus/OpenManus-RL",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "We're also excited to introduce [OpenManus-RL](https://github.com/OpenManus/OpenManus-RL), an open-source project dedicated to reinforcement learning (RL)- based (such as GRPO) tuning methods for LLM agents, developed collaboratively by researchers from UIUC and OpenManus.",
    "OpenManus is Coming."
   ],
   "repository_evidence": [
    "We're also excited to introduce [OpenManus-RL](https://github.com/OpenManus/OpenManus-RL), an open-source project dedicated to reinforcement learning (RL)- based (such as GRPO) tuning methods for LLM agents, developed collaboratively by researchers from UIUC and OpenManus.",
    "OpenManus is Coming."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/souzatharsis/awesome-LLM-resourses",
   "project": "AutoGen",
   "repository": "https://github.com/microsoft/autogen",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "1. [AutoGen](https://github.com/microsoft/autogen): AutoGen is a framework that enables the development of LLM applications using multiple agents that can converse with each other to solve tasks. [AutoGen AIStudio](https://autogen-studio.com/)"
   ],
   "repository_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "1. [AutoGen](https://github.com/microsoft/autogen): AutoGen is a framework that enables the development of LLM applications using multiple agents that can converse with each other to solve tasks. [AutoGen AIStudio](https://autogen-studio.com/)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/souzatharsis/awesome-LLM-resourses",
   "project": "CrewAI",
   "repository": "https://github.com/joaomdmoura/crewAI",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "2. [CrewAI](https://github.com/joaomdmoura/crewAI): Framework for orchestrating role-playing, autonomous AI agents. By fostering collaborative intelligence, CrewAI empowers agents to work together seamlessly, tackling complex tasks."
   ],
   "repository_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "2. [CrewAI](https://github.com/joaomdmoura/crewAI): Framework for orchestrating role-playing, autonomous AI agents. By fostering collaborative intelligence, CrewAI empowers agents to work together seamlessly, tackling complex tasks."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/souzatharsis/awesome-LLM-resourses",
   "project": "AgentGPT",
   "repository": "https://github.com/reworkd/AgentGPT",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "4. [AgentGPT](https://github.com/reworkd/AgentGPT): Assemble, configure, and deploy autonomous AI Agents in your browser."
   ],
   "repository_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "4. [AgentGPT](https://github.com/reworkd/AgentGPT): Assemble, configure, and deploy autonomous AI Agents in your browser."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/souzatharsis/awesome-LLM-resourses",
   "project": "XAgent",
   "repository": "https://github.com/OpenBMB/XAgent",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "5. [XAgent](https://github.com/OpenBMB/XAgent): An Autonomous LLM Agent for Complex Task Solving."
   ],
   "repository_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "5. [XAgent](https://github.com/OpenBMB/XAgent): An Autonomous LLM Agent for Complex Task Solving."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/souzatharsis/awesome-LLM-resourses",
   "project": "MobileAgent",
   "repository": "https://github.com/X-PLUG/MobileAgent",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "6. [MobileAgent](https://github.com/X-PLUG/MobileAgent): The Powerful Mobile Device Operation Assistant Family."
   ],
   "repository_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "6. [MobileAgent](https://github.com/X-PLUG/MobileAgent): The Powerful Mobile Device Operation Assistant Family."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/souzatharsis/awesome-LLM-resourses",
   "project": "Lagent",
   "repository": "https://github.com/InternLM/lagent",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "7. [Lagent](https://github.com/InternLM/lagent): A lightweight framework for building LLM-based agents."
   ],
   "repository_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "7. [Lagent](https://github.com/InternLM/lagent): A lightweight framework for building LLM-based agents."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/souzatharsis/awesome-LLM-resourses",
   "project": "Qwen-Agent",
   "repository": "https://github.com/QwenLM/Qwen-Agent",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "8. [Qwen-Agent](https://github.com/QwenLM/Qwen-Agent): Agent framework and applications built upon Qwen2, featuring Function Calling, Code Interpreter, RAG, and Chrome extension."
   ],
   "repository_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "8. [Qwen-Agent](https://github.com/QwenLM/Qwen-Agent): Agent framework and applications built upon Qwen2, featuring Function Calling, Code Interpreter, RAG, and Chrome extension."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/souzatharsis/awesome-LLM-resourses",
   "project": "agentUniverse",
   "repository": "https://github.com/alipay/agentUniverse",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "11. [agentUniverse](https://github.com/alipay/agentUniverse): agentUniverse is a LLM multi-agent framework that allows developers to easily build multi-agent applications. Furthermore, through the community, they can exchange and share practices of patterns across different domains."
   ],
   "repository_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "11. [agentUniverse](https://github.com/alipay/agentUniverse): agentUniverse is a LLM multi-agent framework that allows developers to easily build multi-agent applications. Furthermore, through the community, they can exchange and share practices of patterns across different domains."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/souzatharsis/awesome-LLM-resourses",
   "project": "LazyLLM",
   "repository": "https://github.com/LazyAGI/LazyLLM",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "12. [LazyLLM](https://github.com/LazyAGI/LazyLLM): \u4f4e\u4ee3\u7801\u6784\u5efa\u591aAgent\u5927\u6a21\u578b\u5e94\u7528\u7684\u5f00\u53d1\u5de5\u5177"
   ],
   "repository_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "12. [LazyLLM](https://github.com/LazyAGI/LazyLLM): \u4f4e\u4ee3\u7801\u6784\u5efa\u591aAgent\u5927\u6a21\u578b\u5e94\u7528\u7684\u5f00\u53d1\u5de5\u5177"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/souzatharsis/awesome-LLM-resourses",
   "project": "AgentScope",
   "repository": "https://github.com/modelscope/agentscope",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "13. [AgentScope](https://github.com/modelscope/agentscope): Start building LLM-empowered multi-agent applications in an easier way."
   ],
   "repository_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "13. [AgentScope](https://github.com/modelscope/agentscope): Start building LLM-empowered multi-agent applications in an easier way."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/souzatharsis/awesome-LLM-resourses",
   "project": "MoA",
   "repository": "https://github.com/togethercomputer/MoA",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "14. [MoA](https://github.com/togethercomputer/MoA): Mixture of Agents (MoA) is a novel approach that leverages the collective strengths of multiple LLMs to enhance performance, achieving state-of-the-art results."
   ],
   "repository_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "14. [MoA](https://github.com/togethercomputer/MoA): Mixture of Agents (MoA) is a novel approach that leverages the collective strengths of multiple LLMs to enhance performance, achieving state-of-the-art results."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/souzatharsis/awesome-LLM-resourses",
   "project": "Agently",
   "repository": "https://github.com/Maplemx/Agently",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "15. [Agently](https://github.com/Maplemx/Agently): AI Agent Application Development Framework."
   ],
   "repository_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "15. [Agently](https://github.com/Maplemx/Agently): AI Agent Application Development Framework."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/souzatharsis/awesome-LLM-resourses",
   "project": "OmAgent",
   "repository": "https://github.com/om-ai-lab/OmAgent",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "16. [OmAgent](https://github.com/om-ai-lab/OmAgent): A multimodal agent framework for solving complex tasks."
   ],
   "repository_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "16. [OmAgent](https://github.com/om-ai-lab/OmAgent): A multimodal agent framework for solving complex tasks."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/souzatharsis/awesome-LLM-resourses",
   "project": "Tribe",
   "repository": "https://github.com/StreetLamb/tribe",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "17. [Tribe](https://github.com/StreetLamb/tribe): No code tool to rapidly build and coordinate multi-agent teams."
   ],
   "repository_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "17. [Tribe](https://github.com/StreetLamb/tribe): No code tool to rapidly build and coordinate multi-agent teams."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/souzatharsis/awesome-LLM-resourses",
   "project": "CAMEL",
   "repository": "https://github.com/camel-ai/camel",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "18. [CAMEL](https://github.com/camel-ai/camel): First LLM multi-agent framework and an open-source community dedicated to finding the scaling law of agents."
   ],
   "repository_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "18. [CAMEL](https://github.com/camel-ai/camel): First LLM multi-agent framework and an open-source community dedicated to finding the scaling law of agents."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/souzatharsis/awesome-LLM-resourses",
   "project": "PraisonAI",
   "repository": "https://github.com/MervinPraison/PraisonAI/",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "19. [PraisonAI](https://github.com/MervinPraison/PraisonAI/): PraisonAI application combines AutoGen and CrewAI or similar frameworks into a low-code solution for building and managing multi-agent LLM systems, focusing on simplicity, customisation, and efficient human-agent collaboration."
   ],
   "repository_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "19. [PraisonAI](https://github.com/MervinPraison/PraisonAI/): PraisonAI application combines AutoGen and CrewAI or similar frameworks into a low-code solution for building and managing multi-agent LLM systems, focusing on simplicity, customisation, and efficient human-agent collaboration."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/souzatharsis/awesome-LLM-resourses",
   "project": "IoA",
   "repository": "https://github.com/openbmb/ioa",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "20. [IoA](https://github.com/openbmb/ioa): An open-source framework for collaborative AI agents, enabling diverse, distributed agents to team up and tackle complex tasks through internet-like connectivity."
   ],
   "repository_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "20. [IoA](https://github.com/openbmb/ioa): An open-source framework for collaborative AI agents, enabling diverse, distributed agents to team up and tackle complex tasks through internet-like connectivity."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/souzatharsis/awesome-LLM-resourses",
   "project": "llama-agentic-system",
   "repository": "https://github.com/meta-llama/llama-agentic-system",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "21. [llama-agentic-system ](https://github.com/meta-llama/llama-agentic-system): Agentic components of the Llama Stack APIs."
   ],
   "repository_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "21. [llama-agentic-system ](https://github.com/meta-llama/llama-agentic-system): Agentic components of the Llama Stack APIs."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/souzatharsis/awesome-LLM-resourses",
   "project": "Agent Zero",
   "repository": "https://github.com/frdel/agent-zero",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "22. [Agent Zero](https://github.com/frdel/agent-zero): Agent Zero is not a predefined agentic framework. It is designed to be dynamic, organically growing, and learning as you use it."
   ],
   "repository_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "22. [Agent Zero](https://github.com/frdel/agent-zero): Agent Zero is not a predefined agentic framework. It is designed to be dynamic, organically growing, and learning as you use it."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/souzatharsis/awesome-LLM-resourses",
   "project": "Agents",
   "repository": "https://github.com/aiwaves-cn/agents",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "23. [Agents](https://github.com/aiwaves-cn/agents): An Open-source Framework for Data-centric, Self-evolving Autonomous Language Agents."
   ],
   "repository_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "23. [Agents](https://github.com/aiwaves-cn/agents): An Open-source Framework for Data-centric, Self-evolving Autonomous Language Agents."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/souzatharsis/awesome-LLM-resourses",
   "project": "AgentScope",
   "repository": "https://github.com/modelscope/agentscope",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "24. [AgentScope](https://github.com/modelscope/agentscope): Start building LLM-empowered multi-agent applications in an easier way."
   ],
   "repository_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "24. [AgentScope](https://github.com/modelscope/agentscope): Start building LLM-empowered multi-agent applications in an easier way."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/souzatharsis/awesome-LLM-resourses",
   "project": "FastAgency",
   "repository": "https://github.com/airtai/fastagency",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "25. [FastAgency](https://github.com/airtai/fastagency): The fastest way to bring multi-agent workflows to production."
   ],
   "repository_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "25. [FastAgency](https://github.com/airtai/fastagency): The fastest way to bring multi-agent workflows to production."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/souzatharsis/awesome-LLM-resourses",
   "project": "Swarm",
   "repository": "https://github.com/openai/swarm",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "26. [Swarm](https://github.com/openai/swarm): Framework for building, orchestrating and deploying multi-agent systems. Managed by OpenAI Solutions team. Experimental framework."
   ],
   "repository_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "26. [Swarm](https://github.com/openai/swarm): Framework for building, orchestrating and deploying multi-agent systems. Managed by OpenAI Solutions team. Experimental framework."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/souzatharsis/awesome-LLM-resourses",
   "project": "Agent-S",
   "repository": "https://github.com/simular-ai/Agent-S",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "27. [Agent-S](https://github.com/simular-ai/Agent-S): an open agentic framework that uses computers like a human."
   ],
   "repository_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "27. [Agent-S](https://github.com/simular-ai/Agent-S): an open agentic framework that uses computers like a human."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/souzatharsis/awesome-LLM-resourses",
   "project": "PydanticAI",
   "repository": "https://github.com/pydantic/pydantic-ai",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "28. [PydanticAI](https://github.com/pydantic/pydantic-ai): Agent Framework / shim to use Pydantic with LLMs."
   ],
   "repository_evidence": [
    "## \u667a\u80fd\u4f53 Agents",
    "28. [PydanticAI](https://github.com/pydantic/pydantic-ai): Agent Framework / shim to use Pydantic with LLMs."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/souzatharsis/awesome-LLM-resourses",
   "project": "TEN",
   "repository": "https://github.com/TEN-framework/ten_framework",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## \u77e5\u8bc6\u5e93 RAG",
    "22. [TEN](https://github.com/TEN-framework/ten_framework): the Next-Gen AI-Agent Framework, the world's first truly real-time multimodal AI agent framework."
   ],
   "repository_evidence": [
    "## \u77e5\u8bc6\u5e93 RAG",
    "22. [TEN](https://github.com/TEN-framework/ten_framework): the Next-Gen AI-Agent Framework, the world's first truly real-time multimodal AI agent framework."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/souzatharsis/awesome-LLM-resourses",
   "project": "MindSearch",
   "repository": "https://github.com/InternLM/MindSearch",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## \u641c\u7d22 Search",
    "2. [MindSearch](https://github.com/InternLM/MindSearch): An LLM-based Multi-agent Framework of Web Search Engine (like Perplexity.ai Pro and SearchGPT)."
   ],
   "repository_evidence": [
    "## \u641c\u7d22 Search",
    "2. [MindSearch](https://github.com/InternLM/MindSearch): An LLM-based Multi-agent Framework of Web Search Engine (like Perplexity.ai Pro and SearchGPT)."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://tech-odyssey.hashnode.dev/the-rise-of-open-source-ai-coding-agents-in-your-terminal-2026-overview",
   "project": "OpenCode",
   "repository": null,
   "stars": "165000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Quick Comparison of Leading Open Source CLI Coding Agents",
    "| Agent | GitHub Stars | License | Local Model Support | Best Suited For |",
    "| OpenCode | ~165k | MIT | Yes (Ollama) | General purpose, flexible choice |",
    "OpenCode surged past 165,000 GitHub stars while navigating a public disagreement with Anthropic about login methods."
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "Quick Comparison of Leading Open Source CLI Coding Agents",
    "| Agent | GitHub Stars | License | Local Model Support | Best Suited For |",
    "| OpenCode | ~165k | MIT | Yes (Ollama) | General purpose, flexible choice |",
    "OpenCode surged past 165,000 GitHub stars while navigating a public disagreement with Anthropic about login methods."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://tech-odyssey.hashnode.dev/the-rise-of-open-source-ai-coding-agents-in-your-terminal-2026-overview",
   "project": "Roo Code",
   "repository": null,
   "stars": "24000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Block transferred Goose to the Linux Foundation, and Roo Code, once holding 24,000 stars, decided to archive its repository."
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "Block transferred Goose to the Linux Foundation, and Roo Code, once holding 24,000 stars, decided to archive its repository."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://tech-odyssey.hashnode.dev/the-rise-of-open-source-ai-coding-agents-in-your-terminal-2026-overview",
   "project": "Pi",
   "repository": null,
   "stars": "54000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Quick Comparison of Leading Open Source CLI Coding Agents",
    "| Agent | GitHub Stars | License | Local Model Support | Best Suited For |",
    "| Pi | ~54k | MIT | Yes | Lightweight and customizable |",
    "Meanwhile, a fresh tool called Pi, created by Armin Ronacher of Flask fame, quickly gained 54,000 stars with its impressively lightweight approach."
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "Quick Comparison of Leading Open Source CLI Coding Agents",
    "| Agent | GitHub Stars | License | Local Model Support | Best Suited For |",
    "| Pi | ~54k | MIT | Yes | Lightweight and customizable |",
    "Meanwhile, a fresh tool called Pi, created by Armin Ronacher of Flask fame, quickly gained 54,000 stars with its impressively lightweight approach."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://tech-odyssey.hashnode.dev/the-rise-of-open-source-ai-coding-agents-in-your-terminal-2026-overview",
   "project": "OpenAI Codex CLI",
   "repository": null,
   "stars": "85000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Quick Comparison of Leading Open Source CLI Coding Agents",
    "| Agent | GitHub Stars | License | Local Model Support | Best Suited For |",
    "| OpenAI Codex CLI | ~85k | Apache-2.0 | Yes (--oss) | OpenAI users needing safety |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "Quick Comparison of Leading Open Source CLI Coding Agents",
    "| Agent | GitHub Stars | License | Local Model Support | Best Suited For |",
    "| OpenAI Codex CLI | ~85k | Apache-2.0 | Yes (--oss) | OpenAI users needing safety |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://tech-odyssey.hashnode.dev/the-rise-of-open-source-ai-coding-agents-in-your-terminal-2026-overview",
   "project": "OpenHands",
   "repository": null,
   "stars": "75000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Quick Comparison of Leading Open Source CLI Coding Agents",
    "| Agent | GitHub Stars | License | Local Model Support | Best Suited For |",
    "| OpenHands | ~75k | MIT | Yes | Autonomous and CI/CD tasks |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "Quick Comparison of Leading Open Source CLI Coding Agents",
    "| Agent | GitHub Stars | License | Local Model Support | Best Suited For |",
    "| OpenHands | ~75k | MIT | Yes | Autonomous and CI/CD tasks |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://tech-odyssey.hashnode.dev/the-rise-of-open-source-ai-coding-agents-in-your-terminal-2026-overview",
   "project": "Cline",
   "repository": null,
   "stars": "62000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Quick Comparison of Leading Open Source CLI Coding Agents",
    "| Agent | GitHub Stars | License | Local Model Support | Best Suited For |",
    "| Cline | ~62k | Apache-2.0 | Yes | Multi-environment agent use |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "Quick Comparison of Leading Open Source CLI Coding Agents",
    "| Agent | GitHub Stars | License | Local Model Support | Best Suited For |",
    "| Cline | ~62k | Apache-2.0 | Yes | Multi-environment agent use |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://tech-odyssey.hashnode.dev/the-rise-of-open-source-ai-coding-agents-in-your-terminal-2026-overview",
   "project": "Goose",
   "repository": null,
   "stars": "46000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Quick Comparison of Leading Open Source CLI Coding Agents",
    "| Agent | GitHub Stars | License | Local Model Support | Best Suited For |",
    "| Goose | ~46k | Apache-2.0 | Yes | Broader automation tasks |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "Quick Comparison of Leading Open Source CLI Coding Agents",
    "| Agent | GitHub Stars | License | Local Model Support | Best Suited For |",
    "| Goose | ~46k | Apache-2.0 | Yes | Broader automation tasks |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://tech-odyssey.hashnode.dev/the-rise-of-open-source-ai-coding-agents-in-your-terminal-2026-overview",
   "project": "Aider",
   "repository": null,
   "stars": "45000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Quick Comparison of Leading Open Source CLI Coding Agents",
    "| Agent | GitHub Stars | License | Local Model Support | Best Suited For |",
    "| Aider | ~45k | Apache-2.0 | Yes | Precise Git-based editing |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "Quick Comparison of Leading Open Source CLI Coding Agents",
    "| Agent | GitHub Stars | License | Local Model Support | Best Suited For |",
    "| Aider | ~45k | Apache-2.0 | Yes | Precise Git-based editing |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://tech-odyssey.hashnode.dev/the-rise-of-open-source-ai-coding-agents-in-your-terminal-2026-overview",
   "project": "Continue",
   "repository": null,
   "stars": "33000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Quick Comparison of Leading Open Source CLI Coding Agents",
    "| Agent | GitHub Stars | License | Local Model Support | Best Suited For |",
    "| Continue | ~33k | Apache-2.0 | Yes | CI integration and checks |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "Quick Comparison of Leading Open Source CLI Coding Agents",
    "| Agent | GitHub Stars | License | Local Model Support | Best Suited For |",
    "| Continue | ~33k | Apache-2.0 | Yes | CI integration and checks |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://tech-odyssey.hashnode.dev/the-rise-of-open-source-ai-coding-agents-in-your-terminal-2026-overview",
   "project": "Qwen Code",
   "repository": null,
   "stars": "25000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Quick Comparison of Leading Open Source CLI Coding Agents",
    "| Agent | GitHub Stars | License | Local Model Support | Best Suited For |",
    "| Qwen Code | ~25k | Apache-2.0 | Yes | Open-weight model users |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "Quick Comparison of Leading Open Source CLI Coding Agents",
    "| Agent | GitHub Stars | License | Local Model Support | Best Suited For |",
    "| Qwen Code | ~25k | Apache-2.0 | Yes | Open-weight model users |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://tech-odyssey.hashnode.dev/the-rise-of-open-source-ai-coding-agents-in-your-terminal-2026-overview",
   "project": "Crush",
   "repository": null,
   "stars": "25000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Quick Comparison of Leading Open Source CLI Coding Agents",
    "| Agent | GitHub Stars | License | Local Model Support | Best Suited For |",
    "| Crush | ~25k | FSL-1.1-MIT | Yes | Attractive terminal interface |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "Quick Comparison of Leading Open Source CLI Coding Agents",
    "| Agent | GitHub Stars | License | Local Model Support | Best Suited For |",
    "| Crush | ~25k | FSL-1.1-MIT | Yes | Attractive terminal interface |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://forum.cloudron.io/topic/13231/open-deep-research-on-cloudron-self-hosted-ai-agent/5",
   "project": "Open Deep Research",
   "repository": "https://github.com/jina-ai/node-DeepResearch",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Open Deep Research on Cloudron - Self-Hosted AI Agent",
    "- **Main Page**: link",
    "- **Summary**: Open Deep Research is a Free Software alternative to \"OpenAI's\" Deep Research. Open Deep Research will keep searching and reading webpages until finding the answer (or exceeding the token budget)."
   ],
   "repository_evidence": [
    "# Open Deep Research on Cloudron - Self-Hosted AI Agent",
    "- **Git**: [https://github.com/jina-ai/node-DeepResearch](https://github.com/jina-ai/node-DeepResearch)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://onlylabs.fyi/signals/9c3028d0-2b6a-4dbe-ba36-5eeb9f50cfe6",
   "project": "microsoft/UFO",
   "repository": "https://github.com/microsoft/UFO",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# microsoft/UFO v3.0.8",
    "Repository: microsoft/UFO"
   ],
   "repository_evidence": [
    "GitHub/[github.com/microsoft/UFO](https://github.com/microsoft/UFO/releases/tag/v3.0.8)",
    "Repository: microsoft/UFO"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://aiworkshack.com/tools",
   "project": "Activepieces",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Activepieces2 guides",
    "Activepieces is an open-source, self-hostable automation platform and Zapier alternative."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://aiworkshack.com/tools",
   "project": "Agno",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Agno2 guides",
    "Agno (formerly Phidata) is a high-performance Python framework for multi-modal, multi-agent AI systems."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://aiworkshack.com/tools",
   "project": "Anthropic Agent SDK",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Anthropic Agent SDK2 guides",
    "The Anthropic Agent SDK is Anthropic's official Python SDK for building Claude-powered agents."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://aiworkshack.com/tools",
   "project": "AutoGen",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "AutoGen2 guides",
    "AutoGen is Microsoft's multi-agent conversation framework."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://aiworkshack.com/tools",
   "project": "Base44",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Base442 guides",
    "Base44 is an AI-powered no-code app builder that generates full-stack applications from natural language descriptions."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://aiworkshack.com/tools",
   "project": "Browser Use",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Browser Use2 guides",
    "Browser Use is a Python library that gives AI agents control of a real browser via Playwright and natural language."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://aiworkshack.com/tools",
   "project": "Browserbase / Steel",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Browserbase / Steel2 guides",
    "Browserbase and Steel provide managed and self-hosted headless browser infrastructure for AI agents."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://aiworkshack.com/tools",
   "project": "Composio",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Composio2 guides",
    "Composio is a developer-first integration layer built specifically for AI agents."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://aiworkshack.com/tools",
   "project": "Crawl4AI",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Crawl4AI2 guides",
    "Crawl4AI is an async web crawler optimised for feeding content into LLMs and RAG pipelines."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://aiworkshack.com/tools",
   "project": "CrewAI",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "CrewAI4 guides",
    "CrewAI is a Python framework for orchestrating role-based multi-agent systems."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://aiworkshack.com/tools",
   "project": "Dify",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Dify4 guides",
    "Dify is an open-source low-code platform for building LLM applications, RAG pipelines, and multi-agent workflows."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://aiworkshack.com/tools",
   "project": "DSPy",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "DSPy2 guides",
    "DSPy is a Stanford research framework that replaces hand-written prompts with programmatic LLM signatures."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://aiworkshack.com/tools",
   "project": "FastAgency",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "FastAgency2 guides",
    "FastAgency is a Python framework that wraps AG2 (the AutoGen community fork) and adds production-ready UI layers \u2014 console, Mesop web UI, and FastAPI endpoints."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://aiworkshack.com/tools",
   "project": "Flowise",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Flowise4 guides",
    "Flowise is an open-source, low-code LLM app builder with a visual drag-and-drop interface built on LangChain."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://aiworkshack.com/tools",
   "project": "Google ADK",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Google ADK4 guides",
    "Google Agent Development Kit (ADK) is Google's official Python framework for building multi-agent AI systems."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://aiworkshack.com/tools",
   "project": "Haystack",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Haystack2 guides",
    "Haystack is a production-grade Python framework from deepset for building RAG pipelines, search systems, and LLM applications."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://aiworkshack.com/tools",
   "project": "Instructor",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Instructor2 guides",
    "Instructor is a Python library that patches any LLM client to return validated Pydantic objects instead of raw text strings."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://aiworkshack.com/tools",
   "project": "LangFuse",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "LangFuse2 guides",
    "LangFuse is an open-source LLM observability and evaluation platform."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://aiworkshack.com/tools",
   "project": "LangGraph",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "LangGraph6 guides",
    "LangGraph is a low-level Python and TypeScript framework for building stateful, controllable agent graphs."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://aiworkshack.com/tools",
   "project": "LangSmith",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "LangSmith2 guides",
    "LangSmith is LangChain's production observability and evaluation platform for LLM applications."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://aiworkshack.com/tools",
   "project": "LiteLLM",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "LiteLLM2 guides",
    "LiteLLM is an open-source Python library and proxy server that provides a single OpenAI-compatible interface for 100+ LLM providers."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://aiworkshack.com/tools",
   "project": "LlamaIndex",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "LlamaIndex4 guides",
    "LlamaIndex is a Python and TypeScript data framework optimised for connecting LLMs to custom data sources."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://aiworkshack.com/tools",
   "project": "Make.com",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Make.com2 guides",
    "Make (formerly Integromat) is a visual automation platform with 1,500+ app integrations and a powerful scenario builder."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://aiworkshack.com/tools",
   "project": "Mastra",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Mastra2 guides",
    "Mastra is a TypeScript-first AI agent framework designed for JavaScript and TypeScript developers who want a fully typed, production-ready experience."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://aiworkshack.com/tools",
   "project": "Mem0",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Mem02 guides",
    "Mem0 is an open-source memory layer for AI agents and LLM applications."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://aiworkshack.com/tools",
   "project": "Modal",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Modal2 guides",
    "Modal is a serverless cloud platform designed for AI and ML workloads."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://aiworkshack.com/tools",
   "project": "n8n",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "n8n5 guides",
    "n8n is an open-source workflow automation platform with 400+ integrations, a visual node-based editor, and native AI agent nodes."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://aiworkshack.com/tools",
   "project": "Ollama",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Ollama2 guides",
    "Ollama lets you run open-source LLMs locally on your own hardware \u2014 Mac, Linux, or Windows with GPU."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://aiworkshack.com/tools",
   "project": "OpenAI Agents SDK",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "OpenAI Agents SDK4 guides",
    "The OpenAI Agents SDK is OpenAI's official Python and Node.js SDK for building production agents, replacing the deprecated Assistants API."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://aiworkshack.com/tools",
   "project": "OpenClaw",
   "repository": null,
   "stars": "210000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "OpenClaw2 guides",
    "OpenClaw is an autonomous agent framework that went viral in early 2026, growing from 9k to 210k+ GitHub stars in weeks."
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "OpenClaw2 guides",
    "OpenClaw is an autonomous agent framework that went viral in early 2026, growing from 9k to 210k+ GitHub stars in weeks."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://aiworkshack.com/tools",
   "project": "Pipedream",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Pipedream2 guides",
    "Pipedream is a developer-focused workflow automation platform with 2,700+ integrations and full code support in Node.js, Python, Go, and Bash."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://aiworkshack.com/tools",
   "project": "PydanticAI",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "PydanticAI4 guides",
    "PydanticAI is a Python agent framework by the Pydantic team."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://aiworkshack.com/tools",
   "project": "Rasa",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Rasa2 guides",
    "Rasa is an open-source conversational AI framework for building enterprise-grade chatbots and voice assistants."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://aiworkshack.com/tools",
   "project": "Relevance AI",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Relevance AI2 guides",
    "Relevance AI is a no-code platform for building AI agent workforces \u2014 with a strong focus on sales, outbound GTM, and lead research automation."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://aiworkshack.com/tools",
   "project": "Replit Agent",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Replit Agent2 guides",
    "Replit Agent is an AI-powered app builder that generates, runs, and deploys full-stack applications from a natural language description."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://aiworkshack.com/tools",
   "project": "Semantic Kernel",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Semantic Kernel2 guides",
    "Semantic Kernel is Microsoft's enterprise AI SDK for C#, Python, and Java."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://aiworkshack.com/tools",
   "project": "smolagents",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "smolagents2 guides",
    "Smolagents is HuggingFace's lightweight Python agent framework."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://aiworkshack.com/tools",
   "project": "Stack AI",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Stack AI2 guides",
    "Stack AI is a no-code enterprise LLM workflow builder designed for compliance-sensitive industries."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://aiworkshack.com/tools",
   "project": "Temporal",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Temporal2 guides",
    "Temporal is an open-source durable execution engine for long-running, fault-tolerant workflows."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://aiworkshack.com/tools",
   "project": "Vercel AI SDK",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Vercel AI SDK2 guides",
    "The Vercel AI SDK is a TypeScript toolkit for building AI-powered applications in Next.js, React, and Node.js."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://aiworkshack.com/tools",
   "project": "Voiceflow",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Voiceflow2 guides",
    "Voiceflow is a no-code platform for designing and deploying chat and voice AI agents."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://aiworkshack.com/tools",
   "project": "Zapier AI Agents",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Zapier AI Agents2 guides",
    "Zapier AI Agents is Zapier's agentic automation layer, built on top of its 7,000+ app integration library."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://aiworkshack.com/tools",
   "project": "Zep",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Zep2 guides",
    "Zep is a purpose-built long-term memory service for AI agents and chatbots."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://sharkrating.com/Project.php?id=715",
   "project": "OpenManus",
   "repository": "https://github.com/FoundationAgents/OpenManus",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# \ud83d\udc4b OpenManus",
    "Manus is incredible, but OpenManus can achieve any idea without an *Invite Code* \ud83d\udeeb!"
   ],
   "repository_evidence": [
    "# \ud83d\udc4b OpenManus",
    "git clone https://github.com/FoundationAgents/OpenManus.git cd OpenManus"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://sharkrating.com/Project.php?id=715",
   "project": "OpenManus-RL",
   "repository": "https://github.com/OpenManus/OpenManus-RL",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# \ud83d\udc4b OpenManus",
    "We're also excited to introduce [OpenManus-RL](https://github.com/OpenManus/OpenManus-RL), an open-source project dedicated to reinforcement learning (RL)- based (such as GRPO) tuning methods for LLM agents, developed collaboratively by researchers from UIUC and OpenManus."
   ],
   "repository_evidence": [
    "# \ud83d\udc4b OpenManus",
    "We're also excited to introduce [OpenManus-RL](https://github.com/OpenManus/OpenManus-RL), an open-source project dedicated to reinforcement learning (RL)- based (such as GRPO) tuning methods for LLM agents, developed collaboratively by researchers from UIUC and OpenManus."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://sharkrating.com/Project.php?id=715",
   "project": "anthropic-computer-use",
   "repository": "https://github.com/anthropics/anthropic-quickstarts/tree/main/computer-use-demo",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Acknowledgement",
    "Thanks to [anthropic-computer-use](https://github.com/anthropics/anthropic-quickstarts/tree/main/computer-use-demo), [browser-use](https://github.com/browser-use/browser-use) and [crawl4ai](https://github.com/unclecode/crawl4ai) for providing basic support for this project!"
   ],
   "repository_evidence": [
    "Acknowledgement",
    "Thanks to [anthropic-computer-use](https://github.com/anthropics/anthropic-quickstarts/tree/main/computer-use-demo), [browser-use](https://github.com/browser-use/browser-use) and [crawl4ai](https://github.com/unclecode/crawl4ai) for providing basic support for this project!"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://sharkrating.com/Project.php?id=715",
   "project": "browser-use",
   "repository": "https://github.com/browser-use/browser-use",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Acknowledgement",
    "Thanks to [anthropic-computer-use](https://github.com/anthropics/anthropic-quickstarts/tree/main/computer-use-demo), [browser-use](https://github.com/browser-use/browser-use) and [crawl4ai](https://github.com/unclecode/crawl4ai) for providing basic support for this project!"
   ],
   "repository_evidence": [
    "Acknowledgement",
    "Thanks to [anthropic-computer-use](https://github.com/anthropics/anthropic-quickstarts/tree/main/computer-use-demo), [browser-use](https://github.com/browser-use/browser-use) and [crawl4ai](https://github.com/unclecode/crawl4ai) for providing basic support for this project!"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://sharkrating.com/Project.php?id=715",
   "project": "crawl4ai",
   "repository": "https://github.com/unclecode/crawl4ai",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Acknowledgement",
    "Thanks to [anthropic-computer-use](https://github.com/anthropics/anthropic-quickstarts/tree/main/computer-use-demo), [browser-use](https://github.com/browser-use/browser-use) and [crawl4ai](https://github.com/unclecode/crawl4ai) for providing basic support for this project!"
   ],
   "repository_evidence": [
    "Acknowledgement",
    "Thanks to [anthropic-computer-use](https://github.com/anthropics/anthropic-quickstarts/tree/main/computer-use-demo), [browser-use](https://github.com/browser-use/browser-use) and [crawl4ai](https://github.com/unclecode/crawl4ai) for providing basic support for this project!"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://sharkrating.com/Project.php?id=715",
   "project": "AAAJ",
   "repository": "https://github.com/metauto-ai/agent-as-a-judge",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Acknowledgement",
    "Additionally, we are grateful to [AAAJ](https://github.com/metauto-ai/agent-as-a-judge), [MetaGPT](https://github.com/geekan/MetaGPT), [OpenHands](https://github.com/All-Hands-AI/OpenHands) and [SWE-agent](https://github.com/SWE-agent/SWE-agent)."
   ],
   "repository_evidence": [
    "Acknowledgement",
    "Additionally, we are grateful to [AAAJ](https://github.com/metauto-ai/agent-as-a-judge), [MetaGPT](https://github.com/geekan/MetaGPT), [OpenHands](https://github.com/All-Hands-AI/OpenHands) and [SWE-agent](https://github.com/SWE-agent/SWE-agent)."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://sharkrating.com/Project.php?id=715",
   "project": "MetaGPT",
   "repository": "https://github.com/geekan/MetaGPT",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Acknowledgement",
    "Additionally, we are grateful to [AAAJ](https://github.com/metauto-ai/agent-as-a-judge), [MetaGPT](https://github.com/geekan/MetaGPT), [OpenHands](https://github.com/All-Hands-AI/OpenHands) and [SWE-agent](https://github.com/SWE-agent/SWE-agent)."
   ],
   "repository_evidence": [
    "Acknowledgement",
    "Additionally, we are grateful to [AAAJ](https://github.com/metauto-ai/agent-as-a-judge), [MetaGPT](https://github.com/geekan/MetaGPT), [OpenHands](https://github.com/All-Hands-AI/OpenHands) and [SWE-agent](https://github.com/SWE-agent/SWE-agent)."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://sharkrating.com/Project.php?id=715",
   "project": "OpenHands",
   "repository": "https://github.com/All-Hands-AI/OpenHands",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Acknowledgement",
    "Additionally, we are grateful to [AAAJ](https://github.com/metauto-ai/agent-as-a-judge), [MetaGPT](https://github.com/geekan/MetaGPT), [OpenHands](https://github.com/All-Hands-AI/OpenHands) and [SWE-agent](https://github.com/SWE-agent/SWE-agent)."
   ],
   "repository_evidence": [
    "Acknowledgement",
    "Additionally, we are grateful to [AAAJ](https://github.com/metauto-ai/agent-as-a-judge), [MetaGPT](https://github.com/geekan/MetaGPT), [OpenHands](https://github.com/All-Hands-AI/OpenHands) and [SWE-agent](https://github.com/SWE-agent/SWE-agent)."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://sharkrating.com/Project.php?id=715",
   "project": "SWE-agent",
   "repository": "https://github.com/SWE-agent/SWE-agent",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Acknowledgement",
    "Additionally, we are grateful to [AAAJ](https://github.com/metauto-ai/agent-as-a-judge), [MetaGPT](https://github.com/geekan/MetaGPT), [OpenHands](https://github.com/All-Hands-AI/OpenHands) and [SWE-agent](https://github.com/SWE-agent/SWE-agent)."
   ],
   "repository_evidence": [
    "Acknowledgement",
    "Additionally, we are grateful to [AAAJ](https://github.com/metauto-ai/agent-as-a-judge), [MetaGPT](https://github.com/geekan/MetaGPT), [OpenHands](https://github.com/All-Hands-AI/OpenHands) and [SWE-agent](https://github.com/SWE-agent/SWE-agent)."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://vantaige.io/ai-tool/smolagents/alternatives",
   "project": "PydanticAI",
   "repository": null,
   "stars": "16000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Best smolagents Alternatives in 2026",
    "PydanticAI is an open-source Python framework for building production-grade AI agents."
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# Best smolagents Alternatives in 2026",
    "Free, MIT-licensed, 16k+ GitHub stars."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/elizabethfuentes12/how-to-evaluate-ai-agents-sample-for-aws",
   "project": "how-to-evaluate-ai-agents-sample-for-aws",
   "repository": "https://github.com/elizabethfuentes12/how-to-evaluate-ai-agents-sample-for-aws.git",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Evaluate AI Agents with Strands",
    "These 19 demos use [Strands Agents](https://strandsagents.com) \u2014 the only framework with always-on OpenTelemetry tracing, 10+ typed lifecycle hooks, and a dedicated evaluation SDK \u2014 to implement techniques from 45+ research papers (Oct 2025\u2013Mar 2026) covering LLM-as-judge scoring, trajectory analysis, hallucination detection, cost benchmarks, and safety alignment on AWS Bedrock.",
    "# Quick Start",
    "```",
    " # 1. Clone the repository git clone https://github.com/elizabethfuentes12/how-to-evaluate-ai-agents-sample-for-aws.git cd how-to-evaluate-ai-agents-sample-for-aws # 2. Install dependencies for a demo cd evaluate-with-llm-judges uv pip install -r requirements.txt"
   ],
   "repository_evidence": [
    "# Quick Start",
    "```",
    " # 1. Clone the repository git clone https://github.com/elizabethfuentes12/how-to-evaluate-ai-agents-sample-for-aws.git cd how-to-evaluate-ai-agents-sample-for-aws # 2. Install dependencies for a demo cd evaluate-with-llm-judges uv pip install -r requirements.txt"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://pypi.org/project/letta-nightly/0.15.2.dev20260119060949",
   "project": "Letta",
   "repository": "https://github.com/letta-ai/letta",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Create LLM agents with long-term memory and custom tools",
    "# Letta (formerly MemGPT)",
    "Letta is the platform for building stateful agents: open AI with advanced memory that can learn and self-improve over time."
   ],
   "repository_evidence": [
    "Create LLM agents with long-term memory and custom tools",
    "### [One-Shot \u2728 Vibecoding \u26a1\ufe0f Prompts](https://github.com/letta-ai/letta/blob/main/fern/pages/getting-started/prompts.mdx)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/picrew%2Fawesome-agent-harness",
   "project": "AutoGen",
   "repository": "https://github.com/microsoft/autogen",
   "stars": "59099",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-agent-harness",
    "An awesome list of Agent Harness engineering resources, including GitHub projects, tools, benchmarks, and practical guides.",
    "- ### Harness Architecture & Orchestration",
    "- [GitHub](/projects/github.com%2Fmicrosoft%2Fautogen) - 59099-f4b400?style=flat-square)](https://github.com/microsoft/autogen) | multi-agent, orchestration, framework | Programming framework for agentic AI with multi-agent interaction and orchestration."
   ],
   "repository_evidence": [
    "# awesome-agent-harness",
    "An awesome list of Agent Harness engineering resources, including GitHub projects, tools, benchmarks, and practical guides.",
    "- ### Harness Architecture & Orchestration",
    "- [GitHub](/projects/github.com%2Fmicrosoft%2Fautogen) - 59099-f4b400?style=flat-square)](https://github.com/microsoft/autogen) | multi-agent, orchestration, framework | Programming framework for agentic AI with multi-agent interaction and orchestration."
   ],
   "stars_evidence": [
    "# awesome-agent-harness",
    "An awesome list of Agent Harness engineering resources, including GitHub projects, tools, benchmarks, and practical guides.",
    "- ### Harness Architecture & Orchestration",
    "- [GitHub](/projects/github.com%2Fmicrosoft%2Fautogen) - 59099-f4b400?style=flat-square)](https://github.com/microsoft/autogen) | multi-agent, orchestration, framework | Programming framework for agentic AI with multi-agent interaction and orchestration."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/picrew%2Fawesome-agent-harness",
   "project": "crewAI",
   "repository": "https://github.com/crewAIInc/crewAI",
   "stars": "54051",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-agent-harness",
    "An awesome list of Agent Harness engineering resources, including GitHub projects, tools, benchmarks, and practical guides.",
    "- ### Harness Architecture & Orchestration",
    "- [GitHub](/projects/github.com%2FcrewAIInc%2FcrewAI) - 54051-f4b400?style=flat-square)](https://github.com/crewAIInc/crewAI) | multi-agent, workflows, control-plane | Multi-agent automation framework with production Flows, autonomous Crews, event-driven control, tracing, guardrails, memory, and human review hooks."
   ],
   "repository_evidence": [
    "# awesome-agent-harness",
    "An awesome list of Agent Harness engineering resources, including GitHub projects, tools, benchmarks, and practical guides.",
    "- ### Harness Architecture & Orchestration",
    "- [GitHub](/projects/github.com%2FcrewAIInc%2FcrewAI) - 54051-f4b400?style=flat-square)](https://github.com/crewAIInc/crewAI) | multi-agent, workflows, control-plane | Multi-agent automation framework with production Flows, autonomous Crews, event-driven control, tracing, guardrails, memory, and human review hooks."
   ],
   "stars_evidence": [
    "# awesome-agent-harness",
    "An awesome list of Agent Harness engineering resources, including GitHub projects, tools, benchmarks, and practical guides.",
    "- ### Harness Architecture & Orchestration",
    "- [GitHub](/projects/github.com%2FcrewAIInc%2FcrewAI) - 54051-f4b400?style=flat-square)](https://github.com/crewAIInc/crewAI) | multi-agent, workflows, control-plane | Multi-agent automation framework with production Flows, autonomous Crews, event-driven control, tracing, guardrails, memory, and human review hooks."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/picrew%2Fawesome-agent-harness",
   "project": "LangGraph",
   "repository": "https://github.com/langchain-ai/langgraph",
   "stars": "35315",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-agent-harness",
    "An awesome list of Agent Harness engineering resources, including GitHub projects, tools, benchmarks, and practical guides.",
    "- ### Harness Architecture & Orchestration",
    "- [GitHub](/projects/github.com%2Flangchain-ai%2Flanggraph) - 35315-f4b400?style=flat-square)](https://github.com/langchain-ai/langgraph) | graph, workflow, runtime | Graph-based runtime for resilient stateful agents and deterministic workflow control."
   ],
   "repository_evidence": [
    "# awesome-agent-harness",
    "An awesome list of Agent Harness engineering resources, including GitHub projects, tools, benchmarks, and practical guides.",
    "- ### Harness Architecture & Orchestration",
    "- [GitHub](/projects/github.com%2Flangchain-ai%2Flanggraph) - 35315-f4b400?style=flat-square)](https://github.com/langchain-ai/langgraph) | graph, workflow, runtime | Graph-based runtime for resilient stateful agents and deterministic workflow control."
   ],
   "stars_evidence": [
    "# awesome-agent-harness",
    "An awesome list of Agent Harness engineering resources, including GitHub projects, tools, benchmarks, and practical guides.",
    "- ### Harness Architecture & Orchestration",
    "- [GitHub](/projects/github.com%2Flangchain-ai%2Flanggraph) - 35315-f4b400?style=flat-square)](https://github.com/langchain-ai/langgraph) | graph, workflow, runtime | Graph-based runtime for resilient stateful agents and deterministic workflow control."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/picrew%2Fawesome-agent-harness",
   "project": "Semantic Kernel",
   "repository": "https://github.com/microsoft/semantic-kernel",
   "stars": "28168",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-agent-harness",
    "An awesome list of Agent Harness engineering resources, including GitHub projects, tools, benchmarks, and practical guides.",
    "- ### Harness Architecture & Orchestration",
    "- [GitHub](/projects/github.com%2Fmicrosoft%2Fsemantic-kernel) - 28168-f4b400?style=flat-square)](https://github.com/microsoft/semantic-kernel) | enterprise, orchestration, plugins | Enterprise-grade agentic application framework with orchestration and plugin patterns."
   ],
   "repository_evidence": [
    "# awesome-agent-harness",
    "An awesome list of Agent Harness engineering resources, including GitHub projects, tools, benchmarks, and practical guides.",
    "- ### Harness Architecture & Orchestration",
    "- [GitHub](/projects/github.com%2Fmicrosoft%2Fsemantic-kernel) - 28168-f4b400?style=flat-square)](https://github.com/microsoft/semantic-kernel) | enterprise, orchestration, plugins | Enterprise-grade agentic application framework with orchestration and plugin patterns."
   ],
   "stars_evidence": [
    "# awesome-agent-harness",
    "An awesome list of Agent Harness engineering resources, including GitHub projects, tools, benchmarks, and practical guides.",
    "- ### Harness Architecture & Orchestration",
    "- [GitHub](/projects/github.com%2Fmicrosoft%2Fsemantic-kernel) - 28168-f4b400?style=flat-square)](https://github.com/microsoft/semantic-kernel) | enterprise, orchestration, plugins | Enterprise-grade agentic application framework with orchestration and plugin patterns."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/picrew%2Fawesome-agent-harness",
   "project": "Pydantic AI",
   "repository": "https://github.com/pydantic/pydantic-ai",
   "stars": "17877",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-agent-harness",
    "An awesome list of Agent Harness engineering resources, including GitHub projects, tools, benchmarks, and practical guides.",
    "- ### Harness Architecture & Orchestration",
    "- [GitHub](/projects/github.com%2Fpydantic%2Fpydantic-ai) - 17877-f4b400?style=flat-square)](https://github.com/pydantic/pydantic-ai) | python, typing, schema | Type-safe Python framework for agents with strong schema contracts and tooling."
   ],
   "repository_evidence": [
    "# awesome-agent-harness",
    "An awesome list of Agent Harness engineering resources, including GitHub projects, tools, benchmarks, and practical guides.",
    "- ### Harness Architecture & Orchestration",
    "- [GitHub](/projects/github.com%2Fpydantic%2Fpydantic-ai) - 17877-f4b400?style=flat-square)](https://github.com/pydantic/pydantic-ai) | python, typing, schema | Type-safe Python framework for agents with strong schema contracts and tooling."
   ],
   "stars_evidence": [
    "# awesome-agent-harness",
    "An awesome list of Agent Harness engineering resources, including GitHub projects, tools, benchmarks, and practical guides.",
    "- ### Harness Architecture & Orchestration",
    "- [GitHub](/projects/github.com%2Fpydantic%2Fpydantic-ai) - 17877-f4b400?style=flat-square)](https://github.com/pydantic/pydantic-ai) | python, typing, schema | Type-safe Python framework for agents with strong schema contracts and tooling."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/picrew%2Fawesome-agent-harness",
   "project": "CAMEL",
   "repository": "https://github.com/camel-ai/camel",
   "stars": "17238",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-agent-harness",
    "An awesome list of Agent Harness engineering resources, including GitHub projects, tools, benchmarks, and practical guides.",
    "- ### Harness Architecture & Orchestration",
    "- [GitHub](/projects/github.com%2Fcamel-ai%2Fcamel) - 17238-f4b400?style=flat-square)](https://github.com/camel-ai/camel) | multi-agent, scalability, benchmarks | Multi-agent framework for large-scale agent systems with communication, stateful memory, environments, benchmarks, and coordination primitives."
   ],
   "repository_evidence": [
    "# awesome-agent-harness",
    "An awesome list of Agent Harness engineering resources, including GitHub projects, tools, benchmarks, and practical guides.",
    "- ### Harness Architecture & Orchestration",
    "- [GitHub](/projects/github.com%2Fcamel-ai%2Fcamel) - 17238-f4b400?style=flat-square)](https://github.com/camel-ai/camel) | multi-agent, scalability, benchmarks | Multi-agent framework for large-scale agent systems with communication, stateful memory, environments, benchmarks, and coordination primitives."
   ],
   "stars_evidence": [
    "# awesome-agent-harness",
    "An awesome list of Agent Harness engineering resources, including GitHub projects, tools, benchmarks, and practical guides.",
    "- ### Harness Architecture & Orchestration",
    "- [GitHub](/projects/github.com%2Fcamel-ai%2Fcamel) - 17238-f4b400?style=flat-square)](https://github.com/camel-ai/camel) | multi-agent, scalability, benchmarks | Multi-agent framework for large-scale agent systems with communication, stateful memory, environments, benchmarks, and coordination primitives."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://gist.github.com/ruvnet/a708fafb1375ed69bc48377df47fa2ac",
   "project": "ruflo",
   "repository": "https://github.com/ruvnet/ruflo/issues/2041",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "RuFlo Browser Substrate - @claude-flow/browser@3.0.0-alpha.4 (ADR-122)",
    "Tracking issue: [ruvnet/ruflo#2041](https://github.com/ruvnet/ruflo/issues/2041)"
   ],
   "repository_evidence": [
    "Tracking issue: [ruvnet/ruflo#2041](https://github.com/ruvnet/ruflo/issues/2041)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://forum.cloudron.io/topic/13231/open-deep-research-on-cloudron-self-hosted-ai-agent/3",
   "project": "Open Deep Research",
   "repository": "https://github.com/jina-ai/node-DeepResearch",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Open Deep Research on Cloudron - Self-Hosted AI Agent",
    "- **Main Page**: link"
   ],
   "repository_evidence": [
    "# Open Deep Research on Cloudron - Self-Hosted AI Agent",
    "- **Git**: [https://github.com/jina-ai/node-DeepResearch](https://github.com/jina-ai/node-DeepResearch)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://marktechpost.com/2025/07/07/a-code-implementation-for-designing-intelligent-multi-agent-workflows-with-the-beeai-framework",
   "project": "BeeAI Framework",
   "repository": "https://github.com/i-am-bee/beeai-framework",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# A Code Implementation for Designing Intelligent Multi-Agent Workflows with the BeeAI Framework",
    "BeeAI Framework\n\n**BeeAI Framework**In this tutorial, we explore the power and flexibility of the****[**beeai-framework**](https://github.com/i-am-bee/beeai-framework) by building a fully functional multi-agent system from the ground up."
   ],
   "repository_evidence": [
    "# A Code Implementation for Designing Intelligent Multi-Agent Workflows with the BeeAI Framework",
    "BeeAI Framework\n\n**BeeAI Framework**In this tutorial, we explore the power and flexibility of the****[**beeai-framework**](https://github.com/i-am-bee/beeai-framework) by building a fully functional multi-agent system from the ground up."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://kdjingpai.com/en/taskingai",
   "project": "TaskingAI",
   "repository": "https://github.com/TaskingAI/TaskingAI",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "TaskingAI is an open source platform focused on helping developers build AI-native applications.",
    "TaskingAI is an open source platform focused on helping developers build AI-native applications. It simplifies the development process of Large Language Models (LLM) by providing an intuitive interface, powerful APIs and flexible modular design."
   ],
   "repository_evidence": [
    "Visit the GitHub repository at https://github.com/TaskingAI/TaskingAI.",
    "TaskingAI is an open source platform focused on helping developers build AI-native applications. It simplifies the development process of Large Language Models (LLM) by providing an intuitive interface, powerful APIs and flexible modular design."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://algorithmine.com/learn/langchain-llamaindex-haystack-comparison-2026",
   "project": "LangChain",
   "repository": null,
   "stars": "92000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# LangChain, LlamaIndex, and Haystack in 2026: Choosing the Right Framework for Production LLM Apps",
    "**LangChain** has the largest community by far (92,000+ GitHub stars) and the most tutorials, videos, and Stack Overflow answers."
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# LangChain, LlamaIndex, and Haystack in 2026: Choosing the Right Framework for Production LLM Apps",
    "**LangChain** has the largest community by far (92,000+ GitHub stars) and the most tutorials, videos, and Stack Overflow answers."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://pypi.org/project/letta-nightly/0.11.7.dev20250918104055",
   "project": "Letta",
   "repository": "https://github.com/letta-ai/letta",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Create LLM agents with long-term memory and custom tools",
    "# Letta (formerly MemGPT)"
   ],
   "repository_evidence": [
    "Create LLM agents with long-term memory and custom tools",
    "### [One-Shot \u2728 Vibecoding \u26a1\ufe0f Prompts](https://github.com/letta-ai/letta/blob/main/fern/pages/getting-started/prompts.mdx)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://pypi.org/project/letta-nightly/0.11.7.dev20250918104055",
   "project": "letta-python",
   "repository": "https://github.com/letta-ai/letta-python",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Create LLM agents with long-term memory and custom tools",
    "### [Python SDK](https://github.com/letta-ai/letta-python)"
   ],
   "repository_evidence": [
    "Create LLM agents with long-term memory and custom tools",
    "### [Python SDK](https://github.com/letta-ai/letta-python)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://pypi.org/project/letta-nightly/0.11.7.dev20250918104055",
   "project": "letta-node",
   "repository": "https://github.com/letta-ai/letta-node",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Create LLM agents with long-term memory and custom tools",
    "### [TypeScript / Node.js SDK](https://github.com/letta-ai/letta-node)"
   ],
   "repository_evidence": [
    "Create LLM agents with long-term memory and custom tools",
    "### [TypeScript / Node.js SDK](https://github.com/letta-ai/letta-node)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://pypi.org/project/letta-nightly/0.11.7.dev20250918104055",
   "project": "Agent File",
   "repository": "https://github.com/letta-ai/agent-file",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Create LLM agents with long-term memory and custom tools",
    "## Saving and sharing agents with Agent File (`.af`) ([full guide](https://docs.letta.com/guides/agents/agent-file))",
    "In Letta, all agent data is persisted to disk (Postgres or SQLite), and can be easily imported and exported using the open source [Agent File](https://github.com/letta-ai/agent-file) (`.af`) file format."
   ],
   "repository_evidence": [
    "Create LLM agents with long-term memory and custom tools",
    "## Saving and sharing agents with Agent File (`.af`) ([full guide](https://docs.letta.com/guides/agents/agent-file))",
    "In Letta, all agent data is persisted to disk (Postgres or SQLite), and can be easily imported and exported using the open source [Agent File](https://github.com/letta-ai/agent-file) (`.af`) file format."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://agentlist.top/en/articles/browser-agent-data-extraction-form-filling",
   "project": "Browser-Use",
   "repository": null,
   "stars": "30000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Browser Agent Data Extraction and Form Filling: From LLM Vision to DOM Selectors",
    "Compares three action localization strategies (vision LLM, DOM selector, hybrid coordinate) and trade-offs across four frameworks: Browser-Use, Stagehand, Playwright MCP, and Skyvern.",
    "### Browser-Use",
    "Most popular Python framework in 2024 (30k+ stars)."
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# Browser Agent Data Extraction and Form Filling: From LLM Vision to DOM Selectors",
    "Compares three action localization strategies (vision LLM, DOM selector, hybrid coordinate) and trade-offs across four frameworks: Browser-Use, Stagehand, Playwright MCP, and Skyvern.",
    "### Browser-Use",
    "Most popular Python framework in 2024 (30k+ stars)."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://agentlist.top/en/articles/browser-agent-data-extraction-form-filling",
   "project": "Stagehand",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Browser Agent Data Extraction and Form Filling: From LLM Vision to DOM Selectors",
    "Compares three action localization strategies (vision LLM, DOM selector, hybrid coordinate) and trade-offs across four frameworks: Browser-Use, Stagehand, Playwright MCP, and Skyvern.",
    "### Stagehand (by Browserbase)",
    "TypeScript framework emphasizing code + AI hybrid."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://agentlist.top/en/articles/browser-agent-data-extraction-form-filling",
   "project": "Playwright MCP",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Browser Agent Data Extraction and Form Filling: From LLM Vision to DOM Selectors",
    "Compares three action localization strategies (vision LLM, DOM selector, hybrid coordinate) and trade-offs across four frameworks: Browser-Use, Stagehand, Playwright MCP, and Skyvern.",
    "### Playwright MCP (by Microsoft)",
    "Microsoft official MCP Server, exposes Playwright as MCP tools."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://agentlist.top/en/articles/browser-agent-data-extraction-form-filling",
   "project": "Skyvern",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Browser Agent Data Extraction and Form Filling: From LLM Vision to DOM Selectors",
    "Compares three action localization strategies (vision LLM, DOM selector, hybrid coordinate) and trade-offs across four frameworks: Browser-Use, Stagehand, Playwright MCP, and Skyvern.",
    "### Skyvern",
    "Vision LLM + computer vision for browser automation."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://opensourceai.tech/vs/babyagi-vs-eliza.html",
   "project": "BabyAGI",
   "repository": "https://github.com/yoheinakajima/babyagi",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Open-Source AI \u00b7 AI agent framework",
    "# ![](https://github.com/yoheinakajima.png?size=96)BabyAGI vs ![](https://github.com/elizaOS.png?size=96)Eliza",
    "[Visit BabyAGI \u2192](https://github.com/yoheinakajima/babyagi)"
   ],
   "repository_evidence": [
    "Open-Source AI \u00b7 AI agent framework",
    "[Visit BabyAGI \u2192](https://github.com/yoheinakajima/babyagi)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://opensourceai.tech/vs/babyagi-vs-eliza.html",
   "project": "Eliza",
   "repository": null,
   "stars": "18.8k",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Open-Source AI \u00b7 AI agent framework",
    "# ![](https://github.com/yoheinakajima.png?size=96)BabyAGI vs ![](https://github.com/elizaOS.png?size=96)Eliza",
    "## BabyAGI vs Eliza at a glance",
    "| Spec | BabyAGI | Eliza |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "Open-Source AI \u00b7 AI agent framework",
    "## BabyAGI vs Eliza at a glance",
    "| Spec | BabyAGI | Eliza |",
    "| GitHub stars | \u2014 | 18.8k |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://nolist.ai/item/smolagents",
   "project": "Smolagents",
   "repository": "https://github.com/huggingface/smolagents",
   "stars": "12450",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Smolagents",
    "![icon of Smolagents](https://img.nolist.ai/icons/smolagents.png)"
   ],
   "repository_evidence": [
    "[Visit Website](https://github.com/huggingface/smolagents?utm_source=nolist.ai&utm_medium=referral&utm_campaign=navigation)",
    "- GitHub[12,450](https://github.com/huggingface/smolagents)",
    "![icon of Smolagents](https://img.nolist.ai/icons/smolagents.png)",
    "# Smolagents"
   ],
   "stars_evidence": [
    "- GitHub[12,450](https://github.com/huggingface/smolagents)",
    "The library has gained rapid traction with over 12,450 GitHub stars, positioning it as the primary 'anti-abstraction' alternative for researchers.",
    "![icon of Smolagents](https://img.nolist.ai/icons/smolagents.png)",
    "# Smolagents"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://toolalternatives.com/langchain-alternatives",
   "project": "LlamaIndex",
   "repository": "https://github.com/run-llama/llama_index",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Alternatives to LangChain",
    "# LangChain alternatives worth switching to",
    "The best LangChain alternatives are **LlamaIndex** (better if your problem is really retrieval over your own data), **Haystack** (more production-oriented and predictable), and \u2014 genuinely, **calling the model SDK directly**, which is the right answer more often than framework documentation admits.",
    "### [LlamaIndex](https://www.llamaindex.ai) open source"
   ],
   "repository_evidence": [
    "Alternatives to LangChain",
    "# LangChain alternatives worth switching to",
    "### [LlamaIndex](https://www.llamaindex.ai) open source",
    "[source code \u2197](https://github.com/run-llama/llama_index)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://toolalternatives.com/langchain-alternatives",
   "project": "Haystack",
   "repository": "https://github.com/deepset-ai/haystack",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Alternatives to LangChain",
    "# LangChain alternatives worth switching to",
    "The best LangChain alternatives are **LlamaIndex** (better if your problem is really retrieval over your own data), **Haystack** (more production-oriented and predictable), and \u2014 genuinely, **calling the model SDK directly**, which is the right answer more often than framework documentation admits.",
    "### [Haystack](https://haystack.deepset.ai) open source"
   ],
   "repository_evidence": [
    "Alternatives to LangChain",
    "### [Haystack](https://haystack.deepset.ai) open source",
    "[source code \u2197](https://github.com/deepset-ai/haystack)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://toolalternatives.com/langchain-alternatives",
   "project": "DSPy",
   "repository": "https://github.com/stanfordnlp/dspy",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Alternatives to LangChain",
    "## The alternatives",
    "### [DSPy](https://dspy.ai) open source"
   ],
   "repository_evidence": [
    "Alternatives to LangChain",
    "## The alternatives",
    "### [DSPy](https://dspy.ai) open source",
    "[source code \u2197](https://github.com/stanfordnlp/dspy)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://thegenios.com/blog/explosive-growth-open-source-memory-layers",
   "project": "Mem0",
   "repository": null,
   "stars": "41000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Top OSS Projects \u00b7Apr 14, 2026 \u00b79 min read",
    "Mem0 hit 41K stars and 186M API calls/quarter.",
    "### Mem0"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "Top OSS Projects \u00b7Apr 14, 2026 \u00b79 min read",
    "Mem0 hit 41K stars and 186M API calls/quarter.",
    "**41,000+ GitHub stars** (as of October 2025 announcement)."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://thegenios.com/blog/explosive-growth-open-source-memory-layers",
   "project": "Graphiti",
   "repository": null,
   "stars": "24000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Top OSS Projects \u00b7Apr 14, 2026 \u00b79 min read",
    "Graphiti hit 24K stars.",
    "### Zep / Graphiti",
    "- **Graphiti engine: 24K+ GitHub stars.**"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "Top OSS Projects \u00b7Apr 14, 2026 \u00b79 min read",
    "Graphiti hit 24K stars.",
    "### Zep / Graphiti",
    "- **Graphiti engine: 24K+ GitHub stars.**"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://meshintelligence.substack.com/p/what-five-coding-agents-taught-me",
   "project": "Press",
   "repository": "https://github.com/petar-djukic/press",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# What Five Coding Agents Taught Me About Building My Own",
    "I am building [Press](https://github.com/petar-djukic/press), a coding agent runtime library and CLI."
   ],
   "repository_evidence": [
    "# What Five Coding Agents Taught Me About Building My Own",
    "I am building [Press](https://github.com/petar-djukic/press), a coding agent runtime library and CLI."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://meshintelligence.substack.com/p/what-five-coding-agents-taught-me",
   "project": "cobbler-scaffold",
   "repository": "https://github.com/petar-djukic/cobbler-scaffold",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# What Five Coding Agents Taught Me About Building My Own",
    "I\u2019m just a guy with a MAX subscription and a [58,000-line orchestrator in Go](https://github.com/petar-djukic/cobbler-scaffold) that calls Claude in a loop."
   ],
   "repository_evidence": [
    "# What Five Coding Agents Taught Me About Building My Own",
    "I\u2019m just a guy with a MAX subscription and a [58,000-line orchestrator in Go](https://github.com/petar-djukic/cobbler-scaffold) that calls Claude in a loop."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://meshintelligence.substack.com/p/what-five-coding-agents-taught-me",
   "project": "declarative-agents",
   "repository": "https://github.com/Nokia-Bell-Labs/declarative-agents",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# What Five Coding Agents Taught Me About Building My Own",
    "Press grew into [declarative-agents](https://github.com/Nokia-Bell-Labs/declarative-agents), a runtime built at Nokia Bell Labs and released in the open, and the hypotheses got their test there."
   ],
   "repository_evidence": [
    "# What Five Coding Agents Taught Me About Building My Own",
    "Press grew into [declarative-agents](https://github.com/Nokia-Bell-Labs/declarative-agents), a runtime built at Nokia Bell Labs and released in the open, and the hypotheses got their test there."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://meshintelligence.substack.com/p/what-five-coding-agents-taught-me",
   "project": "Aider",
   "repository": "https://github.com/Aider-AI/aider",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# What Five Coding Agents Taught Me About Building My Own",
    "[5] Aider. [https://github.com/Aider-AI/aider](https://github.com/Aider-AI/aider)"
   ],
   "repository_evidence": [
    "# What Five Coding Agents Taught Me About Building My Own",
    "[5] Aider. [https://github.com/Aider-AI/aider](https://github.com/Aider-AI/aider)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://meshintelligence.substack.com/p/what-five-coding-agents-taught-me",
   "project": "Goose",
   "repository": "https://github.com/block/goose",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# What Five Coding Agents Taught Me About Building My Own",
    "[6] Goose. [https://github.com/block/goose](https://github.com/block/goose)"
   ],
   "repository_evidence": [
    "# What Five Coding Agents Taught Me About Building My Own",
    "[6] Goose. [https://github.com/block/goose](https://github.com/block/goose)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://meshintelligence.substack.com/p/what-five-coding-agents-taught-me",
   "project": "SWE-agent",
   "repository": "https://github.com/SWE-agent/SWE-agent",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# What Five Coding Agents Taught Me About Building My Own",
    "[7] SWE-agent. [https://github.com/SWE-agent/SWE-agent](https://github.com/SWE-agent/SWE-agent)"
   ],
   "repository_evidence": [
    "# What Five Coding Agents Taught Me About Building My Own",
    "[7] SWE-agent. [https://github.com/SWE-agent/SWE-agent](https://github.com/SWE-agent/SWE-agent)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://meshintelligence.substack.com/p/what-five-coding-agents-taught-me",
   "project": "OpenHands",
   "repository": "https://github.com/All-Hands-AI/OpenHands",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# What Five Coding Agents Taught Me About Building My Own",
    "[8] OpenHands. [https://github.com/All-Hands-AI/OpenHands](https://github.com/All-Hands-AI/OpenHands)"
   ],
   "repository_evidence": [
    "# What Five Coding Agents Taught Me About Building My Own",
    "[8] OpenHands. [https://github.com/All-Hands-AI/OpenHands](https://github.com/All-Hands-AI/OpenHands)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://meshintelligence.substack.com/p/what-five-coding-agents-taught-me",
   "project": "OpenCode",
   "repository": "https://github.com/opencode-ai/opencode",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# What Five Coding Agents Taught Me About Building My Own",
    "[9] OpenCode. [https://github.com/opencode-ai/opencode](https://github.com/opencode-ai/opencode)"
   ],
   "repository_evidence": [
    "# What Five Coding Agents Taught Me About Building My Own",
    "[9] OpenCode. [https://github.com/opencode-ai/opencode](https://github.com/opencode-ai/opencode)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/edwardtay/awesome-scrapers",
   "project": "browser-use",
   "repository": "https://github.com/browser-use/browser-use",
   "stars": "110000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome Scrapers",
    "## \ud83e\udd16 AI-Powered Scraping",
    "LLMs understand page structure, extract via natural language, and output LLM-ready formats.",
    "| Tool | Stars | Language | Description |",
    "| [browser-use](https://github.com/browser-use/browser-use) | 110k | Python | AI agents that control a browser to complete tasks autonomously. |"
   ],
   "repository_evidence": [
    "# Awesome Scrapers",
    "## \ud83e\udd16 AI-Powered Scraping",
    "LLMs understand page structure, extract via natural language, and output LLM-ready formats.",
    "| Tool | Stars | Language | Description |",
    "| [browser-use](https://github.com/browser-use/browser-use) | 110k | Python | AI agents that control a browser to complete tasks autonomously. |"
   ],
   "stars_evidence": [
    "# Awesome Scrapers",
    "## \ud83e\udd16 AI-Powered Scraping",
    "LLMs understand page structure, extract via natural language, and output LLM-ready formats.",
    "| Tool | Stars | Language | Description |",
    "| [browser-use](https://github.com/browser-use/browser-use) | 110k | Python | AI agents that control a browser to complete tasks autonomously. |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://arxiv.org/html/2606.26246v1",
   "project": "GPT-Researcher",
   "repository": "https://github.com/assafelovic/gpt-researcher",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Elovic (2023) Elovic, A. GPT Researcher: Autonomous agent for comprehensive online research. Software, 2023. URL [https://github.com/assafelovic/gpt-researcher](https://github.com/assafelovic/gpt-researcher)."
   ],
   "repository_evidence": [
    "Elovic (2023) Elovic, A. GPT Researcher: Autonomous agent for comprehensive online research. Software, 2023. URL [https://github.com/assafelovic/gpt-researcher](https://github.com/assafelovic/gpt-researcher)."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/johnxie/awesome-code-docs/blob/main/tutorials/babyagi-tutorial",
   "project": "BabyAGI",
   "repository": "https://github.com/yoheinakajima/babyagi",
   "stars": "22300",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# BabyAGI Tutorial: The Original Autonomous AI Task Agent Framework",
    "BabyAGI, released in March 2023 by Yohei Nakajima, is the original viral autonomous AI agent that introduced the three-agent loop pattern\u2014task execution, task creation, and task prioritization\u2014that underpins nearly every modern agentic framework."
   ],
   "repository_evidence": [
    "## Current Snapshot (auto-updated)",
    "- repository: [`yoheinakajima/babyagi`](https://github.com/yoheinakajima/babyagi)"
   ],
   "stars_evidence": [
    "## Current Snapshot (auto-updated)",
    "- stars: about **22.3k**"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://libhunt.com/compare-opensumi--core-vs-beeai-framework",
   "project": "core",
   "repository": null,
   "stars": "3633",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "SaaSHub - Software Alternatives and Reviews",
    "| [core](/r/opensumi/core) | | [beeai-framework](/r/beeai-framework) |",
    "## core"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "SaaSHub - Software Alternatives and Reviews",
    "| 3,633 | | 3,288 |",
    "**Stars** - the number of stars that a project has on GitHub. **Growth** - month over month growth in stars."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://libhunt.com/compare-opensumi--core-vs-beeai-framework",
   "project": "beeai-framework",
   "repository": "https://github.com/i-am-bee/beeai-framework",
   "stars": "3288",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "SaaSHub - Software Alternatives and Reviews",
    "| [core](/r/opensumi/core) | | [beeai-framework](/r/beeai-framework) |",
    "## beeai-framework"
   ],
   "repository_evidence": [
    "SaaSHub - Software Alternatives and Reviews",
    "https://github.com/i-am-bee/beeai-framework"
   ],
   "stars_evidence": [
    "SaaSHub - Software Alternatives and Reviews",
    "| 3,633 | | 3,288 |",
    "**Stars** - the number of stars that a project has on GitHub. **Growth** - month over month growth in stars."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://libhunt.com/compare-opensumi--core-vs-beeai-framework",
   "project": "mcp-agent",
   "repository": "https://github.com/lastmile-ai/mcp-agent",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "SaaSHub - Software Alternatives and Reviews",
    "https://github.com/lastmile-ai/mcp-agent"
   ],
   "repository_evidence": [
    "SaaSHub - Software Alternatives and Reviews",
    "https://github.com/lastmile-ai/mcp-agent"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://libhunt.com/compare-opensumi--core-vs-beeai-framework",
   "project": "dify",
   "repository": "https://github.com/langgenius/dify",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "SaaSHub - Software Alternatives and Reviews",
    "https://github.com/langgenius/dify"
   ],
   "repository_evidence": [
    "SaaSHub - Software Alternatives and Reviews",
    "https://github.com/langgenius/dify"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://libhunt.com/compare-opensumi--core-vs-beeai-framework",
   "project": "bee-agent-framework-starter",
   "repository": "https://github.com/i-am-bee/bee-agent-framework-starter.git",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "SaaSHub - Software Alternatives and Reviews",
    "git clone https://github.com/i-am-bee/bee-agent-framework-starter.git cd bee-agent-framework-starter #if using NVM (my case) nvm install #installing the dependencies npm ci ###if you encounter a problem with previous setups sudo chown -R 501:20 \"/Users/your-user-profile/.npm\" npm ci ### end of troubleshooting"
   ],
   "repository_evidence": [
    "SaaSHub - Software Alternatives and Reviews",
    "git clone https://github.com/i-am-bee/bee-agent-framework-starter.git cd bee-agent-framework-starter #if using NVM (my case) nvm install #installing the dependencies npm ci ###if you encounter a problem with previous setups sudo chown -R 501:20 \"/Users/your-user-profile/.npm\" npm ci ### end of troubleshooting"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://libhunt.com/compare-opensumi--core-vs-beeai-framework",
   "project": "bee-agent-framework",
   "repository": "https://github.com/i-am-bee/bee-agent-framework",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "SaaSHub - Software Alternatives and Reviews",
    "Integration of watsonx.ai and agent frameworks is quite simple, stay tuned for more examples to come (with Bee Framework) https://github.com/i-am-bee/bee-agent-framework! \ud83d\ude09"
   ],
   "repository_evidence": [
    "SaaSHub - Software Alternatives and Reviews",
    "Integration of watsonx.ai and agent frameworks is quite simple, stay tuned for more examples to come (with Bee Framework) https://github.com/i-am-bee/bee-agent-framework! \ud83d\ude09"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://chichieh-huang.com/posts/a3476af62056",
   "project": "OpenManus",
   "repository": "https://github.com/mannaandpoem/OpenManus",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# OpenManus Tutorial: How to Build Your Custom AI Agent in 2025 (Beginner\u2019s Guide)",
    "In response, the MetaGPT team acted swiftly, developing OpenManus within just three hours of Manus\u2019s release and making it open-source on GitHub."
   ],
   "repository_evidence": [
    "# OpenManus Tutorial: How to Build Your Custom AI Agent in 2025 (Beginner\u2019s Guide)",
    "[OpenManus](https://github.com/mannaandpoem/OpenManus) is an open-source project available on Github."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://chichieh-huang.com/posts/a3476af62056",
   "project": "OpenManusWeb",
   "repository": "https://github.com/YunQiAI/OpenManusWeb",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# OpenManus Tutorial: How to Build Your Custom AI Agent in 2025 (Beginner\u2019s Guide)",
    "OpenManusWeb, developed by YunQiAI, is a web-based extension of OpenManus designed to provide a more intuitive and user-friendly experience."
   ],
   "repository_evidence": [
    "# OpenManus Tutorial: How to Build Your Custom AI Agent in 2025 (Beginner\u2019s Guide)",
    "Like OpenManus, it is open-source and available on [GitHub](https://github.com/YunQiAI/OpenManusWeb) ."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://chichieh-huang.com/posts/a3476af62056",
   "project": "OpenManus-WebUI",
   "repository": "https://github.com/Shybert-AI/OpenManus-WebUI",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# OpenManus Tutorial: How to Build Your Custom AI Agent in 2025 (Beginner\u2019s Guide)",
    "I also tested [OpenManus-WebUI](https://github.com/Shybert-AI/OpenManus-WebUI) , another similar project, but found its installation process more complex."
   ],
   "repository_evidence": [
    "# OpenManus Tutorial: How to Build Your Custom AI Agent in 2025 (Beginner\u2019s Guide)",
    "I also tested [OpenManus-WebUI](https://github.com/Shybert-AI/OpenManus-WebUI) , another similar project, but found its installation process more complex."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://dev.to/qdenka/i-curated-120-agentic-development-tools-so-you-dont-have-to-7p8",
   "project": "awesome-ai-agents",
   "repository": null,
   "stars": "25k+",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## How It's Different",
    "| Existing List | Categories Covered |",
    "| awesome-ai-agents (25k+ \u2b50) | 1 \u2014 Frameworks only |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "## How It's Different",
    "| Existing List | Categories Covered |",
    "| awesome-ai-agents (25k+ \u2b50) | 1 \u2014 Frameworks only |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://dev.to/qdenka/i-curated-120-agentic-development-tools-so-you-dont-have-to-7p8",
   "project": "awesome-mcp-servers",
   "repository": null,
   "stars": "35k+",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## How It's Different",
    "| Existing List | Categories Covered |",
    "| awesome-mcp-servers (35k+ \u2b50) | 1 \u2014 MCP only |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "## How It's Different",
    "| Existing List | Categories Covered |",
    "| awesome-mcp-servers (35k+ \u2b50) | 1 \u2014 MCP only |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://dev.to/qdenka/i-curated-120-agentic-development-tools-so-you-dont-have-to-7p8",
   "project": "awesome-vibe-coding",
   "repository": null,
   "stars": "3k+",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## How It's Different",
    "| Existing List | Categories Covered |",
    "| awesome-vibe-coding (3k+ \u2b50) | 4 \u2014 IDEs, Terminal, Vibe, Learning |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "## How It's Different",
    "| Existing List | Categories Covered |",
    "| awesome-vibe-coding (3k+ \u2b50) | 4 \u2014 IDEs, Terminal, Vibe, Learning |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://dev.to/qdenka/i-curated-120-agentic-development-tools-so-you-dont-have-to-7p8",
   "project": "awesome-code-ai",
   "repository": null,
   "stars": "2k+",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## How It's Different",
    "| Existing List | Categories Covered |",
    "| awesome-code-ai (2k+ \u2b50) | 1 \u2014 IDEs/Assistants only |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "## How It's Different",
    "| Existing List | Categories Covered |",
    "| awesome-code-ai (2k+ \u2b50) | 1 \u2014 IDEs/Assistants only |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://dev.to/qdenka/i-curated-120-agentic-development-tools-so-you-dont-have-to-7p8",
   "project": "awesome-agentic-development",
   "repository": "https://github.com/QDenka/awesome-agentic-development",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## How It's Different",
    "| Existing List | Categories Covered |",
    "| **awesome-agentic-development** | **15 \u2014 Full stack coverage** |",
    "\u2b50 **If this is useful, [star the repo](https://github.com/QDenka/awesome-agentic-development)** \u2014 it helps others find it."
   ],
   "repository_evidence": [
    "\u2b50 **If this is useful, [star the repo](https://github.com/QDenka/awesome-agentic-development)** \u2014 it helps others find it."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://wetheflywheel.com/en/comparisons/openhands-vs-aider",
   "project": "OpenHands",
   "repository": null,
   "stars": "75800",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# OpenHands vs Aider (2026): Sandbox Agent or Pair-Programmer?",
    "- **OpenHands** \u2014 v1.7.0 (May 2026), ~75.8k stars, MIT. Formerly OpenDevin. Full plan-act-observe autonomy in a sandboxed runtime with browser use and a planning agent. 72.8% SWE-bench Verified on the V1 SDK. Cloud: free tier \u2192 $500/mo Growth."
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# OpenHands vs Aider (2026): Sandbox Agent or Pair-Programmer?",
    "- **OpenHands** \u2014 v1.7.0 (May 2026), ~75.8k stars, MIT. Formerly OpenDevin. Full plan-act-observe autonomy in a sandboxed runtime with browser use and a planning agent. 72.8% SWE-bench Verified on the V1 SDK. Cloud: free tier \u2192 $500/mo Growth."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://wetheflywheel.com/en/comparisons/openhands-vs-aider",
   "project": "Aider",
   "repository": null,
   "stars": "45800",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# OpenHands vs Aider (2026): Sandbox Agent or Pair-Programmer?",
    "- **Aider** \u2014 Apache-2.0 terminal pair-programmer, ~45.8k stars. Tree-sitter repo map, every AI edit auto-committed to Git. Honest caveat: latest tagged release is v0.86.0 (Aug 2025) \u2014 commits continue but cadence has visibly slowed."
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# OpenHands vs Aider (2026): Sandbox Agent or Pair-Programmer?",
    "- **Aider** \u2014 Apache-2.0 terminal pair-programmer, ~45.8k stars. Tree-sitter repo map, every AI edit auto-committed to Git. Honest caveat: latest tagged release is v0.86.0 (Aug 2025) \u2014 commits continue but cadence has visibly slowed."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://onpiste.work/blogs/32-open-source-web-agents-2026",
   "project": "browser-use",
   "repository": "github.com/browser-use/browser-use",
   "stars": "8200",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Open Source Web Agents in 2026: The Definitive Guide to Building Production-Ready Browser Automation",
    "Top 10 Open Source Frameworks Compared",
    "### 1. **browser-use** \u2b50 8.2k stars"
   ],
   "repository_evidence": [
    "Open Source Web Agents in 2026: The Definitive Guide to Building Production-Ready Browser Automation",
    "Top 10 Open Source Frameworks Compared",
    "**GitHub:** `github.com/browser-use/browser-use`"
   ],
   "stars_evidence": [
    "Open Source Web Agents in 2026: The Definitive Guide to Building Production-Ready Browser Automation",
    "Top 10 Open Source Frameworks Compared",
    "### 1. **browser-use** \u2b50 8.2k stars"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://onpiste.work/blogs/32-open-source-web-agents-2026",
   "project": "OnPiste",
   "repository": "github.com/nanobrowser/nanobrowser",
   "stars": "2100",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Open Source Web Agents in 2026: The Definitive Guide to Building Production-Ready Browser Automation",
    "Top 10 Open Source Frameworks Compared",
    "### 2. **OnPiste (Nanobrowser)** \u2b50 2.1k stars"
   ],
   "repository_evidence": [
    "Open Source Web Agents in 2026: The Definitive Guide to Building Production-Ready Browser Automation",
    "Top 10 Open Source Frameworks Compared",
    "**GitHub:** `github.com/nanobrowser/nanobrowser`"
   ],
   "stars_evidence": [
    "Open Source Web Agents in 2026: The Definitive Guide to Building Production-Ready Browser Automation",
    "Top 10 Open Source Frameworks Compared",
    "### 2. **OnPiste (Nanobrowser)** \u2b50 2.1k stars"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://onpiste.work/blogs/32-open-source-web-agents-2026",
   "project": "Stagehand",
   "repository": "github.com/browserbase/stagehand",
   "stars": "6800",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Open Source Web Agents in 2026: The Definitive Guide to Building Production-Ready Browser Automation",
    "Top 10 Open Source Frameworks Compared",
    "### 3. **Stagehand** \u2b50 6.8k stars"
   ],
   "repository_evidence": [
    "Open Source Web Agents in 2026: The Definitive Guide to Building Production-Ready Browser Automation",
    "Top 10 Open Source Frameworks Compared",
    "**GitHub:** `github.com/browserbase/stagehand`"
   ],
   "stars_evidence": [
    "Open Source Web Agents in 2026: The Definitive Guide to Building Production-Ready Browser Automation",
    "Top 10 Open Source Frameworks Compared",
    "### 3. **Stagehand** \u2b50 6.8k stars"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://onpiste.work/blogs/32-open-source-web-agents-2026",
   "project": "Playwright MCP Server",
   "repository": "github.com/executeautomation/playwright-mcp-server",
   "stars": "1500",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Open Source Web Agents in 2026: The Definitive Guide to Building Production-Ready Browser Automation",
    "Top 10 Open Source Frameworks Compared",
    "### 4. **Playwright MCP Server** \u2b50 1.5k stars"
   ],
   "repository_evidence": [
    "Open Source Web Agents in 2026: The Definitive Guide to Building Production-Ready Browser Automation",
    "Top 10 Open Source Frameworks Compared",
    "**GitHub:** `github.com/executeautomation/playwright-mcp-server`"
   ],
   "stars_evidence": [
    "Open Source Web Agents in 2026: The Definitive Guide to Building Production-Ready Browser Automation",
    "Top 10 Open Source Frameworks Compared",
    "### 4. **Playwright MCP Server** \u2b50 1.5k stars"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://onpiste.work/blogs/32-open-source-web-agents-2026",
   "project": "LaVague",
   "repository": "github.com/lavague-ai/LaVague",
   "stars": "5300",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Open Source Web Agents in 2026: The Definitive Guide to Building Production-Ready Browser Automation",
    "Top 10 Open Source Frameworks Compared",
    "### 5. **LaVague** \u2b50 5.3k stars"
   ],
   "repository_evidence": [
    "Open Source Web Agents in 2026: The Definitive Guide to Building Production-Ready Browser Automation",
    "Top 10 Open Source Frameworks Compared",
    "**GitHub:** `github.com/lavague-ai/LaVague`"
   ],
   "stars_evidence": [
    "Open Source Web Agents in 2026: The Definitive Guide to Building Production-Ready Browser Automation",
    "Top 10 Open Source Frameworks Compared",
    "### 5. **LaVague** \u2b50 5.3k stars"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://onpiste.work/blogs/32-open-source-web-agents-2026",
   "project": "Crawl4AI",
   "repository": "github.com/unclecode/crawl4ai",
   "stars": "12500",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Open Source Web Agents in 2026: The Definitive Guide to Building Production-Ready Browser Automation",
    "Top 10 Open Source Frameworks Compared",
    "### 6. **Crawl4AI** \u2b50 12.5k stars"
   ],
   "repository_evidence": [
    "Open Source Web Agents in 2026: The Definitive Guide to Building Production-Ready Browser Automation",
    "Top 10 Open Source Frameworks Compared",
    "**GitHub:** `github.com/unclecode/crawl4ai`"
   ],
   "stars_evidence": [
    "Open Source Web Agents in 2026: The Definitive Guide to Building Production-Ready Browser Automation",
    "Top 10 Open Source Frameworks Compared",
    "### 6. **Crawl4AI** \u2b50 12.5k stars"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://onpiste.work/blogs/32-open-source-web-agents-2026",
   "project": "AutoGPT Browser Plugin",
   "repository": null,
   "stars": "3200",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Open Source Web Agents in 2026: The Definitive Guide to Building Production-Ready Browser Automation",
    "Top 10 Open Source Frameworks Compared",
    "### 7. **AutoGPT Browser Plugin** \u2b50 3.2k stars"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "Open Source Web Agents in 2026: The Definitive Guide to Building Production-Ready Browser Automation",
    "Top 10 Open Source Frameworks Compared",
    "### 7. **AutoGPT Browser Plugin** \u2b50 3.2k stars"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://onpiste.work/blogs/32-open-source-web-agents-2026",
   "project": "WebVoyager",
   "repository": "github.com/MinorJerry/WebVoyager",
   "stars": "890",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Open Source Web Agents in 2026: The Definitive Guide to Building Production-Ready Browser Automation",
    "Top 10 Open Source Frameworks Compared",
    "### 8. **WebVoyager** \u2b50 890 stars"
   ],
   "repository_evidence": [
    "Open Source Web Agents in 2026: The Definitive Guide to Building Production-Ready Browser Automation",
    "Top 10 Open Source Frameworks Compared",
    "**GitHub:** `github.com/MinorJerry/WebVoyager`"
   ],
   "stars_evidence": [
    "Open Source Web Agents in 2026: The Definitive Guide to Building Production-Ready Browser Automation",
    "Top 10 Open Source Frameworks Compared",
    "### 8. **WebVoyager** \u2b50 890 stars"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://onpiste.work/blogs/32-open-source-web-agents-2026",
   "project": "BrowserGym",
   "repository": "github.com/ServiceNow/BrowserGym",
   "stars": "750",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Open Source Web Agents in 2026: The Definitive Guide to Building Production-Ready Browser Automation",
    "Top 10 Open Source Frameworks Compared",
    "### 9. **BrowserGym** \u2b50 750 stars"
   ],
   "repository_evidence": [
    "Open Source Web Agents in 2026: The Definitive Guide to Building Production-Ready Browser Automation",
    "Top 10 Open Source Frameworks Compared",
    "**GitHub:** `github.com/ServiceNow/BrowserGym`"
   ],
   "stars_evidence": [
    "Open Source Web Agents in 2026: The Definitive Guide to Building Production-Ready Browser Automation",
    "Top 10 Open Source Frameworks Compared",
    "### 9. **BrowserGym** \u2b50 750 stars"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://onpiste.work/blogs/32-open-source-web-agents-2026",
   "project": "Skyvern",
   "repository": "github.com/skyvern-ai/skyvern",
   "stars": "5800",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Open Source Web Agents in 2026: The Definitive Guide to Building Production-Ready Browser Automation",
    "Top 10 Open Source Frameworks Compared",
    "### 10. **Skyvern** \u2b50 5.8k stars"
   ],
   "repository_evidence": [
    "Open Source Web Agents in 2026: The Definitive Guide to Building Production-Ready Browser Automation",
    "Top 10 Open Source Frameworks Compared",
    "**GitHub:** `github.com/skyvern-ai/skyvern`"
   ],
   "stars_evidence": [
    "Open Source Web Agents in 2026: The Definitive Guide to Building Production-Ready Browser Automation",
    "Top 10 Open Source Frameworks Compared",
    "### 10. **Skyvern** \u2b50 5.8k stars"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://arxiv.org/pdf/2511.19399v2",
   "project": "DR Tulu",
   "repository": "github.com/rlresearch/dr-tulu",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "DR Tulu: Reinforcement Learning with\nEvolving Rubrics for Deep Research",
    "Using RLER, we develop Deep Research Tulu (DR Tulu-8B), the first open\nmodel that is directly trained for open-ended, long-form deep research."
   ],
   "repository_evidence": [
    "Code: github.com/rlresearch/dr-tulu",
    "DR Tulu: Reinforcement Learning with\nEvolving Rubrics for Deep Research"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://oneclaw.net/blog/personal-ai-agent-github",
   "project": "OpenClaw",
   "repository": "https://github.com/nicepkg/openclaw",
   "stars": "15000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Top Personal AI Agent GitHub Projects in 2026",
    "Here's how the most popular ones compare for personal use:",
    "| Project | GitHub Stars | Best For | Messaging Support | Production-Ready |",
    "| **OpenClaw** | 15,000+ | Daily personal assistant | Telegram, Discord, WhatsApp | Yes |"
   ],
   "repository_evidence": [
    "### OpenClaw \u2014 The Production-Ready Personal Agent",
    "[OpenClaw](https://github.com/nicepkg/openclaw) is the standout choice for anyone who wants a **personal AI agent that actually works in daily life**."
   ],
   "stars_evidence": [
    "Top Personal AI Agent GitHub Projects in 2026",
    "Here's how the most popular ones compare for personal use:",
    "| Project | GitHub Stars | Best For | Messaging Support | Production-Ready |",
    "| **OpenClaw** | 15,000+ | Daily personal assistant | Telegram, Discord, WhatsApp | Yes |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://oneclaw.net/blog/personal-ai-agent-github",
   "project": "AutoGPT",
   "repository": null,
   "stars": "160000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Top Personal AI Agent GitHub Projects in 2026",
    "Here's how the most popular ones compare for personal use:",
    "| Project | GitHub Stars | Best For | Messaging Support | Production-Ready |",
    "| **AutoGPT** | 160,000+ | Experimental autonomous tasks | Web UI only | Partial |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "Top Personal AI Agent GitHub Projects in 2026",
    "Here's how the most popular ones compare for personal use:",
    "| Project | GitHub Stars | Best For | Messaging Support | Production-Ready |",
    "| **AutoGPT** | 160,000+ | Experimental autonomous tasks | Web UI only | Partial |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://oneclaw.net/blog/personal-ai-agent-github",
   "project": "CrewAI",
   "repository": null,
   "stars": "25000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Top Personal AI Agent GitHub Projects in 2026",
    "Here's how the most popular ones compare for personal use:",
    "| Project | GitHub Stars | Best For | Messaging Support | Production-Ready |",
    "| **CrewAI** | 25,000+ | Multi-agent workflows | API only | Partial |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "Top Personal AI Agent GitHub Projects in 2026",
    "Here's how the most popular ones compare for personal use:",
    "| Project | GitHub Stars | Best For | Messaging Support | Production-Ready |",
    "| **CrewAI** | 25,000+ | Multi-agent workflows | API only | Partial |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://oneclaw.net/blog/personal-ai-agent-github",
   "project": "BabyAGI",
   "repository": null,
   "stars": "20000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Top Personal AI Agent GitHub Projects in 2026",
    "Here's how the most popular ones compare for personal use:",
    "| Project | GitHub Stars | Best For | Messaging Support | Production-Ready |",
    "| **BabyAGI** | 20,000+ | Task decomposition research | CLI only | No |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "Top Personal AI Agent GitHub Projects in 2026",
    "Here's how the most popular ones compare for personal use:",
    "| Project | GitHub Stars | Best For | Messaging Support | Production-Ready |",
    "| **BabyAGI** | 20,000+ | Task decomposition research | CLI only | No |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://oneclaw.net/blog/personal-ai-agent-github",
   "project": "LangChain",
   "repository": null,
   "stars": "95000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Top Personal AI Agent GitHub Projects in 2026",
    "Here's how the most popular ones compare for personal use:",
    "| Project | GitHub Stars | Best For | Messaging Support | Production-Ready |",
    "| **LangChain** | 95,000+ | Framework/toolkit | Build your own | Yes (as library) |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "Top Personal AI Agent GitHub Projects in 2026",
    "Here's how the most popular ones compare for personal use:",
    "| Project | GitHub Stars | Best For | Messaging Support | Production-Ready |",
    "| **LangChain** | 95,000+ | Framework/toolkit | Build your own | Yes (as library) |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://arxiv.org/html/2402.07939v3",
   "project": "UFO",
   "repository": "https://github.com/microsoft/UFO",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "In this section, we review research efforts relevant to UFO, with a focus on the domains of LLM agents and LLM-based GUI intelligence.",
    "The open-source code for UFO is available on [https://github.com/microsoft/UFO](https://github.com/microsoft/UFO)."
   ],
   "repository_evidence": [
    "In this section, we review research efforts relevant to UFO, with a focus on the domains of LLM agents and LLM-based GUI intelligence.",
    "The open-source code for UFO is available on [https://github.com/microsoft/UFO](https://github.com/microsoft/UFO)."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://arxiv.org/html/2402.07939v3",
   "project": "AutoGPT",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "In this section, we review research efforts relevant to UFO, with a focus on the domains of LLM agents and LLM-based GUI intelligence.",
    "Notably, AutoGPT [Significant Gravitas ](https://arxiv.org/html/2402.07939v3#bib.bib23) stands as a pioneering agent within this domain, facilitating interaction with users and decomposing LLMs\u2019 actions into discrete components such as thoughts, reasoning, and criticism, thereby effectively addressing user requests."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://arxiv.org/html/2402.07939v3",
   "project": "TaskWeaver",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "In this section, we review research efforts relevant to UFO, with a focus on the domains of LLM agents and LLM-based GUI intelligence.",
    "Additionally, TaskWeaver Qiao et al. ([2023](https://arxiv.org/html/2402.07939v3#bib.bib19)) represents a noteworthy code-centric agent framework designed to disassemble user requests and translate them into manageable subtasks executable via Python code."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://arxiv.org/html/2402.07939v3",
   "project": "LangChain Agent",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "In this section, we review research efforts relevant to UFO, with a focus on the domains of LLM agents and LLM-based GUI intelligence.",
    "The LangChain Agent Chase ([2022](https://arxiv.org/html/2402.07939v3#bib.bib5)), serves as an extension of the LangChain framework."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://arxiv.org/html/2402.07939v3",
   "project": "AutoGen",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "In this section, we review research efforts relevant to UFO, with a focus on the domains of LLM agents and LLM-based GUI intelligence.",
    "AutoGen Wu et al. ([2023b](https://arxiv.org/html/2402.07939v3#bib.bib32)) exemplifies this approach by designing each agent to be highly customizable and conversable."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://arxiv.org/html/2402.07939v3",
   "project": "MetaGPT",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "In this section, we review research efforts relevant to UFO, with a focus on the domains of LLM agents and LLM-based GUI intelligence.",
    "MetaGPT Hong et al. ([2023a](https://arxiv.org/html/2402.07939v3#bib.bib13)) constitutes another notable multi-agent framework."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://arxiv.org/html/2402.07939v3",
   "project": "AutoAgents",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "In this section, we review research efforts relevant to UFO, with a focus on the domains of LLM agents and LLM-based GUI intelligence.",
    "Furthermore, another multi-agent framework named AutoAgents Chen et al. ([2023a](https://arxiv.org/html/2402.07939v3#bib.bib6)) generates and coordinates multiple specialized agents to form an AI team tailored for complex tasks."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://arxiv.org/html/2402.07939v3",
   "project": "AppAgent",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "In this section, we review research efforts relevant to UFO, with a focus on the domains of LLM agents and LLM-based GUI intelligence.",
    "Similarly, AppAgent Yang et al. ([2023a](https://arxiv.org/html/2402.07939v3#bib.bib35)) leverages GPT-4V as smartphone users, enabling them to take actions on mobile applications based on smartphone snapshots, thereby autonomously fulfilling user requests on physical phones."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://arxiv.org/html/2402.07939v3",
   "project": "MobileAgent",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "In this section, we review research efforts relevant to UFO, with a focus on the domains of LLM agents and LLM-based GUI intelligence.",
    "MobileAgent Wang et al. ([2024](https://arxiv.org/html/2402.07939v3#bib.bib28)) integrates Optical Character Recognition (OCR) tools to augment the GPT-V employed within a comparable mobile agent designed for task completion on mobile phones."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://arxiv.org/html/2402.07939v3",
   "project": "CogAgent",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "In this section, we review research efforts relevant to UFO, with a focus on the domains of LLM agents and LLM-based GUI intelligence.",
    "On the other hand, CogAgent Hong et al. ([2023b](https://arxiv.org/html/2402.07939v3#bib.bib14)) takes a distinct approach by training a dedicated visual language model specialized in GUI understanding and navigation, providing a more tailored solution for various GUI intelligence tasks."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/PhilippWu/OpenManus_test",
   "project": "OpenManus",
   "repository": "https://github.com/mannaandpoem/OpenManus",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "OpenManus is built by contributors from MetaGPT."
   ],
   "repository_evidence": [
    "git clone https://github.com/mannaandpoem/OpenManus.git"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/PhilippWu/OpenManus_test",
   "project": "OpenManus-RL",
   "repository": "https://github.com/OpenManus/OpenManus-RL",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "We're also excited to introduce [OpenManus-RL](https://github.com/OpenManus/OpenManus-RL), an open-source project dedicated to reinforcement learning (RL)- based (such as GRPO) tuning methods for LLM agents, developed collaboratively by researchers from UIUC and OpenManus."
   ],
   "repository_evidence": [
    "We're also excited to introduce [OpenManus-RL](https://github.com/OpenManus/OpenManus-RL), an open-source project dedicated to reinforcement learning (RL)- based (such as GRPO) tuning methods for LLM agents, developed collaboratively by researchers from UIUC and OpenManus."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/PhilippWu/OpenManus_test",
   "project": "anthropic-computer-use",
   "repository": "https://github.com/anthropics/anthropic-quickstarts/tree/main/computer-use-demo",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Thanks to [anthropic-computer-use](https://github.com/anthropics/anthropic-quickstarts/tree/main/computer-use-demo) and [browser-use](https://github.com/browser-use/browser-use) for providing basic support for this project!"
   ],
   "repository_evidence": [
    "Thanks to [anthropic-computer-use](https://github.com/anthropics/anthropic-quickstarts/tree/main/computer-use-demo) and [browser-use](https://github.com/browser-use/browser-use) for providing basic support for this project!"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/PhilippWu/OpenManus_test",
   "project": "browser-use",
   "repository": "https://github.com/browser-use/browser-use",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Thanks to [anthropic-computer-use](https://github.com/anthropics/anthropic-quickstarts/tree/main/computer-use-demo) and [browser-use](https://github.com/browser-use/browser-use) for providing basic support for this project!"
   ],
   "repository_evidence": [
    "Thanks to [anthropic-computer-use](https://github.com/anthropics/anthropic-quickstarts/tree/main/computer-use-demo) and [browser-use](https://github.com/browser-use/browser-use) for providing basic support for this project!"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/PhilippWu/OpenManus_test",
   "project": "AAAJ",
   "repository": "https://github.com/metauto-ai/agent-as-a-judge",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": null,
   "repository_evidence": [
    "Additionally, we are grateful to [AAAJ](https://github.com/metauto-ai/agent-as-a-judge), [MetaGPT](https://github.com/geekan/MetaGPT) and [OpenHands](https://github.com/All-Hands-AI/OpenHands)."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/PhilippWu/OpenManus_test",
   "project": "MetaGPT",
   "repository": "https://github.com/geekan/MetaGPT",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": null,
   "repository_evidence": [
    "Additionally, we are grateful to [AAAJ](https://github.com/metauto-ai/agent-as-a-judge), [MetaGPT](https://github.com/geekan/MetaGPT) and [OpenHands](https://github.com/All-Hands-AI/OpenHands)."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/PhilippWu/OpenManus_test",
   "project": "OpenHands",
   "repository": "https://github.com/All-Hands-AI/OpenHands",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": null,
   "repository_evidence": [
    "Additionally, we are grateful to [AAAJ](https://github.com/metauto-ai/agent-as-a-judge), [MetaGPT](https://github.com/geekan/MetaGPT) and [OpenHands](https://github.com/All-Hands-AI/OpenHands)."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/inftyai%2Fawesome-llmops?topic=llm-inference",
   "project": "MetaGPT",
   "repository": "https://github.com/geekan/metagpt",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome-LLMOps",
    " \ud83c\udf89 An awesome & curated list of best LLMOps tools.",
    "    - [MetaGPT](/projects/github.com%2Fgeekan%2FMetaGPT) - Agent Framework: First AI Software Company, Towards Natural Language Programming. ![Stars](https://img.shields.io/github/stars/geekan/metagpt.svg?style=flat&color=green) ![Contributors](https://img.shields.io/github/contributors/geekan/metagpt?color=green) ![LastCommit](https://img.shields.io/github/last-commit/geekan/metagpt?color=green)"
   ],
   "repository_evidence": [
    "# Awesome-LLMOps",
    " \ud83c\udf89 An awesome & curated list of best LLMOps tools.",
    "    - [MetaGPT](/projects/github.com%2Fgeekan%2FMetaGPT) - Agent Framework: First AI Software Company, Towards Natural Language Programming. ![Stars](https://img.shields.io/github/stars/geekan/metagpt.svg?style=flat&color=green) ![Contributors](https://img.shields.io/github/contributors/geekan/metagpt?color=green) ![LastCommit](https://img.shields.io/github/last-commit/geekan/metagpt?color=green)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/inftyai%2Fawesome-llmops?topic=llm-inference",
   "project": "Swarm",
   "repository": "https://github.com/openai/swarm",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome-LLMOps",
    " \ud83c\udf89 An awesome & curated list of best LLMOps tools.",
    "    - [Swarm](/projects/github.com%2Fopenai%2Fswarm) - agent orchestration. Managed by OpenAI Solution team. ![Stars](https://img.shields.io/github/stars/openai/swarm.svg?style=flat&color=green) ![Contributors](https://img.shields.io/github/contributors/openai/swarm?color=green) ![LastCommit](https://img.shields.io/github/last-commit/openai/swarm?color=green) ![Tag](https://img.shields.io/badge/experimental-slategray)"
   ],
   "repository_evidence": [
    "# Awesome-LLMOps",
    " \ud83c\udf89 An awesome & curated list of best LLMOps tools.",
    "    - [Swarm](/projects/github.com%2Fopenai%2Fswarm) - agent orchestration. Managed by OpenAI Solution team. ![Stars](https://img.shields.io/github/stars/openai/swarm.svg?style=flat&color=green) ![Contributors](https://img.shields.io/github/contributors/openai/swarm?color=green) ![LastCommit](https://img.shields.io/github/last-commit/openai/swarm?color=green) ![Tag](https://img.shields.io/badge/experimental-slategray)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/inftyai%2Fawesome-llmops?topic=llm-inference",
   "project": "Agno",
   "repository": "https://github.com/agno-agi/agno",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome-LLMOps",
    " \ud83c\udf89 An awesome & curated list of best LLMOps tools.",
    "    - [Agno](/projects/github.com%2Fagno-agi%2Fagno) - source framework for building multi-agent systems with memory, knowledge and reasoning. ![Stars](https://img.shields.io/github/stars/agno-agi/agno.svg?style=flat&color=green) ![Contributors](https://img.shields.io/github/contributors/agno-agi/agno?color=green) ![LastCommit](https://img.shields.io/github/last-commit/agno-agi/agno?color=green)"
   ],
   "repository_evidence": [
    "# Awesome-LLMOps",
    " \ud83c\udf89 An awesome & curated list of best LLMOps tools.",
    "    - [Agno](/projects/github.com%2Fagno-agi%2Fagno) - source framework for building multi-agent systems with memory, knowledge and reasoning. ![Stars](https://img.shields.io/github/stars/agno-agi/agno.svg?style=flat&color=green) ![Contributors](https://img.shields.io/github/contributors/agno-agi/agno?color=green) ![LastCommit](https://img.shields.io/github/last-commit/agno-agi/agno?color=green)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/inftyai%2Fawesome-llmops?topic=llm-inference",
   "project": "CAMEL",
   "repository": "https://github.com/camel-ai/camel",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome-LLMOps",
    " \ud83c\udf89 An awesome & curated list of best LLMOps tools.",
    "    - [CAMEL](/projects/github.com%2Fcamel-ai%2Fcamel) - agent framework. Finding the Scaling Law of Agents. ![Stars](https://img.shields.io/github/stars/camel-ai/camel.svg?style=flat&color=green) ![Contributors](https://img.shields.io/github/contributors/camel-ai/camel?color=green) ![LastCommit](https://img.shields.io/github/last-commit/camel-ai/camel?color=green)"
   ],
   "repository_evidence": [
    "# Awesome-LLMOps",
    " \ud83c\udf89 An awesome & curated list of best LLMOps tools.",
    "    - [CAMEL](/projects/github.com%2Fcamel-ai%2Fcamel) - agent framework. Finding the Scaling Law of Agents. ![Stars](https://img.shields.io/github/stars/camel-ai/camel.svg?style=flat&color=green) ![Contributors](https://img.shields.io/github/contributors/camel-ai/camel?color=green) ![LastCommit](https://img.shields.io/github/last-commit/camel-ai/camel?color=green)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/inftyai%2Fawesome-llmops?topic=llm-inference",
   "project": "Agent Development Kit (ADK)",
   "repository": "https://github.com/google/adk-python",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome-LLMOps",
    " \ud83c\udf89 An awesome & curated list of best LLMOps tools.",
    "    - [Agent Development Kit (ADK)](https://github.com/google/adk-python) - source, code-first Python toolkit for building, evaluating, and deploying sophisticated AI agents with flexibility and control. ![Stars](https://img.shields.io/github/stars/google/adk-python.svg?style=flat&color=green) ![Contributors](https://img.shields.io/github/contributors/google/adk-python?color=green) ![LastCommit](https://img.shields.io/github/last-commit/google/adk-python?color=green)"
   ],
   "repository_evidence": [
    "# Awesome-LLMOps",
    " \ud83c\udf89 An awesome & curated list of best LLMOps tools.",
    "    - [Agent Development Kit (ADK)](https://github.com/google/adk-python) - source, code-first Python toolkit for building, evaluating, and deploying sophisticated AI agents with flexibility and control. ![Stars](https://img.shields.io/github/stars/google/adk-python.svg?style=flat&color=green) ![Contributors](https://img.shields.io/github/contributors/google/adk-python?color=green) ![LastCommit](https://img.shields.io/github/last-commit/google/adk-python?color=green)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/inftyai%2Fawesome-llmops?topic=llm-inference",
   "project": "Suna",
   "repository": "https://github.com/kortix-ai/suna",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome-LLMOps",
    " \ud83c\udf89 An awesome & curated list of best LLMOps tools.",
    "    - [Suna](/projects/github.com%2Fkortix-ai%2Fsuna) - Open Source Generalist AI Agent ![Stars](https://img.shields.io/github/stars/kortix-ai/suna.svg?style=flat&color=green) ![Contributors](https://img.shields.io/github/contributors/kortix-ai/suna?color=green) ![LastCommit](https://img.shields.io/github/last-commit/kortix-ai/suna?color=green)"
   ],
   "repository_evidence": [
    "# Awesome-LLMOps",
    " \ud83c\udf89 An awesome & curated list of best LLMOps tools.",
    "    - [Suna](/projects/github.com%2Fkortix-ai%2Fsuna) - Open Source Generalist AI Agent ![Stars](https://img.shields.io/github/stars/kortix-ai/suna.svg?style=flat&color=green) ![Contributors](https://img.shields.io/github/contributors/kortix-ai/suna?color=green) ![LastCommit](https://img.shields.io/github/last-commit/kortix-ai/suna?color=green)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/inftyai%2Fawesome-llmops?topic=llm-inference",
   "project": "Qwen-Agent",
   "repository": "https://github.com/QwenLM/Qwen-Agent",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome-LLMOps",
    " \ud83c\udf89 An awesome & curated list of best LLMOps tools.",
    "    - [Qwen-Agent](/projects/github.com%2FQwenLM%2FQwen-Agent) - Agent.svg?style=flat&color=green) ![Contributors](https://img.shields.io/github/contributors/QwenLM/Qwen-Agent?color=green) ![LastCommit](https://img.shields.io/github/last-commit/QwenLM/Qwen-Agent?color=green)"
   ],
   "repository_evidence": [
    "# Awesome-LLMOps",
    " \ud83c\udf89 An awesome & curated list of best LLMOps tools.",
    "    - [Qwen-Agent](/projects/github.com%2FQwenLM%2FQwen-Agent) - Agent.svg?style=flat&color=green) ![Contributors](https://img.shields.io/github/contributors/QwenLM/Qwen-Agent?color=green) ![LastCommit](https://img.shields.io/github/last-commit/QwenLM/Qwen-Agent?color=green)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/inftyai%2Fawesome-llmops?topic=llm-inference",
   "project": "crewAI",
   "repository": "https://github.com/crewAIInc/crewAI",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome-LLMOps",
    " \ud83c\udf89 An awesome & curated list of best LLMOps tools.",
    "    - [crewAI](/projects/github.com%2FcrewAIInc%2FcrewAI) - playing, autonomous AI agents. By fostering collaborative intelligence, CrewAI empowers agents to work together seamlessly, tackling complex tasks. ![Stars](https://img.shields.io/github/stars/crewAIInc/crewAI.svg?style=flat&color=green) ![Contributors](https://img.shields.io/github/contributors/crewAIInc/crewAI?color=green) ![LastCommit](https://img.shields.io/github/last-commit/crewAIInc/crewAI?color=green)"
   ],
   "repository_evidence": [
    "# Awesome-LLMOps",
    " \ud83c\udf89 An awesome & curated list of best LLMOps tools.",
    "    - [crewAI](/projects/github.com%2FcrewAIInc%2FcrewAI) - playing, autonomous AI agents. By fostering collaborative intelligence, CrewAI empowers agents to work together seamlessly, tackling complex tasks. ![Stars](https://img.shields.io/github/stars/crewAIInc/crewAI.svg?style=flat&color=green) ![Contributors](https://img.shields.io/github/contributors/crewAIInc/crewAI?color=green) ![LastCommit](https://img.shields.io/github/last-commit/crewAIInc/crewAI?color=green)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/inftyai%2Fawesome-llmops?topic=llm-inference",
   "project": "AgentField",
   "repository": "https://github.com/Agent-Field/agentfield",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome-LLMOps",
    " \ud83c\udf89 An awesome & curated list of best LLMOps tools.",
    "    - [AgentField](https://github.com/Agent-Field/agentfield) - scalable, observable, and identity-aware from day one. ![Stars](https://img.shields.io/github/stars/Agent-Field/agentfield.svg?style=flat&color=green) ![Contributors](https://img.shields.io/github/contributors/Agent-Field/agentfield?color=green) ![LastCommit](https://img.shields.io/github/last-commit/Agent-Field/agentfield?color=green)"
   ],
   "repository_evidence": [
    "# Awesome-LLMOps",
    " \ud83c\udf89 An awesome & curated list of best LLMOps tools.",
    "    - [AgentField](https://github.com/Agent-Field/agentfield) - scalable, observable, and identity-aware from day one. ![Stars](https://img.shields.io/github/stars/Agent-Field/agentfield.svg?style=flat&color=green) ![Contributors](https://img.shields.io/github/contributors/Agent-Field/agentfield?color=green) ![LastCommit](https://img.shields.io/github/last-commit/Agent-Field/agentfield?color=green)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/inftyai%2Fawesome-llmops?topic=llm-inference",
   "project": "Agent Shadow Brain",
   "repository": "https://github.com/theihtisham/agent-shadow-brain",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome-LLMOps",
    " \ud83c\udf89 An awesome & curated list of best LLMOps tools.",
    "    - [Agent Shadow Brain](https://github.com/theihtisham/agent-shadow-brain) - evolving AI coding intelligence with infinite memory (TurboQuant), genetic algorithm evolution, predictive bug detection, PageRank knowledge graphs, and swarm intelligence. The world's first autonomous coding brain. ![Stars](https://img.shields.io/github/stars/theihtisham/agent-shadow-brain.svg?style=flat&color=green) ![Contributors](https://img.shields.io/github/contributors/theihtisham/agent-shadow-brain?color=green) ![LastCommit](https://img.shields.io/github/last-commit/theihtisham/agent-shadow-brain?color=green)"
   ],
   "repository_evidence": [
    "# Awesome-LLMOps",
    " \ud83c\udf89 An awesome & curated list of best LLMOps tools.",
    "    - [Agent Shadow Brain](https://github.com/theihtisham/agent-shadow-brain) - evolving AI coding intelligence with infinite memory (TurboQuant), genetic algorithm evolution, predictive bug detection, PageRank knowledge graphs, and swarm intelligence. The world's first autonomous coding brain. ![Stars](https://img.shields.io/github/stars/theihtisham/agent-shadow-brain.svg?style=flat&color=green) ![Contributors](https://img.shields.io/github/contributors/theihtisham/agent-shadow-brain?color=green) ![LastCommit](https://img.shields.io/github/last-commit/theihtisham/agent-shadow-brain?color=green)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://dev.to/docdavkitty/ai-agent-frameworks-in-mid-2026-the-complete-landscape-langgraph-openai-sdk-crewai-autogen-1pi1",
   "project": "LangGraph",
   "repository": "https://github.com/langchain-ai/langgraph",
   "stars": "33900",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# AI Agent Frameworks in Mid-2026: The Complete Landscape \u2014 LangGraph, OpenAI SDK, CrewAI, AutoGen, and Everything In Between",
    "| Framework | Stars | Downloads/mo | Language | Paradigm | Status |",
    "| LangGraph | 33.9K | 34.5M | Python, JS/TS | Graph-based | Active 1.x |",
    "This article compares the 12+ most significant open-source AI agent frameworks as of July 2026: architectures, adoption metrics, enterprise usage, and the trade-offs that matter for production.",
    "[LangGraph](https://github.com/langchain-ai/langgraph) is the most widely deployed agent framework in production."
   ],
   "repository_evidence": [
    "# AI Agent Frameworks in Mid-2026: The Complete Landscape \u2014 LangGraph, OpenAI SDK, CrewAI, AutoGen, and Everything In Between",
    "This article compares the 12+ most significant open-source AI agent frameworks as of July 2026: architectures, adoption metrics, enterprise usage, and the trade-offs that matter for production.",
    "[LangGraph](https://github.com/langchain-ai/langgraph) is the most widely deployed agent framework in production."
   ],
   "stars_evidence": [
    "# AI Agent Frameworks in Mid-2026: The Complete Landscape \u2014 LangGraph, OpenAI SDK, CrewAI, AutoGen, and Everything In Between",
    "| Framework | Stars | Downloads/mo | Language | Paradigm | Status |",
    "| LangGraph | 33.9K | 34.5M | Python, JS/TS | Graph-based | Active 1.x |",
    "This article compares the 12+ most significant open-source AI agent frameworks as of July 2026: architectures, adoption metrics, enterprise usage, and the trade-offs that matter for production.",
    "[LangGraph](https://github.com/langchain-ai/langgraph) is the most widely deployed agent framework in production."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://dev.to/docdavkitty/ai-agent-frameworks-in-mid-2026-the-complete-landscape-langgraph-openai-sdk-crewai-autogen-1pi1",
   "project": "OpenAI Agents SDK",
   "repository": "https://github.com/openai/openai-agents-python",
   "stars": "26900",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# AI Agent Frameworks in Mid-2026: The Complete Landscape \u2014 LangGraph, OpenAI SDK, CrewAI, AutoGen, and Everything In Between",
    "| Framework | Stars | Downloads/mo | Language | Paradigm | Status |",
    "| OpenAI Agents SDK | 26.9K | 10.3M | Python | Handoff-driven | Active 0.x |",
    "This article compares the 12+ most significant open-source AI agent frameworks as of July 2026: architectures, adoption metrics, enterprise usage, and the trade-offs that matter for production.",
    "The [OpenAI Agents SDK](https://github.com/openai/openai-agents-python) packages OpenAI's agent patterns into a small set of primitives: agents (an LLM with instructions and tools), handoffs for delegating between agents, guardrails for validating inputs and outputs, and sessions that manage conversation history automatically."
   ],
   "repository_evidence": [
    "# AI Agent Frameworks in Mid-2026: The Complete Landscape \u2014 LangGraph, OpenAI SDK, CrewAI, AutoGen, and Everything In Between",
    "This article compares the 12+ most significant open-source AI agent frameworks as of July 2026: architectures, adoption metrics, enterprise usage, and the trade-offs that matter for production.",
    "The [OpenAI Agents SDK](https://github.com/openai/openai-agents-python) packages OpenAI's agent patterns into a small set of primitives: agents (an LLM with instructions and tools), handoffs for delegating between agents, guardrails for validating inputs and outputs, and sessions that manage conversation history automatically."
   ],
   "stars_evidence": [
    "# AI Agent Frameworks in Mid-2026: The Complete Landscape \u2014 LangGraph, OpenAI SDK, CrewAI, AutoGen, and Everything In Between",
    "| Framework | Stars | Downloads/mo | Language | Paradigm | Status |",
    "| OpenAI Agents SDK | 26.9K | 10.3M | Python | Handoff-driven | Active 0.x |",
    "This article compares the 12+ most significant open-source AI agent frameworks as of July 2026: architectures, adoption metrics, enterprise usage, and the trade-offs that matter for production.",
    "The [OpenAI Agents SDK](https://github.com/openai/openai-agents-python) packages OpenAI's agent patterns into a small set of primitives: agents (an LLM with instructions and tools), handoffs for delegating between agents, guardrails for validating inputs and outputs, and sessions that manage conversation history automatically."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://dev.to/docdavkitty/ai-agent-frameworks-in-mid-2026-the-complete-landscape-langgraph-openai-sdk-crewai-autogen-1pi1",
   "project": "CrewAI",
   "repository": "https://github.com/crewAIInc/crewAI",
   "stars": "52800",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# AI Agent Frameworks in Mid-2026: The Complete Landscape \u2014 LangGraph, OpenAI SDK, CrewAI, AutoGen, and Everything In Between",
    "| Framework | Stars | Downloads/mo | Language | Paradigm | Status |",
    "| CrewAI | 52.8K | 5.2M | Python | Role-based | Active 1.x |",
    "This article compares the 12+ most significant open-source AI agent frameworks as of July 2026: architectures, adoption metrics, enterprise usage, and the trade-offs that matter for production.",
    "[CrewAI](https://github.com/crewAIInc/crewAI) orchestrates role-playing AI agents for collaborative tasks."
   ],
   "repository_evidence": [
    "# AI Agent Frameworks in Mid-2026: The Complete Landscape \u2014 LangGraph, OpenAI SDK, CrewAI, AutoGen, and Everything In Between",
    "This article compares the 12+ most significant open-source AI agent frameworks as of July 2026: architectures, adoption metrics, enterprise usage, and the trade-offs that matter for production.",
    "[CrewAI](https://github.com/crewAIInc/crewAI) orchestrates role-playing AI agents for collaborative tasks."
   ],
   "stars_evidence": [
    "# AI Agent Frameworks in Mid-2026: The Complete Landscape \u2014 LangGraph, OpenAI SDK, CrewAI, AutoGen, and Everything In Between",
    "| Framework | Stars | Downloads/mo | Language | Paradigm | Status |",
    "| CrewAI | 52.8K | 5.2M | Python | Role-based | Active 1.x |",
    "This article compares the 12+ most significant open-source AI agent frameworks as of July 2026: architectures, adoption metrics, enterprise usage, and the trade-offs that matter for production.",
    "[CrewAI](https://github.com/crewAIInc/crewAI) orchestrates role-playing AI agents for collaborative tasks."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://dev.to/docdavkitty/ai-agent-frameworks-in-mid-2026-the-complete-landscape-langgraph-openai-sdk-crewai-autogen-1pi1",
   "project": "AutoGen",
   "repository": "https://github.com/microsoft/autogen",
   "stars": "58700",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# AI Agent Frameworks in Mid-2026: The Complete Landscape \u2014 LangGraph, OpenAI SDK, CrewAI, AutoGen, and Everything In Between",
    "| Framework | Stars | Downloads/mo | Language | Paradigm | Status |",
    "| AutoGen | 58.7K | 856K | Python | Role-based | Maintenance |",
    "This article compares the 12+ most significant open-source AI agent frameworks as of July 2026: architectures, adoption metrics, enterprise usage, and the trade-offs that matter for production.",
    "[AutoGen](https://github.com/microsoft/autogen), developed by Microsoft Research, popularized the idea of agents collaborating through structured conversation."
   ],
   "repository_evidence": [
    "# AI Agent Frameworks in Mid-2026: The Complete Landscape \u2014 LangGraph, OpenAI SDK, CrewAI, AutoGen, and Everything In Between",
    "This article compares the 12+ most significant open-source AI agent frameworks as of July 2026: architectures, adoption metrics, enterprise usage, and the trade-offs that matter for production.",
    "[AutoGen](https://github.com/microsoft/autogen), developed by Microsoft Research, popularized the idea of agents collaborating through structured conversation."
   ],
   "stars_evidence": [
    "# AI Agent Frameworks in Mid-2026: The Complete Landscape \u2014 LangGraph, OpenAI SDK, CrewAI, AutoGen, and Everything In Between",
    "| Framework | Stars | Downloads/mo | Language | Paradigm | Status |",
    "| AutoGen | 58.7K | 856K | Python | Role-based | Maintenance |",
    "This article compares the 12+ most significant open-source AI agent frameworks as of July 2026: architectures, adoption metrics, enterprise usage, and the trade-offs that matter for production.",
    "[AutoGen](https://github.com/microsoft/autogen), developed by Microsoft Research, popularized the idea of agents collaborating through structured conversation."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://dev.to/docdavkitty/ai-agent-frameworks-in-mid-2026-the-complete-landscape-langgraph-openai-sdk-crewai-autogen-1pi1",
   "project": "Mastra",
   "repository": "https://github.com/mastra-ai/mastra",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# AI Agent Frameworks in Mid-2026: The Complete Landscape \u2014 LangGraph, OpenAI SDK, CrewAI, AutoGen, and Everything In Between",
    "| Framework | Stars | Downloads/mo | Language | Paradigm | Status |",
    "| Mastra | N/A | N/A | TypeScript | Graph-based | Active 1.x |",
    "This article compares the 12+ most significant open-source AI agent frameworks as of July 2026: architectures, adoption metrics, enterprise usage, and the trade-offs that matter for production.",
    "**[Mastra](https://github.com/mastra-ai/mastra)** is a TypeScript-first agent framework now on a stable 1.x line."
   ],
   "repository_evidence": [
    "# AI Agent Frameworks in Mid-2026: The Complete Landscape \u2014 LangGraph, OpenAI SDK, CrewAI, AutoGen, and Everything In Between",
    "This article compares the 12+ most significant open-source AI agent frameworks as of July 2026: architectures, adoption metrics, enterprise usage, and the trade-offs that matter for production.",
    "**[Mastra](https://github.com/mastra-ai/mastra)** is a TypeScript-first agent framework now on a stable 1.x line."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://dev.to/docdavkitty/ai-agent-frameworks-in-mid-2026-the-complete-landscape-langgraph-openai-sdk-crewai-autogen-1pi1",
   "project": "Vercel AI SDK",
   "repository": "https://github.com/vercel/ai",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# AI Agent Frameworks in Mid-2026: The Complete Landscape \u2014 LangGraph, OpenAI SDK, CrewAI, AutoGen, and Everything In Between",
    "This article compares the 12+ most significant open-source AI agent frameworks as of July 2026: architectures, adoption metrics, enterprise usage, and the trade-offs that matter for production.",
    "The **[Vercel AI SDK](https://github.com/vercel/ai)** started as LLM primitives for TypeScript and has grown into a full agent toolkit."
   ],
   "repository_evidence": [
    "# AI Agent Frameworks in Mid-2026: The Complete Landscape \u2014 LangGraph, OpenAI SDK, CrewAI, AutoGen, and Everything In Between",
    "This article compares the 12+ most significant open-source AI agent frameworks as of July 2026: architectures, adoption metrics, enterprise usage, and the trade-offs that matter for production.",
    "The **[Vercel AI SDK](https://github.com/vercel/ai)** started as LLM primitives for TypeScript and has grown into a full agent toolkit."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://dev.to/docdavkitty/ai-agent-frameworks-in-mid-2026-the-complete-landscape-langgraph-openai-sdk-crewai-autogen-1pi1",
   "project": "Pydantic AI",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# AI Agent Frameworks in Mid-2026: The Complete Landscape \u2014 LangGraph, OpenAI SDK, CrewAI, AutoGen, and Everything In Between",
    "| Framework | Stars | Downloads/mo | Language | Paradigm | Status |",
    "| Pydantic AI | N/A | N/A | Python | Type-safe | Active 2.x |",
    "This article compares the 12+ most significant open-source AI agent frameworks as of July 2026: architectures, adoption metrics, enterprise usage, and the trade-offs that matter for production.",
    "[Pydantic AI](https://ai.pydantic.dev/) brings Pydantic's type safety to agent development: define inputs, tool signatures, and outputs as Python types, and the framework handles validation plus OpenTelemetry instrumentation."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://dev.to/docdavkitty/ai-agent-frameworks-in-mid-2026-the-complete-landscape-langgraph-openai-sdk-crewai-autogen-1pi1",
   "project": "Dify",
   "repository": "https://github.com/langgenius/dify",
   "stars": "144000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# AI Agent Frameworks in Mid-2026: The Complete Landscape \u2014 LangGraph, OpenAI SDK, CrewAI, AutoGen, and Everything In Between",
    "| Framework | Stars | Downloads/mo | Language | Paradigm | Status |",
    "| Dify | 144K | N/A | Python | Low-code | Active |",
    "This article compares the 12+ most significant open-source AI agent frameworks as of July 2026: architectures, adoption metrics, enterprise usage, and the trade-offs that matter for production.",
    "[Dify](https://github.com/langgenius/dify) is a low-code platform with 144K GitHub stars \u2014 the most starred project in the agent ecosystem."
   ],
   "repository_evidence": [
    "# AI Agent Frameworks in Mid-2026: The Complete Landscape \u2014 LangGraph, OpenAI SDK, CrewAI, AutoGen, and Everything In Between",
    "This article compares the 12+ most significant open-source AI agent frameworks as of July 2026: architectures, adoption metrics, enterprise usage, and the trade-offs that matter for production.",
    "[Dify](https://github.com/langgenius/dify) is a low-code platform with 144K GitHub stars \u2014 the most starred project in the agent ecosystem."
   ],
   "stars_evidence": [
    "# AI Agent Frameworks in Mid-2026: The Complete Landscape \u2014 LangGraph, OpenAI SDK, CrewAI, AutoGen, and Everything In Between",
    "| Framework | Stars | Downloads/mo | Language | Paradigm | Status |",
    "| Dify | 144K | N/A | Python | Low-code | Active |",
    "This article compares the 12+ most significant open-source AI agent frameworks as of July 2026: architectures, adoption metrics, enterprise usage, and the trade-offs that matter for production.",
    "[Dify](https://github.com/langgenius/dify) is a low-code platform with 144K GitHub stars \u2014 the most starred project in the agent ecosystem."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://dev.to/docdavkitty/ai-agent-frameworks-in-mid-2026-the-complete-landscape-langgraph-openai-sdk-crewai-autogen-1pi1",
   "project": "Google ADK",
   "repository": "https://github.com/google/adk-python",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# AI Agent Frameworks in Mid-2026: The Complete Landscape \u2014 LangGraph, OpenAI SDK, CrewAI, AutoGen, and Everything In Between",
    "| Framework | Stars | Downloads/mo | Language | Paradigm | Status |",
    "| Google ADK | N/A | N/A | Python | Graph + Tasks | Active 2.x |",
    "This article compares the 12+ most significant open-source AI agent frameworks as of July 2026: architectures, adoption metrics, enterprise usage, and the trade-offs that matter for production.",
    "[Google ADK](https://github.com/google/adk-python) is Google's open-source, code-first framework for building, evaluating, and deploying AI agents."
   ],
   "repository_evidence": [
    "# AI Agent Frameworks in Mid-2026: The Complete Landscape \u2014 LangGraph, OpenAI SDK, CrewAI, AutoGen, and Everything In Between",
    "This article compares the 12+ most significant open-source AI agent frameworks as of July 2026: architectures, adoption metrics, enterprise usage, and the trade-offs that matter for production.",
    "[Google ADK](https://github.com/google/adk-python) is Google's open-source, code-first framework for building, evaluating, and deploying AI agents."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://dev.to/docdavkitty/ai-agent-frameworks-in-mid-2026-the-complete-landscape-langgraph-openai-sdk-crewai-autogen-1pi1",
   "project": "Microsoft Agent Framework",
   "repository": "https://github.com/microsoft/agent-framework",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# AI Agent Frameworks in Mid-2026: The Complete Landscape \u2014 LangGraph, OpenAI SDK, CrewAI, AutoGen, and Everything In Between",
    "| Framework | Stars | Downloads/mo | Language | Paradigm | Status |",
    "| Microsoft Agent Framework | N/A | N/A | Python, .NET | Graph-based | Active 1.x |",
    "This article compares the 12+ most significant open-source AI agent frameworks as of July 2026: architectures, adoption metrics, enterprise usage, and the trade-offs that matter for production.",
    "The [Microsoft Agent Framework](https://github.com/microsoft/agent-framework) is Microsoft's consolidated agent framework and the successor to both AutoGen and Semantic Kernel."
   ],
   "repository_evidence": [
    "# AI Agent Frameworks in Mid-2026: The Complete Landscape \u2014 LangGraph, OpenAI SDK, CrewAI, AutoGen, and Everything In Between",
    "This article compares the 12+ most significant open-source AI agent frameworks as of July 2026: architectures, adoption metrics, enterprise usage, and the trade-offs that matter for production.",
    "The [Microsoft Agent Framework](https://github.com/microsoft/agent-framework) is Microsoft's consolidated agent framework and the successor to both AutoGen and Semantic Kernel."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://dev.to/docdavkitty/ai-agent-frameworks-in-mid-2026-the-complete-landscape-langgraph-openai-sdk-crewai-autogen-1pi1",
   "project": "Haystack",
   "repository": null,
   "stars": "19000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# AI Agent Frameworks in Mid-2026: The Complete Landscape \u2014 LangGraph, OpenAI SDK, CrewAI, AutoGen, and Everything In Between",
    "| Framework | Stars | Downloads/mo | Language | Paradigm | Status |",
    "| Haystack | 19K+ | N/A | Python | Pipeline/RAG | Active |",
    "This article compares the 12+ most significant open-source AI agent frameworks as of July 2026: architectures, adoption metrics, enterprise usage, and the trade-offs that matter for production.",
    "[Haystack](https://haystack.deepset.ai/) by deepset structures AI applications as explicit pipelines of retrievers, routers, memory layers, and generators."
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# AI Agent Frameworks in Mid-2026: The Complete Landscape \u2014 LangGraph, OpenAI SDK, CrewAI, AutoGen, and Everything In Between",
    "| Framework | Stars | Downloads/mo | Language | Paradigm | Status |",
    "| Haystack | 19K+ | N/A | Python | Pipeline/RAG | Active |",
    "This article compares the 12+ most significant open-source AI agent frameworks as of July 2026: architectures, adoption metrics, enterprise usage, and the trade-offs that matter for production.",
    "[Haystack](https://haystack.deepset.ai/) by deepset structures AI applications as explicit pipelines of retrievers, routers, memory layers, and generators."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://dev.to/docdavkitty/ai-agent-frameworks-in-mid-2026-the-complete-landscape-langgraph-openai-sdk-crewai-autogen-1pi1",
   "project": "Claude Agent SDK",
   "repository": "https://github.com/anthropics/claude-agent-sdk-python",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# AI Agent Frameworks in Mid-2026: The Complete Landscape \u2014 LangGraph, OpenAI SDK, CrewAI, AutoGen, and Everything In Between",
    "This article compares the 12+ most significant open-source AI agent frameworks as of July 2026: architectures, adoption metrics, enterprise usage, and the trade-offs that matter for production.",
    "The [Claude Agent SDK](https://github.com/anthropics/claude-agent-sdk-python) bundles the Claude Code runtime and exposes it programmatically \u2014 you get the same production-tested agent loop with hooks for intercepting execution, in-process MCP servers for custom tools, and granular permission allowlists."
   ],
   "repository_evidence": [
    "# AI Agent Frameworks in Mid-2026: The Complete Landscape \u2014 LangGraph, OpenAI SDK, CrewAI, AutoGen, and Everything In Between",
    "This article compares the 12+ most significant open-source AI agent frameworks as of July 2026: architectures, adoption metrics, enterprise usage, and the trade-offs that matter for production.",
    "The [Claude Agent SDK](https://github.com/anthropics/claude-agent-sdk-python) bundles the Claude Code runtime and exposes it programmatically \u2014 you get the same production-tested agent loop with hooks for intercepting execution, in-process MCP servers for custom tools, and granular permission allowlists."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://dev.to/docdavkitty/ai-agent-frameworks-in-mid-2026-the-complete-landscape-langgraph-openai-sdk-crewai-autogen-1pi1",
   "project": "Smolagents",
   "repository": "https://github.com/huggingface/smolagents",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# AI Agent Frameworks in Mid-2026: The Complete Landscape \u2014 LangGraph, OpenAI SDK, CrewAI, AutoGen, and Everything In Between",
    "This article compares the 12+ most significant open-source AI agent frameworks as of July 2026: architectures, adoption metrics, enterprise usage, and the trade-offs that matter for production.",
    "Hugging Face's [Smolagents](https://github.com/huggingface/smolagents) takes a radically simple approach: its core logic is ~1,000 lines of code, and its `CodeAgent` writes actions as executable Python instead of JSON tool calls."
   ],
   "repository_evidence": [
    "# AI Agent Frameworks in Mid-2026: The Complete Landscape \u2014 LangGraph, OpenAI SDK, CrewAI, AutoGen, and Everything In Between",
    "This article compares the 12+ most significant open-source AI agent frameworks as of July 2026: architectures, adoption metrics, enterprise usage, and the trade-offs that matter for production.",
    "Hugging Face's [Smolagents](https://github.com/huggingface/smolagents) takes a radically simple approach: its core logic is ~1,000 lines of code, and its `CodeAgent` writes actions as executable Python instead of JSON tool calls."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://dev.to/docdavkitty/ai-agent-frameworks-in-mid-2026-the-complete-landscape-langgraph-openai-sdk-crewai-autogen-1pi1",
   "project": "Strands Agents",
   "repository": "https://github.com/strands-agents/sdk-python",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# AI Agent Frameworks in Mid-2026: The Complete Landscape \u2014 LangGraph, OpenAI SDK, CrewAI, AutoGen, and Everything In Between",
    "This article compares the 12+ most significant open-source AI agent frameworks as of July 2026: architectures, adoption metrics, enterprise usage, and the trade-offs that matter for production.",
    "[Strands Agents](https://github.com/strands-agents/sdk-python) is AWS's open-source, model-driven agent framework."
   ],
   "repository_evidence": [
    "# AI Agent Frameworks in Mid-2026: The Complete Landscape \u2014 LangGraph, OpenAI SDK, CrewAI, AutoGen, and Everything In Between",
    "This article compares the 12+ most significant open-source AI agent frameworks as of July 2026: architectures, adoption metrics, enterprise usage, and the trade-offs that matter for production.",
    "[Strands Agents](https://github.com/strands-agents/sdk-python) is AWS's open-source, model-driven agent framework."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/0bserver07/chimera",
   "project": "Chimera",
   "repository": "https://github.com/0bserver07/chimera",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Chimera",
    "An open-source Python framework for building coding agents."
   ],
   "repository_evidence": [
    "[![License](https://camo.githubusercontent.com/5147cefcafebeae313e3e6740d6cae729e6043a4dc8c4e84220bf5d506e6d433/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f6c6963656e73652f306273657276657230372f6368696d6572612e737667)](/0bserver07/chimera/blob/master/LICENSE)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://arxiv.org/abs/2402.07939",
   "project": "UFO",
   "repository": "https://github.com/microsoft/UFO",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Title:UFO: A UI-Focused Agent for Windows OS Interaction",
    "Abstract:We introduce UFO, an innovative UI-Focused agent to fulfill user requests tailored to applications on Windows OS, harnessing the capabilities of GPT-Vision."
   ],
   "repository_evidence": [
    "Abstract:We introduce UFO, an innovative UI-Focused agent to fulfill user requests tailored to applications on Windows OS, harnessing the capabilities of GPT-Vision.",
    "The open-source code for UFO is available on [this https URL](https://github.com/microsoft/UFO)."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://pypi.org/project/composio-julep/0.5.14",
   "project": "Composio",
   "repository": "https://github.com/ComposioHQ/composio",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "- [ Homepage](https://github.com/ComposioHQ/composio)",
    "Use Composio to get an array of tools with your Julep wokflow."
   ],
   "repository_evidence": [
    "- [ Homepage](https://github.com/ComposioHQ/composio)",
    "Use Composio to get an array of tools with your Julep wokflow."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/yihong0618/OpenManus",
   "project": "OpenManus",
   "repository": "https://github.com/mannaandpoem/OpenManus",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# \ud83d\udc4b OpenManus",
    "OpenManus: An open-source framework for building general AI agents"
   ],
   "repository_evidence": [
    "git clone https://github.com/mannaandpoem/OpenManus.git cd OpenManus",
    "OpenManus: An open-source framework for building general AI agents"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/yihong0618/OpenManus",
   "project": "OpenManus-RL",
   "repository": "https://github.com/OpenManus/OpenManus-RL",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "We're also excited to introduce [OpenManus-RL](https://github.com/OpenManus/OpenManus-RL), an open-source project dedicated to reinforcement learning (RL)- based (such as GRPO) tuning methods for LLM agents, developed collaboratively by researchers from UIUC and OpenManus."
   ],
   "repository_evidence": [
    "We're also excited to introduce [OpenManus-RL](https://github.com/OpenManus/OpenManus-RL), an open-source project dedicated to reinforcement learning (RL)- based (such as GRPO) tuning methods for LLM agents, developed collaboratively by researchers from UIUC and OpenManus."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/yihong0618/OpenManus",
   "project": "anthropic-computer-use",
   "repository": "https://github.com/anthropics/anthropic-quickstarts/tree/main/computer-use-demo",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Thanks to [anthropic-computer-use](https://github.com/anthropics/anthropic-quickstarts/tree/main/computer-use-demo) and [browser-use](https://github.com/browser-use/browser-use) for providing basic support for this project!",
    "Acknowledgement"
   ],
   "repository_evidence": [
    "Thanks to [anthropic-computer-use](https://github.com/anthropics/anthropic-quickstarts/tree/main/computer-use-demo) and [browser-use](https://github.com/browser-use/browser-use) for providing basic support for this project!",
    "Acknowledgement"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/yihong0618/OpenManus",
   "project": "browser-use",
   "repository": "https://github.com/browser-use/browser-use",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Thanks to [anthropic-computer-use](https://github.com/anthropics/anthropic-quickstarts/tree/main/computer-use-demo) and [browser-use](https://github.com/browser-use/browser-use) for providing basic support for this project!",
    "Acknowledgement"
   ],
   "repository_evidence": [
    "Thanks to [anthropic-computer-use](https://github.com/anthropics/anthropic-quickstarts/tree/main/computer-use-demo) and [browser-use](https://github.com/browser-use/browser-use) for providing basic support for this project!",
    "Acknowledgement"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/yihong0618/OpenManus",
   "project": "AAAJ",
   "repository": "https://github.com/metauto-ai/agent-as-a-judge",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Additionally, we are grateful to [AAAJ](https://github.com/metauto-ai/agent-as-a-judge), [MetaGPT](https://github.com/geekan/MetaGPT), [OpenHands](https://github.com/All-Hands-AI/OpenHands) and [SWE-agent](https://github.com/SWE-agent/SWE-agent).",
    "Acknowledgement"
   ],
   "repository_evidence": [
    "Additionally, we are grateful to [AAAJ](https://github.com/metauto-ai/agent-as-a-judge), [MetaGPT](https://github.com/geekan/MetaGPT), [OpenHands](https://github.com/All-Hands-AI/OpenHands) and [SWE-agent](https://github.com/SWE-agent/SWE-agent).",
    "Acknowledgement"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/yihong0618/OpenManus",
   "project": "MetaGPT",
   "repository": "https://github.com/geekan/MetaGPT",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Additionally, we are grateful to [AAAJ](https://github.com/metauto-ai/agent-as-a-judge), [MetaGPT](https://github.com/geekan/MetaGPT), [OpenHands](https://github.com/All-Hands-AI/OpenHands) and [SWE-agent](https://github.com/SWE-agent/SWE-agent).",
    "Acknowledgement"
   ],
   "repository_evidence": [
    "Additionally, we are grateful to [AAAJ](https://github.com/metauto-ai/agent-as-a-judge), [MetaGPT](https://github.com/geekan/MetaGPT), [OpenHands](https://github.com/All-Hands-AI/OpenHands) and [SWE-agent](https://github.com/SWE-agent/SWE-agent).",
    "Acknowledgement"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/yihong0618/OpenManus",
   "project": "OpenHands",
   "repository": "https://github.com/All-Hands-AI/OpenHands",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Additionally, we are grateful to [AAAJ](https://github.com/metauto-ai/agent-as-a-judge), [MetaGPT](https://github.com/geekan/MetaGPT), [OpenHands](https://github.com/All-Hands-AI/OpenHands) and [SWE-agent](https://github.com/SWE-agent/SWE-agent).",
    "Acknowledgement"
   ],
   "repository_evidence": [
    "Additionally, we are grateful to [AAAJ](https://github.com/metauto-ai/agent-as-a-judge), [MetaGPT](https://github.com/geekan/MetaGPT), [OpenHands](https://github.com/All-Hands-AI/OpenHands) and [SWE-agent](https://github.com/SWE-agent/SWE-agent).",
    "Acknowledgement"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/yihong0618/OpenManus",
   "project": "SWE-agent",
   "repository": "https://github.com/SWE-agent/SWE-agent",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Additionally, we are grateful to [AAAJ](https://github.com/metauto-ai/agent-as-a-judge), [MetaGPT](https://github.com/geekan/MetaGPT), [OpenHands](https://github.com/All-Hands-AI/OpenHands) and [SWE-agent](https://github.com/SWE-agent/SWE-agent).",
    "Acknowledgement"
   ],
   "repository_evidence": [
    "Additionally, we are grateful to [AAAJ](https://github.com/metauto-ai/agent-as-a-judge), [MetaGPT](https://github.com/geekan/MetaGPT), [OpenHands](https://github.com/All-Hands-AI/OpenHands) and [SWE-agent](https://github.com/SWE-agent/SWE-agent).",
    "Acknowledgement"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/peixl/awesome-LLM-resourses",
   "project": "AutoGen",
   "repository": "https://github.com/microsoft/autogen",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# peixl/awesome-LLM-resourses",
    "## \u667a\u80fd\u4f53 Agents",
    "1. [AutoGen](https://github.com/microsoft/autogen): AutoGen is a framework that enables the development of LLM applications using multiple agents that can converse with each other to solve tasks. [AutoGen AIStudio](https://autogen-studio.com/)"
   ],
   "repository_evidence": [
    "# peixl/awesome-LLM-resourses",
    "## \u667a\u80fd\u4f53 Agents",
    "1. [AutoGen](https://github.com/microsoft/autogen): AutoGen is a framework that enables the development of LLM applications using multiple agents that can converse with each other to solve tasks. [AutoGen AIStudio](https://autogen-studio.com/)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/peixl/awesome-LLM-resourses",
   "project": "CrewAI",
   "repository": "https://github.com/joaomdmoura/crewAI",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# peixl/awesome-LLM-resourses",
    "## \u667a\u80fd\u4f53 Agents",
    "2. [CrewAI](https://github.com/joaomdmoura/crewAI): Framework for orchestrating role-playing, autonomous AI agents. By fostering collaborative intelligence, CrewAI empowers agents to work together seamlessly, tackling complex tasks."
   ],
   "repository_evidence": [
    "# peixl/awesome-LLM-resourses",
    "## \u667a\u80fd\u4f53 Agents",
    "2. [CrewAI](https://github.com/joaomdmoura/crewAI): Framework for orchestrating role-playing, autonomous AI agents. By fostering collaborative intelligence, CrewAI empowers agents to work together seamlessly, tackling complex tasks."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/peixl/awesome-LLM-resourses",
   "project": "AgentGPT",
   "repository": "https://github.com/reworkd/AgentGPT",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# peixl/awesome-LLM-resourses",
    "## \u667a\u80fd\u4f53 Agents",
    "4. [AgentGPT](https://github.com/reworkd/AgentGPT): Assemble, configure, and deploy autonomous AI Agents in your browser."
   ],
   "repository_evidence": [
    "# peixl/awesome-LLM-resourses",
    "## \u667a\u80fd\u4f53 Agents",
    "4. [AgentGPT](https://github.com/reworkd/AgentGPT): Assemble, configure, and deploy autonomous AI Agents in your browser."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/peixl/awesome-LLM-resourses",
   "project": "XAgent",
   "repository": "https://github.com/OpenBMB/XAgent",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# peixl/awesome-LLM-resourses",
    "## \u667a\u80fd\u4f53 Agents",
    "5. [XAgent](https://github.com/OpenBMB/XAgent): An Autonomous LLM Agent for Complex Task Solving."
   ],
   "repository_evidence": [
    "# peixl/awesome-LLM-resourses",
    "## \u667a\u80fd\u4f53 Agents",
    "5. [XAgent](https://github.com/OpenBMB/XAgent): An Autonomous LLM Agent for Complex Task Solving."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/peixl/awesome-LLM-resourses",
   "project": "MobileAgent",
   "repository": "https://github.com/X-PLUG/MobileAgent",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# peixl/awesome-LLM-resourses",
    "## \u667a\u80fd\u4f53 Agents",
    "6. [MobileAgent](https://github.com/X-PLUG/MobileAgent): The Powerful Mobile Device Operation Assistant Family."
   ],
   "repository_evidence": [
    "# peixl/awesome-LLM-resourses",
    "## \u667a\u80fd\u4f53 Agents",
    "6. [MobileAgent](https://github.com/X-PLUG/MobileAgent): The Powerful Mobile Device Operation Assistant Family."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/peixl/awesome-LLM-resourses",
   "project": "Lagent",
   "repository": "https://github.com/InternLM/lagent",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# peixl/awesome-LLM-resourses",
    "## \u667a\u80fd\u4f53 Agents",
    "7. [Lagent](https://github.com/InternLM/lagent): A lightweight framework for building LLM-based agents."
   ],
   "repository_evidence": [
    "# peixl/awesome-LLM-resourses",
    "## \u667a\u80fd\u4f53 Agents",
    "7. [Lagent](https://github.com/InternLM/lagent): A lightweight framework for building LLM-based agents."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/peixl/awesome-LLM-resourses",
   "project": "Qwen-Agent",
   "repository": "https://github.com/QwenLM/Qwen-Agent",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# peixl/awesome-LLM-resourses",
    "## \u667a\u80fd\u4f53 Agents",
    "8. [Qwen-Agent](https://github.com/QwenLM/Qwen-Agent): Agent framework and applications built upon Qwen2, featuring Function Calling, Code Interpreter, RAG, and Chrome extension."
   ],
   "repository_evidence": [
    "# peixl/awesome-LLM-resourses",
    "## \u667a\u80fd\u4f53 Agents",
    "8. [Qwen-Agent](https://github.com/QwenLM/Qwen-Agent): Agent framework and applications built upon Qwen2, featuring Function Calling, Code Interpreter, RAG, and Chrome extension."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/peixl/awesome-LLM-resourses",
   "project": "agentUniverse",
   "repository": "https://github.com/alipay/agentUniverse",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# peixl/awesome-LLM-resourses",
    "## \u667a\u80fd\u4f53 Agents",
    "11. [agentUniverse](https://github.com/alipay/agentUniverse): agentUniverse is a LLM multi-agent framework that allows developers to easily build multi-agent applications. Furthermore, through the community, they can exchange and share practices of patterns across different domains."
   ],
   "repository_evidence": [
    "# peixl/awesome-LLM-resourses",
    "## \u667a\u80fd\u4f53 Agents",
    "11. [agentUniverse](https://github.com/alipay/agentUniverse): agentUniverse is a LLM multi-agent framework that allows developers to easily build multi-agent applications. Furthermore, through the community, they can exchange and share practices of patterns across different domains."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/peixl/awesome-LLM-resourses",
   "project": "LazyLLM",
   "repository": "https://github.com/LazyAGI/LazyLLM",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# peixl/awesome-LLM-resourses",
    "## \u667a\u80fd\u4f53 Agents",
    "12. [LazyLLM](https://github.com/LazyAGI/LazyLLM): \u4f4e\u4ee3\u7801\u6784\u5efa\u591aAgent\u5927\u6a21\u578b\u5e94\u7528\u7684\u5f00\u53d1\u5de5\u5177"
   ],
   "repository_evidence": [
    "# peixl/awesome-LLM-resourses",
    "## \u667a\u80fd\u4f53 Agents",
    "12. [LazyLLM](https://github.com/LazyAGI/LazyLLM): \u4f4e\u4ee3\u7801\u6784\u5efa\u591aAgent\u5927\u6a21\u578b\u5e94\u7528\u7684\u5f00\u53d1\u5de5\u5177"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/peixl/awesome-LLM-resourses",
   "project": "AgentScope",
   "repository": "https://github.com/modelscope/agentscope",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# peixl/awesome-LLM-resourses",
    "## \u667a\u80fd\u4f53 Agents",
    "13. [AgentScope](https://github.com/modelscope/agentscope): Start building LLM-empowered multi-agent applications in an easier way."
   ],
   "repository_evidence": [
    "# peixl/awesome-LLM-resourses",
    "## \u667a\u80fd\u4f53 Agents",
    "13. [AgentScope](https://github.com/modelscope/agentscope): Start building LLM-empowered multi-agent applications in an easier way."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/peixl/awesome-LLM-resourses",
   "project": "MoA",
   "repository": "https://github.com/togethercomputer/MoA",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# peixl/awesome-LLM-resourses",
    "## \u667a\u80fd\u4f53 Agents",
    "14. [MoA](https://github.com/togethercomputer/MoA): Mixture of Agents (MoA) is a novel approach that leverages the collective strengths of multiple LLMs to enhance performance, achieving state-of-the-art results."
   ],
   "repository_evidence": [
    "# peixl/awesome-LLM-resourses",
    "## \u667a\u80fd\u4f53 Agents",
    "14. [MoA](https://github.com/togethercomputer/MoA): Mixture of Agents (MoA) is a novel approach that leverages the collective strengths of multiple LLMs to enhance performance, achieving state-of-the-art results."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/peixl/awesome-LLM-resourses",
   "project": "Agently",
   "repository": "https://github.com/Maplemx/Agently",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# peixl/awesome-LLM-resourses",
    "## \u667a\u80fd\u4f53 Agents",
    "15. [Agently](https://github.com/Maplemx/Agently): AI Agent Application Development Framework."
   ],
   "repository_evidence": [
    "# peixl/awesome-LLM-resourses",
    "## \u667a\u80fd\u4f53 Agents",
    "15. [Agently](https://github.com/Maplemx/Agently): AI Agent Application Development Framework."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/peixl/awesome-LLM-resourses",
   "project": "OmAgent",
   "repository": "https://github.com/om-ai-lab/OmAgent",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# peixl/awesome-LLM-resourses",
    "## \u667a\u80fd\u4f53 Agents",
    "16. [OmAgent](https://github.com/om-ai-lab/OmAgent): A multimodal agent framework for solving complex tasks."
   ],
   "repository_evidence": [
    "# peixl/awesome-LLM-resourses",
    "## \u667a\u80fd\u4f53 Agents",
    "16. [OmAgent](https://github.com/om-ai-lab/OmAgent): A multimodal agent framework for solving complex tasks."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/peixl/awesome-LLM-resourses",
   "project": "Tribe",
   "repository": "https://github.com/StreetLamb/tribe",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# peixl/awesome-LLM-resourses",
    "## \u667a\u80fd\u4f53 Agents",
    "17. [Tribe](https://github.com/StreetLamb/tribe): No code tool to rapidly build and coordinate multi-agent teams."
   ],
   "repository_evidence": [
    "# peixl/awesome-LLM-resourses",
    "## \u667a\u80fd\u4f53 Agents",
    "17. [Tribe](https://github.com/StreetLamb/tribe): No code tool to rapidly build and coordinate multi-agent teams."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/peixl/awesome-LLM-resourses",
   "project": "CAMEL",
   "repository": "https://github.com/camel-ai/camel",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# peixl/awesome-LLM-resourses",
    "## \u667a\u80fd\u4f53 Agents",
    "18. [CAMEL](https://github.com/camel-ai/camel): First LLM multi-agent framework and an open-source community dedicated to finding the scaling law of agents."
   ],
   "repository_evidence": [
    "# peixl/awesome-LLM-resourses",
    "## \u667a\u80fd\u4f53 Agents",
    "18. [CAMEL](https://github.com/camel-ai/camel): First LLM multi-agent framework and an open-source community dedicated to finding the scaling law of agents."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/peixl/awesome-LLM-resourses",
   "project": "PraisonAI",
   "repository": "https://github.com/MervinPraison/PraisonAI/",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# peixl/awesome-LLM-resourses",
    "## \u667a\u80fd\u4f53 Agents",
    "19. [PraisonAI](https://github.com/MervinPraison/PraisonAI/): PraisonAI application combines AutoGen and CrewAI or similar frameworks into a low-code solution for building and managing multi-agent LLM systems, focusing on simplicity, customisation, and efficient human-agent collaboration."
   ],
   "repository_evidence": [
    "# peixl/awesome-LLM-resourses",
    "## \u667a\u80fd\u4f53 Agents",
    "19. [PraisonAI](https://github.com/MervinPraison/PraisonAI/): PraisonAI application combines AutoGen and CrewAI or similar frameworks into a low-code solution for building and managing multi-agent LLM systems, focusing on simplicity, customisation, and efficient human-agent collaboration."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/peixl/awesome-LLM-resourses",
   "project": "IoA",
   "repository": "https://github.com/openbmb/ioa",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# peixl/awesome-LLM-resourses",
    "## \u667a\u80fd\u4f53 Agents",
    "20. [IoA](https://github.com/openbmb/ioa): An open-source framework for collaborative AI agents, enabling diverse, distributed agents to team up and tackle complex tasks through internet-like connectivity."
   ],
   "repository_evidence": [
    "# peixl/awesome-LLM-resourses",
    "## \u667a\u80fd\u4f53 Agents",
    "20. [IoA](https://github.com/openbmb/ioa): An open-source framework for collaborative AI agents, enabling diverse, distributed agents to team up and tackle complex tasks through internet-like connectivity."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/peixl/awesome-LLM-resourses",
   "project": "llama-agentic-system",
   "repository": "https://github.com/meta-llama/llama-agentic-system",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# peixl/awesome-LLM-resourses",
    "## \u667a\u80fd\u4f53 Agents",
    "21. [llama-agentic-system ](https://github.com/meta-llama/llama-agentic-system): Agentic components of the Llama Stack APIs."
   ],
   "repository_evidence": [
    "# peixl/awesome-LLM-resourses",
    "## \u667a\u80fd\u4f53 Agents",
    "21. [llama-agentic-system ](https://github.com/meta-llama/llama-agentic-system): Agentic components of the Llama Stack APIs."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/peixl/awesome-LLM-resourses",
   "project": "Agent Zero",
   "repository": "https://github.com/frdel/agent-zero",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# peixl/awesome-LLM-resourses",
    "## \u667a\u80fd\u4f53 Agents",
    "22. [Agent Zero](https://github.com/frdel/agent-zero): Agent Zero is not a predefined agentic framework. It is designed to be dynamic, organically growing, and learning as you use it."
   ],
   "repository_evidence": [
    "# peixl/awesome-LLM-resourses",
    "## \u667a\u80fd\u4f53 Agents",
    "22. [Agent Zero](https://github.com/frdel/agent-zero): Agent Zero is not a predefined agentic framework. It is designed to be dynamic, organically growing, and learning as you use it."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/peixl/awesome-LLM-resourses",
   "project": "Agents",
   "repository": "https://github.com/aiwaves-cn/agents",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# peixl/awesome-LLM-resourses",
    "## \u667a\u80fd\u4f53 Agents",
    "23. [Agents](https://github.com/aiwaves-cn/agents): An Open-source Framework for Data-centric, Self-evolving Autonomous Language Agents."
   ],
   "repository_evidence": [
    "# peixl/awesome-LLM-resourses",
    "## \u667a\u80fd\u4f53 Agents",
    "23. [Agents](https://github.com/aiwaves-cn/agents): An Open-source Framework for Data-centric, Self-evolving Autonomous Language Agents."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/peixl/awesome-LLM-resourses",
   "project": "AgentScope",
   "repository": "https://github.com/modelscope/agentscope",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# peixl/awesome-LLM-resourses",
    "## \u667a\u80fd\u4f53 Agents",
    "24. [AgentScope](https://github.com/modelscope/agentscope): Start building LLM-empowered multi-agent applications in an easier way."
   ],
   "repository_evidence": [
    "# peixl/awesome-LLM-resourses",
    "## \u667a\u80fd\u4f53 Agents",
    "24. [AgentScope](https://github.com/modelscope/agentscope): Start building LLM-empowered multi-agent applications in an easier way."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/peixl/awesome-LLM-resourses",
   "project": "FastAgency",
   "repository": "https://github.com/airtai/fastagency",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# peixl/awesome-LLM-resourses",
    "## \u667a\u80fd\u4f53 Agents",
    "25. [FastAgency](https://github.com/airtai/fastagency): The fastest way to bring multi-agent workflows to production."
   ],
   "repository_evidence": [
    "# peixl/awesome-LLM-resourses",
    "## \u667a\u80fd\u4f53 Agents",
    "25. [FastAgency](https://github.com/airtai/fastagency): The fastest way to bring multi-agent workflows to production."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/peixl/awesome-LLM-resourses",
   "project": "Swarm",
   "repository": "https://github.com/openai/swarm",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# peixl/awesome-LLM-resourses",
    "## \u667a\u80fd\u4f53 Agents",
    "26. [Swarm](https://github.com/openai/swarm): Framework for building, orchestrating and deploying multi-agent systems. Managed by OpenAI Solutions team. Experimental framework."
   ],
   "repository_evidence": [
    "# peixl/awesome-LLM-resourses",
    "## \u667a\u80fd\u4f53 Agents",
    "26. [Swarm](https://github.com/openai/swarm): Framework for building, orchestrating and deploying multi-agent systems. Managed by OpenAI Solutions team. Experimental framework."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/peixl/awesome-LLM-resourses",
   "project": "Agent-S",
   "repository": "https://github.com/simular-ai/Agent-S",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# peixl/awesome-LLM-resourses",
    "## \u667a\u80fd\u4f53 Agents",
    "27. [Agent-S](https://github.com/simular-ai/Agent-S): an open agentic framework that uses computers like a human."
   ],
   "repository_evidence": [
    "# peixl/awesome-LLM-resourses",
    "## \u667a\u80fd\u4f53 Agents",
    "27. [Agent-S](https://github.com/simular-ai/Agent-S): an open agentic framework that uses computers like a human."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/peixl/awesome-LLM-resourses",
   "project": "PydanticAI",
   "repository": "https://github.com/pydantic/pydantic-ai",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# peixl/awesome-LLM-resourses",
    "## \u667a\u80fd\u4f53 Agents",
    "28. [PydanticAI](https://github.com/pydantic/pydantic-ai): Agent Framework / shim to use Pydantic with LLMs."
   ],
   "repository_evidence": [
    "# peixl/awesome-LLM-resourses",
    "## \u667a\u80fd\u4f53 Agents",
    "28. [PydanticAI](https://github.com/pydantic/pydantic-ai): Agent Framework / shim to use Pydantic with LLMs."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/peixl/awesome-LLM-resourses",
   "project": "Agentarium",
   "repository": "https://github.com/Thytu/Agentarium",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# peixl/awesome-LLM-resourses",
    "## \u667a\u80fd\u4f53 Agents",
    "29. [Agentarium](https://github.com/Thytu/Agentarium): open-source framework for creating and managing simulations populated with AI-powered agents."
   ],
   "repository_evidence": [
    "# peixl/awesome-LLM-resourses",
    "## \u667a\u80fd\u4f53 Agents",
    "29. [Agentarium](https://github.com/Thytu/Agentarium): open-source framework for creating and managing simulations populated with AI-powered agents."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/peixl/awesome-LLM-resourses",
   "project": "smolagents",
   "repository": "https://github.com/huggingface/smolagents",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# peixl/awesome-LLM-resourses",
    "## \u667a\u80fd\u4f53 Agents",
    "30. [smolagents](https://github.com/huggingface/smolagents): a barebones library for agents. Agents write python code to call tools and orchestrate other agents."
   ],
   "repository_evidence": [
    "# peixl/awesome-LLM-resourses",
    "## \u667a\u80fd\u4f53 Agents",
    "30. [smolagents](https://github.com/huggingface/smolagents): a barebones library for agents. Agents write python code to call tools and orchestrate other agents."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://rywalker.com/research/openai-agents-sdk",
   "project": "OpenAI Agents SDK",
   "repository": "https://github.com/openai/openai-agents-python",
   "stars": "27000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "The OpenAI Agents SDK is [OpenAI](/research/t/openai)'s official framework for building multi-agent workflows \u2014 a deliberately lightweight library built on three primitives (Agents, Handoffs, Guardrails) plus persistent Sessions, positioned as \"a production-ready upgrade\" of the Swarm experiment.[1]",
    "## Executive Summary"
   ],
   "repository_evidence": [
    "Sources",
    "- [6] [OpenAI Agents SDK GitHub Repository (Python)](https://github.com/openai/openai-agents-python)"
   ],
   "stars_evidence": [
    "The Python repository, created in March 2025, stands at 27,000+ GitHub stars and 4,100+ forks as of June 2026, with an official JS/TS port at 3,100+ stars.[2][3]",
    "## Executive Summary"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://builderai.tools/blog/cline-roo-code-and-the-new-wave-of-open-source-coding-agents",
   "project": "Cline",
   "repository": "https://github.com/cline/cline",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Cline, Roo Code, and the New Wave of Open-Source Coding Agents",
    "This post looks at four open-source projects that sit at the front of that shift: [Cline](/tool/cline), [Roo Code](/tool/roo-code), [Continue](/tool/continue), and [Aider](/tool/aider).",
    "## Cline: the editor agent that wants approvals"
   ],
   "repository_evidence": [
    "# Cline, Roo Code, and the New Wave of Open-Source Coding Agents",
    "This post looks at four open-source projects that sit at the front of that shift: [Cline](/tool/cline), [Roo Code](/tool/roo-code), [Continue](/tool/continue), and [Aider](/tool/aider).",
    "## Cline: the editor agent that wants approvals",
    "You can read the source on [GitHub](https://github.com/cline/cline)."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://builderai.tools/blog/cline-roo-code-and-the-new-wave-of-open-source-coding-agents",
   "project": "Roo Code",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Cline, Roo Code, and the New Wave of Open-Source Coding Agents",
    "This post looks at four open-source projects that sit at the front of that shift: [Cline](/tool/cline), [Roo Code](/tool/roo-code), [Continue](/tool/continue), and [Aider](/tool/aider).",
    "## Roo Code: a multi-mode fork in the same family"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://builderai.tools/blog/cline-roo-code-and-the-new-wave-of-open-source-coding-agents",
   "project": "Continue",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Cline, Roo Code, and the New Wave of Open-Source Coding Agents",
    "This post looks at four open-source projects that sit at the front of that shift: [Cline](/tool/cline), [Roo Code](/tool/roo-code), [Continue](/tool/continue), and [Aider](/tool/aider).",
    "## Continue: agents that ride your pull requests"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://builderai.tools/blog/cline-roo-code-and-the-new-wave-of-open-source-coding-agents",
   "project": "Aider",
   "repository": "https://github.com/Aider-AI/aider",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Cline, Roo Code, and the New Wave of Open-Source Coding Agents",
    "This post looks at four open-source projects that sit at the front of that shift: [Cline](/tool/cline), [Roo Code](/tool/roo-code), [Continue](/tool/continue), and [Aider](/tool/aider).",
    "## Aider: the terminal pair programmer"
   ],
   "repository_evidence": [
    "# Cline, Roo Code, and the New Wave of Open-Source Coding Agents",
    "This post looks at four open-source projects that sit at the front of that shift: [Cline](/tool/cline), [Roo Code](/tool/roo-code), [Continue](/tool/continue), and [Aider](/tool/aider).",
    "## Aider: the terminal pair programmer",
    "The repository is on [GitHub](https://github.com/Aider-AI/aider)."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://dibi8.com/resources/dev-utils/skyvern-dev-utils-2026",
   "project": "Skyvern",
   "repository": "https://github.com/Skyvern-AI/skyvern",
   "stars": "21803",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Skyvern: Automate Browser Workflows with AI Agents (21K Stars) \u2014 Practical 2026 Guide",
    "Skyvern automates browser-based workflows using LLMs and computer vision (21,803 GitHub stars, AGPL-3.0). Covers installation, the real Python API, working code examples, and an honest comparison with Selenium and Playwright."
   ],
   "repository_evidence": [
    "With over 21,803 stars on GitHub, [Skyvern-AI/skyvern](https://github.com/Skyvern-AI/skyvern) takes a different approach: instead of hard-coding selectors for every site, it uses large language models plus computer vision to understand a page the way a person would, then completes the task you describe in plain language.",
    "# Skyvern: Automate Browser Workflows with AI Agents (21K Stars) \u2014 Practical 2026 Guide"
   ],
   "stars_evidence": [
    "Skyvern automates browser-based workflows using LLMs and computer vision (21,803 GitHub stars, AGPL-3.0). Covers installation, the real Python API, working code examples, and an honest comparison with Selenium and Playwright.",
    "# Skyvern: Automate Browser Workflows with AI Agents (21K Stars) \u2014 Practical 2026 Guide"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://medium.com/@tangweigang/gpt-researcher-is-a-source-pipeline-first-prove-the-citation-contract-1bc919bb71d3",
   "project": "GPT Researcher",
   "repository": "https://github.com/assafelovic/gpt-researcher",
   "stars": "28058",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "GPT Researcher Is a Source Pipeline. First Prove the Citation Contract.",
    "The public snapshot I checked on 2026\u201307\u201304 points to `assafelovic/gpt-researcher`, a Python project under Apache-2.0, not archived, with 28,058 GitHub stars, 3,788 forks, 198 open issues, and a latest observed push on 2026\u201306\u201328."
   ],
   "repository_evidence": [
    "GPT Researcher Is a Source Pipeline. First Prove the Citation Contract.",
    "The public snapshot I checked on 2026\u201307\u201304 points to `assafelovic/gpt-researcher`, a Python project under Apache-2.0, not archived, with 28,058 GitHub stars, 3,788 forks, 198 open issues, and a latest observed push on 2026\u201306\u201328.",
    "- Upstream repository: [https://github.com/assafelovic/gpt-researcher](https://github.com/assafelovic/gpt-researcher)"
   ],
   "stars_evidence": [
    "GPT Researcher Is a Source Pipeline. First Prove the Citation Contract.",
    "The public snapshot I checked on 2026\u201307\u201304 points to `assafelovic/gpt-researcher`, a Python project under Apache-2.0, not archived, with 28,058 GitHub stars, 3,788 forks, 198 open issues, and a latest observed push on 2026\u201306\u201328."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://stackpilot-ten.vercel.app/compare/agentgpt/babyagi",
   "project": "AgentGPT",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# AgentGPT vs BabyAGI",
    "A side-by-side comparison of two ai agents tools \u2014 pricing, integrations, and the trade-offs that matter \u2014 so you can pick the right fit fast.",
    "| Feature | AgentGPT | BabyAGI |",
    "Configure and deploy autonomous AI agents in-browser."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://stackpilot-ten.vercel.app/compare/agentgpt/babyagi",
   "project": "BabyAGI",
   "repository": "https://github.com/yoheinakajima/babyagi",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# AgentGPT vs BabyAGI",
    "A side-by-side comparison of two ai agents tools \u2014 pricing, integrations, and the trade-offs that matter \u2014 so you can pick the right fit fast.",
    "| Feature | AgentGPT | BabyAGI |",
    "Lightweight open-source AI agent framework for autonomous task management."
   ],
   "repository_evidence": [
    "# AgentGPT vs BabyAGI",
    "A side-by-side comparison of two ai agents tools \u2014 pricing, integrations, and the trade-offs that matter \u2014 so you can pick the right fit fast.",
    "| Website | [Visit AgentGPT](https://agentgpt.reworkd.ai) | [Visit BabyAGI](https://github.com/yoheinakajima/babyagi) |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://mcpservers.org/vi/clients",
   "project": "5ire",
   "repository": "https://github.com/nanbingxyz/5ire",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Kh\u00e1m ph\u00e1 c\u00e1c \u1ee9ng d\u1ee5ng v\u00e0 c\u00f4ng c\u1ee5 h\u1ed7 tr\u1ee3 m\u00e1y ch\u1ee7 MCP",
    "Open source cross-platform desktop AI assistant that supports tools through MCP servers",
    "5ire"
   ],
   "repository_evidence": [
    "Kh\u00e1m ph\u00e1 c\u00e1c \u1ee9ng d\u1ee5ng v\u00e0 c\u00f4ng c\u1ee5 h\u1ed7 tr\u1ee3 m\u00e1y ch\u1ee7 MCP",
    "Open source cross-platform desktop AI assistant that supports tools through MCP servers",
    "https://github.com/nanbingxyz/5ire"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://mcpservers.org/vi/clients",
   "project": "AgentAI",
   "repository": "https://github.com/AdamStrojek/rust-agentai",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Kh\u00e1m ph\u00e1 c\u00e1c \u1ee9ng d\u1ee5ng v\u00e0 c\u00f4ng c\u1ee5 h\u1ed7 tr\u1ee3 m\u00e1y ch\u1ee7 MCP",
    "Rust library designed to simplify AI agent creation with MCP server integration",
    "AgentAI"
   ],
   "repository_evidence": [
    "Kh\u00e1m ph\u00e1 c\u00e1c \u1ee9ng d\u1ee5ng v\u00e0 c\u00f4ng c\u1ee5 h\u1ed7 tr\u1ee3 m\u00e1y ch\u1ee7 MCP",
    "Rust library designed to simplify AI agent creation with MCP server integration",
    "https://github.com/AdamStrojek/rust-agentai"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://mcpservers.org/vi/clients",
   "project": "Amazon Q CLI",
   "repository": "https://github.com/aws/amazon-q-developer-cli",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Kh\u00e1m ph\u00e1 c\u00e1c \u1ee9ng d\u1ee5ng v\u00e0 c\u00f4ng c\u1ee5 h\u1ed7 tr\u1ee3 m\u00e1y ch\u1ee7 MCP",
    "Open-source agentic coding assistant for terminals with full MCP server support",
    "Amazon Q CLI"
   ],
   "repository_evidence": [
    "Kh\u00e1m ph\u00e1 c\u00e1c \u1ee9ng d\u1ee5ng v\u00e0 c\u00f4ng c\u1ee5 h\u1ed7 tr\u1ee3 m\u00e1y ch\u1ee7 MCP",
    "Open-source agentic coding assistant for terminals with full MCP server support",
    "https://github.com/aws/amazon-q-developer-cli"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://mcpservers.org/vi/clients",
   "project": "BeeAI Framework",
   "repository": "https://i-am-bee.github.io/beeai-framework",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Kh\u00e1m ph\u00e1 c\u00e1c \u1ee9ng d\u1ee5ng v\u00e0 c\u00f4ng c\u1ee5 h\u1ed7 tr\u1ee3 m\u00e1y ch\u1ee7 MCP",
    "Open-source framework for building, deploying, and serving powerful agentic workflows with MCP integration",
    "BeeAI Framework"
   ],
   "repository_evidence": [
    "Kh\u00e1m ph\u00e1 c\u00e1c \u1ee9ng d\u1ee5ng v\u00e0 c\u00f4ng c\u1ee5 h\u1ed7 tr\u1ee3 m\u00e1y ch\u1ee7 MCP",
    "Open-source framework for building, deploying, and serving powerful agentic workflows with MCP integration",
    "https://i-am-bee.github.io/beeai-framework"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://mcpservers.org/vi/clients",
   "project": "Cline",
   "repository": "https://github.com/cline/cline",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Kh\u00e1m ph\u00e1 c\u00e1c \u1ee9ng d\u1ee5ng v\u00e0 c\u00f4ng c\u1ee5 h\u1ed7 tr\u1ee3 m\u00e1y ch\u1ee7 MCP",
    "Autonomous coding agent in VS Code that edits files, runs commands, and uses MCP servers",
    "Cline"
   ],
   "repository_evidence": [
    "Kh\u00e1m ph\u00e1 c\u00e1c \u1ee9ng d\u1ee5ng v\u00e0 c\u00f4ng c\u1ee5 h\u1ed7 tr\u1ee3 m\u00e1y ch\u1ee7 MCP",
    "Autonomous coding agent in VS Code that edits files, runs commands, and uses MCP servers",
    "https://github.com/cline/cline"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://mcpservers.org/vi/clients",
   "project": "Continue",
   "repository": "https://github.com/continuedev/continue",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Kh\u00e1m ph\u00e1 c\u00e1c \u1ee9ng d\u1ee5ng v\u00e0 c\u00f4ng c\u1ee5 h\u1ed7 tr\u1ee3 m\u00e1y ch\u1ee7 MCP",
    "Open-source AI code assistant with built-in support for all MCP features",
    "Continue"
   ],
   "repository_evidence": [
    "Kh\u00e1m ph\u00e1 c\u00e1c \u1ee9ng d\u1ee5ng v\u00e0 c\u00f4ng c\u1ee5 h\u1ed7 tr\u1ee3 m\u00e1y ch\u1ee7 MCP",
    "Open-source AI code assistant with built-in support for all MCP features",
    "https://github.com/continuedev/continue"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://mcpservers.org/vi/clients",
   "project": "Copilot-MCP",
   "repository": "https://github.com/VikashLoomba/copilot-mcp",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Kh\u00e1m ph\u00e1 c\u00e1c \u1ee9ng d\u1ee5ng v\u00e0 c\u00f4ng c\u1ee5 h\u1ed7 tr\u1ee3 m\u00e1y ch\u1ee7 MCP",
    "AI coding assistance tool that enables integration with MCP servers",
    "Copilot-MCP"
   ],
   "repository_evidence": [
    "Kh\u00e1m ph\u00e1 c\u00e1c \u1ee9ng d\u1ee5ng v\u00e0 c\u00f4ng c\u1ee5 h\u1ed7 tr\u1ee3 m\u00e1y ch\u1ee7 MCP",
    "AI coding assistance tool that enables integration with MCP servers",
    "https://github.com/VikashLoomba/copilot-mcp"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://mcpservers.org/vi/clients",
   "project": "Daydreams Agents",
   "repository": "https://github.com/daydreamsai/daydreams",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Kh\u00e1m ph\u00e1 c\u00e1c \u1ee9ng d\u1ee5ng v\u00e0 c\u00f4ng c\u1ee5 h\u1ed7 tr\u1ee3 m\u00e1y ch\u1ee7 MCP",
    "Generative agent framework for executing anything onchain with MCP server support",
    "Daydreams Agents"
   ],
   "repository_evidence": [
    "Kh\u00e1m ph\u00e1 c\u00e1c \u1ee9ng d\u1ee5ng v\u00e0 c\u00f4ng c\u1ee5 h\u1ed7 tr\u1ee3 m\u00e1y ch\u1ee7 MCP",
    "Generative agent framework for executing anything onchain with MCP server support",
    "https://github.com/daydreamsai/daydreams"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://mcpservers.org/vi/clients",
   "project": "fast-agent",
   "repository": "https://github.com/evalstate/fast-agent",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Kh\u00e1m ph\u00e1 c\u00e1c \u1ee9ng d\u1ee5ng v\u00e0 c\u00f4ng c\u1ee5 h\u1ed7 tr\u1ee3 m\u00e1y ch\u1ee7 MCP",
    "Python Agent framework with full multi-modal MCP support and end-to-end tests",
    "fast-agent"
   ],
   "repository_evidence": [
    "Kh\u00e1m ph\u00e1 c\u00e1c \u1ee9ng d\u1ee5ng v\u00e0 c\u00f4ng c\u1ee5 h\u1ed7 tr\u1ee3 m\u00e1y ch\u1ee7 MCP",
    "Python Agent framework with full multi-modal MCP support and end-to-end tests",
    "https://github.com/evalstate/fast-agent"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://mcpservers.org/vi/clients",
   "project": "Goose",
   "repository": "https://github.com/block/goose",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Kh\u00e1m ph\u00e1 c\u00e1c \u1ee9ng d\u1ee5ng v\u00e0 c\u00f4ng c\u1ee5 h\u1ed7 tr\u1ee3 m\u00e1y ch\u1ee7 MCP",
    "Open source AI agent for software development with MCP functionality through tools",
    "Goose"
   ],
   "repository_evidence": [
    "Kh\u00e1m ph\u00e1 c\u00e1c \u1ee9ng d\u1ee5ng v\u00e0 c\u00f4ng c\u1ee5 h\u1ed7 tr\u1ee3 m\u00e1y ch\u1ee7 MCP",
    "Open source AI agent for software development with MCP functionality through tools",
    "https://github.com/block/goose"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://mcpservers.org/vi/clients",
   "project": "gptme",
   "repository": "https://github.com/gptme/gptme",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Kh\u00e1m ph\u00e1 c\u00e1c \u1ee9ng d\u1ee5ng v\u00e0 c\u00f4ng c\u1ee5 h\u1ed7 tr\u1ee3 m\u00e1y ch\u1ee7 MCP",
    "Open-source terminal-based personal AI assistant with MCP tool support",
    "gptme"
   ],
   "repository_evidence": [
    "Kh\u00e1m ph\u00e1 c\u00e1c \u1ee9ng d\u1ee5ng v\u00e0 c\u00f4ng c\u1ee5 h\u1ed7 tr\u1ee3 m\u00e1y ch\u1ee7 MCP",
    "Open-source terminal-based personal AI assistant with MCP tool support",
    "https://github.com/gptme/gptme"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://mcpservers.org/vi/clients",
   "project": "HyperAgent",
   "repository": "https://github.com/hyperbrowserai/HyperAgent",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Kh\u00e1m ph\u00e1 c\u00e1c \u1ee9ng d\u1ee5ng v\u00e0 c\u00f4ng c\u1ee5 h\u1ed7 tr\u1ee3 m\u00e1y ch\u1ee7 MCP",
    "Playwright supercharged with AI, extensible with MCP servers for enhanced capabilities",
    "HyperAgent"
   ],
   "repository_evidence": [
    "Kh\u00e1m ph\u00e1 c\u00e1c \u1ee9ng d\u1ee5ng v\u00e0 c\u00f4ng c\u1ee5 h\u1ed7 tr\u1ee3 m\u00e1y ch\u1ee7 MCP",
    "Playwright supercharged with AI, extensible with MCP servers for enhanced capabilities",
    "https://github.com/hyperbrowserai/HyperAgent"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://mcpservers.org/vi/clients",
   "project": "LibreChat",
   "repository": "https://github.com/danny-avila/LibreChat",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Kh\u00e1m ph\u00e1 c\u00e1c \u1ee9ng d\u1ee5ng v\u00e0 c\u00f4ng c\u1ee5 h\u1ed7 tr\u1ee3 m\u00e1y ch\u1ee7 MCP",
    "Open-source, customizable AI chat UI with MCP integration for agent tools",
    "LibreChat"
   ],
   "repository_evidence": [
    "Kh\u00e1m ph\u00e1 c\u00e1c \u1ee9ng d\u1ee5ng v\u00e0 c\u00f4ng c\u1ee5 h\u1ed7 tr\u1ee3 m\u00e1y ch\u1ee7 MCP",
    "Open-source, customizable AI chat UI with MCP integration for agent tools",
    "https://github.com/danny-avila/LibreChat"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://mcpservers.org/vi/clients",
   "project": "mcp-agent",
   "repository": "https://github.com/lastmile-ai/mcp-agent",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Kh\u00e1m ph\u00e1 c\u00e1c \u1ee9ng d\u1ee5ng v\u00e0 c\u00f4ng c\u1ee5 h\u1ed7 tr\u1ee3 m\u00e1y ch\u1ee7 MCP",
    "Simple, composable framework to build agents using Model Context Protocol",
    "mcp-agent"
   ],
   "repository_evidence": [
    "Kh\u00e1m ph\u00e1 c\u00e1c \u1ee9ng d\u1ee5ng v\u00e0 c\u00f4ng c\u1ee5 h\u1ed7 tr\u1ee3 m\u00e1y ch\u1ee7 MCP",
    "Simple, composable framework to build agents using Model Context Protocol",
    "https://github.com/lastmile-ai/mcp-agent"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://mcpservers.org/vi/clients",
   "project": "mcp-use",
   "repository": "https://github.com/pietrozullo/mcp-use",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Kh\u00e1m ph\u00e1 c\u00e1c \u1ee9ng d\u1ee5ng v\u00e0 c\u00f4ng c\u1ee5 h\u1ed7 tr\u1ee3 m\u00e1y ch\u1ee7 MCP",
    "Open source Python library to easily connect any LLM to any MCP server",
    "mcp-use"
   ],
   "repository_evidence": [
    "Kh\u00e1m ph\u00e1 c\u00e1c \u1ee9ng d\u1ee5ng v\u00e0 c\u00f4ng c\u1ee5 h\u1ed7 tr\u1ee3 m\u00e1y ch\u1ee7 MCP",
    "Open source Python library to easily connect any LLM to any MCP server",
    "https://github.com/pietrozullo/mcp-use"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://mcpservers.org/vi/clients",
   "project": "SpinAI",
   "repository": "https://spinai.dev",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Kh\u00e1m ph\u00e1 c\u00e1c \u1ee9ng d\u1ee5ng v\u00e0 c\u00f4ng c\u1ee5 h\u1ed7 tr\u1ee3 m\u00e1y ch\u1ee7 MCP",
    "Open-source TypeScript framework for building observable AI agents with native MCP support",
    "SpinAI"
   ],
   "repository_evidence": [
    "Kh\u00e1m ph\u00e1 c\u00e1c \u1ee9ng d\u1ee5ng v\u00e0 c\u00f4ng c\u1ee5 h\u1ed7 tr\u1ee3 m\u00e1y ch\u1ee7 MCP",
    "Open-source TypeScript framework for building observable AI agents with native MCP support",
    "https://spinai.dev"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://mcpservers.org/vi/clients",
   "project": "Witsy",
   "repository": "https://github.com/nbonamy/witsy",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Kh\u00e1m ph\u00e1 c\u00e1c \u1ee9ng d\u1ee5ng v\u00e0 c\u00f4ng c\u1ee5 h\u1ed7 tr\u1ee3 m\u00e1y ch\u1ee7 MCP",
    "AI desktop assistant supporting Anthropic models and MCP servers as LLM tools",
    "Witsy"
   ],
   "repository_evidence": [
    "Kh\u00e1m ph\u00e1 c\u00e1c \u1ee9ng d\u1ee5ng v\u00e0 c\u00f4ng c\u1ee5 h\u1ed7 tr\u1ee3 m\u00e1y ch\u1ee7 MCP",
    "AI desktop assistant supporting Anthropic models and MCP servers as LLM tools",
    "https://github.com/nbonamy/witsy"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://huggingface.co/blog/lynn-mikami/openmanus-open-source-alternaitve-manus-ai",
   "project": "OpenManus",
   "repository": "https://github.com/mannaandpoem/OpenManus",
   "stars": "40000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# OpenManus: The Open Source Alternative to Manus AI",
    "OpenManus is a fully open-source alternative to Manus AI, designed to democratize access to autonomous AI agents."
   ],
   "repository_evidence": [
    "# OpenManus: The Open Source Alternative to Manus AI",
    "- **GitHub Repository**: [https://github.com/mannaandpoem/OpenManus](https://github.com/mannaandpoem/OpenManus)"
   ],
   "stars_evidence": [
    "# OpenManus: The Open Source Alternative to Manus AI",
    "- **Contributions**: As of early 2025, OpenManus has garnered over 40,000 stars and 6,800 forks on GitHub, with 46+ contributors actively improving the project"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://sourcepulse.org/projects/2106790",
   "project": "FastAgency",
   "repository": "https://github.com/ag2ai/fastagency",
   "stars": "538",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# fastagency by [![](https://github.com/ag2ai.png)ag2ai](https://github.com/ag2ai)",
    "Framework for productionizing multi-agent workflows",
    "FastAgency is an open-source framework designed to accelerate the transition from prototype to production for multi-agent AI workflows, specifically targeting developers using the AG2 (formerly AutoGen) framework."
   ],
   "repository_evidence": [
    "# fastagency by [![](https://github.com/ag2ai.png)ag2ai](https://github.com/ag2ai)",
    "[View on GitHub](https://github.com/ag2ai/fastagency)",
    "FastAgency is an open-source framework designed to accelerate the transition from prototype to production for multi-agent AI workflows, specifically targeting developers using the AG2 (formerly AutoGen) framework."
   ],
   "stars_evidence": [
    "# fastagency by [![](https://github.com/ag2ai.png)ag2ai](https://github.com/ag2ai)",
    "538 stars",
    "FastAgency is an open-source framework designed to accelerate the transition from prototype to production for multi-agent AI workflows, specifically targeting developers using the AG2 (formerly AutoGen) framework."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://theagentsindex.com/guides/ai-agent-framework-comparison-2026",
   "project": "LangChain",
   "repository": null,
   "stars": "142168",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "LangChain vs CrewAI vs LlamaIndex vs AutoGen vs Pydantic AI vs OpenAI Agents SDK: How to Choose",
    "| [LangChain](/langchain) | Bespoke production agents, largest integration ecosystem | 142,168 | MIT | Python, JS/TS | LangSmith (observability) |",
    "| Framework | Primary job | GitHub stars | License | Language | Paid layer |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "GitHub star counts below were pulled live from each project's public repository on 20 July 2026 \u2014 a rough proxy for community size and momentum, not a quality score.",
    "| [LangChain](/langchain) | Bespoke production agents, largest integration ecosystem | 142,168 | MIT | Python, JS/TS | LangSmith (observability) |",
    "| Framework | Primary job | GitHub stars | License | Language | Paid layer |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://theagentsindex.com/guides/ai-agent-framework-comparison-2026",
   "project": "Microsoft AutoGen",
   "repository": null,
   "stars": "59846",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "LangChain vs CrewAI vs LlamaIndex vs AutoGen vs Pydantic AI vs OpenAI Agents SDK: How to Choose",
    "| [Microsoft AutoGen](/microsoft-autogen) | Agent-to-agent conversation patterns (maintenance mode) | 59,846 | MIT (code) | Python, .NET | None (self-hosted) |",
    "| Framework | Primary job | GitHub stars | License | Language | Paid layer |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "GitHub star counts below were pulled live from each project's public repository on 20 July 2026 \u2014 a rough proxy for community size and momentum, not a quality score.",
    "| [Microsoft AutoGen](/microsoft-autogen) | Agent-to-agent conversation patterns (maintenance mode) | 59,846 | MIT (code) | Python, .NET | None (self-hosted) |",
    "| Framework | Primary job | GitHub stars | License | Language | Paid layer |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://theagentsindex.com/guides/ai-agent-framework-comparison-2026",
   "project": "CrewAI",
   "repository": null,
   "stars": "55845",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "LangChain vs CrewAI vs LlamaIndex vs AutoGen vs Pydantic AI vs OpenAI Agents SDK: How to Choose",
    "| [CrewAI](/crewai) | Fast, role-based multi-agent \"crews\" | 55,845 | MIT | Python | Enterprise (custom) |",
    "| Framework | Primary job | GitHub stars | License | Language | Paid layer |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "GitHub star counts below were pulled live from each project's public repository on 20 July 2026 \u2014 a rough proxy for community size and momentum, not a quality score.",
    "| [CrewAI](/crewai) | Fast, role-based multi-agent \"crews\" | 55,845 | MIT | Python | Enterprise (custom) |",
    "| Framework | Primary job | GitHub stars | License | Language | Paid layer |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://theagentsindex.com/guides/ai-agent-framework-comparison-2026",
   "project": "LlamaIndex",
   "repository": null,
   "stars": "50962",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "LangChain vs CrewAI vs LlamaIndex vs AutoGen vs Pydantic AI vs OpenAI Agents SDK: How to Choose",
    "| [LlamaIndex](/llamaindex) | Retrieval-augmented generation / document Q&A | 50,962 | MIT | Python, TS | LlamaCloud (parsing) |",
    "| Framework | Primary job | GitHub stars | License | Language | Paid layer |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "GitHub star counts below were pulled live from each project's public repository on 20 July 2026 \u2014 a rough proxy for community size and momentum, not a quality score.",
    "| [LlamaIndex](/llamaindex) | Retrieval-augmented generation / document Q&A | 50,962 | MIT | Python, TS | LlamaCloud (parsing) |",
    "| Framework | Primary job | GitHub stars | License | Language | Paid layer |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://theagentsindex.com/guides/ai-agent-framework-comparison-2026",
   "project": "OpenAI Agents SDK",
   "repository": null,
   "stars": "28041",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "LangChain vs CrewAI vs LlamaIndex vs AutoGen vs Pydantic AI vs OpenAI Agents SDK: How to Choose",
    "| [OpenAI Agents SDK](/openai-agents-sdk) | Fastest path to a straightforward production agent | 28,041 | MIT | Python, JS/TS | None (self-hosted) |",
    "| Framework | Primary job | GitHub stars | License | Language | Paid layer |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "GitHub star counts below were pulled live from each project's public repository on 20 July 2026 \u2014 a rough proxy for community size and momentum, not a quality score.",
    "| [OpenAI Agents SDK](/openai-agents-sdk) | Fastest path to a straightforward production agent | 28,041 | MIT | Python, JS/TS | None (self-hosted) |",
    "| Framework | Primary job | GitHub stars | License | Language | Paid layer |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://theagentsindex.com/guides/ai-agent-framework-comparison-2026",
   "project": "Pydantic AI",
   "repository": null,
   "stars": "18675",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "LangChain vs CrewAI vs LlamaIndex vs AutoGen vs Pydantic AI vs OpenAI Agents SDK: How to Choose",
    "| [Pydantic AI](/pydantic-ai) | Type-safe, validated structured output | 18,675 | MIT | Python | Logfire (observability) |",
    "| Framework | Primary job | GitHub stars | License | Language | Paid layer |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "GitHub star counts below were pulled live from each project's public repository on 20 July 2026 \u2014 a rough proxy for community size and momentum, not a quality score.",
    "| [Pydantic AI](/pydantic-ai) | Type-safe, validated structured output | 18,675 | MIT | Python | Logfire (observability) |",
    "| Framework | Primary job | GitHub stars | License | Language | Paid layer |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/strands-agents/sdk-python/blob/main/README.md",
   "project": "Strands Agents",
   "repository": "https://github.com/strands-agents/harness-sdk",
   "stars": null,
   "category": "framework/platform",
   "description": "Python SDK: agent loop, model providers, tools",
   "license": "Apache License 2.0",
   "project_evidence": [
    "Strands Agents is a simple yet powerful SDK that takes a model-driven approach to building and running AI agents.",
    "## File metadata and controls"
   ],
   "repository_evidence": [
    "| `strands-py/` | Python SDK: agent loop, model providers, tools ([PyPI](https://pypi.org/project/strands-agents/) \u00b7 [releases](https://github.com/strands-agents/harness-sdk/releases?q=python%2F&expanded=false)) |",
    "| Directory | Description |"
   ],
   "stars_evidence": null,
   "category_evidence": [
    "Strands Agents is a simple yet powerful SDK that takes a model-driven approach to building and running AI agents.",
    "## File metadata and controls"
   ],
   "description_evidence": [
    "| `strands-py/` | Python SDK: agent loop, model providers, tools ([PyPI](https://pypi.org/project/strands-agents/) \u00b7 [releases](https://github.com/strands-agents/harness-sdk/releases?q=python%2F&expanded=false)) |",
    "| Directory | Description |"
   ],
   "license_evidence": [
    "This project is licensed under the Apache License 2.0 - see the [LICENSE.APACHE](/strands-agents/harness-sdk/blob/main/LICENSE.APACHE) file for details.",
    "## License"
   ]
  },
  {
   "url": "https://github.com/Gald3r-Labs/gald3r",
   "project": "gald3r",
   "repository": "https://github.com/wrm3/gald3r.git",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "gald3r \u2014 AI Agent Framework for Your Project",
    "# gald3r \u2014 AI Agent Framework for Your Project",
    "git clone https://github.com/wrm3/gald3r.git # Default: installs Cursor + Claude Code + shared brain cp -r gald3r/project_template/. /path/to/your/project/"
   ],
   "repository_evidence": [
    "git clone https://github.com/wrm3/gald3r.git # Default: installs Cursor + Claude Code + shared brain cp -r gald3r/project_template/. /path/to/your/project/"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/QuantGeekDev/keyword-extractor-agent",
   "project": "BeeAI Framework",
   "repository": "https://github.com/i-am-bee/beeai-framework",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# \ud83d\udc1d BeeAI Framework Starter",
    "This starter template lets you quickly start working with the [BeeAI Framework](https://github.com/i-am-bee/beeai-framework) in a second."
   ],
   "repository_evidence": [
    "# \ud83d\udc1d BeeAI Framework Starter",
    "This starter template lets you quickly start working with the [BeeAI Framework](https://github.com/i-am-bee/beeai-framework) in a second."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://developer.aliyun.com/article/1658152",
   "project": "OpenManus",
   "repository": "https://github.com/mannaandpoem/OpenManus/",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "\u5e76\u4e14\u5f53\u5929\u665a\u4e0a\u5c31\u6709\u56e2\u961f\u5f00\u6e90\u4e86OpenManus\u9879\u76ee\uff0c\u5267\u60c5\u8dcc\u5b95\u8d77\u4f0f\uff0c\u5145\u6ee1\u4e86\u620f\u5267\u6027~"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/Zijian-Ni/awesome-ai-agents-2026/blob/main/CHANGELOG.md",
   "project": "ClawBench",
   "repository": "https://github.com/TIGER-AI-Lab/ClawBench",
   "stars": "536",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "All notable changes to **Awesome AI Agents 2026** are recorded here.",
    "- **PR #68 \u2014 [ClawBench](https://github.com/TIGER-AI-Lab/ClawBench)** (reacher-z, discloses maintainer affiliation) \u2014 **accepted, with corrected figures.**"
   ],
   "repository_evidence": [
    "All notable changes to **Awesome AI Agents 2026** are recorded here.",
    "- **PR #68 \u2014 [ClawBench](https://github.com/TIGER-AI-Lab/ClawBench)** (reacher-z, discloses maintainer affiliation) \u2014 **accepted, with corrected figures.**"
   ],
   "stars_evidence": [
    "All notable changes to **Awesome AI Agents 2026** are recorded here.",
    "Real project: 536 stars, Apache-2.0, pushed 2026-07-28."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/Zijian-Ni/awesome-ai-agents-2026/blob/main/CHANGELOG.md",
   "project": "AICraft",
   "repository": "https://github.com/Easlie114514/AICraft",
   "stars": "10",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "All notable changes to **Awesome AI Agents 2026** are recorded here.",
    "- **PR #69 \u2014 [AICraft](https://github.com/Easlie114514/AICraft)** (easlie114514) \u2014 **accepted, tagged \u26a0\ufe0f Unverified + \ud83c\udde8\ud83c\uddf3.**"
   ],
   "repository_evidence": [
    "All notable changes to **Awesome AI Agents 2026** are recorded here.",
    "- **PR #69 \u2014 [AICraft](https://github.com/Easlie114514/AICraft)** (easlie114514) \u2014 **accepted, tagged \u26a0\ufe0f Unverified + \ud83c\udde8\ud83c\uddf3.**"
   ],
   "stars_evidence": [
    "All notable changes to **Awesome AI Agents 2026** are recorded here.",
    "Real repo (Apache-2.0, Python FastAPI + React 19 + ChromaDB) but created June 2026 with 10 stars, 0 forks and a sole maintainer, so it carries the same Unverified treatment as comparable new self-submissions."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/Zijian-Ni/awesome-ai-agents-2026/blob/main/CHANGELOG.md",
   "project": "Darkmoon",
   "repository": "https://github.com/ASCIT31/Dark-Moon",
   "stars": "791",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "All notable changes to **Awesome AI Agents 2026** are recorded here.",
    "- **PR #70 \u2014 [Darkmoon](https://github.com/ASCIT31/Dark-Moon)** (Dark-Moon-X) \u2014 **accepted.**"
   ],
   "repository_evidence": [
    "All notable changes to **Awesome AI Agents 2026** are recorded here.",
    "- **PR #70 \u2014 [Darkmoon](https://github.com/ASCIT31/Dark-Moon)** (Dark-Moon-X) \u2014 **accepted.**"
   ],
   "stars_evidence": [
    "All notable changes to **Awesome AI Agents 2026** are recorded here.",
    "Healthy project: 791 stars, 132 forks, 8 contributors, GPL-3.0, pushed 2026-07-27."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/Zijian-Ni/awesome-ai-agents-2026/blob/main/CHANGELOG.md",
   "project": "Genesys",
   "repository": "https://github.com/Astrix-Labs/Genesys",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "All notable changes to **Awesome AI Agents 2026** are recorded here.",
    "- **[Genesys](https://github.com/Astrix-Labs/Genesys)** (PR #64) \u2014 causal-graph memory engine, \u26a0\ufe0f Unverified, added to **Agent Memory**."
   ],
   "repository_evidence": [
    "All notable changes to **Awesome AI Agents 2026** are recorded here.",
    "- **[Genesys](https://github.com/Astrix-Labs/Genesys)** (PR #64) \u2014 causal-graph memory engine, \u26a0\ufe0f Unverified, added to **Agent Memory**."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://pypi.org/project/letta-nightly/0.15.2.dev20251211222328",
   "project": "Letta",
   "repository": "https://github.com/letta-ai/letta",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Create LLM agents with long-term memory and custom tools",
    "# Letta (formerly MemGPT)",
    "Letta is the platform for building stateful agents: open AI with advanced memory that can learn and self-improve over time."
   ],
   "repository_evidence": [
    "Create LLM agents with long-term memory and custom tools",
    "### [One-Shot \u2728 Vibecoding \u26a1\ufe0f Prompts](https://github.com/letta-ai/letta/blob/main/fern/pages/getting-started/prompts.mdx)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://ossium.live/blog/12-open-source-coding-tools-that-each-vibe-coder-should-know-in-2026",
   "project": "OpenHands",
   "repository": "https://github.com/All-Hands-AI/OpenHands",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# 12 Open-Source Coding Tools Every Vibe Coder Should Know in 2026",
    "## Control-plane agents",
    "**[OpenHands](https://github.com/All-Hands-AI/OpenHands)** (MIT) \u2014 Self-hosted developer control center that can run OpenHands itself or ACP-compatible agents (Claude Code, Codex, Gemini, etc.) from one surface."
   ],
   "repository_evidence": [
    "# 12 Open-Source Coding Tools Every Vibe Coder Should Know in 2026",
    "## Control-plane agents",
    "**[OpenHands](https://github.com/All-Hands-AI/OpenHands)** (MIT) \u2014 Self-hosted developer control center that can run OpenHands itself or ACP-compatible agents (Claude Code, Codex, Gemini, etc.) from one surface."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://ossium.live/blog/12-open-source-coding-tools-that-each-vibe-coder-should-know-in-2026",
   "project": "Open SWE",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# 12 Open-Source Coding Tools Every Vibe Coder Should Know in 2026",
    "## Control-plane agents",
    "**[Open SWE](https://blog.langchain.com/open-swe/)** \u2014 LangChain\u2019s open async coding agent path on LangGraph/DeepAgents: connect to GitHub, research, plan, code, test, review, open PRs."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://ossium.live/blog/12-open-source-coding-tools-that-each-vibe-coder-should-know-in-2026",
   "project": "Aider",
   "repository": "https://github.com/Aider-AI/aider",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# 12 Open-Source Coding Tools Every Vibe Coder Should Know in 2026",
    "## Terminal-first agents",
    "**[Aider](https://github.com/Aider-AI/aider)** (Apache 2.0) \u2014 Classic terminal pair-programmer with a published polyglot edit-and-test benchmark."
   ],
   "repository_evidence": [
    "# 12 Open-Source Coding Tools Every Vibe Coder Should Know in 2026",
    "## Terminal-first agents",
    "**[Aider](https://github.com/Aider-AI/aider)** (Apache 2.0) \u2014 Classic terminal pair-programmer with a published polyglot edit-and-test benchmark."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://ossium.live/blog/12-open-source-coding-tools-that-each-vibe-coder-should-know-in-2026",
   "project": "Codex CLI",
   "repository": "https://github.com/openai/codex",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# 12 Open-Source Coding Tools Every Vibe Coder Should Know in 2026",
    "## Terminal-first agents",
    "**[Codex CLI](https://github.com/openai/codex)** (Apache 2.0) \u2014 OpenAI\u2019s local terminal agent."
   ],
   "repository_evidence": [
    "# 12 Open-Source Coding Tools Every Vibe Coder Should Know in 2026",
    "## Terminal-first agents",
    "**[Codex CLI](https://github.com/openai/codex)** (Apache 2.0) \u2014 OpenAI\u2019s local terminal agent."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://ossium.live/blog/12-open-source-coding-tools-that-each-vibe-coder-should-know-in-2026",
   "project": "OpenCode",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# 12 Open-Source Coding Tools Every Vibe Coder Should Know in 2026",
    "## Terminal-first agents",
    "**[OpenCode](https://opencode.ai/)** \u2014 Open-source agent with terminal, desktop, and IDE surfaces; free models or any provider."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://ossium.live/blog/12-open-source-coding-tools-that-each-vibe-coder-should-know-in-2026",
   "project": "Goose",
   "repository": "https://github.com/aaif-goose/goose",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# 12 Open-Source Coding Tools Every Vibe Coder Should Know in 2026",
    "## Terminal-first agents",
    "**[Goose](https://github.com/aaif-goose/goose)** (Apache 2.0) \u2014 Block\u2019s open agent; founding AAIF contribution with MCP and AGENTS.md."
   ],
   "repository_evidence": [
    "# 12 Open-Source Coding Tools Every Vibe Coder Should Know in 2026",
    "## Terminal-first agents",
    "**[Goose](https://github.com/aaif-goose/goose)** (Apache 2.0) \u2014 Block\u2019s open agent; founding AAIF contribution with MCP and AGENTS.md."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://ossium.live/blog/12-open-source-coding-tools-that-each-vibe-coder-should-know-in-2026",
   "project": "Cline",
   "repository": "https://github.com/cline/cline",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# 12 Open-Source Coding Tools Every Vibe Coder Should Know in 2026",
    "## Multi-surface agents",
    "**[Cline](https://github.com/cline/cline)** (Apache 2.0) \u2014 SDK, CLI, Kanban, VS Code, JetBrains."
   ],
   "repository_evidence": [
    "# 12 Open-Source Coding Tools Every Vibe Coder Should Know in 2026",
    "## Multi-surface agents",
    "**[Cline](https://github.com/cline/cline)** (Apache 2.0) \u2014 SDK, CLI, Kanban, VS Code, JetBrains."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://ossium.live/blog/12-open-source-coding-tools-that-each-vibe-coder-should-know-in-2026",
   "project": "Kilo Code",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# 12 Open-Source Coding Tools Every Vibe Coder Should Know in 2026",
    "## Multi-surface agents",
    "**[Kilo Code](https://kilo.ai/)** \u2014 Multi-surface agent + wide model gateway positioning."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://ossium.live/blog/12-open-source-coding-tools-that-each-vibe-coder-should-know-in-2026",
   "project": "Superpowers",
   "repository": "https://github.com/obra/superpowers",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# 12 Open-Source Coding Tools Every Vibe Coder Should Know in 2026",
    "## Skills libraries",
    "**[Superpowers](https://github.com/obra/superpowers)** (MIT) \u2014 Large agentic skills / methodology framework (plan, TDD, review, ship) with plugins for major coding agents."
   ],
   "repository_evidence": [
    "# 12 Open-Source Coding Tools Every Vibe Coder Should Know in 2026",
    "## Skills libraries",
    "**[Superpowers](https://github.com/obra/superpowers)** (MIT) \u2014 Large agentic skills / methodology framework (plan, TDD, review, ship) with plugins for major coding agents."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://ossium.live/blog/12-open-source-coding-tools-that-each-vibe-coder-should-know-in-2026",
   "project": "Matt Pocock Skills",
   "repository": "https://github.com/mattpocock/skills",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# 12 Open-Source Coding Tools Every Vibe Coder Should Know in 2026",
    "## Skills libraries",
    "**[Matt Pocock Skills](https://github.com/mattpocock/skills)** (MIT) \u2014 High-signal personal skills pack (\u201cskills for real engineers\u201d) including routing and domain-model grilling flows."
   ],
   "repository_evidence": [
    "# 12 Open-Source Coding Tools Every Vibe Coder Should Know in 2026",
    "## Skills libraries",
    "**[Matt Pocock Skills](https://github.com/mattpocock/skills)** (MIT) \u2014 High-signal personal skills pack (\u201cskills for real engineers\u201d) including routing and domain-model grilling flows."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://ossium.live/blog/12-open-source-coding-tools-that-each-vibe-coder-should-know-in-2026",
   "project": "G Stack",
   "repository": "https://github.com/garrytan/gstack",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# 12 Open-Source Coding Tools Every Vibe Coder Should Know in 2026",
    "## Skills libraries",
    "**[G Stack](https://github.com/garrytan/gstack)** (MIT) \u2014 Founder-oriented Claude Code skill set (think \u2192 plan \u2192 build \u2192 review \u2192 ship), including office-hours style workflows."
   ],
   "repository_evidence": [
    "# 12 Open-Source Coding Tools Every Vibe Coder Should Know in 2026",
    "## Skills libraries",
    "**[G Stack](https://github.com/garrytan/gstack)** (MIT) \u2014 Founder-oriented Claude Code skill set (think \u2192 plan \u2192 build \u2192 review \u2192 ship), including office-hours style workflows."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://ossium.live/blog/12-open-source-coding-tools-that-each-vibe-coder-should-know-in-2026",
   "project": "wshobson/agents",
   "repository": "https://github.com/wshobson/agents",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# 12 Open-Source Coding Tools Every Vibe Coder Should Know in 2026",
    "## MCP extensions",
    "**[wshobson/agents](https://github.com/wshobson/agents)** (MIT) \u2014 Multi-harness plugin marketplace for Claude Code, Codex CLI, Cursor, OpenCode, Copilot, Gemini CLI."
   ],
   "repository_evidence": [
    "# 12 Open-Source Coding Tools Every Vibe Coder Should Know in 2026",
    "## MCP extensions",
    "**[wshobson/agents](https://github.com/wshobson/agents)** (MIT) \u2014 Multi-harness plugin marketplace for Claude Code, Codex CLI, Cursor, OpenCode, Copilot, Gemini CLI."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://ossium.live/blog/12-open-source-coding-tools-that-each-vibe-coder-should-know-in-2026",
   "project": "awesome-mcp-servers",
   "repository": "https://github.com/punkpeye/awesome-mcp-servers",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# 12 Open-Source Coding Tools Every Vibe Coder Should Know in 2026",
    "## MCP extensions",
    "**[awesome-mcp-servers](https://github.com/punkpeye/awesome-mcp-servers)** (MIT) \u2014 Canonical catalog of MCP servers by domain (DB, browser, cloud, etc.)."
   ],
   "repository_evidence": [
    "# 12 Open-Source Coding Tools Every Vibe Coder Should Know in 2026",
    "## MCP extensions",
    "**[awesome-mcp-servers](https://github.com/punkpeye/awesome-mcp-servers)** (MIT) \u2014 Canonical catalog of MCP servers by domain (DB, browser, cloud, etc.)."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://ossium.live/blog/12-open-source-coding-tools-that-each-vibe-coder-should-know-in-2026",
   "project": "Strix",
   "repository": "https://github.com/usestrix/strix",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# 12 Open-Source Coding Tools Every Vibe Coder Should Know in 2026",
    "## Security and access",
    "**[Strix](https://github.com/usestrix/strix)** (Apache 2.0) \u2014 Open AI pentest agent for finding/fixing app vulns\u2014useful after agent-authored PRs."
   ],
   "repository_evidence": [
    "# 12 Open-Source Coding Tools Every Vibe Coder Should Know in 2026",
    "## Security and access",
    "**[Strix](https://github.com/usestrix/strix)** (Apache 2.0) \u2014 Open AI pentest agent for finding/fixing app vulns\u2014useful after agent-authored PRs."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://aitools.flocci.in/alternatives/skyvern",
   "project": "Playwright MCP",
   "repository": "https://github.com/microsoft/playwright-mcp",
   "stars": "36000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Best free Skyvern alternatives",
    "| Tool | [Skyvern](/tool/skyvern) (you searched) | [Playwright MCP](/tool/playwright-mcp) | [Browser Use](/tool/browser-use) | [Browserbase](/tool/browserbase) |",
    "- Official Microsoft MCP server exposing Playwright browser control to any MCP client"
   ],
   "repository_evidence": [
    "# Best free Skyvern alternatives",
    "| Tool | [Skyvern](/tool/skyvern) (you searched) | [Playwright MCP](/tool/playwright-mcp) | [Browser Use](/tool/browser-use) | [Browserbase](/tool/browserbase) |",
    "| **Visit** | [Open \u2197](https://www.skyvern.com/) | [Open \u2197](https://github.com/microsoft/playwright-mcp) | [Open \u2197](https://browser-use.com/) | [Open \u2197](https://www.browserbase.com/) |"
   ],
   "stars_evidence": [
    "# Best free Skyvern alternatives",
    "- 36k+ GitHub stars, Apache-2.0 licensed"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://aitools.flocci.in/alternatives/skyvern",
   "project": "Browser Use",
   "repository": "https://browser-use.com/",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Best free Skyvern alternatives",
    "| Tool | [Skyvern](/tool/skyvern) (you searched) | [Playwright MCP](/tool/playwright-mcp) | [Browser Use](/tool/browser-use) | [Browserbase](/tool/browserbase) |",
    "- Open-source library to run browser agents locally for free"
   ],
   "repository_evidence": [
    "# Best free Skyvern alternatives",
    "| Tool | [Skyvern](/tool/skyvern) (you searched) | [Playwright MCP](/tool/playwright-mcp) | [Browser Use](/tool/browser-use) | [Browserbase](/tool/browserbase) |",
    "| **Visit** | [Open \u2197](https://www.skyvern.com/) | [Open \u2197](https://github.com/microsoft/playwright-mcp) | [Open \u2197](https://browser-use.com/) | [Open \u2197](https://www.browserbase.com/) |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://arxiv.org/pdf/2510.24701.pdf",
   "project": "Tongyi DeepResearch",
   "repository": "https://github.com/Alibaba-NLP/DeepResearch",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Tongyi DeepResearch Technical Report",
    "We open-source the model, frame-\nwork, and complete solutions to empower the community.",
    "https://github.com/Alibaba-NLP/DeepResearch"
   ],
   "repository_evidence": [
    "Tongyi DeepResearch Technical Report",
    "We open-source the model, frame-\nwork, and complete solutions to empower the community.",
    "https://github.com/Alibaba-NLP/DeepResearch"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://vuln.today/cve/CVE-2026-46538",
   "project": "Microsoft UFO",
   "repository": "https://github.com/microsoft/UFO",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Microsoft UFO open-source framework for intelligent automation across devices and platforms.",
    "Microsoft UFO **CVE-2026-46538"
   ],
   "repository_evidence": [
    "The primary reference is the GitHub Security Advisory GHSA-wmq2-74rj-7pjc at https://github.com/microsoft/UFO/security/advisories/GHSA-wmq2-74rj-7pjc; consult it for the upstream patch commit or patched release version, as no exact fix version number was included in the available intelligence - upstream fix availability via PR or commit is plausible but a released tagged version has not been independently confirmed from this data.",
    "Microsoft UFO **CVE-2026-46538"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://learnopoly.com/code-implementation-for-intelligent-multi-aging-workflows-design-with-the-beeai-framework",
   "project": "Beeai-CameWork",
   "repository": "https://github.com/i-am-bee/beeai-framework",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "In this tutorial, we explore the power and flexibility of****[**Beeai-CameWork**](https://github.com/i-am-bee/beeai-framework) By building a fully functional multi-aging system from zero."
   ],
   "repository_evidence": [
    "In this tutorial, we explore the power and flexibility of****[**Beeai-CameWork**](https://github.com/i-am-bee/beeai-framework) By building a fully functional multi-aging system from zero."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://toolerific.ai/ai-tools/opensource/airtai-fastagency",
   "project": "fastagency",
   "repository": "https://github.com/airtai/fastagency/",
   "stars": "421",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# fastagency",
    "Alternative AI tools for fastagency",
    "[###### fastagency](/ai-tools/opensource/airtai-fastagency)"
   ],
   "repository_evidence": [
    "Alternative AI tools for fastagency",
    "Last but not least, show us your support by giving a star to our [**GitHub repository**](https://github.com/airtai/fastagency/).",
    "[###### fastagency](/ai-tools/opensource/airtai-fastagency)"
   ],
   "stars_evidence": [
    "Alternative AI tools for fastagency",
    "Stars: 421",
    "**: 421",
    "[###### fastagency](/ai-tools/opensource/airtai-fastagency)"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://toolerific.ai/ai-tools/opensource/airtai-fastagency",
   "project": "fastagency",
   "repository": null,
   "stars": "421",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Alternative AI tools for fastagency",
    "[###### fastagency](/ai-tools/opensource/ag2ai-fastagency)"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "Alternative AI tools for fastagency",
    "**: 421",
    "[###### fastagency](/ai-tools/opensource/ag2ai-fastagency)"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://toolerific.ai/ai-tools/opensource/airtai-fastagency",
   "project": "UltraRAG",
   "repository": null,
   "stars": "5.2k",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Alternative AI tools for fastagency",
    "[###### UltraRAG](/ai-tools/opensource/OpenBMB-UltraRAG)"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "Alternative AI tools for fastagency",
    "**: 5.2k",
    "[###### UltraRAG](/ai-tools/opensource/OpenBMB-UltraRAG)"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://toolerific.ai/ai-tools/opensource/airtai-fastagency",
   "project": "arbigent",
   "repository": null,
   "stars": "221",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Alternative AI tools for fastagency",
    "[###### arbigent](/ai-tools/opensource/takahirom-arbigent)"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "Alternative AI tools for fastagency",
    "**: 221",
    "[###### arbigent](/ai-tools/opensource/takahirom-arbigent)"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://toolerific.ai/ai-tools/opensource/airtai-fastagency",
   "project": "TaskingAI",
   "repository": null,
   "stars": "6.1k",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Alternative AI tools for fastagency",
    "[###### TaskingAI](/ai-tools/opensource/TaskingAI-TaskingAI)"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "Alternative AI tools for fastagency",
    "**: 6.1k",
    "[###### TaskingAI](/ai-tools/opensource/TaskingAI-TaskingAI)"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://toolerific.ai/ai-tools/opensource/airtai-fastagency",
   "project": "Biomni",
   "repository": null,
   "stars": "2.1k",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Alternative AI tools for fastagency",
    "[###### Biomni](/ai-tools/opensource/snap-stanford-Biomni)"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "Alternative AI tools for fastagency",
    "**: 2.1k",
    "[###### Biomni](/ai-tools/opensource/snap-stanford-Biomni)"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://toolerific.ai/ai-tools/opensource/airtai-fastagency",
   "project": "TaskWeaver",
   "repository": null,
   "stars": "5.4k",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Alternative AI tools for fastagency",
    "[###### TaskWeaver](/ai-tools/opensource/microsoft-TaskWeaver)"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "Alternative AI tools for fastagency",
    "**: 5.4k",
    "[###### TaskWeaver](/ai-tools/opensource/microsoft-TaskWeaver)"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://toolerific.ai/ai-tools/opensource/airtai-fastagency",
   "project": "deep-research",
   "repository": null,
   "stars": "4.0k",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Alternative AI tools for fastagency",
    "[###### deep-research](/ai-tools/opensource/u14app-deep-research)"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "Alternative AI tools for fastagency",
    "**: 4.0k",
    "[###### deep-research](/ai-tools/opensource/u14app-deep-research)"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://toolerific.ai/ai-tools/opensource/airtai-fastagency",
   "project": "langmanus",
   "repository": null,
   "stars": "4.9k",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Alternative AI tools for fastagency",
    "[###### langmanus](/ai-tools/opensource/langmanus-langmanus)"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "Alternative AI tools for fastagency",
    "**: 4.9k",
    "[###### langmanus](/ai-tools/opensource/langmanus-langmanus)"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://toolerific.ai/ai-tools/opensource/airtai-fastagency",
   "project": "RainbowGPT",
   "repository": null,
   "stars": "86",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Alternative AI tools for fastagency",
    "[###### RainbowGPT](/ai-tools/opensource/ZhuJD-China-RainbowGPT)"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "Alternative AI tools for fastagency",
    "**: 86",
    "[###### RainbowGPT](/ai-tools/opensource/ZhuJD-China-RainbowGPT)"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://toolerific.ai/ai-tools/opensource/airtai-fastagency",
   "project": "atropos",
   "repository": null,
   "stars": "866",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Alternative AI tools for fastagency",
    "[###### atropos](/ai-tools/opensource/NousResearch-atropos)"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "Alternative AI tools for fastagency",
    "**: 866",
    "[###### atropos](/ai-tools/opensource/NousResearch-atropos)"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://toolerific.ai/ai-tools/opensource/airtai-fastagency",
   "project": "BentoML",
   "repository": null,
   "stars": "7.6k",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Alternative AI tools for fastagency",
    "[###### BentoML](/ai-tools/opensource/bentoml-BentoML)"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "Alternative AI tools for fastagency",
    "**: 7.6k",
    "[###### BentoML](/ai-tools/opensource/bentoml-BentoML)"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://toolerific.ai/ai-tools/opensource/airtai-fastagency",
   "project": "deer-flow",
   "repository": null,
   "stars": "29.2k",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Alternative AI tools for fastagency",
    "[###### deer-flow](/ai-tools/opensource/bytedance-deer-flow)"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "Alternative AI tools for fastagency",
    "**: 29.2k",
    "[###### deer-flow](/ai-tools/opensource/bytedance-deer-flow)"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://toolerific.ai/ai-tools/opensource/airtai-fastagency",
   "project": "DevoxxGenieIDEAPlugin",
   "repository": null,
   "stars": "626",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Alternative AI tools for fastagency",
    "[###### DevoxxGenieIDEAPlugin](/ai-tools/opensource/devoxx-DevoxxGenieIDEAPlugin)"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "Alternative AI tools for fastagency",
    "**: 626",
    "[###### DevoxxGenieIDEAPlugin](/ai-tools/opensource/devoxx-DevoxxGenieIDEAPlugin)"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://toolerific.ai/ai-tools/opensource/airtai-fastagency",
   "project": "maiar-ai",
   "repository": null,
   "stars": "63",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Alternative AI tools for fastagency",
    "[###### maiar-ai](/ai-tools/opensource/UraniumCorporation-maiar-ai)"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "Alternative AI tools for fastagency",
    "**: 63",
    "[###### maiar-ai](/ai-tools/opensource/UraniumCorporation-maiar-ai)"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://toolerific.ai/ai-tools/opensource/airtai-fastagency",
   "project": "premsql",
   "repository": null,
   "stars": "90",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Alternative AI tools for fastagency",
    "[###### premsql](/ai-tools/opensource/premAI-io-premsql)"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "Alternative AI tools for fastagency",
    "**: 90",
    "[###### premsql](/ai-tools/opensource/premAI-io-premsql)"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://toolerific.ai/ai-tools/opensource/airtai-fastagency",
   "project": "python-tutorial-notebooks",
   "repository": null,
   "stars": "151",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Alternative AI tools for fastagency",
    "[###### python-tutorial-notebooks](/ai-tools/opensource/dcavar-python-tutorial-notebooks)"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "Alternative AI tools for fastagency",
    "**: 151",
    "[###### python-tutorial-notebooks](/ai-tools/opensource/dcavar-python-tutorial-notebooks)"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://toolerific.ai/ai-tools/opensource/airtai-fastagency",
   "project": "open-parse",
   "repository": null,
   "stars": "2.4k",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Alternative AI tools for fastagency",
    "[###### open-parse](/ai-tools/opensource/Filimoa-open-parse)"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "Alternative AI tools for fastagency",
    "**: 2.4k",
    "[###### open-parse](/ai-tools/opensource/Filimoa-open-parse)"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://toolerific.ai/ai-tools/opensource/airtai-fastagency",
   "project": "MoonshotAI-Cookbook",
   "repository": null,
   "stars": "184",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Alternative AI tools for fastagency",
    "[###### MoonshotAI-Cookbook](/ai-tools/opensource/MoonshotAI-MoonshotAI-Cookbook)"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "Alternative AI tools for fastagency",
    "**: 184",
    "[###### MoonshotAI-Cookbook](/ai-tools/opensource/MoonshotAI-MoonshotAI-Cookbook)"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://toolerific.ai/ai-tools/opensource/airtai-fastagency",
   "project": "AHU-AI-Repository",
   "repository": null,
   "stars": "197",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Alternative AI tools for fastagency",
    "[###### AHU-AI-Repository](/ai-tools/opensource/DylanAo-AHU-AI-Repository)"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "Alternative AI tools for fastagency",
    "**: 197",
    "[###### AHU-AI-Repository](/ai-tools/opensource/DylanAo-AHU-AI-Repository)"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://toolerific.ai/ai-tools/opensource/airtai-fastagency",
   "project": "modern_ai_for_beginners",
   "repository": null,
   "stars": "104",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Alternative AI tools for fastagency",
    "[###### modern_ai_for_beginners](/ai-tools/opensource/chunhuizhang-modern_ai_for_beginners)"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "Alternative AI tools for fastagency",
    "**: 104",
    "[###### modern_ai_for_beginners](/ai-tools/opensource/chunhuizhang-modern_ai_for_beginners)"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://toolerific.ai/ai-tools/opensource/airtai-fastagency",
   "project": "Building-AI-Applications-with-ChatGPT-APIs",
   "repository": null,
   "stars": "54",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Alternative AI tools for fastagency",
    "[###### Building-AI-Applications-with-ChatGPT-APIs](/ai-tools/opensource/PacktPublishing-Building-AI-Applications-with-ChatGPT-APIs)"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "Alternative AI tools for fastagency",
    "**: 54",
    "[###### Building-AI-Applications-with-ChatGPT-APIs](/ai-tools/opensource/PacktPublishing-Building-AI-Applications-with-ChatGPT-APIs)"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://toolerific.ai/ai-tools/opensource/airtai-fastagency",
   "project": "examples",
   "repository": null,
   "stars": "2.9k",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Alternative AI tools for fastagency",
    "[###### examples](/ai-tools/opensource/pinecone-io-examples)"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "Alternative AI tools for fastagency",
    "**: 2.9k",
    "[###### examples](/ai-tools/opensource/pinecone-io-examples)"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://toolerific.ai/ai-tools/opensource/airtai-fastagency",
   "project": "lingoose",
   "repository": null,
   "stars": "725",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Alternative AI tools for fastagency",
    "[###### lingoose](/ai-tools/opensource/henomis-lingoose)"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "Alternative AI tools for fastagency",
    "**: 725",
    "[###### lingoose](/ai-tools/opensource/henomis-lingoose)"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://toolerific.ai/ai-tools/opensource/airtai-fastagency",
   "project": "sweep",
   "repository": null,
   "stars": "7.1k",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Alternative AI tools for fastagency",
    "[###### sweep](/ai-tools/opensource/sweepai-sweep)"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "Alternative AI tools for fastagency",
    "**: 7.1k",
    "[###### sweep](/ai-tools/opensource/sweepai-sweep)"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://toolerific.ai/ai-tools/opensource/airtai-fastagency",
   "project": "teams-ai",
   "repository": null,
   "stars": "502",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Alternative AI tools for fastagency",
    "[###### teams-ai](/ai-tools/opensource/microsoft-teams-ai)"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "Alternative AI tools for fastagency",
    "**: 502",
    "[###### teams-ai](/ai-tools/opensource/microsoft-teams-ai)"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://toolerific.ai/ai-tools/opensource/airtai-fastagency",
   "project": "ai-guide",
   "repository": null,
   "stars": "159",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Alternative AI tools for fastagency",
    "[###### ai-guide](/ai-tools/opensource/Crataco-ai-guide)"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "Alternative AI tools for fastagency",
    "**: 159",
    "[###### ai-guide](/ai-tools/opensource/Crataco-ai-guide)"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://toolerific.ai/ai-tools/opensource/airtai-fastagency",
   "project": "classifai",
   "repository": null,
   "stars": "697",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Alternative AI tools for fastagency",
    "[###### classifai](/ai-tools/opensource/10up-classifai)"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "Alternative AI tools for fastagency",
    "**: 697",
    "[###### classifai](/ai-tools/opensource/10up-classifai)"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://toolerific.ai/ai-tools/opensource/airtai-fastagency",
   "project": "chatbot-ui",
   "repository": null,
   "stars": "27.7k",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Alternative AI tools for fastagency",
    "[###### chatbot-ui](/ai-tools/opensource/mckaywrigley-chatbot-ui)"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "Alternative AI tools for fastagency",
    "**: 27.7k",
    "[###### chatbot-ui](/ai-tools/opensource/mckaywrigley-chatbot-ui)"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://toolerific.ai/ai-tools/opensource/airtai-fastagency",
   "project": "BricksLLM",
   "repository": null,
   "stars": "953",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Alternative AI tools for fastagency",
    "[###### BricksLLM](/ai-tools/opensource/bricks-cloud-BricksLLM)"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "Alternative AI tools for fastagency",
    "**: 953",
    "[###### BricksLLM](/ai-tools/opensource/bricks-cloud-BricksLLM)"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://toolerific.ai/ai-tools/opensource/airtai-fastagency",
   "project": "uAgents",
   "repository": null,
   "stars": "1.6k",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Alternative AI tools for fastagency",
    "[###### uAgents](/ai-tools/opensource/fetchai-uAgents)"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "Alternative AI tools for fastagency",
    "**: 1.6k",
    "[###### uAgents](/ai-tools/opensource/fetchai-uAgents)"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://toolerific.ai/ai-tools/opensource/airtai-fastagency",
   "project": "griptape",
   "repository": null,
   "stars": "2.5k",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Alternative AI tools for fastagency",
    "[###### griptape](/ai-tools/opensource/griptape-ai-griptape)"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "Alternative AI tools for fastagency",
    "**: 2.5k",
    "[###### griptape](/ai-tools/opensource/griptape-ai-griptape)"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://pydantic.dev/docs/logfire/integrations/agent-frameworks",
   "project": "OpenInference",
   "repository": "https://github.com/Arize-ai/openinference",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Overview",
    "3. **A third-party instrumentor** \u2014 an [OpenInference](https://github.com/Arize-ai/openinference) or [OpenLLMetry](https://github.com/traceloop/openllmetry) package adds the spans."
   ],
   "repository_evidence": [
    "# Overview",
    "3. **A third-party instrumentor** \u2014 an [OpenInference](https://github.com/Arize-ai/openinference) or [OpenLLMetry](https://github.com/traceloop/openllmetry) package adds the spans."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://pydantic.dev/docs/logfire/integrations/agent-frameworks",
   "project": "OpenLLMetry",
   "repository": "https://github.com/traceloop/openllmetry",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Overview",
    "3. **A third-party instrumentor** \u2014 an [OpenInference](https://github.com/Arize-ai/openinference) or [OpenLLMetry](https://github.com/traceloop/openllmetry) package adds the spans."
   ],
   "repository_evidence": [
    "# Overview",
    "3. **A third-party instrumentor** \u2014 an [OpenInference](https://github.com/Arize-ai/openinference) or [OpenLLMetry](https://github.com/traceloop/openllmetry) package adds the spans."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://theauroraai.hashnode.dev/top-10-ai-agent-frameworks-in-2026-a-developer-comparison",
   "project": "LangChain",
   "repository": null,
   "stars": "84000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Top 10 AI Agent Frameworks in 2026: A Developer Comparison",
    "LangChain, CrewAI, AutoGen, LlamaIndex, Pydantic AI, Haystack, Semantic Kernel, Agno, Agency Swarm, and Mastra \u2014 compared",
    "## Framework Comparison Table",
    "| Framework | GitHub Stars | License | Language | Key Use Case | Pricing |",
    "| **LangChain** | ~84K | MIT | Python/JS | LLM orchestration & RAG | Free; LangSmith usage-based |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# Top 10 AI Agent Frameworks in 2026: A Developer Comparison",
    "LangChain, CrewAI, AutoGen, LlamaIndex, Pydantic AI, Haystack, Semantic Kernel, Agno, Agency Swarm, and Mastra \u2014 compared",
    "## Framework Comparison Table",
    "| Framework | GitHub Stars | License | Language | Key Use Case | Pricing |",
    "| **LangChain** | ~84K | MIT | Python/JS | LLM orchestration & RAG | Free; LangSmith usage-based |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://theauroraai.hashnode.dev/top-10-ai-agent-frameworks-in-2026-a-developer-comparison",
   "project": "CrewAI",
   "repository": null,
   "stars": "30000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Top 10 AI Agent Frameworks in 2026: A Developer Comparison",
    "LangChain, CrewAI, AutoGen, LlamaIndex, Pydantic AI, Haystack, Semantic Kernel, Agno, Agency Swarm, and Mastra \u2014 compared",
    "## Framework Comparison Table",
    "| Framework | GitHub Stars | License | Language | Key Use Case | Pricing |",
    "| **CrewAI** | ~30K+ | MIT | Python | Multi-agent role-based teams | Free; AMP enterprise SaaS |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# Top 10 AI Agent Frameworks in 2026: A Developer Comparison",
    "LangChain, CrewAI, AutoGen, LlamaIndex, Pydantic AI, Haystack, Semantic Kernel, Agno, Agency Swarm, and Mastra \u2014 compared",
    "## Framework Comparison Table",
    "| Framework | GitHub Stars | License | Language | Key Use Case | Pricing |",
    "| **CrewAI** | ~30K+ | MIT | Python | Multi-agent role-based teams | Free; AMP enterprise SaaS |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://theauroraai.hashnode.dev/top-10-ai-agent-frameworks-in-2026-a-developer-comparison",
   "project": "AutoGen",
   "repository": null,
   "stars": "40000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Top 10 AI Agent Frameworks in 2026: A Developer Comparison",
    "LangChain, CrewAI, AutoGen, LlamaIndex, Pydantic AI, Haystack, Semantic Kernel, Agno, Agency Swarm, and Mastra \u2014 compared",
    "## Framework Comparison Table",
    "| Framework | GitHub Stars | License | Language | Key Use Case | Pricing |",
    "| **AutoGen** | ~40K+ | CC BY 4.0 | Python | Conversational multi-agent loops | Free (merging into MS Agent Framework) |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# Top 10 AI Agent Frameworks in 2026: A Developer Comparison",
    "LangChain, CrewAI, AutoGen, LlamaIndex, Pydantic AI, Haystack, Semantic Kernel, Agno, Agency Swarm, and Mastra \u2014 compared",
    "## Framework Comparison Table",
    "| Framework | GitHub Stars | License | Language | Key Use Case | Pricing |",
    "| **AutoGen** | ~40K+ | CC BY 4.0 | Python | Conversational multi-agent loops | Free (merging into MS Agent Framework) |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://theauroraai.hashnode.dev/top-10-ai-agent-frameworks-in-2026-a-developer-comparison",
   "project": "LlamaIndex",
   "repository": null,
   "stars": "35000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Top 10 AI Agent Frameworks in 2026: A Developer Comparison",
    "LangChain, CrewAI, AutoGen, LlamaIndex, Pydantic AI, Haystack, Semantic Kernel, Agno, Agency Swarm, and Mastra \u2014 compared",
    "## Framework Comparison Table",
    "| Framework | GitHub Stars | License | Language | Key Use Case | Pricing |",
    "| **LlamaIndex** | ~35K+ | MIT | Python/TS | Document agents & RAG workflows | Free; LlamaCloud SaaS |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# Top 10 AI Agent Frameworks in 2026: A Developer Comparison",
    "LangChain, CrewAI, AutoGen, LlamaIndex, Pydantic AI, Haystack, Semantic Kernel, Agno, Agency Swarm, and Mastra \u2014 compared",
    "## Framework Comparison Table",
    "| Framework | GitHub Stars | License | Language | Key Use Case | Pricing |",
    "| **LlamaIndex** | ~35K+ | MIT | Python/TS | Document agents & RAG workflows | Free; LlamaCloud SaaS |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://theauroraai.hashnode.dev/top-10-ai-agent-frameworks-in-2026-a-developer-comparison",
   "project": "Agency Swarm",
   "repository": null,
   "stars": "6000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Top 10 AI Agent Frameworks in 2026: A Developer Comparison",
    "LangChain, CrewAI, AutoGen, LlamaIndex, Pydantic AI, Haystack, Semantic Kernel, Agno, Agency Swarm, and Mastra \u2014 compared",
    "## Framework Comparison Table",
    "| Framework | GitHub Stars | License | Language | Key Use Case | Pricing |",
    "| **Agency Swarm** | ~6K+ | MIT | Python | Organizational agent hierarchies | Free |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# Top 10 AI Agent Frameworks in 2026: A Developer Comparison",
    "LangChain, CrewAI, AutoGen, LlamaIndex, Pydantic AI, Haystack, Semantic Kernel, Agno, Agency Swarm, and Mastra \u2014 compared",
    "## Framework Comparison Table",
    "| Framework | GitHub Stars | License | Language | Key Use Case | Pricing |",
    "| **Agency Swarm** | ~6K+ | MIT | Python | Organizational agent hierarchies | Free |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://theauroraai.hashnode.dev/top-10-ai-agent-frameworks-in-2026-a-developer-comparison",
   "project": "Pydantic AI",
   "repository": null,
   "stars": "10000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Top 10 AI Agent Frameworks in 2026: A Developer Comparison",
    "LangChain, CrewAI, AutoGen, LlamaIndex, Pydantic AI, Haystack, Semantic Kernel, Agno, Agency Swarm, and Mastra \u2014 compared",
    "## Framework Comparison Table",
    "| Framework | GitHub Stars | License | Language | Key Use Case | Pricing |",
    "| **Pydantic AI** | ~10K+ | MIT | Python | Type-safe agent development | Free; Logfire observability optional |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# Top 10 AI Agent Frameworks in 2026: A Developer Comparison",
    "LangChain, CrewAI, AutoGen, LlamaIndex, Pydantic AI, Haystack, Semantic Kernel, Agno, Agency Swarm, and Mastra \u2014 compared",
    "## Framework Comparison Table",
    "| Framework | GitHub Stars | License | Language | Key Use Case | Pricing |",
    "| **Pydantic AI** | ~10K+ | MIT | Python | Type-safe agent development | Free; Logfire observability optional |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://theauroraai.hashnode.dev/top-10-ai-agent-frameworks-in-2026-a-developer-comparison",
   "project": "Haystack",
   "repository": null,
   "stars": "20000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Top 10 AI Agent Frameworks in 2026: A Developer Comparison",
    "LangChain, CrewAI, AutoGen, LlamaIndex, Pydantic AI, Haystack, Semantic Kernel, Agno, Agency Swarm, and Mastra \u2014 compared",
    "## Framework Comparison Table",
    "| Framework | GitHub Stars | License | Language | Key Use Case | Pricing |",
    "| **Haystack** | ~20K+ | Apache 2.0 | Python | Enterprise RAG & orchestration | Free; Enterprise Starter |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# Top 10 AI Agent Frameworks in 2026: A Developer Comparison",
    "LangChain, CrewAI, AutoGen, LlamaIndex, Pydantic AI, Haystack, Semantic Kernel, Agno, Agency Swarm, and Mastra \u2014 compared",
    "## Framework Comparison Table",
    "| Framework | GitHub Stars | License | Language | Key Use Case | Pricing |",
    "| **Haystack** | ~20K+ | Apache 2.0 | Python | Enterprise RAG & orchestration | Free; Enterprise Starter |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://theauroraai.hashnode.dev/top-10-ai-agent-frameworks-in-2026-a-developer-comparison",
   "project": "Semantic Kernel",
   "repository": null,
   "stars": "27000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Top 10 AI Agent Frameworks in 2026: A Developer Comparison",
    "LangChain, CrewAI, AutoGen, LlamaIndex, Pydantic AI, Haystack, Semantic Kernel, Agno, Agency Swarm, and Mastra \u2014 compared",
    "## Framework Comparison Table",
    "| Framework | GitHub Stars | License | Language | Key Use Case | Pricing |",
    "| **Semantic Kernel** | ~27K+ | MIT | Python/C#/Java | Cross-language agent orchestration | Free; Azure cloud optional |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# Top 10 AI Agent Frameworks in 2026: A Developer Comparison",
    "LangChain, CrewAI, AutoGen, LlamaIndex, Pydantic AI, Haystack, Semantic Kernel, Agno, Agency Swarm, and Mastra \u2014 compared",
    "## Framework Comparison Table",
    "| Framework | GitHub Stars | License | Language | Key Use Case | Pricing |",
    "| **Semantic Kernel** | ~27K+ | MIT | Python/C#/Java | Cross-language agent orchestration | Free; Azure cloud optional |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://theauroraai.hashnode.dev/top-10-ai-agent-frameworks-in-2026-a-developer-comparison",
   "project": "Agno",
   "repository": null,
   "stars": "20000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Top 10 AI Agent Frameworks in 2026: A Developer Comparison",
    "LangChain, CrewAI, AutoGen, LlamaIndex, Pydantic AI, Haystack, Semantic Kernel, Agno, Agency Swarm, and Mastra \u2014 compared",
    "## Framework Comparison Table",
    "| Framework | GitHub Stars | License | Language | Key Use Case | Pricing |",
    "| **Agno** | ~20K+ | MPL-2.0 | Python | Production-ready stateful agents | Free; AgentOS enterprise runtime |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# Top 10 AI Agent Frameworks in 2026: A Developer Comparison",
    "LangChain, CrewAI, AutoGen, LlamaIndex, Pydantic AI, Haystack, Semantic Kernel, Agno, Agency Swarm, and Mastra \u2014 compared",
    "## Framework Comparison Table",
    "| Framework | GitHub Stars | License | Language | Key Use Case | Pricing |",
    "| **Agno** | ~20K+ | MPL-2.0 | Python | Production-ready stateful agents | Free; AgentOS enterprise runtime |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://theauroraai.hashnode.dev/top-10-ai-agent-frameworks-in-2026-a-developer-comparison",
   "project": "Mastra",
   "repository": null,
   "stars": "19000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Top 10 AI Agent Frameworks in 2026: A Developer Comparison",
    "LangChain, CrewAI, AutoGen, LlamaIndex, Pydantic AI, Haystack, Semantic Kernel, Agno, Agency Swarm, and Mastra \u2014 compared",
    "## Framework Comparison Table",
    "| Framework | GitHub Stars | License | Language | Key Use Case | Pricing |",
    "| **Mastra** | ~19K+ | Elastic 2.0 | TypeScript | Full-stack TypeScript agents | Free |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# Top 10 AI Agent Frameworks in 2026: A Developer Comparison",
    "LangChain, CrewAI, AutoGen, LlamaIndex, Pydantic AI, Haystack, Semantic Kernel, Agno, Agency Swarm, and Mastra \u2014 compared",
    "## Framework Comparison Table",
    "| Framework | GitHub Stars | License | Language | Key Use Case | Pricing |",
    "| **Mastra** | ~19K+ | Elastic 2.0 | TypeScript | Full-stack TypeScript agents | Free |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://tinyagents.dev/vs/aws-strands-vs-semantic-kernel",
   "project": "AWS Strands Agents",
   "repository": "https://github.com/strands-agents/sdk-python",
   "stars": "4200",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# AWS Strands Agents vs Semantic Kernel: Which Agent Framework to Use?",
    "AWS Strands Agents"
   ],
   "repository_evidence": [
    "AWS Strands Agents",
    "[github.com/strands-agents/sdk-python\u2192](https://github.com/strands-agents/sdk-python)"
   ],
   "stars_evidence": [
    "AWS Strands Agents",
    "GitHub Stars\n4.2k"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://ecorpit.com/ai-coding-agent-shell-injection-hardening-guardfall",
   "project": "Continue",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "On 30 June 2026, Adversa AI published GuardFall: a set of bypasses that walk straight past the command filter in 10 of the 11 most popular open-source AI coding agents, a survey set carrying roughly 548,000 combined GitHub stars as of May 2026.",
    "Only one tool, Continue, was built to stop it.",
    "Adversa selected the survey set by GitHub star count and community activity as of May 2026, then tested each guard.",
    "| Continue | Tokenize and canonicalize, five components | 0 of 21 bypass cases reached auto-approval; 0 of 24 live payloads leaked in default mode |",
    "How the agents scored"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://ecorpit.com/ai-coding-agent-shell-injection-hardening-guardfall",
   "project": "opencode",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "On 30 June 2026, Adversa AI published GuardFall: a set of bypasses that walk straight past the command filter in 10 of the 11 most popular open-source AI coding agents, a survey set carrying roughly 548,000 combined GitHub stars as of May 2026.",
    "opencode leaked 16 of 16 test payloads; Goose leaked 22 of 23.",
    "Adversa selected the survey set by GitHub star count and community activity as of May 2026, then tested each guard.",
    "| opencode | tree-sitter, raw-text match | 16 of 16 leaked |",
    "How the agents scored"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://ecorpit.com/ai-coding-agent-shell-injection-hardening-guardfall",
   "project": "Goose",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "On 30 June 2026, Adversa AI published GuardFall: a set of bypasses that walk straight past the command filter in 10 of the 11 most popular open-source AI coding agents, a survey set carrying roughly 548,000 combined GitHub stars as of May 2026.",
    "opencode leaked 16 of 16 test payloads; Goose leaked 22 of 23.",
    "Adversa selected the survey set by GitHub star count and community activity as of May 2026, then tested each guard.",
    "| Goose | Regex over the raw string | 22 of 23 leaked |",
    "How the agents scored"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://ecorpit.com/ai-coding-agent-shell-injection-hardening-guardfall",
   "project": "Cline",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Adversa selected the survey set by GitHub star count and community activity as of May 2026, then tested each guard.",
    "| Cline | Opt-in tokenized controller | 2 of 13 leaked with allow and deny; 8 of 13 in deny-only mode |",
    "How the agents scored"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://ecorpit.com/ai-coding-agent-shell-injection-hardening-guardfall",
   "project": "Roo-Code",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Adversa selected the survey set by GitHub star count and community activity as of May 2026, then tested each guard.",
    "| Roo-Code | Tokenized, partial substitution handling | 4 of 18 leaked |",
    "How the agents scored"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://ecorpit.com/ai-coding-agent-shell-injection-hardening-guardfall",
   "project": "Hermes",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Adversa selected the survey set by GitHub star count and community activity as of May 2026, then tested each guard.",
    "| Hermes | 30-pattern regex denylist | Falls to all five classes; where the finding first surfaced |",
    "How the agents scored"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://ecorpit.com/ai-coding-agent-shell-injection-hardening-guardfall",
   "project": "Aider",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Adversa selected the survey set by GitHub star count and community activity as of May 2026, then tested each guard.",
    "| Aider | No static guard | Live surface is `--auto-test` or a repo-shipped `.aider.conf.yml` |",
    "How the agents scored"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://ecorpit.com/ai-coding-agent-shell-injection-hardening-guardfall",
   "project": "Plandex",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Adversa ran the full attack end to end against the production Plandex binary on macOS arm64, using Claude Sonnet 4.6, and the same attack shape worked against eight other agents.",
    "Adversa selected the survey set by GitHub star count and community activity as of May 2026, then tested each guard.",
    "| Plandex | No static guard | Full attack executed end to end against the production binary |",
    "How the agents scored"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://ecorpit.com/ai-coding-agent-shell-injection-hardening-guardfall",
   "project": "OpenHands",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Adversa selected the survey set by GitHub star count and community activity as of May 2026, then tested each guard.",
    "| OpenHands | Sandboxed by default | Defends until `RUNTIME=local` opts out, then runs on the host |",
    "How the agents scored"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://ecorpit.com/ai-coding-agent-shell-injection-hardening-guardfall",
   "project": "SWE-agent",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Adversa selected the survey set by GitHub star count and community activity as of May 2026, then tested each guard.",
    "| SWE-agent | Sandboxed by default | Defends; host marker intact. `--env.deployment.type=local` opts out |",
    "How the agents scored"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://agentscamp.com/tools/skyvern",
   "project": "Skyvern",
   "repository": null,
   "stars": "22000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Tool",
    "# Skyvern",
    "Skyvern (AGPL-3.0, ~22k stars, YC-backed) is the business-workflow take on browser agents: computer vision + LLMs operating websites without site-specific scripts, with native CAPTCHA solving and 2FA support, a workflow builder, and a code-generation mode that writes its own Playwright to cut vision costs."
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "Tool",
    "# Skyvern",
    "Skyvern (AGPL-3.0, ~22k stars, YC-backed) is the business-workflow take on browser agents: computer vision + LLMs operating websites without site-specific scripts, with native CAPTCHA solving and 2FA support, a workflow builder, and a code-generation mode that writes its own Playwright to cut vision costs."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://arxiv.org/html/2507.05495v1",
   "project": "Deep Research Comparator",
   "repository": "https://github.com/cxcscmu/Deep-Research-Comparator",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Deep Research Comparator: A Platform For Fine-grained Human Annotations of Deep Research Agents",
    "To address these gaps, we introduce Deep Research Comparator, a platform that offers a holistic framework for deep research agent hosting, side-by-side comparison, fine-grained human feedback collection, and ranking calculation.",
    "Our code is available at [GitHub](https://github.com/cxcscmu/Deep-Research-Comparator), and demo video can be found at [Youtube](https://youtu.be/g4d2dnbdseg)."
   ],
   "repository_evidence": [
    "# Deep Research Comparator: A Platform For Fine-grained Human Annotations of Deep Research Agents",
    "Our code is available at [GitHub](https://github.com/cxcscmu/Deep-Research-Comparator), and demo video can be found at [Youtube](https://youtu.be/g4d2dnbdseg)."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/hyp1231%2Fawesome-llm-powered-agent?topic=neural-network",
   "project": "Auto-GPT",
   "repository": "https://github.com/Significant-Gravitas/Auto-GPT",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-llm-powered-agent",
    "- ## Open-Source Projects",
    "- ### Autonomous Task Solver Projects",
    "- [Auto-GPT Stars](https://img.shields.io/github/stars/Significant-Gravitas/Auto-GPT) - GPT](https://github.com/Significant-Gravitas/Auto-GPT) - An experimental open-source attempt to make GPT-4 fully autonomous."
   ],
   "repository_evidence": [
    "# awesome-llm-powered-agent",
    "- ## Open-Source Projects",
    "- ### Autonomous Task Solver Projects",
    "- [Auto-GPT Stars](https://img.shields.io/github/stars/Significant-Gravitas/Auto-GPT) - GPT](https://github.com/Significant-Gravitas/Auto-GPT) - An experimental open-source attempt to make GPT-4 fully autonomous."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/hyp1231%2Fawesome-llm-powered-agent?topic=neural-network",
   "project": "LangChain",
   "repository": "https://github.com/langchain-ai/langchain",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-llm-powered-agent",
    "- ## Open-Source Projects",
    "- ### Autonomous Task Solver Projects",
    "- [LangChain Stars](https://img.shields.io/github/stars/langchain-ai/langchain) - ai/langchain) - Building applications with LLMs through composability."
   ],
   "repository_evidence": [
    "# awesome-llm-powered-agent",
    "- ## Open-Source Projects",
    "- ### Autonomous Task Solver Projects",
    "- [LangChain Stars](https://img.shields.io/github/stars/langchain-ai/langchain) - ai/langchain) - Building applications with LLMs through composability."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/hyp1231%2Fawesome-llm-powered-agent?topic=neural-network",
   "project": "GPT Engineer",
   "repository": "https://github.com/AntonOsika/gpt-engineer",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-llm-powered-agent",
    "- ## Open-Source Projects",
    "- ### Autonomous Task Solver Projects",
    "- [GPT Engineer Stars](https://img.shields.io/github/stars/AntonOsika/gpt-engineer) - engineer) - Specify what you want it to build, the AI asks for clarification, and then builds it."
   ],
   "repository_evidence": [
    "# awesome-llm-powered-agent",
    "- ## Open-Source Projects",
    "- ### Autonomous Task Solver Projects",
    "- [GPT Engineer Stars](https://img.shields.io/github/stars/AntonOsika/gpt-engineer) - engineer) - Specify what you want it to build, the AI asks for clarification, and then builds it."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/hyp1231%2Fawesome-llm-powered-agent?topic=neural-network",
   "project": "MetaGPT",
   "repository": "https://github.com/geekan/MetaGPT",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-llm-powered-agent",
    "- ## Open-Source Projects",
    "- ### Autonomous Task Solver Projects",
    "- [MetaGPT Stars](https://img.shields.io/github/stars/geekan/MetaGPT) - \ud83c\udf1f The Multi-Agent Framework: Given one line Requirement, return PRD, Design, Tasks, Repo."
   ],
   "repository_evidence": [
    "# awesome-llm-powered-agent",
    "- ## Open-Source Projects",
    "- ### Autonomous Task Solver Projects",
    "- [MetaGPT Stars](https://img.shields.io/github/stars/geekan/MetaGPT) - \ud83c\udf1f The Multi-Agent Framework: Given one line Requirement, return PRD, Design, Tasks, Repo."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/hyp1231%2Fawesome-llm-powered-agent?topic=neural-network",
   "project": "BabyAGI",
   "repository": "https://github.com/yoheinakajima/babyagi",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-llm-powered-agent",
    "- ## Open-Source Projects",
    "- ### Autonomous Task Solver Projects",
    "- [BabyAGI Stars](https://img.shields.io/github/stars/yoheinakajima/babyagi) - An AI-powered task management system."
   ],
   "repository_evidence": [
    "# awesome-llm-powered-agent",
    "- ## Open-Source Projects",
    "- ### Autonomous Task Solver Projects",
    "- [BabyAGI Stars](https://img.shields.io/github/stars/yoheinakajima/babyagi) - An AI-powered task management system."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/hyp1231%2Fawesome-llm-powered-agent?topic=neural-network",
   "project": "L2MAC",
   "repository": "https://github.com/samholt/L2MAC",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-llm-powered-agent",
    "- ## Open-Source Projects",
    "- ### Autonomous Task Solver Projects",
    "- [L2MAC Stars](https://img.shields.io/github/stars/samholt/L2MAC) - \ud83d\ude80 The LLM Automatic Computer Framework: L2MAC"
   ],
   "repository_evidence": [
    "# awesome-llm-powered-agent",
    "- ## Open-Source Projects",
    "- ### Autonomous Task Solver Projects",
    "- [L2MAC Stars](https://img.shields.io/github/stars/samholt/L2MAC) - \ud83d\ude80 The LLM Automatic Computer Framework: L2MAC"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/hyp1231%2Fawesome-llm-powered-agent?topic=neural-network",
   "project": "Yacana",
   "repository": "https://github.com/rememberSoftwares/yacana",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-llm-powered-agent",
    "- ## Open-Source Projects",
    "- ### Autonomous Task Solver Projects",
    "- [Yacana Stars](https://img.shields.io/github/stars/rememberSoftwares/yacana) - \ud83d\udd2d\ud83e\udd99 Powering opensource LLMs with multi-agent chats and builing workflows."
   ],
   "repository_evidence": [
    "# awesome-llm-powered-agent",
    "- ## Open-Source Projects",
    "- ### Autonomous Task Solver Projects",
    "- [Yacana Stars](https://img.shields.io/github/stars/rememberSoftwares/yacana) - \ud83d\udd2d\ud83e\udd99 Powering opensource LLMs with multi-agent chats and builing workflows."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/hyp1231%2Fawesome-llm-powered-agent?topic=neural-network",
   "project": "Saplings",
   "repository": "https://github.com/shobrook/saplings",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-llm-powered-agent",
    "- ## Open-Source Projects",
    "- ### Autonomous Task Solver Projects",
    "- [Saplings Stars](https://img.shields.io/github/stars/shobrook/saplings)"
   ],
   "repository_evidence": [
    "# awesome-llm-powered-agent",
    "- ## Open-Source Projects",
    "- ### Autonomous Task Solver Projects",
    "- [Saplings Stars](https://img.shields.io/github/stars/shobrook/saplings)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/hyp1231%2Fawesome-llm-powered-agent?topic=neural-network",
   "project": "OS-Copilot",
   "repository": "https://github.com/OS-Copilot/OS-Copilot",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-llm-powered-agent",
    "- ## Open-Source Projects",
    "- ### Autonomous Task Solver Projects",
    "- [OS-Copilot Stars](https://img.shields.io/github/stars/OS-Copilot/OS-Copilot) - Copilot/OS-Copilot) - A self-improving conversational agent integrated into the operating system to automate daily tasks."
   ],
   "repository_evidence": [
    "# awesome-llm-powered-agent",
    "- ## Open-Source Projects",
    "- ### Autonomous Task Solver Projects",
    "- [OS-Copilot Stars](https://img.shields.io/github/stars/OS-Copilot/OS-Copilot) - Copilot/OS-Copilot) - A self-improving conversational agent integrated into the operating system to automate daily tasks."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/hyp1231%2Fawesome-llm-powered-agent?topic=neural-network",
   "project": "AI Town",
   "repository": "https://github.com/a16z-infra/ai-town",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-llm-powered-agent",
    "- ## Open-Source Projects",
    "- ### Multi-Agent Simulation Projects",
    "- [AI Town Stars](https://img.shields.io/github/stars/a16z-infra/ai-town) - infra/ai-town) - A deployable starter kit for building and customizing your own version of AI town - a virtual town where AI characters live, chat and socialize."
   ],
   "repository_evidence": [
    "# awesome-llm-powered-agent",
    "- ## Open-Source Projects",
    "- ### Multi-Agent Simulation Projects",
    "- [AI Town Stars](https://img.shields.io/github/stars/a16z-infra/ai-town) - infra/ai-town) - A deployable starter kit for building and customizing your own version of AI town - a virtual town where AI characters live, chat and socialize."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/hyp1231%2Fawesome-llm-powered-agent?topic=neural-network",
   "project": "GPTeam",
   "repository": "https://github.com/101dotxyz/GPTeam",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-llm-powered-agent",
    "- ## Open-Source Projects",
    "- ### Multi-Agent Simulation Projects",
    "- [GPTeam Stars](https://img.shields.io/github/stars/101dotxyz/GPTeam) - An open-source multi-agent simulation."
   ],
   "repository_evidence": [
    "# awesome-llm-powered-agent",
    "- ## Open-Source Projects",
    "- ### Multi-Agent Simulation Projects",
    "- [GPTeam Stars](https://img.shields.io/github/stars/101dotxyz/GPTeam) - An open-source multi-agent simulation."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/hyp1231%2Fawesome-llm-powered-agent?topic=neural-network",
   "project": "ChatArena",
   "repository": "https://github.com/chatarena/chatarena",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-llm-powered-agent",
    "- ## Open-Source Projects",
    "- ### Multi-Agent Simulation Projects",
    "- [ChatArena Stars](https://img.shields.io/github/stars/chatarena/chatarena) - Multi-agent language game environments for LLMs."
   ],
   "repository_evidence": [
    "# awesome-llm-powered-agent",
    "- ## Open-Source Projects",
    "- ### Multi-Agent Simulation Projects",
    "- [ChatArena Stars](https://img.shields.io/github/stars/chatarena/chatarena) - Multi-agent language game environments for LLMs."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/hyp1231%2Fawesome-llm-powered-agent?topic=neural-network",
   "project": "AgentVerse",
   "repository": "https://github.com/OpenBMB/AgentVerse",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-llm-powered-agent",
    "- ## Open-Source Projects",
    "- ### Multi-Agent Simulation Projects",
    "- [AgentVerse Stars](https://img.shields.io/github/stars/OpenBMB/AgentVerse) - A flexible framework that simplifies the process of building custom multi-agent environments for large language models (LLMs)."
   ],
   "repository_evidence": [
    "# awesome-llm-powered-agent",
    "- ## Open-Source Projects",
    "- ### Multi-Agent Simulation Projects",
    "- [AgentVerse Stars](https://img.shields.io/github/stars/OpenBMB/AgentVerse) - A flexible framework that simplifies the process of building custom multi-agent environments for large language models (LLMs)."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/hyp1231%2Fawesome-llm-powered-agent?topic=neural-network",
   "project": "FastAgency",
   "repository": "https://github.com/airtai/FastAgency",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-llm-powered-agent",
    "    - [Aug 2023](https://github.com/airtai/FastAgency)"
   ],
   "repository_evidence": [
    "# awesome-llm-powered-agent",
    "    - [Aug 2023](https://github.com/airtai/FastAgency)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://opensourceprojects.dev/post/c032647e-eb3e-4d7b-a2e6-180d59114487",
   "project": "UFO\u00b3",
   "repository": "https://github.com/microsoft/UFO",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "UFO\u00b3: Turning a Bunch of Devices Into a Single Agent Galaxy",
    "UFO\u00b3 is a DAG-based task orchestration framework that lets you define a directed acyclic graph of tasks and run them across any number of devices."
   ],
   "repository_evidence": [
    "The official repo is at [github.com/microsoft/UFO](https://github.com/microsoft/UFO).",
    "How to Try It"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://tokrepo.com/es/workflows/phidata-build-deploy-ai-agents-scale-d1627127",
   "project": "Phidata",
   "repository": null,
   "stars": "39000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Phidata \u2014 Build & Deploy AI Agents at Scale",
    "Phidata is a Python framework for building, running, and managing AI agents at scale."
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# Phidata \u2014 Build & Deploy AI Agents at Scale",
    "Framework for building, running, and managing AI agents at scale. Memory, knowledge, tools, reasoning, and team workflows. Monitoring dashboard included. 39K+ stars."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://aibase.com/news/16069",
   "project": "OpenManus",
   "repository": "https://github.com/mannaandpoem/OpenManus",
   "stars": "3300",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Explore New AI Products **Click to Learn More**: [https://top.aibase.com/](https://top.aibase.com/)",
    "1. OpenManus Emerges, Replicating Manus in Three Hours and Garnering 3000+ GitHub Stars"
   ],
   "repository_evidence": [
    "Explore New AI Products **Click to Learn More**: [https://top.aibase.com/](https://top.aibase.com/)",
    "Details: https://github.com/mannaandpoem/OpenManus"
   ],
   "stars_evidence": [
    "Explore New AI Products **Click to Learn More**: [https://top.aibase.com/](https://top.aibase.com/)",
    "The OpenManus project replicated the Manus agent in just three hours and quickly garnered over 3300 stars on GitHub."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://aibase.com/news/16069",
   "project": "OWL",
   "repository": "https://github.com/camel-ai/owl",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Explore New AI Products **Click to Learn More**: [https://top.aibase.com/](https://top.aibase.com/)",
    "2. Forget Manus Invitation Codes! CAMEL-AI's 0-Day Replication of Manus, the OWL General-Purpose Agent, Makes a Stunning Debut"
   ],
   "repository_evidence": [
    "Explore New AI Products **Click to Learn More**: [https://top.aibase.com/](https://top.aibase.com/)",
    "Details: https://github.com/camel-ai/owl"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://arxiv.org/html/2603.12614v1",
   "project": "openclaw",
   "repository": "https://github.com/openclaw",
   "stars": "198000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Table 2. LLM agents in the dataset, ranked by GitHub stars.",
    "| openclaw (Team, 2026) | 198k | superagi (SuperAGI, 2023) | 17.2k |"
   ],
   "repository_evidence": [
    "Table 2. LLM agents in the dataset, ranked by GitHub stars.",
    "- Openclaw. Note: [https://github.com/openclaw](https://github.com/openclaw)Cited by: Table 2."
   ],
   "stars_evidence": [
    "Table 2. LLM agents in the dataset, ranked by GitHub stars.",
    "| openclaw (Team, 2026) | 198k | superagi (SuperAGI, 2023) | 17.2k |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://arxiv.org/html/2603.12614v1",
   "project": "autogpt",
   "repository": "https://github.com/Significant-Gravitas/AutoGPT",
   "stars": "182000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Table 2. LLM agents in the dataset, ranked by GitHub stars.",
    "| autogpt (Gravitas, 2023) | 182k | agentscope (ModelScope, 2023) | 16.4k |"
   ],
   "repository_evidence": [
    "Table 2. LLM agents in the dataset, ranked by GitHub stars.",
    "- AutoGPT. Note: [https://github.com/Significant-Gravitas/AutoGPT](https://github.com/Significant-Gravitas/AutoGPT)Cited by: Table 2."
   ],
   "stars_evidence": [
    "Table 2. LLM agents in the dataset, ranked by GitHub stars.",
    "| autogpt (Gravitas, 2023) | 182k | agentscope (ModelScope, 2023) | 16.4k |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://arxiv.org/html/2603.12614v1",
   "project": "langflow",
   "repository": "https://github.com/langflow-ai/langflow",
   "stars": "145000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Table 2. LLM agents in the dataset, ranked by GitHub stars.",
    "| langflow (LangFlow, 2023) | 145k | agentzero (agent0ai, 2023) | 14.7k |"
   ],
   "repository_evidence": [
    "Table 2. LLM agents in the dataset, ranked by GitHub stars.",
    "- LangFlow. Note: [https://github.com/langflow-ai/langflow](https://github.com/langflow-ai/langflow)Cited by: Table 2."
   ],
   "stars_evidence": [
    "Table 2. LLM agents in the dataset, ranked by GitHub stars.",
    "| langflow (LangFlow, 2023) | 145k | agentzero (agent0ai, 2023) | 14.7k |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://arxiv.org/html/2603.12614v1",
   "project": "langchain",
   "repository": "https://github.com/langchain-ai/langchain",
   "stars": "127000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Table 2. LLM agents in the dataset, ranked by GitHub stars.",
    "| langchain (AI, 2022) | 127k | bisheng (DataElement, 2023) | 11.1k |"
   ],
   "repository_evidence": [
    "Table 2. LLM agents in the dataset, ranked by GitHub stars.",
    "- LangChain. Note: [https://github.com/langchain-ai/langchain](https://github.com/langchain-ai/langchain)Cited by: Table 2."
   ],
   "stars_evidence": [
    "Table 2. LLM agents in the dataset, ranked by GitHub stars.",
    "| langchain (AI, 2022) | 127k | bisheng (DataElement, 2023) | 11.1k |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://arxiv.org/html/2603.12614v1",
   "project": "ragflow",
   "repository": "https://github.com/infiniflow/ragflow",
   "stars": "73300",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Table 2. LLM agents in the dataset, ranked by GitHub stars.",
    "| ragflow (Infiniflow, 2023) | 73.3k | xagent (OpenBMB, 2023) | 8.5k |"
   ],
   "repository_evidence": [
    "Table 2. LLM agents in the dataset, ranked by GitHub stars.",
    "- RAGFlow. Note: [https://github.com/infiniflow/ragflow](https://github.com/infiniflow/ragflow)Cited by: Table 2."
   ],
   "stars_evidence": [
    "Table 2. LLM agents in the dataset, ranked by GitHub stars.",
    "| ragflow (Infiniflow, 2023) | 73.3k | xagent (OpenBMB, 2023) | 8.5k |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://arxiv.org/html/2603.12614v1",
   "project": "metagpt",
   "repository": null,
   "stars": "64200",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Table 2. LLM agents in the dataset, ranked by GitHub stars.",
    "| metagpt (Hong et al., 2024) | 64.2k | taskweaver (Microsoft, 2023) | 6.1k |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "Table 2. LLM agents in the dataset, ranked by GitHub stars.",
    "| metagpt (Hong et al., 2024) | 64.2k | taskweaver (Microsoft, 2023) | 6.1k |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://arxiv.org/html/2603.12614v1",
   "project": "llama_index",
   "repository": "https://github.com/run-llama/llama_index",
   "stars": "47000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Table 2. LLM agents in the dataset, ranked by GitHub stars.",
    "| llama_index (LlamaIndex, 2022) | 47k | taskingai (TaskingAI, 2024) | 5.4k |"
   ],
   "repository_evidence": [
    "Table 2. LLM agents in the dataset, ranked by GitHub stars.",
    "- LlamaIndex. Note: [https://github.com/run-llama/llama_index](https://github.com/run-llama/llama_index)Cited by: Table 2."
   ],
   "stars_evidence": [
    "Table 2. LLM agents in the dataset, ranked by GitHub stars.",
    "| llama_index (LlamaIndex, 2022) | 47k | taskingai (TaskingAI, 2024) | 5.4k |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://arxiv.org/html/2603.12614v1",
   "project": "chatchat",
   "repository": "https://github.com/chatchat-space/Langchain-Chatchat",
   "stars": "37300",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Table 2. LLM agents in the dataset, ranked by GitHub stars.",
    "| chatchat (chatchat-space, 2023) | 37.3k | langroid (Langroid, 2023) | 3.9k |"
   ],
   "repository_evidence": [
    "Table 2. LLM agents in the dataset, ranked by GitHub stars.",
    "- ChatChat. Note: [https://github.com/chatchat-space/Langchain-Chatchat](https://github.com/chatchat-space/Langchain-Chatchat)Cited by: Table 2."
   ],
   "stars_evidence": [
    "Table 2. LLM agents in the dataset, ranked by GitHub stars.",
    "| chatchat (chatchat-space, 2023) | 37.3k | langroid (Langroid, 2023) | 3.9k |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://arxiv.org/html/2603.12614v1",
   "project": "vanna",
   "repository": "https://github.com/vanna-ai/vanna",
   "stars": "22700",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Table 2. LLM agents in the dataset, ranked by GitHub stars.",
    "| vanna (AI, 2023b) | 22.7k | griptape (AI, 2023a) | 2.5k |"
   ],
   "repository_evidence": [
    "Table 2. LLM agents in the dataset, ranked by GitHub stars.",
    "- Vanna. Note: [https://github.com/vanna-ai/vanna](https://github.com/vanna-ai/vanna)Cited by: Table 2."
   ],
   "stars_evidence": [
    "Table 2. LLM agents in the dataset, ranked by GitHub stars.",
    "| vanna (AI, 2023b) | 22.7k | griptape (AI, 2023a) | 2.5k |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://arxiv.org/html/2603.12614v1",
   "project": "dbgpt",
   "repository": "https://github.com/eosphoros-ai/DB-GPT",
   "stars": "18100",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Table 2. LLM agents in the dataset, ranked by GitHub stars.",
    "| dbgpt (eosphoros-ai, 2023) | 18.1k | lagent (InternLM, 2023) | 2.2k |"
   ],
   "repository_evidence": [
    "Table 2. LLM agents in the dataset, ranked by GitHub stars.",
    "- DB-gpt. Note: [https://github.com/eosphoros-ai/DB-GPT](https://github.com/eosphoros-ai/DB-GPT)Cited by: Table 2."
   ],
   "stars_evidence": [
    "Table 2. LLM agents in the dataset, ranked by GitHub stars.",
    "| dbgpt (eosphoros-ai, 2023) | 18.1k | lagent (InternLM, 2023) | 2.2k |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://arxiv.org/html/2603.12614v1",
   "project": "superagi",
   "repository": "https://github.com/TransformerOptimus/SuperAGI",
   "stars": "17200",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Table 2. LLM agents in the dataset, ranked by GitHub stars.",
    "| openclaw (Team, 2026) | 198k | superagi (SuperAGI, 2023) | 17.2k |"
   ],
   "repository_evidence": [
    "Table 2. LLM agents in the dataset, ranked by GitHub stars.",
    "- SuperAGI. Note: [https://github.com/TransformerOptimus/SuperAGI](https://github.com/TransformerOptimus/SuperAGI)Cited by: Table 2."
   ],
   "stars_evidence": [
    "Table 2. LLM agents in the dataset, ranked by GitHub stars.",
    "| openclaw (Team, 2026) | 198k | superagi (SuperAGI, 2023) | 17.2k |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://arxiv.org/html/2603.12614v1",
   "project": "agentscope",
   "repository": "https://github.com/modelscope/agentscope",
   "stars": "16400",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Table 2. LLM agents in the dataset, ranked by GitHub stars.",
    "| autogpt (Gravitas, 2023) | 182k | agentscope (ModelScope, 2023) | 16.4k |"
   ],
   "repository_evidence": [
    "Table 2. LLM agents in the dataset, ranked by GitHub stars.",
    "- AgentScope. Note: [https://github.com/modelscope/agentscope](https://github.com/modelscope/agentscope)Cited by: Table 2."
   ],
   "stars_evidence": [
    "Table 2. LLM agents in the dataset, ranked by GitHub stars.",
    "| autogpt (Gravitas, 2023) | 182k | agentscope (ModelScope, 2023) | 16.4k |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://arxiv.org/html/2603.12614v1",
   "project": "agentzero",
   "repository": "https://github.com/agent0ai/agent-zero",
   "stars": "14700",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Table 2. LLM agents in the dataset, ranked by GitHub stars.",
    "| langflow (LangFlow, 2023) | 145k | agentzero (agent0ai, 2023) | 14.7k |"
   ],
   "repository_evidence": [
    "Table 2. LLM agents in the dataset, ranked by GitHub stars.",
    "- AgentZero. Note: [https://github.com/agent0ai/agent-zero](https://github.com/agent0ai/agent-zero)Cited by: Table 2."
   ],
   "stars_evidence": [
    "Table 2. LLM agents in the dataset, ranked by GitHub stars.",
    "| langflow (LangFlow, 2023) | 145k | agentzero (agent0ai, 2023) | 14.7k |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://arxiv.org/html/2603.12614v1",
   "project": "bisheng",
   "repository": "https://github.com/dataelement/bisheng",
   "stars": "11100",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Table 2. LLM agents in the dataset, ranked by GitHub stars.",
    "| langchain (AI, 2022) | 127k | bisheng (DataElement, 2023) | 11.1k |"
   ],
   "repository_evidence": [
    "Table 2. LLM agents in the dataset, ranked by GitHub stars.",
    "- Bisheng. Note: [https://github.com/dataelement/bisheng](https://github.com/dataelement/bisheng)Cited by: Table 2."
   ],
   "stars_evidence": [
    "Table 2. LLM agents in the dataset, ranked by GitHub stars.",
    "| langchain (AI, 2022) | 127k | bisheng (DataElement, 2023) | 11.1k |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://arxiv.org/html/2603.12614v1",
   "project": "xagent",
   "repository": "https://github.com/OpenBMB/XAgent",
   "stars": "8500",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Table 2. LLM agents in the dataset, ranked by GitHub stars.",
    "| ragflow (Infiniflow, 2023) | 73.3k | xagent (OpenBMB, 2023) | 8.5k |"
   ],
   "repository_evidence": [
    "Table 2. LLM agents in the dataset, ranked by GitHub stars.",
    "- XAgent. Note: [https://github.com/OpenBMB/XAgent](https://github.com/OpenBMB/XAgent)Cited by: Table 2."
   ],
   "stars_evidence": [
    "Table 2. LLM agents in the dataset, ranked by GitHub stars.",
    "| ragflow (Infiniflow, 2023) | 73.3k | xagent (OpenBMB, 2023) | 8.5k |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://arxiv.org/html/2603.12614v1",
   "project": "taskweaver",
   "repository": "https://github.com/microsoft/TaskWeaver",
   "stars": "6100",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Table 2. LLM agents in the dataset, ranked by GitHub stars.",
    "| metagpt (Hong et al., 2024) | 64.2k | taskweaver (Microsoft, 2023) | 6.1k |"
   ],
   "repository_evidence": [
    "Table 2. LLM agents in the dataset, ranked by GitHub stars.",
    "- TaskWeaver. Note: [https://github.com/microsoft/TaskWeaver](https://github.com/microsoft/TaskWeaver)Cited by: Table 2."
   ],
   "stars_evidence": [
    "Table 2. LLM agents in the dataset, ranked by GitHub stars.",
    "| metagpt (Hong et al., 2024) | 64.2k | taskweaver (Microsoft, 2023) | 6.1k |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://arxiv.org/html/2603.12614v1",
   "project": "taskingai",
   "repository": "https://github.com/TaskingAI/TaskingAI",
   "stars": "5400",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Table 2. LLM agents in the dataset, ranked by GitHub stars.",
    "| llama_index (LlamaIndex, 2022) | 47k | taskingai (TaskingAI, 2024) | 5.4k |"
   ],
   "repository_evidence": [
    "Table 2. LLM agents in the dataset, ranked by GitHub stars.",
    "- TaskingAI. Note: [https://github.com/TaskingAI/TaskingAI](https://github.com/TaskingAI/TaskingAI)Cited by: Table 2."
   ],
   "stars_evidence": [
    "Table 2. LLM agents in the dataset, ranked by GitHub stars.",
    "| llama_index (LlamaIndex, 2022) | 47k | taskingai (TaskingAI, 2024) | 5.4k |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://arxiv.org/html/2603.12614v1",
   "project": "langroid",
   "repository": "https://github.com/langroid/langroid",
   "stars": "3900",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Table 2. LLM agents in the dataset, ranked by GitHub stars.",
    "| chatchat (chatchat-space, 2023) | 37.3k | langroid (Langroid, 2023) | 3.9k |"
   ],
   "repository_evidence": [
    "Table 2. LLM agents in the dataset, ranked by GitHub stars.",
    "- Langroid. Note: [https://github.com/langroid/langroid](https://github.com/langroid/langroid)Cited by: Table 2."
   ],
   "stars_evidence": [
    "Table 2. LLM agents in the dataset, ranked by GitHub stars.",
    "| chatchat (chatchat-space, 2023) | 37.3k | langroid (Langroid, 2023) | 3.9k |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://arxiv.org/html/2603.12614v1",
   "project": "griptape",
   "repository": "https://github.com/griptape-ai/griptape",
   "stars": "2500",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Table 2. LLM agents in the dataset, ranked by GitHub stars.",
    "| vanna (AI, 2023b) | 22.7k | griptape (AI, 2023a) | 2.5k |"
   ],
   "repository_evidence": [
    "Table 2. LLM agents in the dataset, ranked by GitHub stars.",
    "- Griptape. Note: [https://github.com/griptape-ai/griptape](https://github.com/griptape-ai/griptape)Cited by: Table 2."
   ],
   "stars_evidence": [
    "Table 2. LLM agents in the dataset, ranked by GitHub stars.",
    "| vanna (AI, 2023b) | 22.7k | griptape (AI, 2023a) | 2.5k |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://arxiv.org/html/2603.12614v1",
   "project": "lagent",
   "repository": "https://github.com/InternLM/lagent",
   "stars": "2200",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Table 2. LLM agents in the dataset, ranked by GitHub stars.",
    "| dbgpt (eosphoros-ai, 2023) | 18.1k | lagent (InternLM, 2023) | 2.2k |"
   ],
   "repository_evidence": [
    "Table 2. LLM agents in the dataset, ranked by GitHub stars.",
    "- Lagent. Note: [https://github.com/InternLM/lagent](https://github.com/InternLM/lagent)Cited by: Table 2."
   ],
   "stars_evidence": [
    "Table 2. LLM agents in the dataset, ranked by GitHub stars.",
    "| dbgpt (eosphoros-ai, 2023) | 18.1k | lagent (InternLM, 2023) | 2.2k |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/etalab-ia/letta",
   "project": "Letta Code",
   "repository": "https://github.com/letta-ai/letta-code",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Letta (formerly MemGPT)",
    "- [Letta Code](https://docs.letta.com/letta-code): run agents locally in your terminal"
   ],
   "repository_evidence": [
    "# Letta (formerly MemGPT)",
    "1. Install the [Letta Code](https://github.com/letta-ai/letta-code) CLI tool: `npm install -g @letta-ai/letta-code`"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://research.modelcitizendeveloper.com/survey/1-216",
   "project": "browser-use",
   "repository": null,
   "stars": "108000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "S1: Rapid Discovery",
    "# browser-use#",
    "**Vendor**: browser-use (Magnus M\u00fcller, Gregor \u017duni\u010d \u2014 Zurich / San Francisco) **Tier**: 2 \u2014 agent framework **Language**: Python **License**: MIT **Quadrant**: DOM-driven \u00d7 agent-first **Verified**: 2026-08-05"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "Adoption and Maturity#",
    "| Signal | Value (2026-08-05) |",
    "| GitHub stars | **108,000** |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://research.modelcitizendeveloper.com/survey/1-216",
   "project": "Skyvern",
   "repository": null,
   "stars": "22700",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Skyvern#",
    "**Vendor**: Skyvern AI **Tier**: 2 \u2014 agent framework **Language**: Python (TypeScript SDK available) **License**: **AGPL-3.0** (open core; proprietary anti-bot measures in managed cloud) **Quadrant**: Vision-driven \u00d7 agent-first **Verified**: 2026-08-05"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "Adoption and Maturity#",
    "| Signal | Value (2026-08-05) |",
    "| GitHub stars | 22.7k |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://research.modelcitizendeveloper.com/survey/1-216",
   "project": "Stagehand",
   "repository": null,
   "stars": "23700",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Stagehand#",
    "**Vendor**: Browserbase, Inc. **Tier**: 2 \u2014 agent framework **Language**: TypeScript (official Python implementation available) **License**: MIT **Quadrant**: DOM-driven \u00d7 hybrid **Verified**: 2026-08-05"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "Adoption and Maturity#",
    "| Signal | Value (2026-08-05) |",
    "| GitHub stars | 23.7k |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://research.modelcitizendeveloper.com/survey/1-216",
   "project": "Chrome DevTools MCP",
   "repository": null,
   "stars": "48600",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## Chrome DevTools MCP (Google)#",
    "Chrome DevTools MCP (Google)#",
    "| Signal | Value (2026-08-05) |",
    "| GitHub stars | **48.6k** |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "## Chrome DevTools MCP (Google)#",
    "Chrome DevTools MCP (Google)#",
    "| Signal | Value (2026-08-05) |",
    "| GitHub stars | **48.6k** |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://research.modelcitizendeveloper.com/survey/1-216",
   "project": "Playwright MCP",
   "repository": null,
   "stars": "7300",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## Playwright MCP (Microsoft)#",
    "Playwright MCP (Microsoft)#",
    "| Signal | Value (2026-08-05) |",
    "| GitHub stars | ~7.3k |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "## Playwright MCP (Microsoft)#",
    "Playwright MCP (Microsoft)#",
    "| Signal | Value (2026-08-05) |",
    "| GitHub stars | ~7.3k |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://arxiv.org/pdf/2511.19399",
   "project": "DR Tulu",
   "repository": "github.com/rlresearch/dr-tulu",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "DR Tulu: Reinforcement Learning with\nEvolving Rubrics for Deep Research",
    "Using RLER, we develop Deep Research Tulu (DR Tulu-8B), the first open\nmodel that is directly trained for open-ended, long-form deep research."
   ],
   "repository_evidence": [
    "DR Tulu: Reinforcement Learning with\nEvolving Rubrics for Deep Research",
    "Code: github.com/rlresearch/dr-tulu"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://fusionchat.ai/news/ai-agents-the-future-of-task-automation-with-autogpt-and-agentgpt",
   "project": "Auto-GPT",
   "repository": null,
   "stars": "107000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## Introduction to AI Agents: Getting Started With Auto-GPT, AgentGPT ...",
    "Auto-GPT is the fastest-growing open-source project in history, with 107,000 GitHub stars since its development began six weeks ago."
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "## Introduction to AI Agents: Getting Started With Auto-GPT, AgentGPT ...",
    "Auto-GPT is the fastest-growing open-source project in history, with 107,000 GitHub stars since its development began six weeks ago."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://x711.io/distribution",
   "project": "Gitlawb/OpenClaude",
   "repository": "https://github.com/Gitlawb/openclaude",
   "stars": "25000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "| Name | Category | Method | Status | Last attempt | Link |",
    "| Gitlawb/OpenClaude (25k stars) | agent | github_pr | pending | \u2014 | [\u2197](https://github.com/Gitlawb/openclaude) |"
   ],
   "repository_evidence": [
    "| Name | Category | Method | Status | Last attempt | Link |",
    "| Gitlawb/OpenClaude (25k stars) | agent | github_pr | pending | \u2014 | [\u2197](https://github.com/Gitlawb/openclaude) |"
   ],
   "stars_evidence": [
    "| Name | Category | Method | Status | Last attempt | Link |",
    "| Gitlawb/OpenClaude (25k stars) | agent | github_pr | pending | \u2014 | [\u2197](https://github.com/Gitlawb/openclaude) |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://vantaige.io/ai-tool/agno/alternatives",
   "project": "PydanticAI",
   "repository": null,
   "stars": "16000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Best Agno Alternatives in 2026",
    "The 10 alternatives below are ranked by how closely they match Agno's capabilities, using Vantaige's similarity engine over the full directory, with editorial score and community ratings as tie-breakers.",
    "3",
    "PydanticAI is an open-source Python framework for building production-grade AI agents."
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# Best Agno Alternatives in 2026",
    "The 10 alternatives below are ranked by how closely they match Agno's capabilities, using Vantaige's similarity engine over the full directory, with editorial score and community ratings as tie-breakers.",
    "3",
    "Free, MIT-licensed, 16k+ GitHub stars."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://vantaige.io/ai-tool/agno/alternatives",
   "project": "Quivr",
   "repository": null,
   "stars": "39000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Best Agno Alternatives in 2026",
    "The 10 alternatives below are ranked by how closely they match Agno's capabilities, using Vantaige's similarity engine over the full directory, with editorial score and community ratings as tie-breakers.",
    "8",
    "Quivr is an open-source Python library for adding retrieval-augmented generation to any application."
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# Best Agno Alternatives in 2026",
    "The 10 alternatives below are ranked by how closely they match Agno's capabilities, using Vantaige's similarity engine over the full directory, with editorial score and community ratings as tie-breakers.",
    "8",
    "Built by a YC W24 team, with 39,000+ GitHub stars since its 2023 launch."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://edenai.co/post/ai-agent-memory-mempalace-mem0-and-persistent-context",
   "project": "MemPalace",
   "repository": null,
   "stars": "56000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# AI Agent Memory in 2026: MemPalace, Mem0, and Persistent Context",
    "- **MemPalace** stores everything verbatim with zero API costs, runs locally, and has **56,000+ GitHub stars**"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# AI Agent Memory in 2026: MemPalace, Mem0, and Persistent Context",
    "- **MemPalace** stores everything verbatim with zero API costs, runs locally, and has **56,000+ GitHub stars**"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://edenai.co/post/ai-agent-memory-mempalace-mem0-and-persistent-context",
   "project": "Mem0",
   "repository": null,
   "stars": "59000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# AI Agent Memory in 2026: MemPalace, Mem0, and Persistent Context",
    "- **Mem0** offers a universal memory layer with embedding-based retrieval, priced from **free (10K memories) to $249/month**"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# AI Agent Memory in 2026: MemPalace, Mem0, and Persistent Context",
    "AI agents in 2026 can write code, browse the web, and manage files. But most still forget everything between sessions. AI agent memory systems like MemPalace (56K+ GitHub stars), Mem0 (59K+ stars), Zep, and Letta solve this by giving LLM (Large Language Model, the AI model that generates text) applications persistent context across conversations."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://edenai.co/post/ai-agent-memory-mempalace-mem0-and-persistent-context",
   "project": "Zep",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# AI Agent Memory in 2026: MemPalace, Mem0, and Persistent Context",
    "- **Zep** uses a temporal context graph for time-aware memory, with credit-based pricing starting at **$25/month**"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://edenai.co/post/ai-agent-memory-mempalace-mem0-and-persistent-context",
   "project": "Letta",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# AI Agent Memory in 2026: MemPalace, Mem0, and Persistent Context",
    "- **Letta** (formerly MemGPT) provides a full agent runtime with OS-inspired three-tier memory: core, recall, and archival"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://opensourceai.tech/vs/aider-vs-roo-code.html",
   "project": "Aider",
   "repository": null,
   "stars": "47500",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Open-Source AI \u00b7 Coding assistant",
    "Aider vs Roo Code compared for 2026 \u2014 features, license, ease of use, performance and which one to choose.",
    "Choose **Aider** for developers who live in the terminal and git.",
    "| Spec | Aider | Roo Code |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "Open-Source AI \u00b7 Coding assistant",
    "Aider vs Roo Code compared for 2026 \u2014 features, license, ease of use, performance and which one to choose.",
    "| Spec | Aider | Roo Code |",
    "| GitHub stars | 47.5k | \u2014 |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://opensourceai.tech/vs/aider-vs-roo-code.html",
   "project": "Roo Code",
   "repository": "https://github.com/RooCodeInc/Roo-Code",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Open-Source AI \u00b7 Coding assistant",
    "Aider vs Roo Code compared for 2026 \u2014 features, license, ease of use, performance and which one to choose.",
    "Choose **Roo Code** for developers who want custom agent modes.",
    "| Spec | Aider | Roo Code |"
   ],
   "repository_evidence": [
    "Open-Source AI \u00b7 Coding assistant",
    "Aider vs Roo Code compared for 2026 \u2014 features, license, ease of use, performance and which one to choose.",
    "### ![](https://github.com/RooCodeInc.png?size=64)Roo Code",
    "[Visit Roo Code \u2192](https://github.com/RooCodeInc/Roo-Code)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://libhunt.com/l/python/topic/browser-automation",
   "project": "skyvern",
   "repository": null,
   "stars": "14206",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "This list will help you: | # | Project | Stars |",
    "What are some of the best open-source browser-automation projects in Python?",
    "| 1 | skyvern | 14,206 |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "This list will help you: | # | Project | Stars |",
    "What are some of the best open-source browser-automation projects in Python?",
    "| 1 | skyvern | 14,206 |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://libhunt.com/l/python/topic/browser-automation",
   "project": "browserpilot",
   "repository": null,
   "stars": "623",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "This list will help you: | # | Project | Stars |",
    "What are some of the best open-source browser-automation projects in Python?",
    "| 2 | browserpilot | 623 |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "This list will help you: | # | Project | Stars |",
    "What are some of the best open-source browser-automation projects in Python?",
    "| 2 | browserpilot | 623 |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://libhunt.com/l/python/topic/browser-automation",
   "project": "blast",
   "repository": null,
   "stars": "547",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "This list will help you: | # | Project | Stars |",
    "What are some of the best open-source browser-automation projects in Python?",
    "| 3 | blast | 547 |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "This list will help you: | # | Project | Stars |",
    "What are some of the best open-source browser-automation projects in Python?",
    "| 3 | blast | 547 |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://libhunt.com/l/python/topic/browser-automation",
   "project": "Python-Scripts",
   "repository": null,
   "stars": "315",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "This list will help you: | # | Project | Stars |",
    "What are some of the best open-source browser-automation projects in Python?",
    "| 4 | Python-Scripts | 315 |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "This list will help you: | # | Project | Stars |",
    "What are some of the best open-source browser-automation projects in Python?",
    "| 4 | Python-Scripts | 315 |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://libhunt.com/l/python/topic/browser-automation",
   "project": "npi",
   "repository": null,
   "stars": "223",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "This list will help you: | # | Project | Stars |",
    "What are some of the best open-source browser-automation projects in Python?",
    "| 5 | npi | 223 |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "This list will help you: | # | Project | Stars |",
    "What are some of the best open-source browser-automation projects in Python?",
    "| 5 | npi | 223 |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://libhunt.com/l/python/topic/browser-automation",
   "project": "open-operator-evals",
   "repository": null,
   "stars": "41",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "This list will help you: | # | Project | Stars |",
    "What are some of the best open-source browser-automation projects in Python?",
    "| 6 | open-operator-evals | 41 |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "This list will help you: | # | Project | Stars |",
    "What are some of the best open-source browser-automation projects in Python?",
    "| 6 | open-operator-evals | 41 |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://codehub.bot/github.com/Infinity-AILab/DeepResearchEval@main",
   "project": "DeepResearchEval",
   "repository": "https://github.com/Infinity-AILab/DeepResearchEval",
   "stars": "142",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# DeepResearch Eval: An Automated Framework for Deep Research Task Construction and Agentic Evaluation",
    "[hub](/) / github.com/Infinity-AILab/DeepResearchEval"
   ],
   "repository_evidence": [
    "[hub](/) / github.com/Infinity-AILab/DeepResearchEval",
    "# DeepResearch Eval: An Automated Framework for Deep Research Task Construction and Agentic Evaluation"
   ],
   "stars_evidence": [
    "**542** documented \u00b7 56% \u25cf updated 5mo ago\u2605 142",
    "# DeepResearch Eval: An Automated Framework for Deep Research Task Construction and Agentic Evaluation"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://codehub.bot/github.com/Infinity-AILab/DeepResearchEval@main",
   "project": "MiroFlow",
   "repository": "https://github.com/MiroMindAI/MiroFlow",
   "stars": null,
   "category": "framework",
   "description": "implement a fact-checking agent based on MiroFlow",
   "license": null,
   "project_evidence": [
    "For active fact-checking, we implement a fact-checking agent based on [MiroFlow](https://github.com/MiroMindAI/MiroFlow).",
    "# DeepResearch Eval: An Automated Framework for Deep Research Task Construction and Agentic Evaluation"
   ],
   "repository_evidence": [
    "For active fact-checking, we implement a fact-checking agent based on [MiroFlow](https://github.com/MiroMindAI/MiroFlow).",
    "# DeepResearch Eval: An Automated Framework for Deep Research Task Construction and Agentic Evaluation"
   ],
   "stars_evidence": null,
   "category_evidence": [
    "The configurations for the **framework**, **agent**, and **LLM** \uff08default: gpt-5-mini\uff09 are defined under:",
    "# DeepResearch Eval: An Automated Framework for Deep Research Task Construction and Agentic Evaluation"
   ],
   "description_evidence": [
    "For active fact-checking, we implement a fact-checking agent based on [MiroFlow](https://github.com/MiroMindAI/MiroFlow).",
    "# DeepResearch Eval: An Automated Framework for Deep Research Task Construction and Agentic Evaluation"
   ],
   "license_evidence": null
  },
  {
   "url": "https://codersera-com.translate.goog/blog/run-open-manus-on-ubuntu-step-by-step-installation?_x_tr_hl=de&_x_tr_pto=sc&_x_tr_sl=en&_x_tr_tl=de",
   "project": "OpenManus",
   "repository": "https://github.com/mannaandpoem/OpenManus.git",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Run Open Manus on Ubuntu: Step by Step Installation",
    "OpenManus is an open-source alternative to Manus AI, designed to provide similar capabilities through local deployment.",
    "OpenManus is an open-source AI agent inspired by the capabilities of Manus AI, developed by the MetaGPT community."
   ],
   "repository_evidence": [
    "Run Open Manus on Ubuntu: Step by Step Installation",
    "To get started with OpenManus, you need Python 3.12 and a conda environment. The process involves cloning the GitHub repository, installing dependencies, setting up a configuration file with API keys, and running the agent with a simple command.",
    "git clone https://github.com/mannaandpoem/OpenManus.git cd OpenManus"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/inftyai%2Fawesome-llmops?topic=deepseek",
   "project": "MetaGPT",
   "repository": "https://github.com/geekan/MetaGPT",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome-LLMOps",
    "## Orchestration",
    "### Agent Framework",
    "- [MetaGPT](/projects/github.com%2Fgeekan%2FMetaGPT) - Agent Framework: First AI Software Company, Towards Natural Language Programming. ![Stars](https://img.shields.io/github/stars/geekan/metagpt.svg?style=flat&color=green) ![Contributors](https://img.shields.io/github/contributors/geekan/metagpt?color=green) ![LastCommit](https://img.shields.io/github/last-commit/geekan/metagpt?color=green)"
   ],
   "repository_evidence": [
    "# Awesome-LLMOps",
    "## Orchestration",
    "### Agent Framework",
    "- [MetaGPT](/projects/github.com%2Fgeekan%2FMetaGPT) - Agent Framework: First AI Software Company, Towards Natural Language Programming. ![Stars](https://img.shields.io/github/stars/geekan/metagpt.svg?style=flat&color=green) ![Contributors](https://img.shields.io/github/contributors/geekan/metagpt?color=green) ![LastCommit](https://img.shields.io/github/last-commit/geekan/metagpt?color=green)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/inftyai%2Fawesome-llmops?topic=deepseek",
   "project": "Swarm",
   "repository": "https://github.com/openai/swarm",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome-LLMOps",
    "## Orchestration",
    "### Agent Framework",
    "- [Swarm](/projects/github.com%2Fopenai%2Fswarm) - agent orchestration. Managed by OpenAI Solution team. ![Stars](https://img.shields.io/github/stars/openai/swarm.svg?style=flat&color=green) ![Contributors](https://img.shields.io/github/contributors/openai/swarm?color=green) ![LastCommit](https://img.shields.io/github/last-commit/openai/swarm?color=green) ![Tag](https://img.shields.io/badge/experimental-slategray)"
   ],
   "repository_evidence": [
    "# Awesome-LLMOps",
    "## Orchestration",
    "### Agent Framework",
    "- [Swarm](/projects/github.com%2Fopenai%2Fswarm) - agent orchestration. Managed by OpenAI Solution team. ![Stars](https://img.shields.io/github/stars/openai/swarm.svg?style=flat&color=green) ![Contributors](https://img.shields.io/github/contributors/openai/swarm?color=green) ![LastCommit](https://img.shields.io/github/last-commit/openai/swarm?color=green) ![Tag](https://img.shields.io/badge/experimental-slategray)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/inftyai%2Fawesome-llmops?topic=deepseek",
   "project": "Agno",
   "repository": "https://github.com/agno-agi/agno",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome-LLMOps",
    "## Orchestration",
    "### Agent Framework",
    "- [Agno](/projects/github.com%2Fagno-agi%2Fagno) - source framework for building multi-agent systems with memory, knowledge and reasoning. ![Stars](https://img.shields.io/github/stars/agno-agi/agno.svg?style=flat&color=green) ![Contributors](https://img.shields.io/github/contributors/agno-agi/agno?color=green) ![LastCommit](https://img.shields.io/github/last-commit/agno-agi/agno?color=green)"
   ],
   "repository_evidence": [
    "# Awesome-LLMOps",
    "## Orchestration",
    "### Agent Framework",
    "- [Agno](/projects/github.com%2Fagno-agi%2Fagno) - source framework for building multi-agent systems with memory, knowledge and reasoning. ![Stars](https://img.shields.io/github/stars/agno-agi/agno.svg?style=flat&color=green) ![Contributors](https://img.shields.io/github/contributors/agno-agi/agno?color=green) ![LastCommit](https://img.shields.io/github/last-commit/agno-agi/agno?color=green)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/inftyai%2Fawesome-llmops?topic=deepseek",
   "project": "LangGraph",
   "repository": "https://github.com/langchain-ai/langgraph",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome-LLMOps",
    "## Orchestration",
    "### Agent Framework",
    "- [LangGraph](/projects/github.com%2Flangchain-ai%2Flanggraph) - ai/langgraph.svg?style=flat&color=green) ![Contributors](https://img.shields.io/github/contributors/langchain-ai/langgraph?color=green) ![LastCommit](https://img.shields.io/github/last-commit/langchain-ai/langgraph?color=green)"
   ],
   "repository_evidence": [
    "# Awesome-LLMOps",
    "## Orchestration",
    "### Agent Framework",
    "- [LangGraph](/projects/github.com%2Flangchain-ai%2Flanggraph) - ai/langgraph.svg?style=flat&color=green) ![Contributors](https://img.shields.io/github/contributors/langchain-ai/langgraph?color=green) ![LastCommit](https://img.shields.io/github/last-commit/langchain-ai/langgraph?color=green)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/inftyai%2Fawesome-llmops?topic=deepseek",
   "project": "CAMEL",
   "repository": "https://github.com/camel-ai/camel",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome-LLMOps",
    "## Orchestration",
    "### Agent Framework",
    "- [CAMEL](/projects/github.com%2Fcamel-ai%2Fcamel) - agent framework. Finding the Scaling Law of Agents. ![Stars](https://img.shields.io/github/stars/camel-ai/camel.svg?style=flat&color=green) ![Contributors](https://img.shields.io/github/contributors/camel-ai/camel?color=green) ![LastCommit](https://img.shields.io/github/last-commit/camel-ai/camel?color=green)"
   ],
   "repository_evidence": [
    "# Awesome-LLMOps",
    "## Orchestration",
    "### Agent Framework",
    "- [CAMEL](/projects/github.com%2Fcamel-ai%2Fcamel) - agent framework. Finding the Scaling Law of Agents. ![Stars](https://img.shields.io/github/stars/camel-ai/camel.svg?style=flat&color=green) ![Contributors](https://img.shields.io/github/contributors/camel-ai/camel?color=green) ![LastCommit](https://img.shields.io/github/last-commit/camel-ai/camel?color=green)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/inftyai%2Fawesome-llmops?topic=deepseek",
   "project": "Suna",
   "repository": "https://github.com/kortix-ai/suna",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome-LLMOps",
    "## Orchestration",
    "### Agent Framework",
    "- [Suna](/projects/github.com%2Fkortix-ai%2Fsuna) - Open Source Generalist AI Agent ![Stars](https://img.shields.io/github/stars/kortix-ai/suna.svg?style=flat&color=green) ![Contributors](https://img.shields.io/github/contributors/kortix-ai/suna?color=green) ![LastCommit](https://img.shields.io/github/last-commit/kortix-ai/suna?color=green)"
   ],
   "repository_evidence": [
    "# Awesome-LLMOps",
    "## Orchestration",
    "### Agent Framework",
    "- [Suna](/projects/github.com%2Fkortix-ai%2Fsuna) - Open Source Generalist AI Agent ![Stars](https://img.shields.io/github/stars/kortix-ai/suna.svg?style=flat&color=green) ![Contributors](https://img.shields.io/github/contributors/kortix-ai/suna?color=green) ![LastCommit](https://img.shields.io/github/last-commit/kortix-ai/suna?color=green)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/inftyai%2Fawesome-llmops?topic=deepseek",
   "project": "Qwen-Agent",
   "repository": "https://github.com/QwenLM/Qwen-Agent",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome-LLMOps",
    "## Orchestration",
    "### Agent Framework",
    "- [Qwen-Agent](/projects/github.com%2FQwenLM%2FQwen-Agent) - Agent.svg?style=flat&color=green) ![Contributors](https://img.shields.io/github/contributors/QwenLM/Qwen-Agent?color=green) ![LastCommit](https://img.shields.io/github/last-commit/QwenLM/Qwen-Agent?color=green)"
   ],
   "repository_evidence": [
    "# Awesome-LLMOps",
    "## Orchestration",
    "### Agent Framework",
    "- [Qwen-Agent](/projects/github.com%2FQwenLM%2FQwen-Agent) - Agent.svg?style=flat&color=green) ![Contributors](https://img.shields.io/github/contributors/QwenLM/Qwen-Agent?color=green) ![LastCommit](https://img.shields.io/github/last-commit/QwenLM/Qwen-Agent?color=green)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/inftyai%2Fawesome-llmops?topic=deepseek",
   "project": "crewAI",
   "repository": "https://github.com/crewAIInc/crewAI",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome-LLMOps",
    "## Orchestration",
    "### Agent Framework",
    "- [crewAI](/projects/github.com%2FcrewAIInc%2FcrewAI) - playing, autonomous AI agents. By fostering collaborative intelligence, CrewAI empowers agents to work together seamlessly, tackling complex tasks. ![Stars](https://img.shields.io/github/stars/crewAIInc/crewAI.svg?style=flat&color=green) ![Contributors](https://img.shields.io/github/contributors/crewAIInc/crewAI?color=green) ![LastCommit](https://img.shields.io/github/last-commit/crewAIInc/crewAI?color=green)"
   ],
   "repository_evidence": [
    "# Awesome-LLMOps",
    "## Orchestration",
    "### Agent Framework",
    "- [crewAI](/projects/github.com%2FcrewAIInc%2FcrewAI) - playing, autonomous AI agents. By fostering collaborative intelligence, CrewAI empowers agents to work together seamlessly, tackling complex tasks. ![Stars](https://img.shields.io/github/stars/crewAIInc/crewAI.svg?style=flat&color=green) ![Contributors](https://img.shields.io/github/contributors/crewAIInc/crewAI?color=green) ![LastCommit](https://img.shields.io/github/last-commit/crewAIInc/crewAI?color=green)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/inftyai%2Fawesome-llmops?topic=deepseek",
   "project": "AgentField",
   "repository": "https://github.com/Agent-Field/agentfield",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome-LLMOps",
    "## Orchestration",
    "### Agent Framework",
    "- [AgentField](https://github.com/Agent-Field/agentfield) - scalable, observable, and identity-aware from day one. ![Stars](https://img.shields.io/github/stars/Agent-Field/agentfield.svg?style=flat&color=green) ![Contributors](https://img.shields.io/github/contributors/Agent-Field/agentfield?color=green) ![LastCommit](https://img.shields.io/github/last-commit/Agent-Field/agentfield?color=green)"
   ],
   "repository_evidence": [
    "# Awesome-LLMOps",
    "## Orchestration",
    "### Agent Framework",
    "- [AgentField](https://github.com/Agent-Field/agentfield) - scalable, observable, and identity-aware from day one. ![Stars](https://img.shields.io/github/stars/Agent-Field/agentfield.svg?style=flat&color=green) ![Contributors](https://img.shields.io/github/contributors/Agent-Field/agentfield?color=green) ![LastCommit](https://img.shields.io/github/last-commit/Agent-Field/agentfield?color=green)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://centerbit.co/en/blog/open-source-ai-agent-frameworks-2026-comparison",
   "project": "LangGraph",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## $7.84 Billion Market, 40% Enterprise Adoption",
    "Ten dominate the market in 2026: LangGraph, OpenAI Agents SDK, CrewAI, AutoGen, Google ADK, Dify, Mastra, Smolagents, Semantic Kernel, and Haystack."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://centerbit.co/en/blog/open-source-ai-agent-frameworks-2026-comparison",
   "project": "OpenAI Agents SDK",
   "repository": null,
   "stars": "26900",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## $7.84 Billion Market, 40% Enterprise Adoption",
    "Ten dominate the market in 2026: LangGraph, OpenAI Agents SDK, CrewAI, AutoGen, Google ADK, Dify, Mastra, Smolagents, Semantic Kernel, and Haystack.",
    "OpenAI Agents SDK records 10.3 million monthly downloads and 26,900 GitHub stars."
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "## $7.84 Billion Market, 40% Enterprise Adoption",
    "Ten dominate the market in 2026: LangGraph, OpenAI Agents SDK, CrewAI, AutoGen, Google ADK, Dify, Mastra, Smolagents, Semantic Kernel, and Haystack.",
    "OpenAI Agents SDK records 10.3 million monthly downloads and 26,900 GitHub stars."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://centerbit.co/en/blog/open-source-ai-agent-frameworks-2026-comparison",
   "project": "CrewAI",
   "repository": null,
   "stars": "52800",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## $7.84 Billion Market, 40% Enterprise Adoption",
    "Ten dominate the market in 2026: LangGraph, OpenAI Agents SDK, CrewAI, AutoGen, Google ADK, Dify, Mastra, Smolagents, Semantic Kernel, and Haystack.",
    "CrewAI, with 52,800 stars and 5.2 million monthly downloads, dominates rapid prototyping and quick multi-agent setups."
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "## $7.84 Billion Market, 40% Enterprise Adoption",
    "Ten dominate the market in 2026: LangGraph, OpenAI Agents SDK, CrewAI, AutoGen, Google ADK, Dify, Mastra, Smolagents, Semantic Kernel, and Haystack.",
    "CrewAI, with 52,800 stars and 5.2 million monthly downloads, dominates rapid prototyping and quick multi-agent setups."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://centerbit.co/en/blog/open-source-ai-agent-frameworks-2026-comparison",
   "project": "AutoGen",
   "repository": null,
   "stars": "58700",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## $7.84 Billion Market, 40% Enterprise Adoption",
    "Ten dominate the market in 2026: LangGraph, OpenAI Agents SDK, CrewAI, AutoGen, Google ADK, Dify, Mastra, Smolagents, Semantic Kernel, and Haystack.",
    "AutoGen by Microsoft Research, with 58,700 stars, has been in maintenance mode since October 2025."
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "## $7.84 Billion Market, 40% Enterprise Adoption",
    "Ten dominate the market in 2026: LangGraph, OpenAI Agents SDK, CrewAI, AutoGen, Google ADK, Dify, Mastra, Smolagents, Semantic Kernel, and Haystack.",
    "AutoGen by Microsoft Research, with 58,700 stars, has been in maintenance mode since October 2025."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://centerbit.co/en/blog/open-source-ai-agent-frameworks-2026-comparison",
   "project": "Google ADK",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## $7.84 Billion Market, 40% Enterprise Adoption",
    "Ten dominate the market in 2026: LangGraph, OpenAI Agents SDK, CrewAI, AutoGen, Google ADK, Dify, Mastra, Smolagents, Semantic Kernel, and Haystack."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://centerbit.co/en/blog/open-source-ai-agent-frameworks-2026-comparison",
   "project": "Dify",
   "repository": null,
   "stars": "144000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## $7.84 Billion Market, 40% Enterprise Adoption",
    "Ten dominate the market in 2026: LangGraph, OpenAI Agents SDK, CrewAI, AutoGen, Google ADK, Dify, Mastra, Smolagents, Semantic Kernel, and Haystack.",
    "Dify leads GitHub stars with 144,000, but positions itself more as a visual low-code platform than a developer framework."
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "## $7.84 Billion Market, 40% Enterprise Adoption",
    "Ten dominate the market in 2026: LangGraph, OpenAI Agents SDK, CrewAI, AutoGen, Google ADK, Dify, Mastra, Smolagents, Semantic Kernel, and Haystack.",
    "Dify leads GitHub stars with 144,000, but positions itself more as a visual low-code platform than a developer framework."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://centerbit.co/en/blog/open-source-ai-agent-frameworks-2026-comparison",
   "project": "Mastra",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## $7.84 Billion Market, 40% Enterprise Adoption",
    "Ten dominate the market in 2026: LangGraph, OpenAI Agents SDK, CrewAI, AutoGen, Google ADK, Dify, Mastra, Smolagents, Semantic Kernel, and Haystack."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://centerbit.co/en/blog/open-source-ai-agent-frameworks-2026-comparison",
   "project": "Smolagents",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## $7.84 Billion Market, 40% Enterprise Adoption",
    "Ten dominate the market in 2026: LangGraph, OpenAI Agents SDK, CrewAI, AutoGen, Google ADK, Dify, Mastra, Smolagents, Semantic Kernel, and Haystack."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://centerbit.co/en/blog/open-source-ai-agent-frameworks-2026-comparison",
   "project": "Semantic Kernel",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## $7.84 Billion Market, 40% Enterprise Adoption",
    "Ten dominate the market in 2026: LangGraph, OpenAI Agents SDK, CrewAI, AutoGen, Google ADK, Dify, Mastra, Smolagents, Semantic Kernel, and Haystack."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://centerbit.co/en/blog/open-source-ai-agent-frameworks-2026-comparison",
   "project": "Haystack",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## $7.84 Billion Market, 40% Enterprise Adoption",
    "Ten dominate the market in 2026: LangGraph, OpenAI Agents SDK, CrewAI, AutoGen, Google ADK, Dify, Mastra, Smolagents, Semantic Kernel, and Haystack."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://a-gnt.com/agents/letta",
   "project": "Letta Code",
   "repository": "https://github.com/letta-ai/letta-code",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Letta (formerly MemGPT)",
    "Build AI with advanced memory that can learn and self-improve over time.",
    "1.Install the [Letta Code](https://github.com/letta-ai/letta-code) CLI tool: `npm install -g @letta-ai/letta-code`"
   ],
   "repository_evidence": [
    "Letta (formerly MemGPT)",
    "Build AI with advanced memory that can learn and self-improve over time.",
    "1.Install the [Letta Code](https://github.com/letta-ai/letta-code) CLI tool: `npm install -g @letta-ai/letta-code`"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://gitwtfhub.com/onlyterp/prompt-cache-skills",
   "project": "onlyterp/prompt-cache-skills",
   "repository": "https://github.com/onlyterp/prompt-cache-skills",
   "stars": "78",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# wtf is prompt-cache-skills?",
    "[onlyterp/prompt-cache-skills](https://github.com/onlyterp/prompt-cache-skills) \u2014 explained in plain English"
   ],
   "repository_evidence": [
    "# wtf is prompt-cache-skills?",
    "[onlyterp/prompt-cache-skills](https://github.com/onlyterp/prompt-cache-skills) \u2014 explained in plain English"
   ],
   "stars_evidence": [
    "# wtf is prompt-cache-skills?",
    "\u2605 **78**PythonAudience \u00b7 **developer**Complexity \u00b7 **2/5**Setup \u00b7 easy"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://gitwtfhub.com/onlyterp/prompt-cache-skills",
   "project": "a2328275243/mempalace-evolve",
   "repository": "https://gitwtfhub.com/a2328275243/mempalace-evolve",
   "stars": "78",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## How it stacks up",
    "| | onlyterp/prompt-cache-skills | [a2328275243/mempalace-evolve](https://gitwtfhub.com/a2328275243/mempalace-evolve) | [anthonykhayesaudsrx50512/flash-usdt-sender](https://gitwtfhub.com/anthonykhayesaudsrx50512/flash-usdt-sender) |"
   ],
   "repository_evidence": [
    "## How it stacks up",
    "| | onlyterp/prompt-cache-skills | [a2328275243/mempalace-evolve](https://gitwtfhub.com/a2328275243/mempalace-evolve) | [anthonykhayesaudsrx50512/flash-usdt-sender](https://gitwtfhub.com/anthonykhayesaudsrx50512/flash-usdt-sender) |"
   ],
   "stars_evidence": [
    "## How it stacks up",
    "| Stars | 78 | 78 | 78 |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://gitwtfhub.com/onlyterp/prompt-cache-skills",
   "project": "anthonykhayesaudsrx50512/flash-usdt-sender",
   "repository": null,
   "stars": "78",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## How it stacks up",
    "| | onlyterp/prompt-cache-skills | [a2328275243/mempalace-evolve](https://gitwtfhub.com/a2328275243/mempalace-evolve) | [anthonykhayesaudsrx50512/flash-usdt-sender](https://gitwtfhub.com/anthonykhayesaudsrx50512/flash-usdt-sender) |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "## How it stacks up",
    "| Stars | 78 | 78 | 78 |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://gitwtfhub.com/onlyterp/prompt-cache-skills",
   "project": "mempalace-evolve",
   "repository": "https://gitwtfhub.com/a2328275243/mempalace-evolve",
   "stars": "78",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## Other repos in this lane",
    "- [a2328275243/**mempalace-evolve**](https://gitwtfhub.com/a2328275243/mempalace-evolve) \u2605 78A Python library that gives AI agents persistent, self-cleaning memory across sessions using vector search and a knowledge graph."
   ],
   "repository_evidence": [
    "## Other repos in this lane",
    "- [a2328275243/**mempalace-evolve**](https://gitwtfhub.com/a2328275243/mempalace-evolve) \u2605 78A Python library that gives AI agents persistent, self-cleaning memory across sessions using vector search and a knowledge graph."
   ],
   "stars_evidence": [
    "## Other repos in this lane",
    "- [a2328275243/**mempalace-evolve**](https://gitwtfhub.com/a2328275243/mempalace-evolve) \u2605 78A Python library that gives AI agents persistent, self-cleaning memory across sessions using vector search and a knowledge graph."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://gitwtfhub.com/onlyterp/prompt-cache-skills",
   "project": "flash-usdt-sender",
   "repository": "https://gitwtfhub.com/anthonykhayesaudsrx50512/flash-usdt-sender",
   "stars": "78",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## Other repos in this lane",
    "- [anthonykhayesaudsrx50512/**flash-usdt-sender**](https://gitwtfhub.com/anthonykhayesaudsrx50512/flash-usdt-sender) \u2605 78A Python tool that generates crypto transactions showing a temporary, non-final balance on wallets and block explorers, a pattern associated"
   ],
   "repository_evidence": [
    "## Other repos in this lane",
    "- [anthonykhayesaudsrx50512/**flash-usdt-sender**](https://gitwtfhub.com/anthonykhayesaudsrx50512/flash-usdt-sender) \u2605 78A Python tool that generates crypto transactions showing a temporary, non-final balance on wallets and block explorers, a pattern associated"
   ],
   "stars_evidence": [
    "## Other repos in this lane",
    "- [anthonykhayesaudsrx50512/**flash-usdt-sender**](https://gitwtfhub.com/anthonykhayesaudsrx50512/flash-usdt-sender) \u2605 78A Python tool that generates crypto transactions showing a temporary, non-final balance on wallets and block explorers, a pattern associated"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://gitwtfhub.com/onlyterp/prompt-cache-skills",
   "project": "quickstart-streaming-agents",
   "repository": "https://gitwtfhub.com/confluentinc/quickstart-streaming-agents",
   "stars": "78",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## Other repos in this lane",
    "- [confluentinc/**quickstart-streaming-agents**](https://gitwtfhub.com/confluentinc/quickstart-streaming-agents) \u2605 78A Confluent Cloud quickstart with four hands-on labs showing how to build real-time AI agents on Apache Kafka and Flink, from price matching"
   ],
   "repository_evidence": [
    "## Other repos in this lane",
    "- [confluentinc/**quickstart-streaming-agents**](https://gitwtfhub.com/confluentinc/quickstart-streaming-agents) \u2605 78A Confluent Cloud quickstart with four hands-on labs showing how to build real-time AI agents on Apache Kafka and Flink, from price matching"
   ],
   "stars_evidence": [
    "## Other repos in this lane",
    "- [confluentinc/**quickstart-streaming-agents**](https://gitwtfhub.com/confluentinc/quickstart-streaming-agents) \u2605 78A Confluent Cloud quickstart with four hands-on labs showing how to build real-time AI agents on Apache Kafka and Flink, from price matching"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://gitwtfhub.com/onlyterp/prompt-cache-skills",
   "project": "saved_searches",
   "repository": "https://gitwtfhub.com/django-haystack/saved_searches",
   "stars": "78",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## Other repos in this lane",
    "- [django-haystack/**saved_searches**](https://gitwtfhub.com/django-haystack/saved_searches) \u2605 78A Django add-on that records what each user searches for on your site, letting you build features like recent searches, personalized recomme"
   ],
   "repository_evidence": [
    "## Other repos in this lane",
    "- [django-haystack/**saved_searches**](https://gitwtfhub.com/django-haystack/saved_searches) \u2605 78A Django add-on that records what each user searches for on your site, letting you build features like recent searches, personalized recomme"
   ],
   "stars_evidence": [
    "## Other repos in this lane",
    "- [django-haystack/**saved_searches**](https://gitwtfhub.com/django-haystack/saved_searches) \u2605 78A Django add-on that records what each user searches for on your site, letting you build features like recent searches, personalized recomme"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://gitwtfhub.com/onlyterp/prompt-cache-skills",
   "project": "lingbot-desktop-mac",
   "repository": "https://gitwtfhub.com/donalleniii/lingbot-desktop-mac",
   "stars": "78",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## Other repos in this lane",
    "- [donalleniii/**lingbot-desktop-mac**](https://gitwtfhub.com/donalleniii/lingbot-desktop-mac) \u2605 78A Mac app that turns a dragged-in video into an explorable 3D point cloud, running the Lingbot-Map reconstruction model fully locally on App"
   ],
   "repository_evidence": [
    "## Other repos in this lane",
    "- [donalleniii/**lingbot-desktop-mac**](https://gitwtfhub.com/donalleniii/lingbot-desktop-mac) \u2605 78A Mac app that turns a dragged-in video into an explorable 3D point cloud, running the Lingbot-Map reconstruction model fully locally on App"
   ],
   "stars_evidence": [
    "## Other repos in this lane",
    "- [donalleniii/**lingbot-desktop-mac**](https://gitwtfhub.com/donalleniii/lingbot-desktop-mac) \u2605 78A Mac app that turns a dragged-in video into an explorable 3D point cloud, running the Lingbot-Map reconstruction model fully locally on App"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://arxiv.org/pdf/2606.26246v1",
   "project": "GPT-Researcher",
   "repository": "https://github.com/assafelovic/gpt-researcher",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Lacuna: A Research Map for Machine Learning",
    "5.3. Deep Research Report Synthesis",
    "\u2022 GPT-Researcher (Elovic, 2023) is an open-source\nautonomous research agent that plans web or local-\ndocument research, gathers sources, and writes citation-\nbacked reports."
   ],
   "repository_evidence": [
    "Elovic, A.",
    "GPT Researcher:\nAutonomous agent for\ncomprehensive online research.",
    "Software, 2023. URL\nhttps://github.com/assafelovic/gpt-"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://venturebeat.com/ai/as-ai-agents-like-auto-gpt-speed-up-generative-ai-race-we-all-need-to-buckle-up-the-ai-beat",
   "project": "Auto-GPT",
   "repository": "https://github.com/Significant-Gravitas/Auto-GPT",
   "stars": "82000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Thanks to the rise of autonomous AI agents like [Auto-GPT](https://github.com/Significant-Gravitas/Auto-GPT), [BabyAGI](https://github.com/yoheinakajima/babyagi) and [AgentGPT](https://agentgpt.reworkd.ai/) over the past few weeks, the race to get ahead in AI is just getting faster.",
    "It all started in late March, when developer Toran Bruce Richards, under the name @significantgravitas, launched Auto-GPT, an \"experimental open-source application\" connected to [OpenAI's](https://openai.com/) GPT-4 by API."
   ],
   "repository_evidence": [
    "Thanks to the rise of autonomous AI agents like [Auto-GPT](https://github.com/Significant-Gravitas/Auto-GPT), [BabyAGI](https://github.com/yoheinakajima/babyagi) and [AgentGPT](https://agentgpt.reworkd.ai/) over the past few weeks, the race to get ahead in AI is just getting faster."
   ],
   "stars_evidence": [
    "Fast-forward a couple of weeks, and now Auto-GPT has more GitHub stars than PyTorch (82K at the moment) and is the \"fastest growing GitHub repo in history, eclipsing decade old open source projects in 2 weeks.\""
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://venturebeat.com/ai/as-ai-agents-like-auto-gpt-speed-up-generative-ai-race-we-all-need-to-buckle-up-the-ai-beat",
   "project": "BabyAGI",
   "repository": "https://github.com/yoheinakajima/babyagi",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Thanks to the rise of autonomous AI agents like [Auto-GPT](https://github.com/Significant-Gravitas/Auto-GPT), [BabyAGI](https://github.com/yoheinakajima/babyagi) and [AgentGPT](https://agentgpt.reworkd.ai/) over the past few weeks, the race to get ahead in AI is just getting faster.",
    "A few days later, Nakajima launched BabyAGI, a \"task-driven autonomous agent\" that leverages GPT-4, [Pinecone](https://www.pinecone.io/)'s vector search, and [LangChainAI](https://python.langchain.com/en/latest/index.html)'s framework to \"autonomously create and perform tasks based on an objective\" \u2014 say, planning and automatically execute a campaign to grow your Twitter following or creating and running a small content marketing business."
   ],
   "repository_evidence": [
    "Thanks to the rise of autonomous AI agents like [Auto-GPT](https://github.com/Significant-Gravitas/Auto-GPT), [BabyAGI](https://github.com/yoheinakajima/babyagi) and [AgentGPT](https://agentgpt.reworkd.ai/) over the past few weeks, the race to get ahead in AI is just getting faster."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://venturebeat.com/ai/as-ai-agents-like-auto-gpt-speed-up-generative-ai-race-we-all-need-to-buckle-up-the-ai-beat",
   "project": "AgentGPT",
   "repository": "https://agentgpt.reworkd.ai/",
   "stars": "14000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Thanks to the rise of autonomous AI agents like [Auto-GPT](https://github.com/Significant-Gravitas/Auto-GPT), [BabyAGI](https://github.com/yoheinakajima/babyagi) and [AgentGPT](https://agentgpt.reworkd.ai/) over the past few weeks, the race to get ahead in AI is just getting faster.",
    "I also had a chance to speak to the developers behind AgentGPT, a browser-based AI agent launched on April 8 that offers easier access to the non-tech user."
   ],
   "repository_evidence": [
    "Thanks to the rise of autonomous AI agents like [Auto-GPT](https://github.com/Significant-Gravitas/Auto-GPT), [BabyAGI](https://github.com/yoheinakajima/babyagi) and [AgentGPT](https://agentgpt.reworkd.ai/) over the past few weeks, the race to get ahead in AI is just getting faster."
   ],
   "stars_evidence": [
    "In just nine days, AgentGPT has more than 14,000 stars on GitHub and over 280,000 users, and developers sleeping a couple of hours a night trying to keep it all going."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://manus.kim/blog/openmanus-comprehensive-guide",
   "project": "OpenManus",
   "repository": "https://github.com/mannaandpoem/OpenManus.git",
   "stars": "3300",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# OpenManus: The Revolutionary Open Source AI Agent Framework",
    "OpenManus is an open source AI agent that aims to provide powerful AI capabilities to developers worldwide."
   ],
   "repository_evidence": [
    "# OpenManus: The Revolutionary Open Source AI Agent Framework",
    "git clone https://github.com/mannaandpoem/OpenManus.git"
   ],
   "stars_evidence": [
    "# OpenManus: The Revolutionary Open Source AI Agent Framework",
    "The project quickly gained traction, amassing over 3,300 stars on GitHub within a short period, reflecting the developer community's enthusiasm for accessible AI agent technology."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://vantaige.io/ai-tool/pydantic-ai/alternatives",
   "project": "PydanticAI",
   "repository": null,
   "stars": "16000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Best PydanticAI Alternatives in 2026",
    "PydanticAI is a code tool with a free pricing model.",
    "PydanticAI is an open-source Python framework for building production-grade AI agents."
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# Best PydanticAI Alternatives in 2026",
    "### What is PydanticAI?",
    "PydanticAI is an open-source Python framework for building production-grade AI agents.",
    "Created by Samuel Colvin (creator of Pydantic), it brings FastAPI-style type safety, structured outputs, and dependency injection to agent development. Free, MIT-licensed, 16k+ GitHub stars."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://forum.cloudron.io/topic/13231/open-deep-research-on-cloudron-self-hosted-ai-agent/4",
   "project": "Open Deep Research",
   "repository": "https://github.com/jina-ai/node-DeepResearch",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Open Deep Research on Cloudron - Self-Hosted AI Agent",
    "- **Main Page**: link",
    "- **Summary**: Open Deep Research is a Free Software alternative to \"OpenAI's\" Deep Research. Open Deep Research will keep searching and reading webpages until finding the answer (or exceeding the token budget)."
   ],
   "repository_evidence": [
    "# Open Deep Research on Cloudron - Self-Hosted AI Agent",
    "- **Main Page**: link",
    "- **Git**: [https://github.com/jina-ai/node-DeepResearch](https://github.com/jina-ai/node-DeepResearch)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://forum.cloudron.io/topic/13231/open-deep-research-on-cloudron-self-hosted-ai-agent/4",
   "project": "smolagents",
   "repository": "https://github.com/huggingface/smolagents/tree/main/examples/open_deep_research",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Open Deep Research on Cloudron - Self-Hosted AI Agent",
    "> [https://github.com/huggingface/smolagents/tree/main/examples/open_deep_research](https://github.com/huggingface/smolagents/tree/main/examples/open_deep_research)"
   ],
   "repository_evidence": [
    "# Open Deep Research on Cloudron - Self-Hosted AI Agent",
    "> [https://github.com/huggingface/smolagents/tree/main/examples/open_deep_research](https://github.com/huggingface/smolagents/tree/main/examples/open_deep_research)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://medium.com/design-bootcamp/a-comprehensive-and-hands-on-guide-to-autonomous-agents-with-gpt-b58d54724d50",
   "project": "AutoGPT",
   "repository": null,
   "stars": "117K",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "A comprehensive and hands-on guide to autonomous agents with GPT",
    "In the past month, the concept of GPT/LLM-backed autonomous agents is getting wild \u2014 with AutoGPT, the most famous project in this area, getting over 117K stars on GitHub in less than a month since its release and getting unprecedented social media coverage."
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "A comprehensive and hands-on guide to autonomous agents with GPT",
    "In the past month, the concept of GPT/LLM-backed autonomous agents is getting wild \u2014 with AutoGPT, the most famous project in this area, getting over 117K stars on GitHub in less than a month since its release and getting unprecedented social media coverage."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://tokrepo.com/fr/workflows/asset-a392b702",
   "project": "UFO",
   "repository": "https://github.com/microsoft/UFO",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# UFO \u2014 Multi-Agent Windows UI Automation Framework by Microsoft",
    "UFO (UI-Focused Agent) is an open-source framework from Microsoft Research that uses LLM-powered agents to interact with Windows desktop applications."
   ],
   "repository_evidence": [
    "- [https://github.com/microsoft/UFO](https://github.com/microsoft/UFO)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://tokrepo.com/fr/workflows/asset-a392b702",
   "project": "CAMEL",
   "repository": null,
   "stars": "16.6K+",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "[### CAMEL \u2014 Multi-Agent Framework at Scale\nCAMEL is a multi-agent framework for studying scaling laws of AI agents. 16.6K+ GitHub stars. Up to 1M agents, RAG, memory systems, data generation. Apache 2.0.\nSkills\nScript Depot](/fr/workflows/camel-multi-agent-framework-scale-23732313)"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "[### CAMEL \u2014 Multi-Agent Framework at Scale\nCAMEL is a multi-agent framework for studying scaling laws of AI agents. 16.6K+ GitHub stars. Up to 1M agents, RAG, memory systems, data generation. Apache 2.0.\nSkills\nScript Depot](/fr/workflows/camel-multi-agent-framework-scale-23732313)"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/projects/github.com%2Fi-am-bee%2Fbeeai-framework",
   "project": "BeeAI Framework",
   "repository": "https://github.com/i-am-bee/beeai-framework",
   "stars": "2434",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# https://github.com/i-am-bee/beeai-framework",
    "BeeAI Framework **Build production-ready multi-agent systems in Python or TypeScript .**"
   ],
   "repository_evidence": [
    "# https://github.com/i-am-bee/beeai-framework",
    "- URL: [https://github.com/i-am-bee/beeai-framework](https://github.com/i-am-bee/beeai-framework)"
   ],
   "stars_evidence": [
    "# https://github.com/i-am-bee/beeai-framework",
    "- Stars: 2,434"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://medium.com/@amdadAI/best-manus-ai-alternatives-2-powerful-open-source-agents-1994bc91eaad",
   "project": "OpenManus",
   "repository": "https://github.com/henryalps/OpenManus",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Best Manus AI Alternatives: 2 Powerful Open-Source Agents",
    "Fortunately, two open-source platforms \u2014 OpenManus and OWL by CAMEL-AI.org \u2014 have emerged as robust alternatives, offering flexibility, transparency, and powerful AI agent capabilities without restrictive barriers.",
    "1. OpenManus: Community-Powered AI Agent Development",
    "Developed by the MetaGPT community as a direct response to Manus AI\u2019s closed ecosystem, [OpenManus](https://github.com/henryalps/OpenManus) represents a significant shift toward accessible AI agent development."
   ],
   "repository_evidence": [
    "Best Manus AI Alternatives: 2 Powerful Open-Source Agents",
    "Developed by the MetaGPT community as a direct response to Manus AI\u2019s closed ecosystem, [OpenManus](https://github.com/henryalps/OpenManus) represents a significant shift toward accessible AI agent development.",
    "1. OpenManus: Community-Powered AI Agent Development"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://medium.com/@amdadAI/best-manus-ai-alternatives-2-powerful-open-source-agents-1994bc91eaad",
   "project": "OWL by CAMEL-AI.org",
   "repository": "https://github.com/camel-ai/owl",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Best Manus AI Alternatives: 2 Powerful Open-Source Agents",
    "Fortunately, two open-source platforms \u2014 OpenManus and OWL by CAMEL-AI.org \u2014 have emerged as robust alternatives, offering flexibility, transparency, and powerful AI agent capabilities without restrictive barriers.",
    "2. OWL by CAMEL-AI.org: Enterprise-Grade Multi-Agent Orchestration",
    "[OWL by CAMEL-AI.org](https://github.com/camel-ai/owl) is designed specifically for complex, enterprise-level workflows."
   ],
   "repository_evidence": [
    "Best Manus AI Alternatives: 2 Powerful Open-Source Agents",
    "2. OWL by CAMEL-AI.org: Enterprise-Grade Multi-Agent Orchestration",
    "[OWL by CAMEL-AI.org](https://github.com/camel-ai/owl) is designed specifically for complex, enterprise-level workflows."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://besthub.dev/articles/openworker-andrew-ng-s-local-ai-agent-9-9k-stars-that-delivers-outcomes-61b0c788a3e0",
   "project": "OpenWorker",
   "repository": "https://github.com/andrewyng/openworker",
   "stars": "9900",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# OpenWorker: Andrew Ng\u2019s Local AI Agent (9.9K+ Stars) that Delivers Outcomes",
    "OpenWorker, released by Andrew Ng\u2019s team on July 24 2026, is an MIT\u2011licensed, fully local AI agent framework that tackles common AI\u2011assistant pain points\u2014lack of deliverables, restrictive licenses, cloud data exposure, and model lock\u2011in\u2014by offering a four\u2011layer architecture, open source core, privacy\u2011first design, and flexible model routing."
   ],
   "repository_evidence": [
    "## 10. Project Repository",
    "https://github.com/andrewyng/openworker"
   ],
   "stars_evidence": [
    "# OpenWorker: Andrew Ng\u2019s Local AI Agent (9.9K+ Stars) that Delivers Outcomes"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://pypi.org/project/agent_os_kernel/3.1.0",
   "project": "Dify",
   "repository": "https://github.com/langgenius/dify-plugins/pull/2060",
   "stars": "65000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "### \ud83c\udfe2 Adopted By Leading AI Frameworks",
    "| Framework | Stars | Status | Link |",
    "| **Dify** | 65K \u2b50 | \u2705 Merged | [dify-plugins#2060](https://github.com/langgenius/dify-plugins/pull/2060) |"
   ],
   "repository_evidence": [
    "### \ud83c\udfe2 Adopted By Leading AI Frameworks",
    "| Framework | Stars | Status | Link |",
    "| **Dify** | 65K \u2b50 | \u2705 Merged | [dify-plugins#2060](https://github.com/langgenius/dify-plugins/pull/2060) |"
   ],
   "stars_evidence": [
    "### \ud83c\udfe2 Adopted By Leading AI Frameworks",
    "| Framework | Stars | Status | Link |",
    "| **Dify** | 65K \u2b50 | \u2705 Merged | [dify-plugins#2060](https://github.com/langgenius/dify-plugins/pull/2060) |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://pypi.org/project/agent_os_kernel/3.1.0",
   "project": "LlamaIndex",
   "repository": "https://github.com/run-llama/llama_index/pull/20644",
   "stars": "47000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "### \ud83c\udfe2 Adopted By Leading AI Frameworks",
    "| Framework | Stars | Status | Link |",
    "| **LlamaIndex** | 47K \u2b50 | \u2705 Merged | [llama_index#20644](https://github.com/run-llama/llama_index/pull/20644) |"
   ],
   "repository_evidence": [
    "### \ud83c\udfe2 Adopted By Leading AI Frameworks",
    "| Framework | Stars | Status | Link |",
    "| **LlamaIndex** | 47K \u2b50 | \u2705 Merged | [llama_index#20644](https://github.com/run-llama/llama_index/pull/20644) |"
   ],
   "stars_evidence": [
    "### \ud83c\udfe2 Adopted By Leading AI Frameworks",
    "| Framework | Stars | Status | Link |",
    "| **LlamaIndex** | 47K \u2b50 | \u2705 Merged | [llama_index#20644](https://github.com/run-llama/llama_index/pull/20644) |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://pypi.org/project/agent_os_kernel/3.1.0",
   "project": "Microsoft Agent-Lightning",
   "repository": "https://github.com/microsoft/agent-lightning/pull/478",
   "stars": "15000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "### \ud83c\udfe2 Adopted By Leading AI Frameworks",
    "| Framework | Stars | Status | Link |",
    "| **Microsoft Agent-Lightning** | 15K \u2b50 | \u2705 Merged | [agent-lightning#478](https://github.com/microsoft/agent-lightning/pull/478) |"
   ],
   "repository_evidence": [
    "### \ud83c\udfe2 Adopted By Leading AI Frameworks",
    "| Framework | Stars | Status | Link |",
    "| **Microsoft Agent-Lightning** | 15K \u2b50 | \u2705 Merged | [agent-lightning#478](https://github.com/microsoft/agent-lightning/pull/478) |"
   ],
   "stars_evidence": [
    "### \ud83c\udfe2 Adopted By Leading AI Frameworks",
    "| Framework | Stars | Status | Link |",
    "| **Microsoft Agent-Lightning** | 15K \u2b50 | \u2705 Merged | [agent-lightning#478](https://github.com/microsoft/agent-lightning/pull/478) |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://pypi.org/project/agent_os_kernel/3.1.0",
   "project": "LangGraph",
   "repository": "https://pypi.org/project/langgraph-trust/",
   "stars": "24000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "### \ud83c\udfe2 Adopted By Leading AI Frameworks",
    "| Framework | Stars | Status | Link |",
    "| **LangGraph** | 24K \u2b50 | \ud83d\udce6 Published on PyPI | [langgraph-trust](https://pypi.org/project/langgraph-trust/) |"
   ],
   "repository_evidence": [
    "### \ud83c\udfe2 Adopted By Leading AI Frameworks",
    "| Framework | Stars | Status | Link |",
    "| **LangGraph** | 24K \u2b50 | \ud83d\udce6 Published on PyPI | [langgraph-trust](https://pypi.org/project/langgraph-trust/) |"
   ],
   "stars_evidence": [
    "### \ud83c\udfe2 Adopted By Leading AI Frameworks",
    "| Framework | Stars | Status | Link |",
    "| **LangGraph** | 24K \u2b50 | \ud83d\udce6 Published on PyPI | [langgraph-trust](https://pypi.org/project/langgraph-trust/) |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://pypi.org/project/agent_os_kernel/3.1.0",
   "project": "OpenAI Agents SDK",
   "repository": "https://pypi.org/project/openai-agents-trust/",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "### \ud83c\udfe2 Adopted By Leading AI Frameworks",
    "| Framework | Stars | Status | Link |",
    "| **OpenAI Agents SDK** | \u2014 | \ud83d\udce6 Published on PyPI | [openai-agents-trust](https://pypi.org/project/openai-agents-trust/) |"
   ],
   "repository_evidence": [
    "### \ud83c\udfe2 Adopted By Leading AI Frameworks",
    "| Framework | Stars | Status | Link |",
    "| **OpenAI Agents SDK** | \u2014 | \ud83d\udce6 Published on PyPI | [openai-agents-trust](https://pypi.org/project/openai-agents-trust/) |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://pypi.org/project/agent_os_kernel/3.1.0",
   "project": "OpenClaw",
   "repository": "https://clawhub.ai/microsoft/agentmesh-governance",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "### \ud83c\udfe2 Adopted By Leading AI Frameworks",
    "| Framework | Stars | Status | Link |",
    "| **OpenClaw** | \u2014 | \ud83d\udce6 Published on ClawHub | [agentmesh-governance](https://clawhub.ai/microsoft/agentmesh-governance) |"
   ],
   "repository_evidence": [
    "### \ud83c\udfe2 Adopted By Leading AI Frameworks",
    "| Framework | Stars | Status | Link |",
    "| **OpenClaw** | \u2014 | \ud83d\udce6 Published on ClawHub | [agentmesh-governance](https://clawhub.ai/microsoft/agentmesh-governance) |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://pypi.org/project/agent_os_kernel/3.1.0",
   "project": "AutoGen",
   "repository": "https://github.com/microsoft/autogen/issues/7242",
   "stars": "54000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "**\ud83d\udccb Proposals under review at 10+ frameworks (click to expand)**",
    "| Framework | Stars | Proposal |",
    "| AutoGen | 54K \u2b50 | [microsoft/autogen#7242](https://github.com/microsoft/autogen/issues/7242) |"
   ],
   "repository_evidence": [
    "**\ud83d\udccb Proposals under review at 10+ frameworks (click to expand)**",
    "| Framework | Stars | Proposal |",
    "| AutoGen | 54K \u2b50 | [microsoft/autogen#7242](https://github.com/microsoft/autogen/issues/7242) |"
   ],
   "stars_evidence": [
    "**\ud83d\udccb Proposals under review at 10+ frameworks (click to expand)**",
    "| Framework | Stars | Proposal |",
    "| AutoGen | 54K \u2b50 | [microsoft/autogen#7242](https://github.com/microsoft/autogen/issues/7242) |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://pypi.org/project/agent_os_kernel/3.1.0",
   "project": "CrewAI",
   "repository": "https://github.com/crewAIInc/crewAI/issues/4502",
   "stars": "44000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "**\ud83d\udccb Proposals under review at 10+ frameworks (click to expand)**",
    "| Framework | Stars | Proposal |",
    "| CrewAI | 44K \u2b50 | [crewAIInc/crewAI#4502](https://github.com/crewAIInc/crewAI/issues/4502) |"
   ],
   "repository_evidence": [
    "**\ud83d\udccb Proposals under review at 10+ frameworks (click to expand)**",
    "| Framework | Stars | Proposal |",
    "| CrewAI | 44K \u2b50 | [crewAIInc/crewAI#4502](https://github.com/crewAIInc/crewAI/issues/4502) |"
   ],
   "stars_evidence": [
    "**\ud83d\udccb Proposals under review at 10+ frameworks (click to expand)**",
    "| Framework | Stars | Proposal |",
    "| CrewAI | 44K \u2b50 | [crewAIInc/crewAI#4502](https://github.com/crewAIInc/crewAI/issues/4502) |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://pypi.org/project/agent_os_kernel/3.1.0",
   "project": "Haystack",
   "repository": "https://github.com/deepset-ai/haystack/issues/10615",
   "stars": "22000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "**\ud83d\udccb Proposals under review at 10+ frameworks (click to expand)**",
    "| Framework | Stars | Proposal |",
    "| Haystack | 22K \u2b50 | [deepset-ai/haystack#10615](https://github.com/deepset-ai/haystack/issues/10615) |"
   ],
   "repository_evidence": [
    "**\ud83d\udccb Proposals under review at 10+ frameworks (click to expand)**",
    "| Framework | Stars | Proposal |",
    "| Haystack | 22K \u2b50 | [deepset-ai/haystack#10615](https://github.com/deepset-ai/haystack/issues/10615) |"
   ],
   "stars_evidence": [
    "**\ud83d\udccb Proposals under review at 10+ frameworks (click to expand)**",
    "| Framework | Stars | Proposal |",
    "| Haystack | 22K \u2b50 | [deepset-ai/haystack#10615](https://github.com/deepset-ai/haystack/issues/10615) |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://pypi.org/project/agent_os_kernel/3.1.0",
   "project": "Semantic Kernel",
   "repository": "https://github.com/microsoft/semantic-kernel/issues/13556",
   "stars": "27000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "**\ud83d\udccb Proposals under review at 10+ frameworks (click to expand)**",
    "| Framework | Stars | Proposal |",
    "| Semantic Kernel | 27K \u2b50 | [microsoft/semantic-kernel#13556](https://github.com/microsoft/semantic-kernel/issues/13556) |"
   ],
   "repository_evidence": [
    "**\ud83d\udccb Proposals under review at 10+ frameworks (click to expand)**",
    "| Framework | Stars | Proposal |",
    "| Semantic Kernel | 27K \u2b50 | [microsoft/semantic-kernel#13556](https://github.com/microsoft/semantic-kernel/issues/13556) |"
   ],
   "stars_evidence": [
    "**\ud83d\udccb Proposals under review at 10+ frameworks (click to expand)**",
    "| Framework | Stars | Proposal |",
    "| Semantic Kernel | 27K \u2b50 | [microsoft/semantic-kernel#13556](https://github.com/microsoft/semantic-kernel/issues/13556) |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://pypi.org/project/agent_os_kernel/3.1.0",
   "project": "smolagents",
   "repository": "https://github.com/huggingface/smolagents/issues/1989",
   "stars": "25000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "**\ud83d\udccb Proposals under review at 10+ frameworks (click to expand)**",
    "| Framework | Stars | Proposal |",
    "| smolagents | 25K \u2b50 | \u2705 Adapter built \u2014 [huggingface/smolagents#1989](https://github.com/huggingface/smolagents/issues/1989) |"
   ],
   "repository_evidence": [
    "**\ud83d\udccb Proposals under review at 10+ frameworks (click to expand)**",
    "| Framework | Stars | Proposal |",
    "| smolagents | 25K \u2b50 | \u2705 Adapter built \u2014 [huggingface/smolagents#1989](https://github.com/huggingface/smolagents/issues/1989) |"
   ],
   "stars_evidence": [
    "**\ud83d\udccb Proposals under review at 10+ frameworks (click to expand)**",
    "| Framework | Stars | Proposal |",
    "| smolagents | 25K \u2b50 | \u2705 Adapter built \u2014 [huggingface/smolagents#1989](https://github.com/huggingface/smolagents/issues/1989) |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://pypi.org/project/agent_os_kernel/3.1.0",
   "project": "Google ADK",
   "repository": "https://github.com/google/adk-python/issues/4517",
   "stars": "18000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "**\ud83d\udccb Proposals under review at 10+ frameworks (click to expand)**",
    "| Framework | Stars | Proposal |",
    "| Google ADK | 18K \u2b50 | \u2705 Adapter built \u2014 [google/adk-python#4517](https://github.com/google/adk-python/issues/4517) |"
   ],
   "repository_evidence": [
    "**\ud83d\udccb Proposals under review at 10+ frameworks (click to expand)**",
    "| Framework | Stars | Proposal |",
    "| Google ADK | 18K \u2b50 | \u2705 Adapter built \u2014 [google/adk-python#4517](https://github.com/google/adk-python/issues/4517) |"
   ],
   "stars_evidence": [
    "**\ud83d\udccb Proposals under review at 10+ frameworks (click to expand)**",
    "| Framework | Stars | Proposal |",
    "| Google ADK | 18K \u2b50 | \u2705 Adapter built \u2014 [google/adk-python#4517](https://github.com/google/adk-python/issues/4517) |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://pypi.org/project/agent_os_kernel/3.1.0",
   "project": "PydanticAI",
   "repository": "https://github.com/pydantic/pydantic-ai/issues/4335",
   "stars": "15000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "**\ud83d\udccb Proposals under review at 10+ frameworks (click to expand)**",
    "| Framework | Stars | Proposal |",
    "| PydanticAI | 15K \u2b50 | \u2705 Adapter built \u2014 [pydantic/pydantic-ai#4335](https://github.com/pydantic/pydantic-ai/issues/4335) |"
   ],
   "repository_evidence": [
    "**\ud83d\udccb Proposals under review at 10+ frameworks (click to expand)**",
    "| Framework | Stars | Proposal |",
    "| PydanticAI | 15K \u2b50 | \u2705 Adapter built \u2014 [pydantic/pydantic-ai#4335](https://github.com/pydantic/pydantic-ai/issues/4335) |"
   ],
   "stars_evidence": [
    "**\ud83d\udccb Proposals under review at 10+ frameworks (click to expand)**",
    "| Framework | Stars | Proposal |",
    "| PydanticAI | 15K \u2b50 | \u2705 Adapter built \u2014 [pydantic/pydantic-ai#4335](https://github.com/pydantic/pydantic-ai/issues/4335) |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://pypi.org/project/agent_os_kernel/3.1.0",
   "project": "OpenAI Agents SDK",
   "repository": "https://github.com/openai/openai-agents-python/issues/2515",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "**\ud83d\udccb Proposals under review at 10+ frameworks (click to expand)**",
    "| Framework | Stars | Proposal |",
    "| OpenAI Agents SDK | \u2014 | [openai/openai-agents-python#2515](https://github.com/openai/openai-agents-python/issues/2515) |"
   ],
   "repository_evidence": [
    "**\ud83d\udccb Proposals under review at 10+ frameworks (click to expand)**",
    "| Framework | Stars | Proposal |",
    "| OpenAI Agents SDK | \u2014 | [openai/openai-agents-python#2515](https://github.com/openai/openai-agents-python/issues/2515) |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://pypi.org/project/agent_os_kernel/3.1.0",
   "project": "A2A Protocol",
   "repository": "https://github.com/a2aproject/A2A/issues/1501",
   "stars": "21000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "**\ud83d\udccb Proposals under review at 10+ frameworks (click to expand)**",
    "| Framework | Stars | Proposal |",
    "| A2A Protocol | 21K \u2b50 | [a2aproject/A2A#1501](https://github.com/a2aproject/A2A/issues/1501) |"
   ],
   "repository_evidence": [
    "**\ud83d\udccb Proposals under review at 10+ frameworks (click to expand)**",
    "| Framework | Stars | Proposal |",
    "| A2A Protocol | 21K \u2b50 | [a2aproject/A2A#1501](https://github.com/a2aproject/A2A/issues/1501) |"
   ],
   "stars_evidence": [
    "**\ud83d\udccb Proposals under review at 10+ frameworks (click to expand)**",
    "| Framework | Stars | Proposal |",
    "| A2A Protocol | 21K \u2b50 | [a2aproject/A2A#1501](https://github.com/a2aproject/A2A/issues/1501) |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://pypi.org/project/agent_os_kernel/3.1.0",
   "project": "Oracle Agent Spec",
   "repository": "https://github.com/oracle/agent-spec/issues/105",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "**\ud83d\udccb Proposals under review at 10+ frameworks (click to expand)**",
    "| Framework | Stars | Proposal |",
    "| Oracle Agent Spec | \u2014 | [oracle/agent-spec#105](https://github.com/oracle/agent-spec/issues/105) |"
   ],
   "repository_evidence": [
    "**\ud83d\udccb Proposals under review at 10+ frameworks (click to expand)**",
    "| Framework | Stars | Proposal |",
    "| Oracle Agent Spec | \u2014 | [oracle/agent-spec#105](https://github.com/oracle/agent-spec/issues/105) |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://pypi.org/project/agent_os_kernel/3.1.0",
   "project": "AI Card Spec",
   "repository": "https://github.com/Agent-Card/ai-card/issues/16",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "**\ud83d\udccb Proposals under review at 10+ frameworks (click to expand)**",
    "| Framework | Stars | Proposal |",
    "| AI Card Spec | \u2014 | [agent-card/ai-card#16](https://github.com/Agent-Card/ai-card/issues/16) |"
   ],
   "repository_evidence": [
    "**\ud83d\udccb Proposals under review at 10+ frameworks (click to expand)**",
    "| Framework | Stars | Proposal |",
    "| AI Card Spec | \u2014 | [agent-card/ai-card#16](https://github.com/Agent-Card/ai-card/issues/16) |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/natnew/Awesome-Prompt-Engineering/blob/main/AI_Tools.md",
   "project": "LangGraph",
   "repository": "https://langchain-ai.github.io/langgraph/",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "title | AI Tools Information",
    "## Agent Orchestration",
    "Frameworks for building autonomous AI agents that reason, plan, and use tools.",
    "| Tool | Problem Solved | Primary Users | URL |",
    "| **LangGraph** | Build stateful, multi-step agent workflows with cycles | AI engineers building complex agents | [langchain-ai.github.io/langgraph](https://langchain-ai.github.io/langgraph/) |"
   ],
   "repository_evidence": [
    "title | AI Tools Information",
    "## Agent Orchestration",
    "Frameworks for building autonomous AI agents that reason, plan, and use tools.",
    "| Tool | Problem Solved | Primary Users | URL |",
    "| **LangGraph** | Build stateful, multi-step agent workflows with cycles | AI engineers building complex agents | [langchain-ai.github.io/langgraph](https://langchain-ai.github.io/langgraph/) |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/natnew/Awesome-Prompt-Engineering/blob/main/AI_Tools.md",
   "project": "CrewAI",
   "repository": "https://www.crewai.com/",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "title | AI Tools Information",
    "## Agent Orchestration",
    "Frameworks for building autonomous AI agents that reason, plan, and use tools.",
    "| Tool | Problem Solved | Primary Users | URL |",
    "| **CrewAI** | Multi-agent collaboration with role-based agents | Teams building agent teams | [crewai.com](https://www.crewai.com/) |"
   ],
   "repository_evidence": [
    "title | AI Tools Information",
    "## Agent Orchestration",
    "Frameworks for building autonomous AI agents that reason, plan, and use tools.",
    "| Tool | Problem Solved | Primary Users | URL |",
    "| **CrewAI** | Multi-agent collaboration with role-based agents | Teams building agent teams | [crewai.com](https://www.crewai.com/) |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/natnew/Awesome-Prompt-Engineering/blob/main/AI_Tools.md",
   "project": "AutoGen",
   "repository": "https://microsoft.github.io/autogen/",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "title | AI Tools Information",
    "## Agent Orchestration",
    "Frameworks for building autonomous AI agents that reason, plan, and use tools.",
    "| Tool | Problem Solved | Primary Users | URL |",
    "| **AutoGen** | Microsoft's framework for multi-agent conversations | Researchers, enterprise teams | [microsoft.github.io/autogen](https://microsoft.github.io/autogen/) |"
   ],
   "repository_evidence": [
    "title | AI Tools Information",
    "## Agent Orchestration",
    "Frameworks for building autonomous AI agents that reason, plan, and use tools.",
    "| Tool | Problem Solved | Primary Users | URL |",
    "| **AutoGen** | Microsoft's framework for multi-agent conversations | Researchers, enterprise teams | [microsoft.github.io/autogen](https://microsoft.github.io/autogen/) |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/natnew/Awesome-Prompt-Engineering/blob/main/AI_Tools.md",
   "project": "OpenAI Agents SDK",
   "repository": "https://github.com/openai/openai-agents-python",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "title | AI Tools Information",
    "## Agent Orchestration",
    "Frameworks for building autonomous AI agents that reason, plan, and use tools.",
    "| Tool | Problem Solved | Primary Users | URL |",
    "| **OpenAI Agents SDK** | Build agents with OpenAI's native tooling | OpenAI API users | [github.com/openai/openai-agents-python](https://github.com/openai/openai-agents-python) |"
   ],
   "repository_evidence": [
    "title | AI Tools Information",
    "## Agent Orchestration",
    "Frameworks for building autonomous AI agents that reason, plan, and use tools.",
    "| Tool | Problem Solved | Primary Users | URL |",
    "| **OpenAI Agents SDK** | Build agents with OpenAI's native tooling | OpenAI API users | [github.com/openai/openai-agents-python](https://github.com/openai/openai-agents-python) |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/natnew/Awesome-Prompt-Engineering/blob/main/AI_Tools.md",
   "project": "Anthropic MCP",
   "repository": "https://modelcontextprotocol.io/",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "title | AI Tools Information",
    "## Agent Orchestration",
    "Frameworks for building autonomous AI agents that reason, plan, and use tools.",
    "| Tool | Problem Solved | Primary Users | URL |",
    "| **Anthropic MCP** | Model Context Protocol for standardized tool integration | Developers building tool-using agents | [modelcontextprotocol.io](https://modelcontextprotocol.io/) |"
   ],
   "repository_evidence": [
    "title | AI Tools Information",
    "## Agent Orchestration",
    "Frameworks for building autonomous AI agents that reason, plan, and use tools.",
    "| Tool | Problem Solved | Primary Users | URL |",
    "| **Anthropic MCP** | Model Context Protocol for standardized tool integration | Developers building tool-using agents | [modelcontextprotocol.io](https://modelcontextprotocol.io/) |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/natnew/Awesome-Prompt-Engineering/blob/main/AI_Tools.md",
   "project": "Letta (MemGPT)",
   "repository": "https://www.letta.com/",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "title | AI Tools Information",
    "## Agent Orchestration",
    "Frameworks for building autonomous AI agents that reason, plan, and use tools.",
    "| Tool | Problem Solved | Primary Users | URL |",
    "| **Letta (MemGPT)** | Agents with persistent memory and self-editing | Long-running agent applications | [letta.com](https://www.letta.com/) |"
   ],
   "repository_evidence": [
    "title | AI Tools Information",
    "## Agent Orchestration",
    "Frameworks for building autonomous AI agents that reason, plan, and use tools.",
    "| Tool | Problem Solved | Primary Users | URL |",
    "| **Letta (MemGPT)** | Agents with persistent memory and self-editing | Long-running agent applications | [letta.com](https://www.letta.com/) |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/natnew/Awesome-Prompt-Engineering/blob/main/AI_Tools.md",
   "project": "Agency Swarm",
   "repository": "https://github.com/VRSEN/agency-swarm",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "title | AI Tools Information",
    "## Agent Orchestration",
    "Frameworks for building autonomous AI agents that reason, plan, and use tools.",
    "| Tool | Problem Solved | Primary Users | URL |",
    "| **Agency Swarm** | Framework for creating collaborative agent swarms | Agent developers | [github.com/VRSEN/agency-swarm](https://github.com/VRSEN/agency-swarm) |"
   ],
   "repository_evidence": [
    "title | AI Tools Information",
    "## Agent Orchestration",
    "Frameworks for building autonomous AI agents that reason, plan, and use tools.",
    "| Tool | Problem Solved | Primary Users | URL |",
    "| **Agency Swarm** | Framework for creating collaborative agent swarms | Agent developers | [github.com/VRSEN/agency-swarm](https://github.com/VRSEN/agency-swarm) |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/natnew/Awesome-Prompt-Engineering/blob/main/AI_Tools.md",
   "project": "Composio",
   "repository": "https://composio.dev/",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "title | AI Tools Information",
    "## Agent Orchestration",
    "Frameworks for building autonomous AI agents that reason, plan, and use tools.",
    "| Tool | Problem Solved | Primary Users | URL |",
    "| **Composio** | 150+ tool integrations for AI agents (GitHub, Slack, etc.) | Agent builders needing integrations | [composio.dev](https://composio.dev/) |"
   ],
   "repository_evidence": [
    "title | AI Tools Information",
    "## Agent Orchestration",
    "Frameworks for building autonomous AI agents that reason, plan, and use tools.",
    "| Tool | Problem Solved | Primary Users | URL |",
    "| **Composio** | 150+ tool integrations for AI agents (GitHub, Slack, etc.) | Agent builders needing integrations | [composio.dev](https://composio.dev/) |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/natnew/Awesome-Prompt-Engineering/blob/main/AI_Tools.md",
   "project": "Agentops",
   "repository": "https://www.agentops.ai/",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "title | AI Tools Information",
    "## Agent Orchestration",
    "Frameworks for building autonomous AI agents that reason, plan, and use tools.",
    "| Tool | Problem Solved | Primary Users | URL |",
    "| **Agentops** | Agent observability and debugging | Teams debugging agent behavior | [agentops.ai](https://www.agentops.ai/) |"
   ],
   "repository_evidence": [
    "title | AI Tools Information",
    "## Agent Orchestration",
    "Frameworks for building autonomous AI agents that reason, plan, and use tools.",
    "| Tool | Problem Solved | Primary Users | URL |",
    "| **Agentops** | Agent observability and debugging | Teams debugging agent behavior | [agentops.ai](https://www.agentops.ai/) |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://gunbark.dev/content/bf2f4cc4-2b6c-4db0-ab51-58d31b7cd6a0",
   "project": "aider",
   "repository": "https://github.com/Aider-AI/aider",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "### [aider](https://github.com/Aider-AI/aider) `Python` \u00b7 `TypeScript` \u00b7 CLI AI pair programming in your terminal.",
    "## Coding Agents & Pair Programmers Agents that read, write, and refactor code in your repo."
   ],
   "repository_evidence": [
    "### [aider](https://github.com/Aider-AI/aider) `Python` \u00b7 `TypeScript` \u00b7 CLI AI pair programming in your terminal.",
    "## Coding Agents & Pair Programmers Agents that read, write, and refactor code in your repo."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://gunbark.dev/content/bf2f4cc4-2b6c-4db0-ab51-58d31b7cd6a0",
   "project": "OpenCode",
   "repository": "https://github.com/sst/opencode",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "### [OpenCode](https://github.com/sst/opencode) `Apache-2.0` \u00b7 `MIT` \u00b7 TUI Terminal-native coding agent with LSP integration \u2014 it loads the right language server so the model sees real type information, not guesses.",
    "## Coding Agents & Pair Programmers Agents that read, write, and refactor code in your repo."
   ],
   "repository_evidence": [
    "### [OpenCode](https://github.com/sst/opencode) `Apache-2.0` \u00b7 `MIT` \u00b7 TUI Terminal-native coding agent with LSP integration \u2014 it loads the right language server so the model sees real type information, not guesses.",
    "## Coding Agents & Pair Programmers Agents that read, write, and refactor code in your repo."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://gunbark.dev/content/bf2f4cc4-2b6c-4db0-ab51-58d31b7cd6a0",
   "project": "Cline",
   "repository": "https://github.com/cline/cline",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "### [Cline](https://github.com/cline/cline) `TypeScript` \u00b7 `Apache-2.0` \u00b7 VS Code extension Autonomous coding agent inside VS Code.",
    "## Coding Agents & Pair Programmers Agents that read, write, and refactor code in your repo."
   ],
   "repository_evidence": [
    "### [Cline](https://github.com/cline/cline) `TypeScript` \u00b7 `Apache-2.0` \u00b7 VS Code extension Autonomous coding agent inside VS Code.",
    "## Coding Agents & Pair Programmers Agents that read, write, and refactor code in your repo."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://gunbark.dev/content/bf2f4cc4-2b6c-4db0-ab51-58d31b7cd6a0",
   "project": "Continue",
   "repository": "https://github.com/continuedev/break",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "### [Continue](https://github.com/continuedev/break) `TypeScript` \u00b7 `Python` \u00b7 VS Code + JetBrains Build your own AI code assistant \u2014 autocomplete, chat, or edit, configured with your own models and context providers.",
    "## Coding Agents & Pair Programmers Agents that read, write, and refactor code in your repo."
   ],
   "repository_evidence": [
    "### [Continue](https://github.com/continuedev/break) `TypeScript` \u00b7 `Python` \u00b7 VS Code + JetBrains Build your own AI code assistant \u2014 autocomplete, chat, or edit, configured with your own models and context providers.",
    "## Coding Agents & Pair Programmers Agents that read, write, and refactor code in your repo."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://gunbark.dev/content/bf2f4cc4-2b6c-4db0-ab51-58d31b7cd6a0",
   "project": "OpenHands",
   "repository": "https://github.com/All-Hands-AI/OpenHands",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "### [OpenHands](https://github.com/All-Hands-AI/OpenHands) `Apache-2.0` \u00b7 `MIT` \u00b7 Web + headless Agents that do what a developer does \u2014 modify code, run commands, browse the web, call APIs \u2014 inside a sandboxed runtime.",
    "## Coding Agents & Pair Programmers Agents that read, write, and refactor code in your repo."
   ],
   "repository_evidence": [
    "### [OpenHands](https://github.com/All-Hands-AI/OpenHands) `Apache-2.0` \u00b7 `MIT` \u00b7 Web + headless Agents that do what a developer does \u2014 modify code, run commands, browse the web, call APIs \u2014 inside a sandboxed runtime.",
    "## Coding Agents & Pair Programmers Agents that read, write, and refactor code in your repo."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://gunbark.dev/content/bf2f4cc4-2b6c-4db0-ab51-58d31b7cd6a0",
   "project": "Goose",
   "repository": "https://github.com/block/goose",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "### [Goose](https://github.com/block/goose) `Python` \u00b7 `MIT` \u00b7 CLI Research-grade agent that turns a GitHub issue into a pull request.",
    "## Coding Agents & Pair Programmers Agents that read, write, and refactor code in your repo."
   ],
   "repository_evidence": [
    "### [Goose](https://github.com/block/goose) `Python` \u00b7 `MIT` \u00b7 CLI Research-grade agent that turns a GitHub issue into a pull request.",
    "## Coding Agents & Pair Programmers Agents that read, write, and refactor code in your repo."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://gunbark.dev/content/bf2f4cc4-2b6c-4db0-ab51-58d31b7cd6a0",
   "project": "SWE-agent",
   "repository": "https://github.com/SWE-agent/SWE-agent",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "### [SWE-agent](https://github.com/SWE-agent/SWE-agent) `Rust` \u00b7 `TypeScript` \u00b7 CLI - desktop Extensible autonomous agent from Block, now governed by the Linux Foundation.",
    "## Coding Agents & Pair Programmers Agents that read, write, and refactor code in your repo."
   ],
   "repository_evidence": [
    "### [SWE-agent](https://github.com/SWE-agent/SWE-agent) `Rust` \u00b7 `TypeScript` \u00b7 CLI - desktop Extensible autonomous agent from Block, now governed by the Linux Foundation.",
    "## Coding Agents & Pair Programmers Agents that read, write, and refactor code in your repo."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://gunbark.dev/content/bf2f4cc4-2b6c-4db0-ab51-58d31b7cd6a0",
   "project": "Kilo Code",
   "repository": "https://github.com/Kilo-Org/kilocode",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "### [Kilo Code](https://github.com/Kilo-Org/kilocode) `Apache-2.0` \u00b7 `Apache-2.0` \u00b7 VS Code - JetBrains Open-source IDE agent that merged the best of Roo Code and Cline into one extension.",
    "## Coding Agents & Pair Programmers Agents that read, write, and refactor code in your repo."
   ],
   "repository_evidence": [
    "### [Kilo Code](https://github.com/Kilo-Org/kilocode) `Apache-2.0` \u00b7 `Apache-2.0` \u00b7 VS Code - JetBrains Open-source IDE agent that merged the best of Roo Code and Cline into one extension.",
    "## Coding Agents & Pair Programmers Agents that read, write, and refactor code in your repo."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://gunbark.dev/content/bf2f4cc4-2b6c-4db0-ab51-58d31b7cd6a0",
   "project": "Tabby",
   "repository": "https://github.com/TabbyML/tabby",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "### [Tabby](https://github.com/TabbyML/tabby) `Rust` \u00b7 `Apache-2.0` \u00b7 Self-hosted server Self-hosted AI coding assistant with its own inference server, no external API calls.",
    "## Coding Agents & Pair Programmers Agents that read, write, and refactor code in your repo."
   ],
   "repository_evidence": [
    "### [Tabby](https://github.com/TabbyML/tabby) `Rust` \u00b7 `Apache-2.0` \u00b7 Self-hosted server Self-hosted AI coding assistant with its own inference server, no external API calls.",
    "## Coding Agents & Pair Programmers Agents that read, write, and refactor code in your repo."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://gunbark.dev/content/bf2f4cc4-2b6c-4db0-ab51-58d31b7cd6a0",
   "project": "gpt-engineer",
   "repository": "https://github.com/gpt-engineer-org/gpt-engineer",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "### [gpt-engineer](https://github.com/gpt-engineer-org/gpt-engineer) `Python` \u00b7 `MIT` \u00b7 CLI Describe a project in natural language; it writes and iterates on the whole codebase.",
    "## Coding Agents & Pair Programmers Agents that read, write, and refactor code in your repo."
   ],
   "repository_evidence": [
    "### [gpt-engineer](https://github.com/gpt-engineer-org/gpt-engineer) `Python` \u00b7 `MIT` \u00b7 CLI Describe a project in natural language; it writes and iterates on the whole codebase.",
    "## Coding Agents & Pair Programmers Agents that read, write, and refactor code in your repo."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://gunbark.dev/content/bf2f4cc4-2b6c-4db0-ab51-58d31b7cd6a0",
   "project": "bolt.diy",
   "repository": "https://github.com/stackblitz-labs/bolt.diy",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "### [bolt.diy](https://github.com/stackblitz-labs/bolt.diy) `MIT` \u00b7 `TypeScript` Official open-source fork of Bolt.new.",
    "## Prompt-to-App Builders Prompt in, deployed full-stack app out."
   ],
   "repository_evidence": [
    "### [bolt.diy](https://github.com/stackblitz-labs/bolt.diy) `MIT` \u00b7 `TypeScript` Official open-source fork of Bolt.new.",
    "## Prompt-to-App Builders Prompt in, deployed full-stack app out."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://gunbark.dev/content/bf2f4cc4-2b6c-4db0-ab51-58d31b7cd6a0",
   "project": "Open Design",
   "repository": "https://github.com/nexu-io/open-design",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "### [Open Design](https://github.com/nexu-io/open-design) `TypeScript` \u00b7 `Apache-2.0` \u00b7 Desktop - web Turns the coding agent you already have into a design engine \u2014 prototypes, landing pages, dashboards, slides, images, or video, exported as HTML/PDF/PPTX/MP4.",
    "## Prompt-to-App Builders Prompt in, deployed full-stack app out."
   ],
   "repository_evidence": [
    "### [Open Design](https://github.com/nexu-io/open-design) `TypeScript` \u00b7 `Apache-2.0` \u00b7 Desktop - web Turns the coding agent you already have into a design engine \u2014 prototypes, landing pages, dashboards, slides, images, or video, exported as HTML/PDF/PPTX/MP4.",
    "## Prompt-to-App Builders Prompt in, deployed full-stack app out."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://gunbark.dev/content/bf2f4cc4-2b6c-4db0-ab51-58d31b7cd6a0",
   "project": "OpenUI",
   "repository": "https://github.com/wandb/openui",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "### [OpenUI](https://github.com/wandb/openui) `Apache-2.0` \u00b7 `Python + TypeScript` Describe a UI, watch it render live, convert it to React/Svelte/Vue.",
    "## Prompt-to-App Builders Prompt in, deployed full-stack app out."
   ],
   "repository_evidence": [
    "### [OpenUI](https://github.com/wandb/openui) `Apache-2.0` \u00b7 `Python + TypeScript` Describe a UI, watch it render live, convert it to React/Svelte/Vue.",
    "## Prompt-to-App Builders Prompt in, deployed full-stack app out."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://gunbark.dev/content/bf2f4cc4-2b6c-4db0-ab51-58d31b7cd6a0",
   "project": "Dyad",
   "repository": "https://github.com/dyad-sh/dyad",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "### [Dyad](https://github.com/dyad-sh/dyad) `TypeScript` \u00b7 `Apache-2.0` \u00b7 Desktop Local, open-source AI app builder.",
    "## Prompt-to-App Builders Prompt in, deployed full-stack app out."
   ],
   "repository_evidence": [
    "### [Dyad](https://github.com/dyad-sh/dyad) `TypeScript` \u00b7 `Apache-2.0` \u00b7 Desktop Local, open-source AI app builder.",
    "## Prompt-to-App Builders Prompt in, deployed full-stack app out."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://aitools.flocci.in/alternatives/browser-use",
   "project": "Playwright MCP",
   "repository": "https://github.com/microsoft/playwright-mcp",
   "stars": "36000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Best free Browser Use alternatives",
    "Looking for a free alternative to Browser Use? Here are 9 browser & computer-use agents worth trying \u2014 8 with a free tier. Browser Use itself is [free tier + paid](/tool/browser-use).",
    "| Tool | [Browser Use](/tool/browser-use) (you searched) | [Playwright MCP](/tool/playwright-mcp) | [Browserbase](/tool/browserbase) | [Skyvern](/tool/skyvern) |",
    "Playwright MCP is the closest free alternative to Browser Use: same Browser & Computer-Use Agents sub-category, and it is free. Official Microsoft MCP server exposing Playwright browser control to any MCP client"
   ],
   "repository_evidence": [
    "# Best free Browser Use alternatives",
    "Looking for a free alternative to Browser Use? Here are 9 browser & computer-use agents worth trying \u2014 8 with a free tier. Browser Use itself is [free tier + paid](/tool/browser-use).",
    "| Tool | [Browser Use](/tool/browser-use) (you searched) | [Playwright MCP](/tool/playwright-mcp) | [Browserbase](/tool/browserbase) | [Skyvern](/tool/skyvern) |",
    "| **Visit** | [Open \u2197](https://browser-use.com/) | [Open \u2197](https://github.com/microsoft/playwright-mcp) | [Open \u2197](https://www.browserbase.com/) | [Open \u2197](https://www.skyvern.com/) |"
   ],
   "stars_evidence": [
    "# Best free Browser Use alternatives",
    "Looking for a free alternative to Browser Use? Here are 9 browser & computer-use agents worth trying \u2014 8 with a free tier. Browser Use itself is [free tier + paid](/tool/browser-use).",
    "- 36k+ GitHub stars, Apache-2.0 licensed"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://aitools.flocci.in/alternatives/browser-use",
   "project": "Skyvern",
   "repository": "https://www.skyvern.com/",
   "stars": "22700",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Best free Browser Use alternatives",
    "Looking for a free alternative to Browser Use? Here are 9 browser & computer-use agents worth trying \u2014 8 with a free tier. Browser Use itself is [free tier + paid](/tool/browser-use).",
    "| Tool | [Browser Use](/tool/browser-use) (you searched) | [Playwright MCP](/tool/playwright-mcp) | [Browserbase](/tool/browserbase) | [Skyvern](/tool/skyvern) |",
    "### [Skyvern](/tool/skyvern)"
   ],
   "repository_evidence": [
    "# Best free Browser Use alternatives",
    "Looking for a free alternative to Browser Use? Here are 9 browser & computer-use agents worth trying \u2014 8 with a free tier. Browser Use itself is [free tier + paid](/tool/browser-use).",
    "| Tool | [Browser Use](/tool/browser-use) (you searched) | [Playwright MCP](/tool/playwright-mcp) | [Browserbase](/tool/browserbase) | [Skyvern](/tool/skyvern) |",
    "| **Visit** | [Open \u2197](https://browser-use.com/) | [Open \u2197](https://github.com/microsoft/playwright-mcp) | [Open \u2197](https://www.browserbase.com/) | [Open \u2197](https://www.skyvern.com/) |"
   ],
   "stars_evidence": [
    "# Best free Browser Use alternatives",
    "Looking for a free alternative to Browser Use? Here are 9 browser & computer-use agents worth trying \u2014 8 with a free tier. Browser Use itself is [free tier + paid](/tool/browser-use).",
    "- 22,700+ GitHub stars, self-hostable via Docker"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/hyp1231%2Fawesome-llm-powered-agent",
   "project": "Auto-GPT",
   "repository": "https://github.com/Significant-Gravitas/Auto-GPT",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-llm-powered-agent",
    "- ## Open-Source Projects",
    "  - ### Autonomous Task Solver Projects",
    "    - [Auto-GPT Stars](https://img.shields.io/github/stars/Significant-Gravitas/Auto-GPT) - GPT](https://github.com/Significant-Gravitas/Auto-GPT) - An experimental open-source attempt to make GPT-4 fully autonomous."
   ],
   "repository_evidence": [
    "# awesome-llm-powered-agent",
    "- ## Open-Source Projects",
    "  - ### Autonomous Task Solver Projects",
    "    - [Auto-GPT Stars](https://img.shields.io/github/stars/Significant-Gravitas/Auto-GPT) - GPT](https://github.com/Significant-Gravitas/Auto-GPT) - An experimental open-source attempt to make GPT-4 fully autonomous."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/hyp1231%2Fawesome-llm-powered-agent",
   "project": "LangChain",
   "repository": "https://github.com/langchain-ai/langchain",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-llm-powered-agent",
    "- ## Open-Source Projects",
    "  - ### Autonomous Task Solver Projects",
    "    - [LangChain Stars](https://img.shields.io/github/stars/langchain-ai/langchain) - ai/langchain) - Building applications with LLMs through composability."
   ],
   "repository_evidence": [
    "# awesome-llm-powered-agent",
    "- ## Open-Source Projects",
    "  - ### Autonomous Task Solver Projects",
    "    - [LangChain Stars](https://img.shields.io/github/stars/langchain-ai/langchain) - ai/langchain) - Building applications with LLMs through composability."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/hyp1231%2Fawesome-llm-powered-agent",
   "project": "GPT Engineer",
   "repository": "https://github.com/AntonOsika/gpt-engineer",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-llm-powered-agent",
    "- ## Open-Source Projects",
    "  - ### Autonomous Task Solver Projects",
    "    - [GPT Engineer Stars](https://img.shields.io/github/stars/AntonOsika/gpt-engineer) - engineer) - Specify what you want it to build, the AI asks for clarification, and then builds it."
   ],
   "repository_evidence": [
    "# awesome-llm-powered-agent",
    "- ## Open-Source Projects",
    "  - ### Autonomous Task Solver Projects",
    "    - [GPT Engineer Stars](https://img.shields.io/github/stars/AntonOsika/gpt-engineer) - engineer) - Specify what you want it to build, the AI asks for clarification, and then builds it."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/hyp1231%2Fawesome-llm-powered-agent",
   "project": "MetaGPT",
   "repository": "https://github.com/geekan/MetaGPT",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-llm-powered-agent",
    "- ## Open-Source Projects",
    "  - ### Autonomous Task Solver Projects",
    "    - [MetaGPT Stars](https://img.shields.io/github/stars/geekan/MetaGPT) - \ud83c\udf1f The Multi-Agent Framework: Given one line Requirement, return PRD, Design, Tasks, Repo."
   ],
   "repository_evidence": [
    "# awesome-llm-powered-agent",
    "- ## Open-Source Projects",
    "  - ### Autonomous Task Solver Projects",
    "    - [MetaGPT Stars](https://img.shields.io/github/stars/geekan/MetaGPT) - \ud83c\udf1f The Multi-Agent Framework: Given one line Requirement, return PRD, Design, Tasks, Repo."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/hyp1231%2Fawesome-llm-powered-agent",
   "project": "BabyAGI",
   "repository": "https://github.com/yoheinakajima/babyagi",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-llm-powered-agent",
    "- ## Open-Source Projects",
    "  - ### Autonomous Task Solver Projects",
    "    - [BabyAGI Stars](https://img.shields.io/github/stars/yoheinakajima/babyagi) - An AI-powered task management system."
   ],
   "repository_evidence": [
    "# awesome-llm-powered-agent",
    "- ## Open-Source Projects",
    "  - ### Autonomous Task Solver Projects",
    "    - [BabyAGI Stars](https://img.shields.io/github/stars/yoheinakajima/babyagi) - An AI-powered task management system."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/hyp1231%2Fawesome-llm-powered-agent",
   "project": "L2MAC",
   "repository": "https://github.com/samholt/L2MAC",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-llm-powered-agent",
    "- ## Open-Source Projects",
    "  - ### Autonomous Task Solver Projects",
    "    - [L2MAC Stars](https://img.shields.io/github/stars/samholt/L2MAC) - \ud83d\ude80 The LLM Automatic Computer Framework: L2MAC"
   ],
   "repository_evidence": [
    "# awesome-llm-powered-agent",
    "- ## Open-Source Projects",
    "  - ### Autonomous Task Solver Projects",
    "    - [L2MAC Stars](https://img.shields.io/github/stars/samholt/L2MAC) - \ud83d\ude80 The LLM Automatic Computer Framework: L2MAC"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/hyp1231%2Fawesome-llm-powered-agent",
   "project": "Yacana",
   "repository": "https://github.com/rememberSoftwares/yacana",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-llm-powered-agent",
    "- ## Open-Source Projects",
    "  - ### Autonomous Task Solver Projects",
    "    - [Yacana Stars](https://img.shields.io/github/stars/rememberSoftwares/yacana) - \ud83d\udd2d\ud83e\udd99 Powering opensource LLMs with multi-agent chats and builing workflows."
   ],
   "repository_evidence": [
    "# awesome-llm-powered-agent",
    "- ## Open-Source Projects",
    "  - ### Autonomous Task Solver Projects",
    "    - [Yacana Stars](https://img.shields.io/github/stars/rememberSoftwares/yacana) - \ud83d\udd2d\ud83e\udd99 Powering opensource LLMs with multi-agent chats and builing workflows."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/hyp1231%2Fawesome-llm-powered-agent",
   "project": "Saplings",
   "repository": "https://github.com/shobrook/saplings",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-llm-powered-agent",
    "- ## Open-Source Projects",
    "  - ### Autonomous Task Solver Projects",
    "    - [Saplings Stars](https://img.shields.io/github/stars/shobrook/saplings)"
   ],
   "repository_evidence": [
    "# awesome-llm-powered-agent",
    "- ## Open-Source Projects",
    "  - ### Autonomous Task Solver Projects",
    "    - [Saplings Stars](https://img.shields.io/github/stars/shobrook/saplings)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/hyp1231%2Fawesome-llm-powered-agent",
   "project": "OS-Copilot",
   "repository": "https://github.com/OS-Copilot/OS-Copilot",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-llm-powered-agent",
    "- ## Open-Source Projects",
    "  - ### Autonomous Task Solver Projects",
    "    - [OS-Copilot Stars](https://img.shields.io/github/stars/OS-Copilot/OS-Copilot) - Copilot/OS-Copilot) - A self-improving conversational agent integrated into the operating system to automate daily tasks."
   ],
   "repository_evidence": [
    "# awesome-llm-powered-agent",
    "- ## Open-Source Projects",
    "  - ### Autonomous Task Solver Projects",
    "    - [OS-Copilot Stars](https://img.shields.io/github/stars/OS-Copilot/OS-Copilot) - Copilot/OS-Copilot) - A self-improving conversational agent integrated into the operating system to automate daily tasks."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/hyp1231%2Fawesome-llm-powered-agent",
   "project": "AI Town",
   "repository": "https://github.com/a16z-infra/ai-town",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-llm-powered-agent",
    "- ## Open-Source Projects",
    "  - ### Multi-Agent Simulation Projects",
    "    - [AI Town Stars](https://img.shields.io/github/stars/a16z-infra/ai-town) - infra/ai-town) - A deployable starter kit for building and customizing your own version of AI town - a virtual town where AI characters live, chat and socialize."
   ],
   "repository_evidence": [
    "# awesome-llm-powered-agent",
    "- ## Open-Source Projects",
    "  - ### Multi-Agent Simulation Projects",
    "    - [AI Town Stars](https://img.shields.io/github/stars/a16z-infra/ai-town) - infra/ai-town) - A deployable starter kit for building and customizing your own version of AI town - a virtual town where AI characters live, chat and socialize."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/hyp1231%2Fawesome-llm-powered-agent",
   "project": "GPTeam",
   "repository": "https://github.com/101dotxyz/GPTeam",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-llm-powered-agent",
    "- ## Open-Source Projects",
    "  - ### Multi-Agent Simulation Projects",
    "    - [GPTeam Stars](https://img.shields.io/github/stars/101dotxyz/GPTeam) - An open-source multi-agent simulation."
   ],
   "repository_evidence": [
    "# awesome-llm-powered-agent",
    "- ## Open-Source Projects",
    "  - ### Multi-Agent Simulation Projects",
    "    - [GPTeam Stars](https://img.shields.io/github/stars/101dotxyz/GPTeam) - An open-source multi-agent simulation."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/hyp1231%2Fawesome-llm-powered-agent",
   "project": "ChatArena",
   "repository": "https://github.com/chatarena/chatarena",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-llm-powered-agent",
    "- ## Open-Source Projects",
    "  - ### Multi-Agent Simulation Projects",
    "    - [ChatArena Stars](https://img.shields.io/github/stars/chatarena/chatarena) - Multi-agent language game environments for LLMs."
   ],
   "repository_evidence": [
    "# awesome-llm-powered-agent",
    "- ## Open-Source Projects",
    "  - ### Multi-Agent Simulation Projects",
    "    - [ChatArena Stars](https://img.shields.io/github/stars/chatarena/chatarena) - Multi-agent language game environments for LLMs."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/hyp1231%2Fawesome-llm-powered-agent",
   "project": "AgentVerse",
   "repository": "https://github.com/OpenBMB/AgentVerse",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-llm-powered-agent",
    "- ## Open-Source Projects",
    "  - ### Multi-Agent Simulation Projects",
    "    - [AgentVerse Stars](https://img.shields.io/github/stars/OpenBMB/AgentVerse) - A flexible framework that simplifies the process of building custom multi-agent environments for large language models (LLMs)."
   ],
   "repository_evidence": [
    "# awesome-llm-powered-agent",
    "- ## Open-Source Projects",
    "  - ### Multi-Agent Simulation Projects",
    "    - [AgentVerse Stars](https://img.shields.io/github/stars/OpenBMB/AgentVerse) - A flexible framework that simplifies the process of building custom multi-agent environments for large language models (LLMs)."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/hyp1231%2Fawesome-llm-powered-agent",
   "project": "FastAgency",
   "repository": "https://github.com/airtai/FastAgency",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-llm-powered-agent",
    "- ## Papers",
    "  - ### Agents-Powered LLMs",
    "    - [Aug 2023](https://github.com/airtai/FastAgency)"
   ],
   "repository_evidence": [
    "# awesome-llm-powered-agent",
    "- ## Papers",
    "  - ### Agents-Powered LLMs",
    "    - [Aug 2023](https://github.com/airtai/FastAgency)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://medium.com/newaitools/ditch-the-waitlist-openmanus-vs-manus-ai-the-open-source-revolution-begins-778d1291682b",
   "project": "OpenManus",
   "repository": null,
   "stars": "16000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Ditch the Waitlist! OpenManus vs. Manus AI: The Open-Source Revolution Begins",
    "The AI landscape is evolving rapidly, and **OpenManus** is at the forefront \u2014 an open-source, Python-based alternative to the exclusive **Manus AI**."
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "Ditch the Waitlist! OpenManus vs. Manus AI: The Open-Source Revolution Begins",
    "Its impact was immediate: in just **48 hours**, OpenManus secured **16,000+ GitHub stars**, signaling a major shift in the AI developer community (*DEV Community*, 2025)."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://testmuai.com/blog/llm-agent-frameworks",
   "project": "LangGraph",
   "repository": null,
   "stars": "35000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "9 Best LLM Agent Frameworks for 2026",
    "Compare the 9 best LLM agent frameworks for 2026, from LangGraph and CrewAI to Google ADK, with orchestration models, licenses, and how to test what you build.",
    "### 1. LangGraph",
    "**LangGraph**, from the LangChain team, models an agent as a graph of nodes and edges with explicit shared state."
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "9 Best LLM Agent Frameworks for 2026",
    "Compare the 9 best LLM agent frameworks for 2026, from LangGraph and CrewAI to Google ADK, with orchestration models, licenses, and how to test what you build.",
    "### 1. LangGraph",
    "That control is why it shows up most often in production-grade, stateful agents (~35,000 GitHub stars, MIT license)."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://testmuai.com/blog/llm-agent-frameworks",
   "project": "CrewAI",
   "repository": null,
   "stars": "54000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "9 Best LLM Agent Frameworks for 2026",
    "Compare the 9 best LLM agent frameworks for 2026, from LangGraph and CrewAI to Google ADK, with orchestration models, licenses, and how to test what you build.",
    "### 2. CrewAI",
    "**CrewAI** is a standalone, lean framework built around a simple mental model: you define agents with roles and goals, give them tasks, and assemble them into a crew that runs sequentially or in parallel."
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "9 Best LLM Agent Frameworks for 2026",
    "Compare the 9 best LLM agent frameworks for 2026, from LangGraph and CrewAI to Google ADK, with orchestration models, licenses, and how to test what you build.",
    "### 2. CrewAI",
    "It is the fastest path from idea to a working multi-agent prototype when work splits cleanly into roles like researcher, writer, and reviewer (~54,000 GitHub stars, MIT license)."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://testmuai.com/blog/llm-agent-frameworks",
   "project": "Microsoft Agent Framework",
   "repository": null,
   "stars": "11000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "9 Best LLM Agent Frameworks for 2026",
    "Compare the 9 best LLM agent frameworks for 2026, from LangGraph and CrewAI to Google ADK, with orchestration models, licenses, and how to test what you build.",
    "### 3. Microsoft Agent Framework",
    "The **Microsoft Agent Framework** is the direct successor to both AutoGen and Semantic Kernel, created by the same teams and combining AutoGen's simple agent abstractions with Semantic Kernel's enterprise features."
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "9 Best LLM Agent Frameworks for 2026",
    "Compare the 9 best LLM agent frameworks for 2026, from LangGraph and CrewAI to Google ADK, with orchestration models, licenses, and how to test what you build.",
    "### 3. Microsoft Agent Framework",
    "It adds graph-based workflows for explicit multi-agent orchestration on top of single-agent building blocks (~11,000 GitHub stars, MIT license)."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://testmuai.com/blog/llm-agent-frameworks",
   "project": "OpenAI Agents SDK",
   "repository": null,
   "stars": "27000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "9 Best LLM Agent Frameworks for 2026",
    "Compare the 9 best LLM agent frameworks for 2026, from LangGraph and CrewAI to Google ADK, with orchestration models, licenses, and how to test what you build.",
    "### 4. OpenAI Agents SDK",
    "The **OpenAI Agents SDK** is the production-ready successor to OpenAI's experimental Swarm project."
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "9 Best LLM Agent Frameworks for 2026",
    "Compare the 9 best LLM agent frameworks for 2026, from LangGraph and CrewAI to Google ADK, with orchestration models, licenses, and how to test what you build.",
    "### 4. OpenAI Agents SDK",
    "It keeps a small surface area built on four primitives, agents, handoffs, guardrails, and tracing, so OpenAI-native teams can stand up a multi-agent app without much ceremony (~27,000 GitHub stars, MIT license)."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://testmuai.com/blog/llm-agent-frameworks",
   "project": "LlamaIndex",
   "repository": null,
   "stars": "50000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "9 Best LLM Agent Frameworks for 2026",
    "Compare the 9 best LLM agent frameworks for 2026, from LangGraph and CrewAI to Google ADK, with orchestration models, licenses, and how to test what you build.",
    "### 5. LlamaIndex",
    "**LlamaIndex** started as a data framework for retrieval-augmented generation and grew agent capabilities on top of that strength."
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "9 Best LLM Agent Frameworks for 2026",
    "Compare the 9 best LLM agent frameworks for 2026, from LangGraph and CrewAI to Google ADK, with orchestration models, licenses, and how to test what you build.",
    "### 5. LlamaIndex",
    "If your agent's job is to reason over private documents, databases, and knowledge bases, its indexing, retrieval, and AgentWorkflow tooling is hard to beat (~50,000 GitHub stars, MIT license)."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://testmuai.com/blog/llm-agent-frameworks",
   "project": "Pydantic AI",
   "repository": null,
   "stars": "18000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "9 Best LLM Agent Frameworks for 2026",
    "Compare the 9 best LLM agent frameworks for 2026, from LangGraph and CrewAI to Google ADK, with orchestration models, licenses, and how to test what you build.",
    "### 6. Pydantic AI",
    "**Pydantic AI**, from the team behind Pydantic, brings the type-safety mindset that powers much of the Python AI ecosystem to agents."
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "9 Best LLM Agent Frameworks for 2026",
    "Compare the 9 best LLM agent frameworks for 2026, from LangGraph and CrewAI to Google ADK, with orchestration models, licenses, and how to test what you build.",
    "### 6. Pydantic AI",
    "It is model-agnostic and leans on validated, structured outputs, so the agent's responses fit a schema your code can trust (~18,000 GitHub stars, MIT license)."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://testmuai.com/blog/llm-agent-frameworks",
   "project": "Google ADK",
   "repository": null,
   "stars": "20000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "9 Best LLM Agent Frameworks for 2026",
    "Compare the 9 best LLM agent frameworks for 2026, from LangGraph and CrewAI to Google ADK, with orchestration models, licenses, and how to test what you build.",
    "### 7. Google ADK",
    "The **Google Agent Development Kit (ADK)** is an open-source, code-first toolkit for building, evaluating, and deploying agents."
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "9 Best LLM Agent Frameworks for 2026",
    "Compare the 9 best LLM agent frameworks for 2026, from LangGraph and CrewAI to Google ADK, with orchestration models, licenses, and how to test what you build.",
    "### 7. Google ADK",
    "It is optimized for Gemini and the Google Cloud stack but stays model-agnostic, and it ships built-in evaluation and deployment paths that many lighter frameworks leave to you (~20,000 GitHub stars, Apache 2.0 license)."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://testmuai.com/blog/llm-agent-frameworks",
   "project": "smolagents",
   "repository": null,
   "stars": "28000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "9 Best LLM Agent Frameworks for 2026",
    "Compare the 9 best LLM agent frameworks for 2026, from LangGraph and CrewAI to Google ADK, with orchestration models, licenses, and how to test what you build.",
    "### 8. smolagents",
    "**smolagents**, from Hugging Face, is a deliberately minimal library whose core is under a thousand lines of code."
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "9 Best LLM Agent Frameworks for 2026",
    "Compare the 9 best LLM agent frameworks for 2026, from LangGraph and CrewAI to Google ADK, with orchestration models, licenses, and how to test what you build.",
    "### 8. smolagents",
    "Its signature idea is the code agent: instead of emitting JSON tool calls, the agent writes its actions as Python snippets, which makes loops, conditionals, and tool composition natural."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://testmuai.com/blog/llm-agent-frameworks",
   "project": "Agno",
   "repository": null,
   "stars": "41000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "9 Best LLM Agent Frameworks for 2026",
    "Compare the 9 best LLM agent frameworks for 2026, from LangGraph and CrewAI to Google ADK, with orchestration models, licenses, and how to test what you build.",
    "### 9. Agno",
    "**Agno** (formerly Phidata) focuses on performance and multi-modality."
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "9 Best LLM Agent Frameworks for 2026",
    "Compare the 9 best LLM agent frameworks for 2026, from LangGraph and CrewAI to Google ADK, with orchestration models, licenses, and how to test what you build.",
    "### 9. Agno",
    "It builds agents that work with text, image, audio, and video, plugs into a wide range of models and vector stores, and ships memory and knowledge primitives, with an emphasis on low instantiation overhead at scale (~41,000 GitHub stars, Apache 2.0 license)."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://pypi.org/project/letta-nightly/0.13.0.dev20251025104015",
   "project": "Letta",
   "repository": "https://github.com/letta-ai/letta",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Create LLM agents with long-term memory and custom tools",
    "# Letta (formerly MemGPT)",
    "Letta is the platform for building stateful agents: open AI with advanced memory that can learn and self-improve over time."
   ],
   "repository_evidence": [
    "Create LLM agents with long-term memory and custom tools",
    "### [One-Shot \u2728 Vibecoding \u26a1\ufe0f Prompts](https://github.com/letta-ai/letta/blob/main/fern/pages/getting-started/prompts.mdx)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://hidekazu-konishi.com/entry/strands_agents_multi_agent_patterns_guide.html",
   "project": "Strands Agents SDK",
   "repository": "https://github.com/strands-agents/sdk-python",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## Strands Agents Multi-Agent Pattern Selection Guide - Agents-as-Tools, Swarm, Graph, and Workflow",
    "Strands Agents is an open source AI agent SDK published by AWS.",
    "- [GitHub - strands-agents/sdk-python](https://github.com/strands-agents/sdk-python)"
   ],
   "repository_evidence": [
    "## Strands Agents Multi-Agent Pattern Selection Guide - Agents-as-Tools, Swarm, Graph, and Workflow",
    "- [GitHub - strands-agents/sdk-python](https://github.com/strands-agents/sdk-python)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://hidekazu-konishi.com/entry/strands_agents_multi_agent_patterns_guide.html",
   "project": "Strands Agents Tools",
   "repository": "https://github.com/strands-agents/tools",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## Strands Agents Multi-Agent Pattern Selection Guide - Agents-as-Tools, Swarm, Graph, and Workflow",
    "- [GitHub - strands-agents/tools](https://github.com/strands-agents/tools)"
   ],
   "repository_evidence": [
    "## Strands Agents Multi-Agent Pattern Selection Guide - Agents-as-Tools, Swarm, Graph, and Workflow",
    "- [GitHub - strands-agents/tools](https://github.com/strands-agents/tools)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://frontiernews.ai/news/article/the-30-year-old-shell-trick-that-defeats-every-ope-eb7a0220",
   "project": "Aider",
   "repository": "Aider-AI/aider",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# The 30-Year-Old Shell Trick That Defeats Every Open-Source Coding Agent",
    "Researchers at Adversa AI found that agents like Aider, Cline, Goose, and OpenCode rely on pattern-matching filters that inspect raw command text, but the bash shell rewrites and expands that text before execution, allowing attackers to slip malicious commands past the guards.",
    "The full set included sst/opencode, block/goose, cline/cline, RooCodeInc/Roo-Code, continuedev/continue, Aider-AI/aider, plandex-ai/plandex, OpenInterpreter/open-interpreter, All-Hands-AI/OpenHands, and SWE-agent/SWE-agent."
   ],
   "repository_evidence": [
    "# The 30-Year-Old Shell Trick That Defeats Every Open-Source Coding Agent",
    "The full set included sst/opencode, block/goose, cline/cline, RooCodeInc/Roo-Code, continuedev/continue, Aider-AI/aider, plandex-ai/plandex, OpenInterpreter/open-interpreter, All-Hands-AI/OpenHands, and SWE-agent/SWE-agent."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://frontiernews.ai/news/article/the-30-year-old-shell-trick-that-defeats-every-ope-eb7a0220",
   "project": "Cline",
   "repository": "cline/cline",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# The 30-Year-Old Shell Trick That Defeats Every Open-Source Coding Agent",
    "Researchers at Adversa AI found that agents like Aider, Cline, Goose, and OpenCode rely on pattern-matching filters that inspect raw command text, but the bash shell rewrites and expands that text before execution, allowing attackers to slip malicious commands past the guards.",
    "The full set included sst/opencode, block/goose, cline/cline, RooCodeInc/Roo-Code, continuedev/continue, Aider-AI/aider, plandex-ai/plandex, OpenInterpreter/open-interpreter, All-Hands-AI/OpenHands, and SWE-agent/SWE-agent."
   ],
   "repository_evidence": [
    "# The 30-Year-Old Shell Trick That Defeats Every Open-Source Coding Agent",
    "The full set included sst/opencode, block/goose, cline/cline, RooCodeInc/Roo-Code, continuedev/continue, Aider-AI/aider, plandex-ai/plandex, OpenInterpreter/open-interpreter, All-Hands-AI/OpenHands, and SWE-agent/SWE-agent."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://frontiernews.ai/news/article/the-30-year-old-shell-trick-that-defeats-every-ope-eb7a0220",
   "project": "Goose",
   "repository": "block/goose",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# The 30-Year-Old Shell Trick That Defeats Every Open-Source Coding Agent",
    "Researchers at Adversa AI found that agents like Aider, Cline, Goose, and OpenCode rely on pattern-matching filters that inspect raw command text, but the bash shell rewrites and expands that text before execution, allowing attackers to slip malicious commands past the guards.",
    "The full set included sst/opencode, block/goose, cline/cline, RooCodeInc/Roo-Code, continuedev/continue, Aider-AI/aider, plandex-ai/plandex, OpenInterpreter/open-interpreter, All-Hands-AI/OpenHands, and SWE-agent/SWE-agent."
   ],
   "repository_evidence": [
    "# The 30-Year-Old Shell Trick That Defeats Every Open-Source Coding Agent",
    "The full set included sst/opencode, block/goose, cline/cline, RooCodeInc/Roo-Code, continuedev/continue, Aider-AI/aider, plandex-ai/plandex, OpenInterpreter/open-interpreter, All-Hands-AI/OpenHands, and SWE-agent/SWE-agent."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://frontiernews.ai/news/article/the-30-year-old-shell-trick-that-defeats-every-ope-eb7a0220",
   "project": "OpenCode",
   "repository": "sst/opencode",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# The 30-Year-Old Shell Trick That Defeats Every Open-Source Coding Agent",
    "Researchers at Adversa AI found that agents like Aider, Cline, Goose, and OpenCode rely on pattern-matching filters that inspect raw command text, but the bash shell rewrites and expands that text before execution, allowing attackers to slip malicious commands past the guards.",
    "The full set included sst/opencode, block/goose, cline/cline, RooCodeInc/Roo-Code, continuedev/continue, Aider-AI/aider, plandex-ai/plandex, OpenInterpreter/open-interpreter, All-Hands-AI/OpenHands, and SWE-agent/SWE-agent."
   ],
   "repository_evidence": [
    "# The 30-Year-Old Shell Trick That Defeats Every Open-Source Coding Agent",
    "The full set included sst/opencode, block/goose, cline/cline, RooCodeInc/Roo-Code, continuedev/continue, Aider-AI/aider, plandex-ai/plandex, OpenInterpreter/open-interpreter, All-Hands-AI/OpenHands, and SWE-agent/SWE-agent."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://frontiernews.ai/news/article/the-30-year-old-shell-trick-that-defeats-every-ope-eb7a0220",
   "project": "Hermes",
   "repository": "NousResearch/hermes-agent",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# The 30-Year-Old Shell Trick That Defeats Every Open-Source Coding Agent",
    "Three agents, including Hermes, OpenCode, and Goose, ship a guard that exists but is defeated by the bypass classes.",
    "The research was triggered by a discovery in the NousResearch/hermes-agent project, where an approval gate could be bypassed via shell rewrites against a 30-pattern regex denylist."
   ],
   "repository_evidence": [
    "# The 30-Year-Old Shell Trick That Defeats Every Open-Source Coding Agent",
    "The research was triggered by a discovery in the NousResearch/hermes-agent project, where an approval gate could be bypassed via shell rewrites against a 30-pattern regex denylist."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://frontiernews.ai/news/article/the-30-year-old-shell-trick-that-defeats-every-ope-eb7a0220",
   "project": "Continue",
   "repository": "continuedev/continue",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# The 30-Year-Old Shell Trick That Defeats Every Open-Source Coding Agent",
    "Only one agent in the survey, Continue, implements a correctly designed guard that closes the structural majority of the bypass surface in its default IDE mode.",
    "The full set included sst/opencode, block/goose, cline/cline, RooCodeInc/Roo-Code, continuedev/continue, Aider-AI/aider, plandex-ai/plandex, OpenInterpreter/open-interpreter, All-Hands-AI/OpenHands, and SWE-agent/SWE-agent."
   ],
   "repository_evidence": [
    "# The 30-Year-Old Shell Trick That Defeats Every Open-Source Coding Agent",
    "The full set included sst/opencode, block/goose, cline/cline, RooCodeInc/Roo-Code, continuedev/continue, Aider-AI/aider, plandex-ai/plandex, OpenInterpreter/open-interpreter, All-Hands-AI/OpenHands, and SWE-agent/SWE-agent."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://frontiernews.ai/news/article/the-30-year-old-shell-trick-that-defeats-every-ope-eb7a0220",
   "project": "Roo-Code",
   "repository": "RooCodeInc/Roo-Code",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# The 30-Year-Old Shell Trick That Defeats Every Open-Source Coding Agent",
    "The full set included sst/opencode, block/goose, cline/cline, RooCodeInc/Roo-Code, continuedev/continue, Aider-AI/aider, plandex-ai/plandex, OpenInterpreter/open-interpreter, All-Hands-AI/OpenHands, and SWE-agent/SWE-agent."
   ],
   "repository_evidence": [
    "# The 30-Year-Old Shell Trick That Defeats Every Open-Source Coding Agent",
    "The full set included sst/opencode, block/goose, cline/cline, RooCodeInc/Roo-Code, continuedev/continue, Aider-AI/aider, plandex-ai/plandex, OpenInterpreter/open-interpreter, All-Hands-AI/OpenHands, and SWE-agent/SWE-agent."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://frontiernews.ai/news/article/the-30-year-old-shell-trick-that-defeats-every-ope-eb7a0220",
   "project": "Plandex",
   "repository": "plandex-ai/plandex",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# The 30-Year-Old Shell Trick That Defeats Every Open-Source Coding Agent",
    "The full set included sst/opencode, block/goose, cline/cline, RooCodeInc/Roo-Code, continuedev/continue, Aider-AI/aider, plandex-ai/plandex, OpenInterpreter/open-interpreter, All-Hands-AI/OpenHands, and SWE-agent/SWE-agent."
   ],
   "repository_evidence": [
    "# The 30-Year-Old Shell Trick That Defeats Every Open-Source Coding Agent",
    "The full set included sst/opencode, block/goose, cline/cline, RooCodeInc/Roo-Code, continuedev/continue, Aider-AI/aider, plandex-ai/plandex, OpenInterpreter/open-interpreter, All-Hands-AI/OpenHands, and SWE-agent/SWE-agent."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://frontiernews.ai/news/article/the-30-year-old-shell-trick-that-defeats-every-ope-eb7a0220",
   "project": "Open Interpreter",
   "repository": "OpenInterpreter/open-interpreter",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# The 30-Year-Old Shell Trick That Defeats Every Open-Source Coding Agent",
    "The full set included sst/opencode, block/goose, cline/cline, RooCodeInc/Roo-Code, continuedev/continue, Aider-AI/aider, plandex-ai/plandex, OpenInterpreter/open-interpreter, All-Hands-AI/OpenHands, and SWE-agent/SWE-agent."
   ],
   "repository_evidence": [
    "# The 30-Year-Old Shell Trick That Defeats Every Open-Source Coding Agent",
    "The full set included sst/opencode, block/goose, cline/cline, RooCodeInc/Roo-Code, continuedev/continue, Aider-AI/aider, plandex-ai/plandex, OpenInterpreter/open-interpreter, All-Hands-AI/OpenHands, and SWE-agent/SWE-agent."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://frontiernews.ai/news/article/the-30-year-old-shell-trick-that-defeats-every-ope-eb7a0220",
   "project": "OpenHands",
   "repository": "All-Hands-AI/OpenHands",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# The 30-Year-Old Shell Trick That Defeats Every Open-Source Coding Agent",
    "The full set included sst/opencode, block/goose, cline/cline, RooCodeInc/Roo-Code, continuedev/continue, Aider-AI/aider, plandex-ai/plandex, OpenInterpreter/open-interpreter, All-Hands-AI/OpenHands, and SWE-agent/SWE-agent."
   ],
   "repository_evidence": [
    "# The 30-Year-Old Shell Trick That Defeats Every Open-Source Coding Agent",
    "The full set included sst/opencode, block/goose, cline/cline, RooCodeInc/Roo-Code, continuedev/continue, Aider-AI/aider, plandex-ai/plandex, OpenInterpreter/open-interpreter, All-Hands-AI/OpenHands, and SWE-agent/SWE-agent."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://frontiernews.ai/news/article/the-30-year-old-shell-trick-that-defeats-every-ope-eb7a0220",
   "project": "SWE-agent",
   "repository": "SWE-agent/SWE-agent",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# The 30-Year-Old Shell Trick That Defeats Every Open-Source Coding Agent",
    "The full set included sst/opencode, block/goose, cline/cline, RooCodeInc/Roo-Code, continuedev/continue, Aider-AI/aider, plandex-ai/plandex, OpenInterpreter/open-interpreter, All-Hands-AI/OpenHands, and SWE-agent/SWE-agent."
   ],
   "repository_evidence": [
    "# The 30-Year-Old Shell Trick That Defeats Every Open-Source Coding Agent",
    "The full set included sst/opencode, block/goose, cline/cline, RooCodeInc/Roo-Code, continuedev/continue, Aider-AI/aider, plandex-ai/plandex, OpenInterpreter/open-interpreter, All-Hands-AI/OpenHands, and SWE-agent/SWE-agent."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/aaronlab/browsertrace",
   "project": "BrowserTrace",
   "repository": "https://github.com/aaronlab/browsertrace",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# BrowserTrace",
    "BrowserTrace",
    "Listed in [Jenqyang/Awesome-AI-Agents](https://github.com/Jenqyang/Awesome-AI-Agents) under `Applications` -> `Tools`."
   ],
   "repository_evidence": [
    "# BrowserTrace",
    "[![CI](https://github.com/aaronlab/browsertrace/actions/workflows/ci.yml/badge.svg)](https://github.com/aaronlab/browsertrace/actions/workflows/ci.yml)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome-repositories.com/ar/repository/yoheinakajima-babyagi",
   "project": "babyagi",
   "repository": "https://github.com/yoheinakajima/babyagi",
   "stars": "22309",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# yoheinakajima/babyagi",
    "This is a framework for building autonomous agents that use large language models to plan, execute, and refine their own tasks."
   ],
   "repository_evidence": [
    "[View on GitHub\u2197](/r/yoheinakajima-babyagi?k=github)",
    "# yoheinakajima/babyagi"
   ],
   "stars_evidence": [
    "[22,309 \u0646\u062c\u0648\u0645](/r/yoheinakajima-babyagi?k=stars)\u00b7[2,858 \u062a\u0641\u0631\u0639\u0627\u062a](/r/yoheinakajima-babyagi?k=forks)\u00b7Python\u00b75 \u0645\u0634\u0627\u0647\u062f\u0627\u062a",
    "# yoheinakajima/babyagi"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome-repositories.com/ar/repository/yoheinakajima-babyagi",
   "project": "agent-zero",
   "repository": "/ar/repository/frdel-agent-zero",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "- [frdel/agent-zero](/ar/repository/frdel-agent-zero)![\u0627\u0644\u0635\u0648\u0631\u0629 \u0627\u0644\u0631\u0645\u0632\u064a\u0629 \u0644\u0640 frdel](https://avatars.githubusercontent.com/u/216033749?v=4&s=256)",
    "## \u0628\u062f\u0627\u0626\u0644 \u0645\u0641\u062a\u0648\u062d\u0629 \u0627\u0644\u0645\u0635\u062f\u0631 \u0644\u0640 Babyagi",
    "\u0645\u0634\u0627\u0631\u064a\u0639 \u0645\u0641\u062a\u0648\u062d\u0629 \u0627\u0644\u0645\u0635\u062f\u0631 \u0645\u0634\u0627\u0628\u0647\u0629\u060c \u0645\u0631\u062a\u0628\u0629 \u062d\u0633\u0628 \u0639\u062f\u062f \u0627\u0644\u0645\u064a\u0632\u0627\u062a \u0627\u0644\u0645\u0634\u062a\u0631\u0643\u0629 \u0645\u0639 Babyagi."
   ],
   "repository_evidence": [
    "- [frdel/agent-zero](/ar/repository/frdel-agent-zero)![\u0627\u0644\u0635\u0648\u0631\u0629 \u0627\u0644\u0631\u0645\u0632\u064a\u0629 \u0644\u0640 frdel](https://avatars.githubusercontent.com/u/216033749?v=4&s=256)",
    "## \u0628\u062f\u0627\u0626\u0644 \u0645\u0641\u062a\u0648\u062d\u0629 \u0627\u0644\u0645\u0635\u062f\u0631 \u0644\u0640 Babyagi",
    "\u0645\u0634\u0627\u0631\u064a\u0639 \u0645\u0641\u062a\u0648\u062d\u0629 \u0627\u0644\u0645\u0635\u062f\u0631 \u0645\u0634\u0627\u0628\u0647\u0629\u060c \u0645\u0631\u062a\u0628\u0629 \u062d\u0633\u0628 \u0639\u062f\u062f \u0627\u0644\u0645\u064a\u0632\u0627\u062a \u0627\u0644\u0645\u0634\u062a\u0631\u0643\u0629 \u0645\u0639 Babyagi."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome-repositories.com/ar/repository/yoheinakajima-babyagi",
   "project": "llm_agents",
   "repository": "/ar/repository/mpaepper-llm-agents",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "- [mpaepper/llm_agents](/ar/repository/mpaepper-llm-agents)![\u0627\u0644\u0635\u0648\u0631\u0629 \u0627\u0644\u0631\u0645\u0632\u064a\u0629 \u0644\u0640 mpaepper](https://avatars.githubusercontent.com/u/4135790?v=4&s=256)",
    "## \u0628\u062f\u0627\u0626\u0644 \u0645\u0641\u062a\u0648\u062d\u0629 \u0627\u0644\u0645\u0635\u062f\u0631 \u0644\u0640 Babyagi",
    "\u0645\u0634\u0627\u0631\u064a\u0639 \u0645\u0641\u062a\u0648\u062d\u0629 \u0627\u0644\u0645\u0635\u062f\u0631 \u0645\u0634\u0627\u0628\u0647\u0629\u060c \u0645\u0631\u062a\u0628\u0629 \u062d\u0633\u0628 \u0639\u062f\u062f \u0627\u0644\u0645\u064a\u0632\u0627\u062a \u0627\u0644\u0645\u0634\u062a\u0631\u0643\u0629 \u0645\u0639 Babyagi."
   ],
   "repository_evidence": [
    "- [mpaepper/llm_agents](/ar/repository/mpaepper-llm-agents)![\u0627\u0644\u0635\u0648\u0631\u0629 \u0627\u0644\u0631\u0645\u0632\u064a\u0629 \u0644\u0640 mpaepper](https://avatars.githubusercontent.com/u/4135790?v=4&s=256)",
    "## \u0628\u062f\u0627\u0626\u0644 \u0645\u0641\u062a\u0648\u062d\u0629 \u0627\u0644\u0645\u0635\u062f\u0631 \u0644\u0640 Babyagi",
    "\u0645\u0634\u0627\u0631\u064a\u0639 \u0645\u0641\u062a\u0648\u062d\u0629 \u0627\u0644\u0645\u0635\u062f\u0631 \u0645\u0634\u0627\u0628\u0647\u0629\u060c \u0645\u0631\u062a\u0628\u0629 \u062d\u0633\u0628 \u0639\u062f\u062f \u0627\u0644\u0645\u064a\u0632\u0627\u062a \u0627\u0644\u0645\u0634\u062a\u0631\u0643\u0629 \u0645\u0639 Babyagi."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome-repositories.com/ar/repository/yoheinakajima-babyagi",
   "project": "crewai",
   "repository": "/ar/repository/joaomdmoura-crewai",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "- [joaomdmoura/crewai](/ar/repository/joaomdmoura-crewai)![\u0627\u0644\u0635\u0648\u0631\u0629 \u0627\u0644\u0631\u0645\u0632\u064a\u0629 \u0644\u0640 joaomdmoura](https://avatars.githubusercontent.com/u/170677839?v=4&s=256)",
    "## \u0628\u062f\u0627\u0626\u0644 \u0645\u0641\u062a\u0648\u062d\u0629 \u0627\u0644\u0645\u0635\u062f\u0631 \u0644\u0640 Babyagi",
    "\u0645\u0634\u0627\u0631\u064a\u0639 \u0645\u0641\u062a\u0648\u062d\u0629 \u0627\u0644\u0645\u0635\u062f\u0631 \u0645\u0634\u0627\u0628\u0647\u0629\u060c \u0645\u0631\u062a\u0628\u0629 \u062d\u0633\u0628 \u0639\u062f\u062f \u0627\u0644\u0645\u064a\u0632\u0627\u062a \u0627\u0644\u0645\u0634\u062a\u0631\u0643\u0629 \u0645\u0639 Babyagi."
   ],
   "repository_evidence": [
    "- [joaomdmoura/crewai](/ar/repository/joaomdmoura-crewai)![\u0627\u0644\u0635\u0648\u0631\u0629 \u0627\u0644\u0631\u0645\u0632\u064a\u0629 \u0644\u0640 joaomdmoura](https://avatars.githubusercontent.com/u/170677839?v=4&s=256)",
    "## \u0628\u062f\u0627\u0626\u0644 \u0645\u0641\u062a\u0648\u062d\u0629 \u0627\u0644\u0645\u0635\u062f\u0631 \u0644\u0640 Babyagi",
    "\u0645\u0634\u0627\u0631\u064a\u0639 \u0645\u0641\u062a\u0648\u062d\u0629 \u0627\u0644\u0645\u0635\u062f\u0631 \u0645\u0634\u0627\u0628\u0647\u0629\u060c \u0645\u0631\u062a\u0628\u0629 \u062d\u0633\u0628 \u0639\u062f\u062f \u0627\u0644\u0645\u064a\u0632\u0627\u062a \u0627\u0644\u0645\u0634\u062a\u0631\u0643\u0629 \u0645\u0639 Babyagi."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome-repositories.com/ar/repository/yoheinakajima-babyagi",
   "project": "Auto-GPT",
   "repository": "/ar/repository/significant-gravitas-auto-gpt",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "- [significant-gravitas/auto-gpt](/ar/repository/significant-gravitas-auto-gpt)![\u0627\u0644\u0635\u0648\u0631\u0629 \u0627\u0644\u0631\u0645\u0632\u064a\u0629 \u0644\u0640 Significant-Gravitas](https://avatars.githubusercontent.com/u/130738209?v=4&s=256)",
    "## \u0628\u062f\u0627\u0626\u0644 \u0645\u0641\u062a\u0648\u062d\u0629 \u0627\u0644\u0645\u0635\u062f\u0631 \u0644\u0640 Babyagi",
    "\u0645\u0634\u0627\u0631\u064a\u0639 \u0645\u0641\u062a\u0648\u062d\u0629 \u0627\u0644\u0645\u0635\u062f\u0631 \u0645\u0634\u0627\u0628\u0647\u0629\u060c \u0645\u0631\u062a\u0628\u0629 \u062d\u0633\u0628 \u0639\u062f\u062f \u0627\u0644\u0645\u064a\u0632\u0627\u062a \u0627\u0644\u0645\u0634\u062a\u0631\u0643\u0629 \u0645\u0639 Babyagi."
   ],
   "repository_evidence": [
    "- [significant-gravitas/auto-gpt](/ar/repository/significant-gravitas-auto-gpt)![\u0627\u0644\u0635\u0648\u0631\u0629 \u0627\u0644\u0631\u0645\u0632\u064a\u0629 \u0644\u0640 Significant-Gravitas](https://avatars.githubusercontent.com/u/130738209?v=4&s=256)",
    "## \u0628\u062f\u0627\u0626\u0644 \u0645\u0641\u062a\u0648\u062d\u0629 \u0627\u0644\u0645\u0635\u062f\u0631 \u0644\u0640 Babyagi",
    "\u0645\u0634\u0627\u0631\u064a\u0639 \u0645\u0641\u062a\u0648\u062d\u0629 \u0627\u0644\u0645\u0635\u062f\u0631 \u0645\u0634\u0627\u0628\u0647\u0629\u060c \u0645\u0631\u062a\u0628\u0629 \u062d\u0633\u0628 \u0639\u062f\u062f \u0627\u0644\u0645\u064a\u0632\u0627\u062a \u0627\u0644\u0645\u0634\u062a\u0631\u0643\u0629 \u0645\u0639 Babyagi."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://drose.io/aitools/tools/openmanus",
   "project": "OpenManus",
   "repository": "https://github.com/henryalps/OpenManus",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# OpenManus",
    "OpenManus is an open-source project that replicates the capabilities of the Manus AI agent by providing a modular, containerized multi-agent framework."
   ],
   "repository_evidence": [
    "Canonical source: https://github.com/henryalps/OpenManus"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/inftyai%2Fawesome-llmops?topic=transformer",
   "project": "MetaGPT",
   "repository": "https://github.com/geekan/MetaGPT",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome-LLMOps",
    "## Orchestration",
    "### Agent Framework",
    "- [MetaGPT](/projects/github.com%2Fgeekan%2FMetaGPT) - Agent Framework: First AI Software Company, Towards Natural Language Programming. ![Stars](https://img.shields.io/github/stars/geekan/metagpt.svg?style=flat&color=green) ![Contributors](https://img.shields.io/github/contributors/geekan/metagpt?color=green) ![LastCommit](https://img.shields.io/github/last-commit/geekan/metagpt?color=green)"
   ],
   "repository_evidence": [
    "# Awesome-LLMOps",
    "## Orchestration",
    "### Agent Framework",
    "- [MetaGPT](/projects/github.com%2Fgeekan%2FMetaGPT) - Agent Framework: First AI Software Company, Towards Natural Language Programming. ![Stars](https://img.shields.io/github/stars/geekan/metagpt.svg?style=flat&color=green) ![Contributors](https://img.shields.io/github/contributors/geekan/metagpt?color=green) ![LastCommit](https://img.shields.io/github/last-commit/geekan/metagpt?color=green)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/inftyai%2Fawesome-llmops?topic=transformer",
   "project": "Swarm",
   "repository": "https://github.com/openai/swarm",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome-LLMOps",
    "## Orchestration",
    "### Agent Framework",
    "- [Swarm](/projects/github.com%2Fopenai%2Fswarm) - agent orchestration. Managed by OpenAI Solution team. ![Stars](https://img.shields.io/github/stars/openai/swarm.svg?style=flat&color=green) ![Contributors](https://img.shields.io/github/contributors/openai/swarm?color=green) ![LastCommit](https://img.shields.io/github/last-commit/openai/swarm?color=green) ![Tag](https://img.shields.io/badge/experimental-slategray)"
   ],
   "repository_evidence": [
    "# Awesome-LLMOps",
    "## Orchestration",
    "### Agent Framework",
    "- [Swarm](/projects/github.com%2Fopenai%2Fswarm) - agent orchestration. Managed by OpenAI Solution team. ![Stars](https://img.shields.io/github/stars/openai/swarm.svg?style=flat&color=green) ![Contributors](https://img.shields.io/github/contributors/openai/swarm?color=green) ![LastCommit](https://img.shields.io/github/last-commit/openai/swarm?color=green) ![Tag](https://img.shields.io/badge/experimental-slategray)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/inftyai%2Fawesome-llmops?topic=transformer",
   "project": "Agno",
   "repository": "https://github.com/agno-agi/agno",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome-LLMOps",
    "## Orchestration",
    "### Agent Framework",
    "- [Agno](/projects/github.com%2Fagno-agi%2Fagno) - source framework for building multi-agent systems with memory, knowledge and reasoning. ![Stars](https://img.shields.io/github/stars/agno-agi/agno.svg?style=flat&color=green) ![Contributors](https://img.shields.io/github/contributors/agno-agi/agno?color=green) ![LastCommit](https://img.shields.io/github/last-commit/agno-agi/agno?color=green)"
   ],
   "repository_evidence": [
    "# Awesome-LLMOps",
    "## Orchestration",
    "### Agent Framework",
    "- [Agno](/projects/github.com%2Fagno-agi%2Fagno) - source framework for building multi-agent systems with memory, knowledge and reasoning. ![Stars](https://img.shields.io/github/stars/agno-agi/agno.svg?style=flat&color=green) ![Contributors](https://img.shields.io/github/contributors/agno-agi/agno?color=green) ![LastCommit](https://img.shields.io/github/last-commit/agno-agi/agno?color=green)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/inftyai%2Fawesome-llmops?topic=transformer",
   "project": "LangGraph",
   "repository": "https://github.com/langchain-ai/langgraph",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome-LLMOps",
    "## Orchestration",
    "### Agent Framework",
    "- [LangGraph](/projects/github.com%2Flangchain-ai%2Flanggraph) - ai/langgraph.svg?style=flat&color=green) ![Contributors](https://img.shields.io/github/contributors/langchain-ai/langgraph?color=green) ![LastCommit](https://img.shields.io/github/last-commit/langchain-ai/langgraph?color=green)"
   ],
   "repository_evidence": [
    "# Awesome-LLMOps",
    "## Orchestration",
    "### Agent Framework",
    "- [LangGraph](/projects/github.com%2Flangchain-ai%2Flanggraph) - ai/langgraph.svg?style=flat&color=green) ![Contributors](https://img.shields.io/github/contributors/langchain-ai/langgraph?color=green) ![LastCommit](https://img.shields.io/github/last-commit/langchain-ai/langgraph?color=green)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/inftyai%2Fawesome-llmops?topic=transformer",
   "project": "CAMEL",
   "repository": "https://github.com/camel-ai/camel",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome-LLMOps",
    "## Orchestration",
    "### Agent Framework",
    "- [CAMEL](/projects/github.com%2Fcamel-ai%2Fcamel) - agent framework. Finding the Scaling Law of Agents. ![Stars](https://img.shields.io/github/stars/camel-ai/camel.svg?style=flat&color=green) ![Contributors](https://img.shields.io/github/contributors/camel-ai/camel?color=green) ![LastCommit](https://img.shields.io/github/last-commit/camel-ai/camel?color=green)"
   ],
   "repository_evidence": [
    "# Awesome-LLMOps",
    "## Orchestration",
    "### Agent Framework",
    "- [CAMEL](/projects/github.com%2Fcamel-ai%2Fcamel) - agent framework. Finding the Scaling Law of Agents. ![Stars](https://img.shields.io/github/stars/camel-ai/camel.svg?style=flat&color=green) ![Contributors](https://img.shields.io/github/contributors/camel-ai/camel?color=green) ![LastCommit](https://img.shields.io/github/last-commit/camel-ai/camel?color=green)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/inftyai%2Fawesome-llmops?topic=transformer",
   "project": "Qwen-Agent",
   "repository": "https://github.com/QwenLM/Qwen-Agent",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome-LLMOps",
    "## Orchestration",
    "### Agent Framework",
    "- [Qwen-Agent](/projects/github.com%2FQwenLM%2FQwen-Agent) - Agent.svg?style=flat&color=green) ![Contributors](https://img.shields.io/github/contributors/QwenLM/Qwen-Agent?color=green) ![LastCommit](https://img.shields.io/github/last-commit/QwenLM/Qwen-Agent?color=green)"
   ],
   "repository_evidence": [
    "# Awesome-LLMOps",
    "## Orchestration",
    "### Agent Framework",
    "- [Qwen-Agent](/projects/github.com%2FQwenLM%2FQwen-Agent) - Agent.svg?style=flat&color=green) ![Contributors](https://img.shields.io/github/contributors/QwenLM/Qwen-Agent?color=green) ![LastCommit](https://img.shields.io/github/last-commit/QwenLM/Qwen-Agent?color=green)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/inftyai%2Fawesome-llmops?topic=transformer",
   "project": "crewAI",
   "repository": "https://github.com/crewAIInc/crewAI",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome-LLMOps",
    "## Orchestration",
    "### Agent Framework",
    "- [crewAI](/projects/github.com%2FcrewAIInc%2FcrewAI) - playing, autonomous AI agents. By fostering collaborative intelligence, CrewAI empowers agents to work together seamlessly, tackling complex tasks. ![Stars](https://img.shields.io/github/stars/crewAIInc/crewAI.svg?style=flat&color=green) ![Contributors](https://img.shields.io/github/contributors/crewAIInc/crewAI?color=green) ![LastCommit](https://img.shields.io/github/last-commit/crewAIInc/crewAI?color=green)"
   ],
   "repository_evidence": [
    "# Awesome-LLMOps",
    "## Orchestration",
    "### Agent Framework",
    "- [crewAI](/projects/github.com%2FcrewAIInc%2FcrewAI) - playing, autonomous AI agents. By fostering collaborative intelligence, CrewAI empowers agents to work together seamlessly, tackling complex tasks. ![Stars](https://img.shields.io/github/stars/crewAIInc/crewAI.svg?style=flat&color=green) ![Contributors](https://img.shields.io/github/contributors/crewAIInc/crewAI?color=green) ![LastCommit](https://img.shields.io/github/last-commit/crewAIInc/crewAI?color=green)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://youngju.dev/blog/culture/2026-05-16-ai-agent-frameworks-2026-langgraph-autogen-crewai-semantic-kernel-openai-agents-claude-sdk-pydantic-ai-deep-dive.en",
   "project": "LangGraph",
   "repository": "https://github.com/langchain-ai/langgraph",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "AI Agent Frameworks 2026 Deep Dive \u2014 LangGraph, AutoGen, CrewAI, Semantic Kernel, OpenAI Agents SDK, Claude Agent SDK, Pydantic AI",
    "2. [LangGraph GitHub](https://github.com/langchain-ai/langgraph)"
   ],
   "repository_evidence": [
    "2. [LangGraph GitHub](https://github.com/langchain-ai/langgraph)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://youngju.dev/blog/culture/2026-05-16-ai-agent-frameworks-2026-langgraph-autogen-crewai-semantic-kernel-openai-agents-claude-sdk-pydantic-ai-deep-dive.en",
   "project": "AutoGen",
   "repository": "https://github.com/microsoft/autogen",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "AI Agent Frameworks 2026 Deep Dive \u2014 LangGraph, AutoGen, CrewAI, Semantic Kernel, OpenAI Agents SDK, Claude Agent SDK, Pydantic AI",
    "4. [AutoGen GitHub](https://github.com/microsoft/autogen)"
   ],
   "repository_evidence": [
    "4. [AutoGen GitHub](https://github.com/microsoft/autogen)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://youngju.dev/blog/culture/2026-05-16-ai-agent-frameworks-2026-langgraph-autogen-crewai-semantic-kernel-openai-agents-claude-sdk-pydantic-ai-deep-dive.en",
   "project": "CrewAI",
   "repository": "https://github.com/crewAIInc/crewAI",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "AI Agent Frameworks 2026 Deep Dive \u2014 LangGraph, AutoGen, CrewAI, Semantic Kernel, OpenAI Agents SDK, Claude Agent SDK, Pydantic AI",
    "7. [CrewAI GitHub](https://github.com/crewAIInc/crewAI)"
   ],
   "repository_evidence": [
    "7. [CrewAI GitHub](https://github.com/crewAIInc/crewAI)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://youngju.dev/blog/culture/2026-05-16-ai-agent-frameworks-2026-langgraph-autogen-crewai-semantic-kernel-openai-agents-claude-sdk-pydantic-ai-deep-dive.en",
   "project": "Semantic Kernel",
   "repository": "https://github.com/microsoft/semantic-kernel",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "AI Agent Frameworks 2026 Deep Dive \u2014 LangGraph, AutoGen, CrewAI, Semantic Kernel, OpenAI Agents SDK, Claude Agent SDK, Pydantic AI",
    "9. [Semantic Kernel GitHub](https://github.com/microsoft/semantic-kernel)"
   ],
   "repository_evidence": [
    "9. [Semantic Kernel GitHub](https://github.com/microsoft/semantic-kernel)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://youngju.dev/blog/culture/2026-05-16-ai-agent-frameworks-2026-langgraph-autogen-crewai-semantic-kernel-openai-agents-claude-sdk-pydantic-ai-deep-dive.en",
   "project": "OpenAI Agents SDK",
   "repository": "https://github.com/openai/openai-agents-python",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "AI Agent Frameworks 2026 Deep Dive \u2014 LangGraph, AutoGen, CrewAI, Semantic Kernel, OpenAI Agents SDK, Claude Agent SDK, Pydantic AI",
    "11. [OpenAI Agents SDK GitHub](https://github.com/openai/openai-agents-python)"
   ],
   "repository_evidence": [
    "11. [OpenAI Agents SDK GitHub](https://github.com/openai/openai-agents-python)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://youngju.dev/blog/culture/2026-05-16-ai-agent-frameworks-2026-langgraph-autogen-crewai-semantic-kernel-openai-agents-claude-sdk-pydantic-ai-deep-dive.en",
   "project": "Pydantic AI",
   "repository": "https://github.com/pydantic/pydantic-ai",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "AI Agent Frameworks 2026 Deep Dive \u2014 LangGraph, AutoGen, CrewAI, Semantic Kernel, OpenAI Agents SDK, Claude Agent SDK, Pydantic AI",
    "16. [Pydantic AI GitHub](https://github.com/pydantic/pydantic-ai)"
   ],
   "repository_evidence": [
    "16. [Pydantic AI GitHub](https://github.com/pydantic/pydantic-ai)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://youngju.dev/blog/culture/2026-05-16-ai-agent-frameworks-2026-langgraph-autogen-crewai-semantic-kernel-openai-agents-claude-sdk-pydantic-ai-deep-dive.en",
   "project": "Smol Agents",
   "repository": "https://github.com/huggingface/smolagents",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "AI Agent Frameworks 2026 Deep Dive \u2014 LangGraph, AutoGen, CrewAI, Semantic Kernel, OpenAI Agents SDK, Claude Agent SDK, Pydantic AI",
    "18. [Smol Agents GitHub](https://github.com/huggingface/smolagents)"
   ],
   "repository_evidence": [
    "18. [Smol Agents GitHub](https://github.com/huggingface/smolagents)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://youngju.dev/blog/culture/2026-05-16-ai-agent-frameworks-2026-langgraph-autogen-crewai-semantic-kernel-openai-agents-claude-sdk-pydantic-ai-deep-dive.en",
   "project": "LlamaIndex",
   "repository": "https://github.com/run-llama/llama_index",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "AI Agent Frameworks 2026 Deep Dive \u2014 LangGraph, AutoGen, CrewAI, Semantic Kernel, OpenAI Agents SDK, Claude Agent SDK, Pydantic AI",
    "20. [LlamaIndex GitHub](https://github.com/run-llama/llama_index)"
   ],
   "repository_evidence": [
    "20. [LlamaIndex GitHub](https://github.com/run-llama/llama_index)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://youngju.dev/blog/culture/2026-05-16-ai-agent-frameworks-2026-langgraph-autogen-crewai-semantic-kernel-openai-agents-claude-sdk-pydantic-ai-deep-dive.en",
   "project": "Vercel AI SDK",
   "repository": "https://github.com/vercel/ai",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "AI Agent Frameworks 2026 Deep Dive \u2014 LangGraph, AutoGen, CrewAI, Semantic Kernel, OpenAI Agents SDK, Claude Agent SDK, Pydantic AI",
    "22. [Vercel AI SDK GitHub](https://github.com/vercel/ai)"
   ],
   "repository_evidence": [
    "22. [Vercel AI SDK GitHub](https://github.com/vercel/ai)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://youngju.dev/blog/culture/2026-05-16-ai-agent-frameworks-2026-langgraph-autogen-crewai-semantic-kernel-openai-agents-claude-sdk-pydantic-ai-deep-dive.en",
   "project": "LangChain Korea",
   "repository": "https://github.com/teddylee777/langchain-kr",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "AI Agent Frameworks 2026 Deep Dive \u2014 LangGraph, AutoGen, CrewAI, Semantic Kernel, OpenAI Agents SDK, Claude Agent SDK, Pydantic AI",
    "25. [LangChain Korea GitHub](https://github.com/teddylee777/langchain-kr)"
   ],
   "repository_evidence": [
    "25. [LangChain Korea GitHub](https://github.com/teddylee777/langchain-kr)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://futureagi.com/blog/what-is-llamaindex-2026",
   "project": "LlamaIndex",
   "repository": "https://github.com/run-llama/llama_index",
   "stars": "49000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Research",
    "# What is LlamaIndex? RAG and Agents Framework in 2026",
    "The Python repo at [github.com/run-llama/llama_index](https://github.com/run-llama/llama_index) has approximately 49,000 GitHub stars as of mid-2026."
   ],
   "repository_evidence": [
    "Research",
    "# What is LlamaIndex? RAG and Agents Framework in 2026",
    "The Python repo at [github.com/run-llama/llama_index](https://github.com/run-llama/llama_index) has approximately 49,000 GitHub stars as of mid-2026."
   ],
   "stars_evidence": [
    "Research",
    "# What is LlamaIndex? RAG and Agents Framework in 2026",
    "The Python repo at [github.com/run-llama/llama_index](https://github.com/run-llama/llama_index) has approximately 49,000 GitHub stars as of mid-2026."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://essays.bloo-mind.ai/posts/2026-05-20-mem-eval",
   "project": "MemPalace",
   "repository": "https://github.com/MemPalace/mempalace",
   "stars": "5400",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# The Benchmark Theatre: Why Almost Nothing You\u2019ve Read About Agent Memory Scores Is True",
    "4. **The hottest project of 2026 was a marketing artefact.**",
    "On 5 April 2026, an account named `MemPalace/mempalace` pushed a Python repository to GitHub (MemPalace contributors, 2026).",
    "MemPalace contributors. (2026). *MemPalace: Local-First AI Memory*. GitHub repository. [https://github.com/MemPalace/mempalace](https://github.com/MemPalace/mempalace)"
   ],
   "repository_evidence": [
    "# The Benchmark Theatre: Why Almost Nothing You\u2019ve Read About Agent Memory Scores Is True",
    "On 5 April 2026, an account named `MemPalace/mempalace` pushed a Python repository to GitHub (MemPalace contributors, 2026).",
    "MemPalace contributors. (2026). *MemPalace: Local-First AI Memory*. GitHub repository. [https://github.com/MemPalace/mempalace](https://github.com/MemPalace/mempalace)"
   ],
   "stars_evidence": [
    "# The Benchmark Theatre: Why Almost Nothing You\u2019ve Read About Agent Memory Scores Is True",
    "4. **The hottest project of 2026 was a marketing artefact.**",
    "MemPalace, credited to actress Milla Jovovich and engineer Ben Sigman, reached 1.5 million tweet impressions and over 5,400 GitHub stars in twenty-four hours on a claim of \u201c100 % on LoCoMo\u201d and \u201cthe first perfect score ever recorded on LongMemEval.\u201d"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://essays.bloo-mind.ai/posts/2026-05-20-mem-eval",
   "project": "LoCoMo_refined",
   "repository": "https://github.com/mem-eval-suite/LoCoMo_refined",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# The Benchmark Theatre: Why Almost Nothing You\u2019ve Read About Agent Memory Scores Is True",
    "LoCoMo-Refined, an open project at [`mem-eval-suite/LoCoMo_refined`](https://github.com/mem-eval-suite/LoCoMo_refined), is the only serious attempt at a fix."
   ],
   "repository_evidence": [
    "# The Benchmark Theatre: Why Almost Nothing You\u2019ve Read About Agent Memory Scores Is True",
    "LoCoMo-Refined, an open project at [`mem-eval-suite/LoCoMo_refined`](https://github.com/mem-eval-suite/LoCoMo_refined), is the only serious attempt at a fix."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://essays.bloo-mind.ai/posts/2026-05-20-mem-eval",
   "project": "Awesome-Agent-Memory",
   "repository": "https://github.com/TeleAI-UAGI/Awesome-Agent-Memory",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# The Benchmark Theatre: Why Almost Nothing You\u2019ve Read About Agent Memory Scores Is True",
    "For readers who would like to follow this research direction more systematically \u2014 the products, tutorials, surveys, benchmarks, and papers etc., that actually define the agent-memory field \u2014 I maintain a curated, regularly updated list with collaborators at [**Awesome-Agent-Memory**](https://github.com/TeleAI-UAGI/Awesome-Agent-Memory)."
   ],
   "repository_evidence": [
    "# The Benchmark Theatre: Why Almost Nothing You\u2019ve Read About Agent Memory Scores Is True",
    "For readers who would like to follow this research direction more systematically \u2014 the products, tutorials, surveys, benchmarks, and papers etc., that actually define the agent-memory field \u2014 I maintain a curated, regularly updated list with collaborators at [**Awesome-Agent-Memory**](https://github.com/TeleAI-UAGI/Awesome-Agent-Memory)."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/taskade/awesome-vibe-coding",
   "project": "LangChain",
   "repository": "https://github.com/langchain-ai/langchain",
   "stars": "110000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## AI Frameworks & SDKs",
    "### Agent Frameworks",
    "| Framework | Language | Stars | Why It's Awesome |",
    "| [LangChain](https://github.com/langchain-ai/langchain) | Python | 110k+ | The most popular LLM framework. Chains, agents, RAG, and tool use. |"
   ],
   "repository_evidence": [
    "## AI Frameworks & SDKs",
    "### Agent Frameworks",
    "| Framework | Language | Stars | Why It's Awesome |",
    "| [LangChain](https://github.com/langchain-ai/langchain) | Python | 110k+ | The most popular LLM framework. Chains, agents, RAG, and tool use. |"
   ],
   "stars_evidence": [
    "## AI Frameworks & SDKs",
    "### Agent Frameworks",
    "| Framework | Language | Stars | Why It's Awesome |",
    "| [LangChain](https://github.com/langchain-ai/langchain) | Python | 110k+ | The most popular LLM framework. Chains, agents, RAG, and tool use. |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/taskade/awesome-vibe-coding",
   "project": "CrewAI",
   "repository": "https://github.com/crewAIInc/crewAI",
   "stars": "30000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## AI Frameworks & SDKs",
    "### Agent Frameworks",
    "| Framework | Language | Stars | Why It's Awesome |",
    "| [CrewAI](https://github.com/crewAIInc/crewAI) | Python | 30k+ | Multi-agent orchestration. Assign roles, goals, and tools to AI crews. [Multi-Agent Best Practices \u2192](https://www.taskade.com/blog/best-practices-for-building-multi-agent-ai-teams) |"
   ],
   "repository_evidence": [
    "## AI Frameworks & SDKs",
    "### Agent Frameworks",
    "| Framework | Language | Stars | Why It's Awesome |",
    "| [CrewAI](https://github.com/crewAIInc/crewAI) | Python | 30k+ | Multi-agent orchestration. Assign roles, goals, and tools to AI crews. [Multi-Agent Best Practices \u2192](https://www.taskade.com/blog/best-practices-for-building-multi-agent-ai-teams) |"
   ],
   "stars_evidence": [
    "## AI Frameworks & SDKs",
    "### Agent Frameworks",
    "| Framework | Language | Stars | Why It's Awesome |",
    "| [CrewAI](https://github.com/crewAIInc/crewAI) | Python | 30k+ | Multi-agent orchestration. Assign roles, goals, and tools to AI crews. [Multi-Agent Best Practices \u2192](https://www.taskade.com/blog/best-practices-for-building-multi-agent-ai-teams) |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/taskade/awesome-vibe-coding",
   "project": "Dify",
   "repository": "https://github.com/langgenius/dify",
   "stars": "114000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## AI Frameworks & SDKs",
    "### Agent Frameworks",
    "| Framework | Language | Stars | Why It's Awesome |",
    "| [Dify](https://github.com/langgenius/dify) | Python/TS | 114k+ | Open-source LLMOps platform. Visual prompt engineering and agent builder. |"
   ],
   "repository_evidence": [
    "## AI Frameworks & SDKs",
    "### Agent Frameworks",
    "| Framework | Language | Stars | Why It's Awesome |",
    "| [Dify](https://github.com/langgenius/dify) | Python/TS | 114k+ | Open-source LLMOps platform. Visual prompt engineering and agent builder. |"
   ],
   "stars_evidence": [
    "## AI Frameworks & SDKs",
    "### Agent Frameworks",
    "| Framework | Language | Stars | Why It's Awesome |",
    "| [Dify](https://github.com/langgenius/dify) | Python/TS | 114k+ | Open-source LLMOps platform. Visual prompt engineering and agent builder. |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/taskade/awesome-vibe-coding",
   "project": "Pydantic AI",
   "repository": "https://github.com/pydantic/pydantic-ai",
   "stars": "10000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## AI Frameworks & SDKs",
    "### Agent Frameworks",
    "| Framework | Language | Stars | Why It's Awesome |",
    "| [Pydantic AI](https://github.com/pydantic/pydantic-ai) | Python | 10k+ | Type-safe AI agent framework from the Pydantic team. Production-ready. |"
   ],
   "repository_evidence": [
    "## AI Frameworks & SDKs",
    "### Agent Frameworks",
    "| Framework | Language | Stars | Why It's Awesome |",
    "| [Pydantic AI](https://github.com/pydantic/pydantic-ai) | Python | 10k+ | Type-safe AI agent framework from the Pydantic team. Production-ready. |"
   ],
   "stars_evidence": [
    "## AI Frameworks & SDKs",
    "### Agent Frameworks",
    "| Framework | Language | Stars | Why It's Awesome |",
    "| [Pydantic AI](https://github.com/pydantic/pydantic-ai) | Python | 10k+ | Type-safe AI agent framework from the Pydantic team. Production-ready. |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/taskade/awesome-vibe-coding",
   "project": "AutoGen",
   "repository": "https://github.com/microsoft/autogen",
   "stars": "40000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## AI Frameworks & SDKs",
    "### Agent Frameworks",
    "| Framework | Language | Stars | Why It's Awesome |",
    "| [AutoGen](https://github.com/microsoft/autogen) | Python | 40k+ | Microsoft's multi-agent framework. Agents that chat with each other. |"
   ],
   "repository_evidence": [
    "## AI Frameworks & SDKs",
    "### Agent Frameworks",
    "| Framework | Language | Stars | Why It's Awesome |",
    "| [AutoGen](https://github.com/microsoft/autogen) | Python | 40k+ | Microsoft's multi-agent framework. Agents that chat with each other. |"
   ],
   "stars_evidence": [
    "## AI Frameworks & SDKs",
    "### Agent Frameworks",
    "| Framework | Language | Stars | Why It's Awesome |",
    "| [AutoGen](https://github.com/microsoft/autogen) | Python | 40k+ | Microsoft's multi-agent framework. Agents that chat with each other. |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/taskade/awesome-vibe-coding",
   "project": "Semantic Kernel",
   "repository": "https://github.com/microsoft/semantic-kernel",
   "stars": "25000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## AI Frameworks & SDKs",
    "### Agent Frameworks",
    "| Framework | Language | Stars | Why It's Awesome |",
    "| [Semantic Kernel](https://github.com/microsoft/semantic-kernel) | C#/Python | 25k+ | Microsoft's SDK for integrating AI into existing applications. |"
   ],
   "repository_evidence": [
    "## AI Frameworks & SDKs",
    "### Agent Frameworks",
    "| Framework | Language | Stars | Why It's Awesome |",
    "| [Semantic Kernel](https://github.com/microsoft/semantic-kernel) | C#/Python | 25k+ | Microsoft's SDK for integrating AI into existing applications. |"
   ],
   "stars_evidence": [
    "## AI Frameworks & SDKs",
    "### Agent Frameworks",
    "| Framework | Language | Stars | Why It's Awesome |",
    "| [Semantic Kernel](https://github.com/microsoft/semantic-kernel) | C#/Python | 25k+ | Microsoft's SDK for integrating AI into existing applications. |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/taskade/awesome-vibe-coding",
   "project": "Claude Agent SDK",
   "repository": "https://github.com/anthropics/claude-code",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## AI Frameworks & SDKs",
    "### Agent Frameworks",
    "| Framework | Language | Stars | Why It's Awesome |",
    "| [Claude Agent SDK](https://github.com/anthropics/claude-code) | Python/TS | Growing | Anthropic's official SDK for building custom AI agents. Progressive context disclosure and skills system. |"
   ],
   "repository_evidence": [
    "## AI Frameworks & SDKs",
    "### Agent Frameworks",
    "| Framework | Language | Stars | Why It's Awesome |",
    "| [Claude Agent SDK](https://github.com/anthropics/claude-code) | Python/TS | Growing | Anthropic's official SDK for building custom AI agents. Progressive context disclosure and skills system. |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/taskade/awesome-vibe-coding",
   "project": "Mastra",
   "repository": "https://github.com/mastra-ai/mastra",
   "stars": "10000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## AI Frameworks & SDKs",
    "### Agent Frameworks",
    "| Framework | Language | Stars | Why It's Awesome |",
    "| [Mastra](https://github.com/mastra-ai/mastra) | TypeScript | 10k+ | Open-source AI agent framework. Workflows, RAG, integrations, and evals in TypeScript. |"
   ],
   "repository_evidence": [
    "## AI Frameworks & SDKs",
    "### Agent Frameworks",
    "| Framework | Language | Stars | Why It's Awesome |",
    "| [Mastra](https://github.com/mastra-ai/mastra) | TypeScript | 10k+ | Open-source AI agent framework. Workflows, RAG, integrations, and evals in TypeScript. |"
   ],
   "stars_evidence": [
    "## AI Frameworks & SDKs",
    "### Agent Frameworks",
    "| Framework | Language | Stars | Why It's Awesome |",
    "| [Mastra](https://github.com/mastra-ai/mastra) | TypeScript | 10k+ | Open-source AI agent framework. Workflows, RAG, integrations, and evals in TypeScript. |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/hyp1231%2Fawesome-llm-powered-agent?topic=in-context-learning",
   "project": "Auto-GPT",
   "repository": "https://github.com/Significant-Gravitas/Auto-GPT",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-llm-powered-agent",
    "- ## Open-Source Projects",
    "  - ### Autonomous Task Solver Projects",
    "    - [Auto-GPT Stars](https://img.shields.io/github/stars/Significant-Gravitas/Auto-GPT) - GPT](https://github.com/Significant-Gravitas/Auto-GPT) - An experimental open-source attempt to make GPT-4 fully autonomous."
   ],
   "repository_evidence": [
    "# awesome-llm-powered-agent",
    "- ## Open-Source Projects",
    "  - ### Autonomous Task Solver Projects",
    "    - [Auto-GPT Stars](https://img.shields.io/github/stars/Significant-Gravitas/Auto-GPT) - GPT](https://github.com/Significant-Gravitas/Auto-GPT) - An experimental open-source attempt to make GPT-4 fully autonomous."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/hyp1231%2Fawesome-llm-powered-agent?topic=in-context-learning",
   "project": "LangChain",
   "repository": "https://github.com/langchain-ai/langchain",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-llm-powered-agent",
    "- ## Open-Source Projects",
    "  - ### Autonomous Task Solver Projects",
    "    - [LangChain Stars](https://img.shields.io/github/stars/langchain-ai/langchain) - ai/langchain) - Building applications with LLMs through composability."
   ],
   "repository_evidence": [
    "# awesome-llm-powered-agent",
    "- ## Open-Source Projects",
    "  - ### Autonomous Task Solver Projects",
    "    - [LangChain Stars](https://img.shields.io/github/stars/langchain-ai/langchain) - ai/langchain) - Building applications with LLMs through composability."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/hyp1231%2Fawesome-llm-powered-agent?topic=in-context-learning",
   "project": "GPT Engineer",
   "repository": "https://github.com/AntonOsika/gpt-engineer",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-llm-powered-agent",
    "- ## Open-Source Projects",
    "  - ### Autonomous Task Solver Projects",
    "    - [GPT Engineer Stars](https://img.shields.io/github/stars/AntonOsika/gpt-engineer) - engineer) - Specify what you want it to build, the AI asks for clarification, and then builds it."
   ],
   "repository_evidence": [
    "# awesome-llm-powered-agent",
    "- ## Open-Source Projects",
    "  - ### Autonomous Task Solver Projects",
    "    - [GPT Engineer Stars](https://img.shields.io/github/stars/AntonOsika/gpt-engineer) - engineer) - Specify what you want it to build, the AI asks for clarification, and then builds it."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/hyp1231%2Fawesome-llm-powered-agent?topic=in-context-learning",
   "project": "MetaGPT",
   "repository": "https://github.com/geekan/MetaGPT",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-llm-powered-agent",
    "- ## Open-Source Projects",
    "  - ### Autonomous Task Solver Projects",
    "    - [MetaGPT Stars](https://img.shields.io/github/stars/geekan/MetaGPT) - \ud83c\udf1f The Multi-Agent Framework: Given one line Requirement, return PRD, Design, Tasks, Repo."
   ],
   "repository_evidence": [
    "# awesome-llm-powered-agent",
    "- ## Open-Source Projects",
    "  - ### Autonomous Task Solver Projects",
    "    - [MetaGPT Stars](https://img.shields.io/github/stars/geekan/MetaGPT) - \ud83c\udf1f The Multi-Agent Framework: Given one line Requirement, return PRD, Design, Tasks, Repo."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/hyp1231%2Fawesome-llm-powered-agent?topic=in-context-learning",
   "project": "BabyAGI",
   "repository": "https://github.com/yoheinakajima/babyagi",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-llm-powered-agent",
    "- ## Open-Source Projects",
    "  - ### Autonomous Task Solver Projects",
    "    - [BabyAGI Stars](https://img.shields.io/github/stars/yoheinakajima/babyagi) - An AI-powered task management system."
   ],
   "repository_evidence": [
    "# awesome-llm-powered-agent",
    "- ## Open-Source Projects",
    "  - ### Autonomous Task Solver Projects",
    "    - [BabyAGI Stars](https://img.shields.io/github/stars/yoheinakajima/babyagi) - An AI-powered task management system."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/hyp1231%2Fawesome-llm-powered-agent?topic=in-context-learning",
   "project": "L2MAC",
   "repository": "https://github.com/samholt/L2MAC",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-llm-powered-agent",
    "- ## Open-Source Projects",
    "  - ### Autonomous Task Solver Projects",
    "    - [L2MAC Stars](https://img.shields.io/github/stars/samholt/L2MAC) - \ud83d\ude80 The LLM Automatic Computer Framework: L2MAC"
   ],
   "repository_evidence": [
    "# awesome-llm-powered-agent",
    "- ## Open-Source Projects",
    "  - ### Autonomous Task Solver Projects",
    "    - [L2MAC Stars](https://img.shields.io/github/stars/samholt/L2MAC) - \ud83d\ude80 The LLM Automatic Computer Framework: L2MAC"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/hyp1231%2Fawesome-llm-powered-agent?topic=in-context-learning",
   "project": "Yacana",
   "repository": "https://github.com/rememberSoftwares/yacana",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-llm-powered-agent",
    "- ## Open-Source Projects",
    "  - ### Autonomous Task Solver Projects",
    "    - [Yacana Stars](https://img.shields.io/github/stars/rememberSoftwares/yacana) - \ud83d\udd2d\ud83e\udd99 Powering opensource LLMs with multi-agent chats and builing workflows."
   ],
   "repository_evidence": [
    "# awesome-llm-powered-agent",
    "- ## Open-Source Projects",
    "  - ### Autonomous Task Solver Projects",
    "    - [Yacana Stars](https://img.shields.io/github/stars/rememberSoftwares/yacana) - \ud83d\udd2d\ud83e\udd99 Powering opensource LLMs with multi-agent chats and builing workflows."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/hyp1231%2Fawesome-llm-powered-agent?topic=in-context-learning",
   "project": "Saplings",
   "repository": "https://github.com/shobrook/saplings",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-llm-powered-agent",
    "- ## Open-Source Projects",
    "  - ### Autonomous Task Solver Projects",
    "    - [Saplings Stars](https://img.shields.io/github/stars/shobrook/saplings)"
   ],
   "repository_evidence": [
    "# awesome-llm-powered-agent",
    "- ## Open-Source Projects",
    "  - ### Autonomous Task Solver Projects",
    "    - [Saplings Stars](https://img.shields.io/github/stars/shobrook/saplings)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/hyp1231%2Fawesome-llm-powered-agent?topic=in-context-learning",
   "project": "OS-Copilot",
   "repository": "https://github.com/OS-Copilot/OS-Copilot",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-llm-powered-agent",
    "- ## Open-Source Projects",
    "  - ### Autonomous Task Solver Projects",
    "    - [OS-Copilot Stars](https://img.shields.io/github/stars/OS-Copilot/OS-Copilot) - Copilot/OS-Copilot) - A self-improving conversational agent integrated into the operating system to automate daily tasks."
   ],
   "repository_evidence": [
    "# awesome-llm-powered-agent",
    "- ## Open-Source Projects",
    "  - ### Autonomous Task Solver Projects",
    "    - [OS-Copilot Stars](https://img.shields.io/github/stars/OS-Copilot/OS-Copilot) - Copilot/OS-Copilot) - A self-improving conversational agent integrated into the operating system to automate daily tasks."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/hyp1231%2Fawesome-llm-powered-agent?topic=in-context-learning",
   "project": "AI Town",
   "repository": "https://github.com/a16z-infra/ai-town",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-llm-powered-agent",
    "- ## Open-Source Projects",
    "  - ### Multi-Agent Simulation Projects",
    "    - [AI Town Stars](https://img.shields.io/github/stars/a16z-infra/ai-town) - infra/ai-town) - A deployable starter kit for building and customizing your own version of AI town - a virtual town where AI characters live, chat and socialize."
   ],
   "repository_evidence": [
    "# awesome-llm-powered-agent",
    "- ## Open-Source Projects",
    "  - ### Multi-Agent Simulation Projects",
    "    - [AI Town Stars](https://img.shields.io/github/stars/a16z-infra/ai-town) - infra/ai-town) - A deployable starter kit for building and customizing your own version of AI town - a virtual town where AI characters live, chat and socialize."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/hyp1231%2Fawesome-llm-powered-agent?topic=in-context-learning",
   "project": "GPTeam",
   "repository": "https://github.com/101dotxyz/GPTeam",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-llm-powered-agent",
    "- ## Open-Source Projects",
    "  - ### Multi-Agent Simulation Projects",
    "    - [GPTeam Stars](https://img.shields.io/github/stars/101dotxyz/GPTeam) - An open-source multi-agent simulation."
   ],
   "repository_evidence": [
    "# awesome-llm-powered-agent",
    "- ## Open-Source Projects",
    "  - ### Multi-Agent Simulation Projects",
    "    - [GPTeam Stars](https://img.shields.io/github/stars/101dotxyz/GPTeam) - An open-source multi-agent simulation."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/hyp1231%2Fawesome-llm-powered-agent?topic=in-context-learning",
   "project": "ChatArena",
   "repository": "https://github.com/chatarena/chatarena",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-llm-powered-agent",
    "- ## Open-Source Projects",
    "  - ### Multi-Agent Simulation Projects",
    "    - [ChatArena Stars](https://img.shields.io/github/stars/chatarena/chatarena) - Multi-agent language game environments for LLMs."
   ],
   "repository_evidence": [
    "# awesome-llm-powered-agent",
    "- ## Open-Source Projects",
    "  - ### Multi-Agent Simulation Projects",
    "    - [ChatArena Stars](https://img.shields.io/github/stars/chatarena/chatarena) - Multi-agent language game environments for LLMs."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/hyp1231%2Fawesome-llm-powered-agent?topic=in-context-learning",
   "project": "AgentVerse",
   "repository": "https://github.com/OpenBMB/AgentVerse",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-llm-powered-agent",
    "- ## Open-Source Projects",
    "  - ### Multi-Agent Simulation Projects",
    "    - [AgentVerse Stars](https://img.shields.io/github/stars/OpenBMB/AgentVerse) - A flexible framework that simplifies the process of building custom multi-agent environments for large language models (LLMs)."
   ],
   "repository_evidence": [
    "# awesome-llm-powered-agent",
    "- ## Open-Source Projects",
    "  - ### Multi-Agent Simulation Projects",
    "    - [AgentVerse Stars](https://img.shields.io/github/stars/OpenBMB/AgentVerse) - A flexible framework that simplifies the process of building custom multi-agent environments for large language models (LLMs)."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/lists/hyp1231%2Fawesome-llm-powered-agent?topic=in-context-learning",
   "project": "FastAgency",
   "repository": "https://github.com/airtai/FastAgency",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-llm-powered-agent",
    "- ## Papers",
    "  - ### Agents-Powered LLMs",
    "    - [Aug 2023](https://github.com/airtai/FastAgency)"
   ],
   "repository_evidence": [
    "# awesome-llm-powered-agent",
    "- ## Papers",
    "  - ### Agents-Powered LLMs",
    "    - [Aug 2023](https://github.com/airtai/FastAgency)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://pooya.blog/blog/nvidia-nemotron-openmanus-ai-agents-2026",
   "project": "OpenManus",
   "repository": null,
   "stars": "72000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# NVIDIA Nemotron + OpenManus: $31.4B Agent Market and the Open Source Disruption",
    "One month later, OpenManus dropped and reached 72,000 GitHub stars by March 2026, growing 3,314% in twelve months.",
    "While enterprise platforms like Microsoft Copilot and Salesforce Agentforce dominated early adoption, open source frameworks like OpenManus, CrewAI, and LangChain captured developer mindshare first, then moved upstream into enterprise.",
    "OpenManus: The Open Source Agent",
    "OpenManus launched in November 2025 as an open source replication of Manus, a proprietary agent platform that gained attention for its ability to handle multi-step workflows autonomously.",
    "Within four months, OpenManus accumulated 72,000 GitHub stars, making it one of the fastest-growing open source AI projects by this metric."
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# NVIDIA Nemotron + OpenManus: $31.4B Agent Market and the Open Source Disruption",
    "One month later, OpenManus dropped and reached 72,000 GitHub stars by March 2026, growing 3,314% in twelve months.",
    "OpenManus: The Open Source Agent",
    "Within four months, OpenManus accumulated 72,000 GitHub stars, making it one of the fastest-growing open source AI projects by this metric."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://pooya.blog/blog/nvidia-nemotron-openmanus-ai-agents-2026",
   "project": "CrewAI",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# NVIDIA Nemotron + OpenManus: $31.4B Agent Market and the Open Source Disruption",
    "While enterprise platforms like Microsoft Copilot and Salesforce Agentforce dominated early adoption, open source frameworks like OpenManus, CrewAI, and LangChain captured developer mindshare first, then moved upstream into enterprise."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://pooya.blog/blog/nvidia-nemotron-openmanus-ai-agents-2026",
   "project": "LangChain",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# NVIDIA Nemotron + OpenManus: $31.4B Agent Market and the Open Source Disruption",
    "While enterprise platforms like Microsoft Copilot and Salesforce Agentforce dominated early adoption, open source frameworks like OpenManus, CrewAI, and LangChain captured developer mindshare first, then moved upstream into enterprise."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://dibi8.com/resources/data-science/haystack-rag-pipeline-framework",
   "project": "Haystack",
   "repository": "https://github.com/deepset-ai/haystack",
   "stars": "25842",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Haystack 2026: The End-to-End NLP Framework for Production RAG & Agent Pipelines \\u2014 Setup Guide",
    "Haystack, maintained by deepset, takes a different approach."
   ],
   "repository_evidence": [
    "- Haystack GitHub Repository: [https://github.com/deepset-ai/haystack](https://github.com/deepset-ai/haystack)",
    "References & Sources"
   ],
   "stars_evidence": [
    "- \u2b50 25842",
    "Haystack 2026: The End-to-End NLP Framework for Production RAG & Agent Pipelines \\u2014 Setup Guide"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://dibi8.com/resources/data-science/haystack-rag-pipeline-framework",
   "project": "Flowise",
   "repository": null,
   "stars": "52K+",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "[Flowise: Build AI Agents Visually with 52K+ Stars](https://dibi8.com/resources/llm-frameworks/flowise/) \u2022 [Superagent: Deploy AI Agents to Production with 1 CLI Command](https://dibi8.com/resources/llm-frameworks/superagent-ai-agent-framework/)",
    "Haystack 2026: The End-to-End NLP Framework for Production RAG & Agent Pipelines \\u2014 Setup Guide"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "[Flowise: Build AI Agents Visually with 52K+ Stars](https://dibi8.com/resources/llm-frameworks/flowise/) \u2022 [Superagent: Deploy AI Agents to Production with 1 CLI Command](https://dibi8.com/resources/llm-frameworks/superagent-ai-agent-framework/)",
    "Haystack 2026: The End-to-End NLP Framework for Production RAG & Agent Pipelines \\u2014 Setup Guide"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://dibi8.com/resources/data-science/haystack-rag-pipeline-framework",
   "project": "LangChain",
   "repository": "https://github.com/langchain-ai/langchain",
   "stars": "98000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "LangChain abstracts too much and changes too fast.",
    "Comparison with Alternatives"
   ],
   "repository_evidence": [
    "- [LangChain](https://github.com/langchain-ai/langchain)",
    "References & Sources"
   ],
   "stars_evidence": [
    "| Feature | Haystack 2.x | LangChain | LlamaIndex | Semantic Kernel |",
    "| **GitHub Stars** | **21,000+** | 98,000+ | 41,000+ | 22,000+ |",
    "Comparison with Alternatives"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://dibi8.com/resources/data-science/haystack-rag-pipeline-framework",
   "project": "LlamaIndex",
   "repository": "https://github.com/run-llama/llama_index",
   "stars": "41000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "LlamaIndex is opinionated toward indexing.",
    "Comparison with Alternatives"
   ],
   "repository_evidence": [
    "- [LlamaIndex](https://github.com/run-llama/llama_index)",
    "References & Sources"
   ],
   "stars_evidence": [
    "| Feature | Haystack 2.x | LangChain | LlamaIndex | Semantic Kernel |",
    "| **GitHub Stars** | **21,000+** | 98,000+ | 41,000+ | 22,000+ |",
    "Comparison with Alternatives"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://dibi8.com/resources/data-science/haystack-rag-pipeline-framework",
   "project": "Semantic Kernel",
   "repository": "https://github.com/microsoft/semantic-kernel",
   "stars": "22000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Semantic Kernel is ideal for Microsoft-centric enterprises building multi-agent systems.",
    "Comparison with Alternatives"
   ],
   "repository_evidence": [
    "- [Semantic Kernel](https://github.com/microsoft/semantic-kernel)",
    "References & Sources"
   ],
   "stars_evidence": [
    "| Feature | Haystack 2.x | LangChain | LlamaIndex | Semantic Kernel |",
    "| **GitHub Stars** | **21,000+** | 98,000+ | 41,000+ | 22,000+ |",
    "Comparison with Alternatives"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/NirDiamant/Agent_Memory_Techniques/blob/main/all_techniques/26_letta_memgpt_patterns",
   "project": "Letta",
   "repository": "https://github.com/letta-ai/letta",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Letta (MemGPT) Patterns",
    "Letta GitHub repository: [https://github.com/letta-ai/letta](https://github.com/letta-ai/letta)"
   ],
   "repository_evidence": [
    "Letta (MemGPT) Patterns",
    "Letta GitHub repository: [https://github.com/letta-ai/letta](https://github.com/letta-ai/letta)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://benkeiplus.sakura.ne.jp/phproxy?_proxurl=aHR0cHM6Ly9naXRodWIuY29tL3RvcGljcy9tdWx0aS1hZ2VudA%3D%3D",
   "project": "deer-flow",
   "repository": "https://github.com/bytedance/deer-flow",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "### [bytedance](https://benkeiplus.sakura.ne.jp/phproxy/index.php?_proxurl=aHR0cHM6Ly9naXRodWIuY29tL2J5dGVkYW5jZQ%3D%3D) / [deer-flow](https://benkeiplus.sakura.ne.jp/phproxy/index.php?_proxurl=aHR0cHM6Ly9naXRodWIuY29tL2J5dGVkYW5jZS9kZWVyLWZsb3c%3D)"
   ],
   "repository_evidence": [
    "### [bytedance](https://benkeiplus.sakura.ne.jp/phproxy/index.php?_proxurl=aHR0cHM6Ly9naXRodWIuY29tL2J5dGVkYW5jZQ%3D%3D) / [deer-flow](https://benkeiplus.sakura.ne.jp/phproxy/index.php?_proxurl=aHR0cHM6Ly9naXRodWIuY29tL2J5dGVkYW5jZS9kZWVyLWZsb3c%3D)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://benkeiplus.sakura.ne.jp/phproxy?_proxurl=aHR0cHM6Ly9naXRodWIuY29tL3RvcGljcy9tdWx0aS1hZ2VudA%3D%3D",
   "project": "MetaGPT",
   "repository": "https://github.com/FoundationAgents/MetaGPT",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "### [FoundationAgents](https://benkeiplus.sakura.ne.jp/phproxy/index.php?_proxurl=aHR0cHM6Ly9naXRodWIuY29tL0ZvdW5kYXRpb25BZ2VudHM%3D) / [MetaGPT](https://benkeiplus.sakura.ne.jp/phproxy/index.php?_proxurl=aHR0cHM6Ly9naXRodWIuY29tL0ZvdW5kYXRpb25BZ2VudHMvTWV0YUdQVA%3D%3D)"
   ],
   "repository_evidence": [
    "### [FoundationAgents](https://benkeiplus.sakura.ne.jp/phproxy/index.php?_proxurl=aHR0cHM6Ly9naXRodWIuY29tL0ZvdW5kYXRpb25BZ2VudHM%3D) / [MetaGPT](https://benkeiplus.sakura.ne.jp/phproxy/index.php?_proxurl=aHR0cHM6Ly9naXRodWIuY29tL0ZvdW5kYXRpb25BZ2VudHMvTWV0YUdQVA%3D%3D)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://benkeiplus.sakura.ne.jp/phproxy?_proxurl=aHR0cHM6Ly9naXRodWIuY29tL3RvcGljcy9tdWx0aS1hZ2VudA%3D%3D",
   "project": "ruflo",
   "repository": "https://github.com/ruvnet/ruflo",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "### [ruvnet](https://benkeiplus.sakura.ne.jp/phproxy/index.php?_proxurl=aHR0cHM6Ly9naXRodWIuY29tL3J1dm5ldA%3D%3D) / [ruflo](https://benkeiplus.sakura.ne.jp/phproxy/index.php?_proxurl=aHR0cHM6Ly9naXRodWIuY29tL3J1dm5ldC9ydWZsbw%3D%3D)"
   ],
   "repository_evidence": [
    "### [ruvnet](https://benkeiplus.sakura.ne.jp/phproxy/index.php?_proxurl=aHR0cHM6Ly9naXRodWIuY29tL3J1dm5ldA%3D%3D) / [ruflo](https://benkeiplus.sakura.ne.jp/phproxy/index.php?_proxurl=aHR0cHM6Ly9naXRodWIuY29tL3J1dm5ldC9ydWZsbw%3D%3D)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://benkeiplus.sakura.ne.jp/phproxy?_proxurl=aHR0cHM6Ly9naXRodWIuY29tL3RvcGljcy9tdWx0aS1hZ2VudA%3D%3D",
   "project": "CowAgent",
   "repository": "https://github.com/zhayujie/CowAgent",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "### [zhayujie](https://benkeiplus.sakura.ne.jp/phproxy/index.php?_proxurl=aHR0cHM6Ly9naXRodWIuY29tL3poYXl1amll) / [CowAgent](https://benkeiplus.sakura.ne.jp/phproxy/index.php?_proxurl=aHR0cHM6Ly9naXRodWIuY29tL3poYXl1amllL0Nvd0FnZW50)"
   ],
   "repository_evidence": [
    "### [zhayujie](https://benkeiplus.sakura.ne.jp/phproxy/index.php?_proxurl=aHR0cHM6Ly9naXRodWIuY29tL3poYXl1amll) / [CowAgent](https://benkeiplus.sakura.ne.jp/phproxy/index.php?_proxurl=aHR0cHM6Ly9naXRodWIuY29tL3poYXl1amllL0Nvd0FnZW50)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://benkeiplus.sakura.ne.jp/phproxy?_proxurl=aHR0cHM6Ly9naXRodWIuY29tL3RvcGljcy9tdWx0aS1hZ2VudA%3D%3D",
   "project": "agents",
   "repository": "https://github.com/wshobson/agents",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "### [wshobson](https://benkeiplus.sakura.ne.jp/phproxy/index.php?_proxurl=aHR0cHM6Ly9naXRodWIuY29tL3dzaG9ic29u) / [agents](https://benkeiplus.sakura.ne.jp/phproxy/index.php?_proxurl=aHR0cHM6Ly9naXRodWIuY29tL3dzaG9ic29uL2FnZW50cw%3D%3D)"
   ],
   "repository_evidence": [
    "### [wshobson](https://benkeiplus.sakura.ne.jp/phproxy/index.php?_proxurl=aHR0cHM6Ly9naXRodWIuY29tL3dzaG9ic29u) / [agents](https://benkeiplus.sakura.ne.jp/phproxy/index.php?_proxurl=aHR0cHM6Ly9naXRodWIuY29tL3dzaG9ic29uL2FnZW50cw%3D%3D)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://benkeiplus.sakura.ne.jp/phproxy?_proxurl=aHR0cHM6Ly9naXRodWIuY29tL3RvcGljcy9tdWx0aS1hZ2VudA%3D%3D",
   "project": "agentscope",
   "repository": "https://github.com/agentscope-ai/agentscope",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "### [agentscope-ai](https://benkeiplus.sakura.ne.jp/phproxy/index.php?_proxurl=aHR0cHM6Ly9naXRodWIuY29tL2FnZW50c2NvcGUtYWk%3D) / [agentscope](https://benkeiplus.sakura.ne.jp/phproxy/index.php?_proxurl=aHR0cHM6Ly9naXRodWIuY29tL2FnZW50c2NvcGUtYWkvYWdlbnRzY29wZQ%3D%3D)"
   ],
   "repository_evidence": [
    "### [agentscope-ai](https://benkeiplus.sakura.ne.jp/phproxy/index.php?_proxurl=aHR0cHM6Ly9naXRodWIuY29tL2FnZW50c2NvcGUtYWk%3D) / [agentscope](https://benkeiplus.sakura.ne.jp/phproxy/index.php?_proxurl=aHR0cHM6Ly9naXRodWIuY29tL2FnZW50c2NvcGUtYWkvYWdlbnRzY29wZQ%3D%3D)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://benkeiplus.sakura.ne.jp/phproxy?_proxurl=aHR0cHM6Ly9naXRodWIuY29tL3RvcGljcy9tdWx0aS1hZ2VudA%3D%3D",
   "project": "GenAI_Agents",
   "repository": "https://github.com/NirDiamant/GenAI_Agents",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "### [NirDiamant](https://benkeiplus.sakura.ne.jp/phproxy/index.php?_proxurl=aHR0cHM6Ly9naXRodWIuY29tL05pckRpYW1hbnQ%3D) / [GenAI_Agents](https://benkeiplus.sakura.ne.jp/phproxy/index.php?_proxurl=aHR0cHM6Ly9naXRodWIuY29tL05pckRpYW1hbnQvR2VuQUlfQWdlbnRz)"
   ],
   "repository_evidence": [
    "### [NirDiamant](https://benkeiplus.sakura.ne.jp/phproxy/index.php?_proxurl=aHR0cHM6Ly9naXRodWIuY29tL05pckRpYW1hbnQ%3D) / [GenAI_Agents](https://benkeiplus.sakura.ne.jp/phproxy/index.php?_proxurl=aHR0cHM6Ly9naXRodWIuY29tL05pckRpYW1hbnQvR2VuQUlfQWdlbnRz)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://benkeiplus.sakura.ne.jp/phproxy?_proxurl=aHR0cHM6Ly9naXRodWIuY29tL3RvcGljcy9tdWx0aS1hZ2VudA%3D%3D",
   "project": "Vibe-Trading",
   "repository": "https://github.com/HKUDS/Vibe-Trading",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "### [HKUDS](https://benkeiplus.sakura.ne.jp/phproxy/index.php?_proxurl=aHR0cHM6Ly9naXRodWIuY29tL0hLVURT) / [Vibe-Trading](https://benkeiplus.sakura.ne.jp/phproxy/index.php?_proxurl=aHR0cHM6Ly9naXRodWIuY29tL0hLVURTL1ZpYmUtVHJhZGluZw%3D%3D)"
   ],
   "repository_evidence": [
    "### [HKUDS](https://benkeiplus.sakura.ne.jp/phproxy/index.php?_proxurl=aHR0cHM6Ly9naXRodWIuY29tL0hLVURT) / [Vibe-Trading](https://benkeiplus.sakura.ne.jp/phproxy/index.php?_proxurl=aHR0cHM6Ly9naXRodWIuY29tL0hLVURTL1ZpYmUtVHJhZGluZw%3D%3D)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://benkeiplus.sakura.ne.jp/phproxy?_proxurl=aHR0cHM6Ly9naXRodWIuY29tL3RvcGljcy9tdWx0aS1hZ2VudA%3D%3D",
   "project": "adk-python",
   "repository": "https://github.com/google/adk-python",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "### [google](https://benkeiplus.sakura.ne.jp/phproxy/index.php?_proxurl=aHR0cHM6Ly9naXRodWIuY29tL2dvb2dsZQ%3D%3D) / [adk-python](https://benkeiplus.sakura.ne.jp/phproxy/index.php?_proxurl=aHR0cHM6Ly9naXRodWIuY29tL2dvb2dsZS9hZGstcHl0aG9u)"
   ],
   "repository_evidence": [
    "### [google](https://benkeiplus.sakura.ne.jp/phproxy/index.php?_proxurl=aHR0cHM6Ly9naXRodWIuY29tL2dvb2dsZQ%3D%3D) / [adk-python](https://benkeiplus.sakura.ne.jp/phproxy/index.php?_proxurl=aHR0cHM6Ly9naXRodWIuY29tL2dvb2dsZS9hZGstcHl0aG9u)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://benkeiplus.sakura.ne.jp/phproxy?_proxurl=aHR0cHM6Ly9naXRodWIuY29tL3RvcGljcy9tdWx0aS1hZ2VudA%3D%3D",
   "project": "agency-agents-zh",
   "repository": "https://github.com/jnMetaCode/agency-agents-zh",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "### [jnMetaCode](https://benkeiplus.sakura.ne.jp/phproxy/index.php?_proxurl=aHR0cHM6Ly9naXRodWIuY29tL2puTWV0YUNvZGU%3D) / [agency-agents-zh](https://benkeiplus.sakura.ne.jp/phproxy/index.php?_proxurl=aHR0cHM6Ly9naXRodWIuY29tL2puTWV0YUNvZGUvYWdlbmN5LWFnZW50cy16aA%3D%3D)"
   ],
   "repository_evidence": [
    "### [jnMetaCode](https://benkeiplus.sakura.ne.jp/phproxy/index.php?_proxurl=aHR0cHM6Ly9naXRodWIuY29tL2puTWV0YUNvZGU%3D) / [agency-agents-zh](https://benkeiplus.sakura.ne.jp/phproxy/index.php?_proxurl=aHR0cHM6Ly9naXRodWIuY29tL2puTWV0YUNvZGUvYWdlbmN5LWFnZW50cy16aA%3D%3D)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://benkeiplus.sakura.ne.jp/phproxy?_proxurl=aHR0cHM6Ly9naXRodWIuY29tL3RvcGljcy9tdWx0aS1hZ2VudA%3D%3D",
   "project": "edict",
   "repository": "https://github.com/cft0808/edict",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "### [cft0808](https://benkeiplus.sakura.ne.jp/phproxy/index.php?_proxurl=aHR0cHM6Ly9naXRodWIuY29tL2NmdDA4MDg%3D) / [edict](https://benkeiplus.sakura.ne.jp/phproxy/index.php?_proxurl=aHR0cHM6Ly9naXRodWIuY29tL2NmdDA4MDgvZWRpY3Q%3D)"
   ],
   "repository_evidence": [
    "### [cft0808](https://benkeiplus.sakura.ne.jp/phproxy/index.php?_proxurl=aHR0cHM6Ly9naXRodWIuY29tL2NmdDA4MDg%3D) / [edict](https://benkeiplus.sakura.ne.jp/phproxy/index.php?_proxurl=aHR0cHM6Ly9naXRodWIuY29tL2NmdDA4MDgvZWRpY3Q%3D)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://benkeiplus.sakura.ne.jp/phproxy?_proxurl=aHR0cHM6Ly9naXRodWIuY29tL3RvcGljcy9tdWx0aS1hZ2VudA%3D%3D",
   "project": "nanobrowser",
   "repository": "https://github.com/nanobrowser/nanobrowser",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "### [nanobrowser](https://benkeiplus.sakura.ne.jp/phproxy/index.php?_proxurl=aHR0cHM6Ly9naXRodWIuY29tL25hbm9icm93c2Vy) / [nanobrowser](https://benkeiplus.sakura.ne.jp/phproxy/index.php?_proxurl=aHR0cHM6Ly9naXRodWIuY29tL25hbm9icm93c2VyL25hbm9icm93c2Vy)"
   ],
   "repository_evidence": [
    "### [nanobrowser](https://benkeiplus.sakura.ne.jp/phproxy/index.php?_proxurl=aHR0cHM6Ly9naXRodWIuY29tL25hbm9icm93c2Vy) / [nanobrowser](https://benkeiplus.sakura.ne.jp/phproxy/index.php?_proxurl=aHR0cHM6Ly9naXRodWIuY29tL25hbm9icm93c2VyL25hbm9icm93c2Vy)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://benkeiplus.sakura.ne.jp/phproxy?_proxurl=aHR0cHM6Ly9naXRodWIuY29tL3RvcGljcy9tdWx0aS1hZ2VudA%3D%3D",
   "project": "agent-framework",
   "repository": "https://github.com/microsoft/agent-framework",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "### [microsoft](https://benkeiplus.sakura.ne.jp/phproxy/index.php?_proxurl=aHR0cHM6Ly9naXRodWIuY29tL21pY3Jvc29mdA%3D%3D) / [agent-framework](https://benkeiplus.sakura.ne.jp/phproxy/index.php?_proxurl=aHR0cHM6Ly9naXRodWIuY29tL21pY3Jvc29mdC9hZ2VudC1mcmFtZXdvcms%3D)"
   ],
   "repository_evidence": [
    "### [microsoft](https://benkeiplus.sakura.ne.jp/phproxy/index.php?_proxurl=aHR0cHM6Ly9naXRodWIuY29tL21pY3Jvc29mdA%3D%3D) / [agent-framework](https://benkeiplus.sakura.ne.jp/phproxy/index.php?_proxurl=aHR0cHM6Ly9naXRodWIuY29tL21pY3Jvc29mdC9hZ2VudC1mcmFtZXdvcms%3D)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://benkeiplus.sakura.ne.jp/phproxy?_proxurl=aHR0cHM6Ly9naXRodWIuY29tL3RvcGljcy9tdWx0aS1hZ2VudA%3D%3D",
   "project": "spring-ai-alibaba",
   "repository": "https://github.com/alibaba/spring-ai-alibaba",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "### [alibaba](https://benkeiplus.sakura.ne.jp/phproxy/index.php?_proxurl=aHR0cHM6Ly9naXRodWIuY29tL2FsaWJhYmE%3D) / [spring-ai-alibaba](https://benkeiplus.sakura.ne.jp/phproxy/index.php?_proxurl=aHR0cHM6Ly9naXRodWIuY29tL2FsaWJhYmEvc3ByaW5nLWFpLWFsaWJhYmE%3D)"
   ],
   "repository_evidence": [
    "### [alibaba](https://benkeiplus.sakura.ne.jp/phproxy/index.php?_proxurl=aHR0cHM6Ly9naXRodWIuY29tL2FsaWJhYmE%3D) / [spring-ai-alibaba](https://benkeiplus.sakura.ne.jp/phproxy/index.php?_proxurl=aHR0cHM6Ly9naXRodWIuY29tL2FsaWJhYmEvc3ByaW5nLWFpLWFsaWJhYmE%3D)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://benkeiplus.sakura.ne.jp/phproxy?_proxurl=aHR0cHM6Ly9naXRodWIuY29tL3RvcGljcy9tdWx0aS1hZ2VudA%3D%3D",
   "project": "MemOS",
   "repository": "https://github.com/MemTensor/MemOS",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "### [MemTensor](https://benkeiplus.sakura.ne.jp/phproxy/index.php?_proxurl=aHR0cHM6Ly9naXRodWIuY29tL01lbVRlbnNvcg%3D%3D) / [MemOS](https://benkeiplus.sakura.ne.jp/phproxy/index.php?_proxurl=aHR0cHM6Ly9naXRodWIuY29tL01lbVRlbnNvci9NZW1PUw%3D%3D)"
   ],
   "repository_evidence": [
    "### [MemTensor](https://benkeiplus.sakura.ne.jp/phproxy/index.php?_proxurl=aHR0cHM6Ly9naXRodWIuY29tL01lbVRlbnNvcg%3D%3D) / [MemOS](https://benkeiplus.sakura.ne.jp/phproxy/index.php?_proxurl=aHR0cHM6Ly9naXRodWIuY29tL01lbVRlbnNvci9NZW1PUw%3D%3D)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://benkeiplus.sakura.ne.jp/phproxy?_proxurl=aHR0cHM6Ly9naXRodWIuY29tL3RvcGljcy9tdWx0aS1hZ2VudA%3D%3D",
   "project": "astron-agent",
   "repository": "https://github.com/iflytek/astron-agent",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "### [iflytek](https://benkeiplus.sakura.ne.jp/phproxy/index.php?_proxurl=aHR0cHM6Ly9naXRodWIuY29tL2lmbHl0ZWs%3D) / [astron-agent](https://benkeiplus.sakura.ne.jp/phproxy/index.php?_proxurl=aHR0cHM6Ly9naXRodWIuY29tL2lmbHl0ZWsvYXN0cm9uLWFnZW50)"
   ],
   "repository_evidence": [
    "### [iflytek](https://benkeiplus.sakura.ne.jp/phproxy/index.php?_proxurl=aHR0cHM6Ly9naXRodWIuY29tL2lmbHl0ZWs%3D) / [astron-agent](https://benkeiplus.sakura.ne.jp/phproxy/index.php?_proxurl=aHR0cHM6Ly9naXRodWIuY29tL2lmbHl0ZWsvYXN0cm9uLWFnZW50)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://benkeiplus.sakura.ne.jp/phproxy?_proxurl=aHR0cHM6Ly9naXRodWIuY29tL3RvcGljcy9tdWx0aS1hZ2VudA%3D%3D",
   "project": "PraisonAI",
   "repository": "https://github.com/MervinPraison/PraisonAI",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "### [MervinPraison](https://benkeiplus.sakura.ne.jp/phproxy/index.php?_proxurl=aHR0cHM6Ly9naXRodWIuY29tL01lcnZpblByYWlzb24%3D) / [PraisonAI](https://benkeiplus.sakura.ne.jp/phproxy/index.php?_proxurl=aHR0cHM6Ly9naXRodWIuY29tL01lcnZpblByYWlzb24vUHJhaXNvbkFJ)"
   ],
   "repository_evidence": [
    "### [MervinPraison](https://benkeiplus.sakura.ne.jp/phproxy/index.php?_proxurl=aHR0cHM6Ly9naXRodWIuY29tL01lcnZpblByYWlzb24%3D) / [PraisonAI](https://benkeiplus.sakura.ne.jp/phproxy/index.php?_proxurl=aHR0cHM6Ly9naXRodWIuY29tL01lcnZpblByYWlzb24vUHJhaXNvbkFJ)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://benkeiplus.sakura.ne.jp/phproxy?_proxurl=aHR0cHM6Ly9naXRodWIuY29tL3RvcGljcy9tdWx0aS1hZ2VudA%3D%3D",
   "project": "xiaobei",
   "repository": "https://github.com/TeamWiseFlow/xiaobei",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "### [TeamWiseFlow](https://benkeiplus.sakura.ne.jp/phproxy/index.php?_proxurl=aHR0cHM6Ly9naXRodWIuY29tL1RlYW1XaXNlRmxvdw%3D%3D) / [xiaobei](https://benkeiplus.sakura.ne.jp/phproxy/index.php?_proxurl=aHR0cHM6Ly9naXRodWIuY29tL1RlYW1XaXNlRmxvdy94aWFvYmVp)"
   ],
   "repository_evidence": [
    "### [TeamWiseFlow](https://benkeiplus.sakura.ne.jp/phproxy/index.php?_proxurl=aHR0cHM6Ly9naXRodWIuY29tL1RlYW1XaXNlRmxvdw%3D%3D) / [xiaobei](https://benkeiplus.sakura.ne.jp/phproxy/index.php?_proxurl=aHR0cHM6Ly9naXRodWIuY29tL1RlYW1XaXNlRmxvdy94aWFvYmVp)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://benkeiplus.sakura.ne.jp/phproxy?_proxurl=aHR0cHM6Ly9naXRodWIuY29tL3RvcGljcy9tdWx0aS1hZ2VudA%3D%3D",
   "project": "agent-orchestrator",
   "repository": "https://github.com/AgentWrapper/agent-orchestrator",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "### [AgentWrapper](https://benkeiplus.sakura.ne.jp/phproxy/index.php?_proxurl=aHR0cHM6Ly9naXRodWIuY29tL0FnZW50V3JhcHBlcg%3D%3D) / [agent-orchestrator](https://benkeiplus.sakura.ne.jp/phproxy/index.php?_proxurl=aHR0cHM6Ly9naXRodWIuY29tL0FnZW50V3JhcHBlci9hZ2VudC1vcmNoZXN0cmF0b3I%3D)"
   ],
   "repository_evidence": [
    "### [AgentWrapper](https://benkeiplus.sakura.ne.jp/phproxy/index.php?_proxurl=aHR0cHM6Ly9naXRodWIuY29tL0FnZW50V3JhcHBlcg%3D%3D) / [agent-orchestrator](https://benkeiplus.sakura.ne.jp/phproxy/index.php?_proxurl=aHR0cHM6Ly9naXRodWIuY29tL0FnZW50V3JhcHBlci9hZ2VudC1vcmNoZXN0cmF0b3I%3D)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://cryptoxplosive.com/best-ai-agents-for-software-development-ranked-a-benchmark-driven-look-at-the-current-field",
   "project": "OpenAI Codex",
   "repository": "openai/codex",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Best AI Agents for Software Development Ranked: A Benchmark-Driven Look at the Current Field",
    "## **#2. OpenAI Codex (OpenAI)**",
    "The Codex CLI (available on GitHub as openai/codex) runs a local agent loop in your terminal, using OpenAI\u2019s API for model inference."
   ],
   "repository_evidence": [
    "# Best AI Agents for Software Development Ranked: A Benchmark-Driven Look at the Current Field",
    "## **#2. OpenAI Codex (OpenAI)**",
    "The Codex CLI (available on GitHub as openai/codex) runs a local agent loop in your terminal, using OpenAI\u2019s API for model inference."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://skillget.dev/listings/extracurricular-ai-open-deep-research-with-web-ui",
   "project": "open-deep-research-with-web-ui",
   "repository": "https://github.com/extracurricular-ai/open-deep-research-with-web-ui/blob/main/docs/README_zh.md",
   "stars": "24",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# open-deep-research-with-web-ui",
    "**Community trust** \u00e2\u20ac\u201d 24 GitHub stars",
    "An open replication of [OpenAI's Deep Research](https://openai.com/index/introducing-deep-research/) with a modern web UI \u2014 adapted from [HuggingFace smolagents](https://github.com/huggingface/smolagents/tree/main/examples) with simplified configuration for easy self-hosting."
   ],
   "repository_evidence": [
    "**Read this in other languages:** \ud83c\udde8\ud83c\uddf3 [\u4e2d\u6587](https://github.com/extracurricular-ai/open-deep-research-with-web-ui/blob/main/docs/README_zh.md) \u00b7 \ud83c\uddeb\ud83c\uddf7 [Fran\u00e7ais](https://github.com/extracurricular-ai/open-deep-research-with-web-ui/blob/main/docs/README_fr.md) \u00b7 \ud83c\uddea\ud83c\uddf8 [Espa\u00f1ol](https://github.com/extracurricular-ai/open-deep-research-with-web-ui/blob/main/docs/README_es.md)"
   ],
   "stars_evidence": [
    "**Community trust** \u00e2\u20ac\u201d 24 GitHub stars"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://skillget.dev/listings/extracurricular-ai-open-deep-research-with-web-ui",
   "project": "nickscamara/open-deep-research",
   "repository": "https://github.com/nickscamara/open-deep-research",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "There are several open-source Deep Research alternatives. Here's how this project compares:"
   ],
   "repository_evidence": [
    "There are several open-source Deep Research alternatives. Here's how this project compares:",
    "| Feature | **This project** | [nickscamara/open-deep-research](https://github.com/nickscamara/open-deep-research) | [gpt-researcher](https://github.com/assafelovic/gpt-researcher) | [langchain/open_deep_research](https://github.com/langchain-ai/open_deep_research) | [smolagents](https://github.com/huggingface/smolagents) |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://skillget.dev/listings/extracurricular-ai-open-deep-research-with-web-ui",
   "project": "gpt-researcher",
   "repository": "https://github.com/assafelovic/gpt-researcher",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "There are several open-source Deep Research alternatives. Here's how this project compares:"
   ],
   "repository_evidence": [
    "There are several open-source Deep Research alternatives. Here's how this project compares:",
    "| Feature | **This project** | [nickscamara/open-deep-research](https://github.com/nickscamara/open-deep-research) | [gpt-researcher](https://github.com/assafelovic/gpt-researcher) | [langchain/open_deep_research](https://github.com/langchain-ai/open_deep_research) | [smolagents](https://github.com/huggingface/smolagents) |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://skillget.dev/listings/extracurricular-ai-open-deep-research-with-web-ui",
   "project": "langchain/open_deep_research",
   "repository": "https://github.com/langchain-ai/open_deep_research",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "There are several open-source Deep Research alternatives. Here's how this project compares:"
   ],
   "repository_evidence": [
    "There are several open-source Deep Research alternatives. Here's how this project compares:",
    "| Feature | **This project** | [nickscamara/open-deep-research](https://github.com/nickscamara/open-deep-research) | [gpt-researcher](https://github.com/assafelovic/gpt-researcher) | [langchain/open_deep_research](https://github.com/langchain-ai/open_deep_research) | [smolagents](https://github.com/huggingface/smolagents) |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://skillget.dev/listings/extracurricular-ai-open-deep-research-with-web-ui",
   "project": "smolagents",
   "repository": "https://github.com/huggingface/smolagents",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "There are several open-source Deep Research alternatives. Here's how this project compares:"
   ],
   "repository_evidence": [
    "There are several open-source Deep Research alternatives. Here's how this project compares:",
    "| Feature | **This project** | [nickscamara/open-deep-research](https://github.com/nickscamara/open-deep-research) | [gpt-researcher](https://github.com/assafelovic/gpt-researcher) | [langchain/open_deep_research](https://github.com/langchain-ai/open_deep_research) | [smolagents](https://github.com/huggingface/smolagents) |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://trustvector.guard0.ai/agents/babyagi",
   "project": "BabyAGI",
   "repository": "https://github.com/yoheinakajima/babyagi",
   "stars": "20737",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# BabyAGI",
    "Minimalist autonomous task-driven AI agent that creates, prioritizes, and executes tasks based on results of previous tasks and a predefined objective."
   ],
   "repository_evidence": [
    "[Official Website](https://github.com/yoheinakajima/babyagi)",
    "Minimalist autonomous task-driven AI agent that creates, prioritizes, and executes tasks based on results of previous tasks and a predefined objective."
   ],
   "stars_evidence": [
    "github stars:20737+",
    "Minimalist autonomous task-driven AI agent that creates, prioritizes, and executes tasks based on results of previous tasks and a predefined objective."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://dev.co/ai/frameworks/julep",
   "project": "julep",
   "repository": "github.com/julep-ai/julep",
   "stars": "6600",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "AI Frameworks \u00b7 julep-ai",
    "# julep",
    "Julep is a Python framework for building durable, composable AI agents as dataflows that can crash, resume, and retry safely."
   ],
   "repository_evidence": [
    "AI Frameworks \u00b7 julep-ai",
    "Source: GitHub \u2014 github.com/julep-ai/julep"
   ],
   "stars_evidence": [
    "AI Frameworks \u00b7 julep-ai",
    "6.6k",
    "GitHub stars"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://libhunt.com/compare-llama_index-vs-langchain",
   "project": "llama_index",
   "repository": null,
   "stars": "50218",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "| [llama_index](/r/llama_index) | | [langchain](/r/langchain) |",
    "SaaSHub - Software Alternatives and Reviews",
    "featured"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "| 50,218 | | 139,741 |",
    "**Stars** - the number of stars that a project has on GitHub. **Growth** - month over month growth in stars.",
    "SaaSHub - Software Alternatives and Reviews",
    "featured"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://libhunt.com/compare-llama_index-vs-langchain",
   "project": "langchain",
   "repository": null,
   "stars": "139741",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "| [llama_index](/r/llama_index) | | [langchain](/r/langchain) |",
    "SaaSHub - Software Alternatives and Reviews",
    "featured"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "| 50,218 | | 139,741 |",
    "**Stars** - the number of stars that a project has on GitHub. **Growth** - month over month growth in stars.",
    "SaaSHub - Software Alternatives and Reviews",
    "featured"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://libhunt.com/compare-llama_index-vs-langchain",
   "project": "Auto-GPT",
   "repository": "https://github.com/Significant-Gravitas/AutoGPT",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "**Auto-GPT** - An experimental open-source attempt to make GPT-4 fully autonomous. [Moved to: https://github.com/Significant-Gravitas/AutoGPT]",
    "What are some alternatives?",
    "When comparing llama_index and langchain you can also consider the following projects:"
   ],
   "repository_evidence": [
    "**Auto-GPT** - An experimental open-source attempt to make GPT-4 fully autonomous. [Moved to: https://github.com/Significant-Gravitas/AutoGPT]",
    "What are some alternatives?",
    "When comparing llama_index and langchain you can also consider the following projects:"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://pypi.org/project/letta-nightly/0.11.7.dev20250927103946",
   "project": "Letta",
   "repository": "https://github.com/letta-ai/letta",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Create LLM agents with long-term memory and custom tools",
    "# Letta (formerly MemGPT)"
   ],
   "repository_evidence": [
    "### [One-Shot \u2728 Vibecoding \u26a1\ufe0f Prompts](https://github.com/letta-ai/letta/blob/main/fern/pages/getting-started/prompts.mdx)",
    "Create LLM agents with long-term memory and custom tools"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://trustvector.dev/agents/strands-agents",
   "project": "Strands Agents",
   "repository": "https://github.com/strands-agents/harness-sdk",
   "stars": "6500",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Evaluation record \u00b7 strands-agents",
    "# Strands Agents",
    "Open-source, model-driven AI agent SDK from AWS, used internally by Amazon Q Developer."
   ],
   "repository_evidence": [
    "Evaluation record \u00b7 strands-agents",
    "github repo: https://github.com/strands-agents/harness-sdk (renamed from sdk-python, June 2026)"
   ],
   "stars_evidence": [
    "Evaluation record \u00b7 strands-agents",
    "github stars: 6500+ (harness-sdk monorepo, July 2026)"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://ossinsight.io/blog/coding-agent-wars-2026",
   "project": "OpenCode",
   "repository": "https://ossinsight.io/analyze/anomalyco/opencode",
   "stars": "128277",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "The Coding Agent Wars: Who's Actually Winning (And It's Not Who You Think)",
    "Let's start with the raw numbers. Here are the top 10 coding agents by GitHub stars as of March 2026:",
    "| Rank | Agent | Stars | Forks | Contributors | Language | Created |",
    "| 1 | [OpenCode](https://ossinsight.io/analyze/anomalyco/opencode) | 128,277 | 13,569 | 828 | TypeScript | Apr 2025 |"
   ],
   "repository_evidence": [
    "The Coding Agent Wars: Who's Actually Winning (And It's Not Who You Think)",
    "Let's start with the raw numbers. Here are the top 10 coding agents by GitHub stars as of March 2026:",
    "| Rank | Agent | Stars | Forks | Contributors | Language | Created |",
    "| 1 | [OpenCode](https://ossinsight.io/analyze/anomalyco/opencode) | 128,277 | 13,569 | 828 | TypeScript | Apr 2025 |"
   ],
   "stars_evidence": [
    "The Coding Agent Wars: Who's Actually Winning (And It's Not Who You Think)",
    "Let's start with the raw numbers. Here are the top 10 coding agents by GitHub stars as of March 2026:",
    "| Rank | Agent | Stars | Forks | Contributors | Language | Created |",
    "| 1 | [OpenCode](https://ossinsight.io/analyze/anomalyco/opencode) | 128,277 | 13,569 | 828 | TypeScript | Apr 2025 |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://ossinsight.io/blog/coding-agent-wars-2026",
   "project": "Gemini CLI",
   "repository": "https://ossinsight.io/analyze/google-gemini/gemini-cli",
   "stars": "98735",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "The Coding Agent Wars: Who's Actually Winning (And It's Not Who You Think)",
    "Let's start with the raw numbers. Here are the top 10 coding agents by GitHub stars as of March 2026:",
    "| Rank | Agent | Stars | Forks | Contributors | Language | Created |",
    "| 2 | [Gemini CLI](https://ossinsight.io/analyze/google-gemini/gemini-cli) | 98,735 | 12,538 | 590 | TypeScript | Apr 2025 |"
   ],
   "repository_evidence": [
    "The Coding Agent Wars: Who's Actually Winning (And It's Not Who You Think)",
    "Let's start with the raw numbers. Here are the top 10 coding agents by GitHub stars as of March 2026:",
    "| Rank | Agent | Stars | Forks | Contributors | Language | Created |",
    "| 2 | [Gemini CLI](https://ossinsight.io/analyze/google-gemini/gemini-cli) | 98,735 | 12,538 | 590 | TypeScript | Apr 2025 |"
   ],
   "stars_evidence": [
    "The Coding Agent Wars: Who's Actually Winning (And It's Not Who You Think)",
    "Let's start with the raw numbers. Here are the top 10 coding agents by GitHub stars as of March 2026:",
    "| Rank | Agent | Stars | Forks | Contributors | Language | Created |",
    "| 2 | [Gemini CLI](https://ossinsight.io/analyze/google-gemini/gemini-cli) | 98,735 | 12,538 | 590 | TypeScript | Apr 2025 |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://ossinsight.io/blog/coding-agent-wars-2026",
   "project": "Claude Code",
   "repository": "https://ossinsight.io/analyze/anthropics/claude-code",
   "stars": "81437",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "The Coding Agent Wars: Who's Actually Winning (And It's Not Who You Think)",
    "Let's start with the raw numbers. Here are the top 10 coding agents by GitHub stars as of March 2026:",
    "| Rank | Agent | Stars | Forks | Contributors | Language | Created |",
    "| 3 | [Claude Code](https://ossinsight.io/analyze/anthropics/claude-code) | 81,437 | 6,777 | 49 | Shell | Feb 2025 |"
   ],
   "repository_evidence": [
    "The Coding Agent Wars: Who's Actually Winning (And It's Not Who You Think)",
    "Let's start with the raw numbers. Here are the top 10 coding agents by GitHub stars as of March 2026:",
    "| Rank | Agent | Stars | Forks | Contributors | Language | Created |",
    "| 3 | [Claude Code](https://ossinsight.io/analyze/anthropics/claude-code) | 81,437 | 6,777 | 49 | Shell | Feb 2025 |"
   ],
   "stars_evidence": [
    "The Coding Agent Wars: Who's Actually Winning (And It's Not Who You Think)",
    "Let's start with the raw numbers. Here are the top 10 coding agents by GitHub stars as of March 2026:",
    "| Rank | Agent | Stars | Forks | Contributors | Language | Created |",
    "| 3 | [Claude Code](https://ossinsight.io/analyze/anthropics/claude-code) | 81,437 | 6,777 | 49 | Shell | Feb 2025 |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://ossinsight.io/blog/coding-agent-wars-2026",
   "project": "OpenHands",
   "repository": "https://ossinsight.io/analyze/All-Hands-AI/OpenHands",
   "stars": "69576",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "The Coding Agent Wars: Who's Actually Winning (And It's Not Who You Think)",
    "Let's start with the raw numbers. Here are the top 10 coding agents by GitHub stars as of March 2026:",
    "| Rank | Agent | Stars | Forks | Contributors | Language | Created |",
    "| 4 | [OpenHands](https://ossinsight.io/analyze/All-Hands-AI/OpenHands) | 69,576 | 8,730 | 460 | Python | Mar 2024 |"
   ],
   "repository_evidence": [
    "The Coding Agent Wars: Who's Actually Winning (And It's Not Who You Think)",
    "Let's start with the raw numbers. Here are the top 10 coding agents by GitHub stars as of March 2026:",
    "| Rank | Agent | Stars | Forks | Contributors | Language | Created |",
    "| 4 | [OpenHands](https://ossinsight.io/analyze/All-Hands-AI/OpenHands) | 69,576 | 8,730 | 460 | Python | Mar 2024 |"
   ],
   "stars_evidence": [
    "The Coding Agent Wars: Who's Actually Winning (And It's Not Who You Think)",
    "Let's start with the raw numbers. Here are the top 10 coding agents by GitHub stars as of March 2026:",
    "| Rank | Agent | Stars | Forks | Contributors | Language | Created |",
    "| 4 | [OpenHands](https://ossinsight.io/analyze/All-Hands-AI/OpenHands) | 69,576 | 8,730 | 460 | Python | Mar 2024 |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://ossinsight.io/blog/coding-agent-wars-2026",
   "project": "Codex",
   "repository": "https://ossinsight.io/analyze/openai/codex",
   "stars": "66969",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "The Coding Agent Wars: Who's Actually Winning (And It's Not Who You Think)",
    "Let's start with the raw numbers. Here are the top 10 coding agents by GitHub stars as of March 2026:",
    "| Rank | Agent | Stars | Forks | Contributors | Language | Created |",
    "| 5 | [Codex](https://ossinsight.io/analyze/openai/codex) | 66,969 | 8,953 | 383 | Rust | Apr 2025 |"
   ],
   "repository_evidence": [
    "The Coding Agent Wars: Who's Actually Winning (And It's Not Who You Think)",
    "Let's start with the raw numbers. Here are the top 10 coding agents by GitHub stars as of March 2026:",
    "| Rank | Agent | Stars | Forks | Contributors | Language | Created |",
    "| 5 | [Codex](https://ossinsight.io/analyze/openai/codex) | 66,969 | 8,953 | 383 | Rust | Apr 2025 |"
   ],
   "stars_evidence": [
    "The Coding Agent Wars: Who's Actually Winning (And It's Not Who You Think)",
    "Let's start with the raw numbers. Here are the top 10 coding agents by GitHub stars as of March 2026:",
    "| Rank | Agent | Stars | Forks | Contributors | Language | Created |",
    "| 5 | [Codex](https://ossinsight.io/analyze/openai/codex) | 66,969 | 8,953 | 383 | Rust | Apr 2025 |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://ossinsight.io/blog/coding-agent-wars-2026",
   "project": "Cline",
   "repository": "https://ossinsight.io/analyze/cline/cline",
   "stars": "59252",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "The Coding Agent Wars: Who's Actually Winning (And It's Not Who You Think)",
    "Let's start with the raw numbers. Here are the top 10 coding agents by GitHub stars as of March 2026:",
    "| Rank | Agent | Stars | Forks | Contributors | Language | Created |",
    "| 6 | [Cline](https://ossinsight.io/analyze/cline/cline) | 59,252 | 6,014 | 283 | TypeScript | Jul 2024 |"
   ],
   "repository_evidence": [
    "The Coding Agent Wars: Who's Actually Winning (And It's Not Who You Think)",
    "Let's start with the raw numbers. Here are the top 10 coding agents by GitHub stars as of March 2026:",
    "| Rank | Agent | Stars | Forks | Contributors | Language | Created |",
    "| 6 | [Cline](https://ossinsight.io/analyze/cline/cline) | 59,252 | 6,014 | 283 | TypeScript | Jul 2024 |"
   ],
   "stars_evidence": [
    "The Coding Agent Wars: Who's Actually Winning (And It's Not Who You Think)",
    "Let's start with the raw numbers. Here are the top 10 coding agents by GitHub stars as of March 2026:",
    "| Rank | Agent | Stars | Forks | Contributors | Language | Created |",
    "| 6 | [Cline](https://ossinsight.io/analyze/cline/cline) | 59,252 | 6,014 | 283 | TypeScript | Jul 2024 |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://ossinsight.io/blog/coding-agent-wars-2026",
   "project": "Aider",
   "repository": "https://ossinsight.io/analyze/Aider-AI/aider",
   "stars": "42264",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "The Coding Agent Wars: Who's Actually Winning (And It's Not Who You Think)",
    "Let's start with the raw numbers. Here are the top 10 coding agents by GitHub stars as of March 2026:",
    "| Rank | Agent | Stars | Forks | Contributors | Language | Created |",
    "| 7 | [Aider](https://ossinsight.io/analyze/Aider-AI/aider) | 42,264 | 4,063 | 180 | Python | May 2023 |"
   ],
   "repository_evidence": [
    "The Coding Agent Wars: Who's Actually Winning (And It's Not Who You Think)",
    "Let's start with the raw numbers. Here are the top 10 coding agents by GitHub stars as of March 2026:",
    "| Rank | Agent | Stars | Forks | Contributors | Language | Created |",
    "| 7 | [Aider](https://ossinsight.io/analyze/Aider-AI/aider) | 42,264 | 4,063 | 180 | Python | May 2023 |"
   ],
   "stars_evidence": [
    "The Coding Agent Wars: Who's Actually Winning (And It's Not Who You Think)",
    "Let's start with the raw numbers. Here are the top 10 coding agents by GitHub stars as of March 2026:",
    "| Rank | Agent | Stars | Forks | Contributors | Language | Created |",
    "| 7 | [Aider](https://ossinsight.io/analyze/Aider-AI/aider) | 42,264 | 4,063 | 180 | Python | May 2023 |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://ossinsight.io/blog/coding-agent-wars-2026",
   "project": "Goose",
   "repository": "https://ossinsight.io/analyze/block/goose",
   "stars": "33453",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "The Coding Agent Wars: Who's Actually Winning (And It's Not Who You Think)",
    "Let's start with the raw numbers. Here are the top 10 coding agents by GitHub stars as of March 2026:",
    "| Rank | Agent | Stars | Forks | Contributors | Language | Created |",
    "| 8 | [Goose](https://ossinsight.io/analyze/block/goose) | 33,453 | 3,109 | 402 | Rust | Aug 2024 |"
   ],
   "repository_evidence": [
    "The Coding Agent Wars: Who's Actually Winning (And It's Not Who You Think)",
    "Let's start with the raw numbers. Here are the top 10 coding agents by GitHub stars as of March 2026:",
    "| Rank | Agent | Stars | Forks | Contributors | Language | Created |",
    "| 8 | [Goose](https://ossinsight.io/analyze/block/goose) | 33,453 | 3,109 | 402 | Rust | Aug 2024 |"
   ],
   "stars_evidence": [
    "The Coding Agent Wars: Who's Actually Winning (And It's Not Who You Think)",
    "Let's start with the raw numbers. Here are the top 10 coding agents by GitHub stars as of March 2026:",
    "| Rank | Agent | Stars | Forks | Contributors | Language | Created |",
    "| 8 | [Goose](https://ossinsight.io/analyze/block/goose) | 33,453 | 3,109 | 402 | Rust | Aug 2024 |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://ossinsight.io/blog/coding-agent-wars-2026",
   "project": "Cursor",
   "repository": "https://ossinsight.io/analyze/cursor/cursor",
   "stars": "32494",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "The Coding Agent Wars: Who's Actually Winning (And It's Not Who You Think)",
    "Let's start with the raw numbers. Here are the top 10 coding agents by GitHub stars as of March 2026:",
    "| Rank | Agent | Stars | Forks | Contributors | Language | Created |",
    "| 9 | [Cursor](https://ossinsight.io/analyze/cursor/cursor)* | 32,494 | 2,215 | 32 | \u2014 | Mar 2023 |"
   ],
   "repository_evidence": [
    "The Coding Agent Wars: Who's Actually Winning (And It's Not Who You Think)",
    "Let's start with the raw numbers. Here are the top 10 coding agents by GitHub stars as of March 2026:",
    "| Rank | Agent | Stars | Forks | Contributors | Language | Created |",
    "| 9 | [Cursor](https://ossinsight.io/analyze/cursor/cursor)* | 32,494 | 2,215 | 32 | \u2014 | Mar 2023 |"
   ],
   "stars_evidence": [
    "The Coding Agent Wars: Who's Actually Winning (And It's Not Who You Think)",
    "Let's start with the raw numbers. Here are the top 10 coding agents by GitHub stars as of March 2026:",
    "| Rank | Agent | Stars | Forks | Contributors | Language | Created |",
    "| 9 | [Cursor](https://ossinsight.io/analyze/cursor/cursor)* | 32,494 | 2,215 | 32 | \u2014 | Mar 2023 |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://ossinsight.io/blog/coding-agent-wars-2026",
   "project": "Continue",
   "repository": "https://ossinsight.io/analyze/continuedev/continue",
   "stars": "31997",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "The Coding Agent Wars: Who's Actually Winning (And It's Not Who You Think)",
    "Let's start with the raw numbers. Here are the top 10 coding agents by GitHub stars as of March 2026:",
    "| Rank | Agent | Stars | Forks | Contributors | Language | Created |",
    "| 10 | [Continue](https://ossinsight.io/analyze/continuedev/continue) | 31,997 | 4,288 | 501 | TypeScript | May 2023 |"
   ],
   "repository_evidence": [
    "The Coding Agent Wars: Who's Actually Winning (And It's Not Who You Think)",
    "Let's start with the raw numbers. Here are the top 10 coding agents by GitHub stars as of March 2026:",
    "| Rank | Agent | Stars | Forks | Contributors | Language | Created |",
    "| 10 | [Continue](https://ossinsight.io/analyze/continuedev/continue) | 31,997 | 4,288 | 501 | TypeScript | May 2023 |"
   ],
   "stars_evidence": [
    "The Coding Agent Wars: Who's Actually Winning (And It's Not Who You Think)",
    "Let's start with the raw numbers. Here are the top 10 coding agents by GitHub stars as of March 2026:",
    "| Rank | Agent | Stars | Forks | Contributors | Language | Created |",
    "| 10 | [Continue](https://ossinsight.io/analyze/continuedev/continue) | 31,997 | 4,288 | 501 | TypeScript | May 2023 |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://browserbash.com/blog/perplexity-comet-alternatives-for-automation",
   "project": "Browser Use",
   "repository": "https://github.com/browser-use/browser-use",
   "stars": "50000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Browser Use: the Python agent library",
    "| **Browser Use** | Autonomous agents in Python | Open source | Python library | Any LLM you wire | Yes (you build the glue) | You shape it yourself |"
   ],
   "repository_evidence": [
    "This guide is written for that second job. I will be honest about where Comet is the right tool and where it is not, then walk through the open-source and CLI options that exist in 2026 for scripted, reproducible automation \u2014 Browser Use, Stagehand, Playwright MCP, Skyvern, and [BrowserBash](https://browserbash.com/features), the natural-language automation CLI I work on.",
    "[Browser Use](https://github.com/browser-use/browser-use) is the one most people land on first, and for good reason."
   ],
   "stars_evidence": [
    "It crossed 50,000+ GitHub stars and became one of the fastest-growing open-source AI projects of the 2025\u20132026 stretch.",
    "This guide is written for that second job. I will be honest about where Comet is the right tool and where it is not, then walk through the open-source and CLI options that exist in 2026 for scripted, reproducible automation \u2014 Browser Use, Stagehand, Playwright MCP, Skyvern, and [BrowserBash](https://browserbash.com/features), the natural-language automation CLI I work on.",
    "Browser Use: the Python agent library",
    "[Browser Use](https://github.com/browser-use/browser-use) is the one most people land on first, and for good reason."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://browserbash.com/blog/perplexity-comet-alternatives-for-automation",
   "project": "Stagehand",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Stagehand: AI primitives on top of a real browser",
    "| **Stagehand** | AI primitives + code | MIT | TypeScript framework | Configurable | Yes (you build the glue) | You shape it yourself |"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://browserbash.com/blog/perplexity-comet-alternatives-for-automation",
   "project": "Playwright MCP",
   "repository": "https://github.com/microsoft/playwright-mcp",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Playwright MCP: deterministic control for AI coding agents",
    "| **Playwright MCP** | Browser as a tool for AI IDEs | Open source | MCP server | Set by the calling agent | Yes, native headless | Tool-level, not objective verdict |",
    "[Playwright MCP](https://github.com/microsoft/playwright-mcp) is a Model Context Protocol server that exposes Playwright's browser control to an AI assistant."
   ],
   "repository_evidence": [
    "This guide is written for that second job. I will be honest about where Comet is the right tool and where it is not, then walk through the open-source and CLI options that exist in 2026 for scripted, reproducible automation \u2014 Browser Use, Stagehand, Playwright MCP, Skyvern, and [BrowserBash](https://browserbash.com/features), the natural-language automation CLI I work on.",
    "[Playwright MCP](https://github.com/microsoft/playwright-mcp) is a Model Context Protocol server that exposes Playwright's browser control to an AI assistant."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://browserbash.com/blog/perplexity-comet-alternatives-for-automation",
   "project": "Skyvern",
   "repository": null,
   "stars": "20000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Skyvern: workflow automation for forms and RPA-style jobs",
    "| **Skyvern** | Form / workflow RPA | AGPL-3.0 | Platform + API | Configurable | Yes | Workflow-level |",
    "[Skyvern](https://www.skyvern.com/) aims at the RPA end of the spectrum: AI-powered browser automation for filling forms, navigating multi-step workflows, and handling the kind of repetitive web jobs that businesses used to script with screen scrapers."
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "This guide is written for that second job. I will be honest about where Comet is the right tool and where it is not, then walk through the open-source and CLI options that exist in 2026 for scripted, reproducible automation \u2014 Browser Use, Stagehand, Playwright MCP, Skyvern, and [BrowserBash](https://browserbash.com/features), the natural-language automation CLI I work on.",
    "Skyvern: workflow automation for forms and RPA-style jobs",
    "It is open-source on GitHub with 20,000+ stars, under the AGPL-3.0 license \u2014 worth flagging, because AGPL has real implications if you embed it in a commercial product, so check it against your obligations."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://browserbash.com/blog/perplexity-comet-alternatives-for-automation",
   "project": "BrowserBash",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "BrowserBash: a natural-language automation CLI built for CI",
    "| **BrowserBash** | Repeatable NL automation in CI | Apache-2.0 | CLI (`browserbash`) | `auto`, Ollama-first, free local | Yes, `--headless`, exit codes | NDJSON + exit codes 0/1/2/3 |",
    "[BrowserBash](https://www.npmjs.com/package/browserbash-cli) is a free, open-source (Apache-2.0) command-line tool from The Testing Academy."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://tinyagents.dev/vs/babyagi-vs-google-adk",
   "project": "Google ADK",
   "repository": "https://github.com/google/adk-python",
   "stars": "18700",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "BabyAGI vs Google ADK: Which Agent Framework to Use?",
    "### Google ADK",
    "| Concept | BabyAGI | Google ADK |"
   ],
   "repository_evidence": [
    "BabyAGI vs Google ADK: Which Agent Framework to Use?",
    "[github.com/google/adk-python\u2192](https://github.com/google/adk-python)"
   ],
   "stars_evidence": [
    "BabyAGI vs Google ADK: Which Agent Framework to Use?",
    "### Google ADK",
    "GitHub Stars\n18.7k"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/meituan/EvoCUA/blob/main/README.md",
   "project": "OpenCUA",
   "repository": "https://github.com/xlang-ai/OpenCUA",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# EvoCUA: Evolving Computer Use Agent",
    "We are grateful to **Xinyuan Wang** ([OpenCUA](https://github.com/xlang-ai/OpenCUA)) and **Tianbao Xie** ([OSWorld](https://github.com/xlang-ai/OSWorld)) for their insightful discussions, valuable feedback on evaluation, and continuous support throughout this project."
   ],
   "repository_evidence": [
    "# EvoCUA: Evolving Computer Use Agent",
    "We are grateful to **Xinyuan Wang** ([OpenCUA](https://github.com/xlang-ai/OpenCUA)) and **Tianbao Xie** ([OSWorld](https://github.com/xlang-ai/OSWorld)) for their insightful discussions, valuable feedback on evaluation, and continuous support throughout this project."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/meituan/EvoCUA/blob/main/README.md",
   "project": "OSWorld",
   "repository": "https://github.com/xlang-ai/OSWorld",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# EvoCUA: Evolving Computer Use Agent",
    "We are grateful to **Xinyuan Wang** ([OpenCUA](https://github.com/xlang-ai/OpenCUA)) and **Tianbao Xie** ([OSWorld](https://github.com/xlang-ai/OSWorld)) for their insightful discussions, valuable feedback on evaluation, and continuous support throughout this project."
   ],
   "repository_evidence": [
    "# EvoCUA: Evolving Computer Use Agent",
    "We are grateful to **Xinyuan Wang** ([OpenCUA](https://github.com/xlang-ai/OpenCUA)) and **Tianbao Xie** ([OSWorld](https://github.com/xlang-ai/OSWorld)) for their insightful discussions, valuable feedback on evaluation, and continuous support throughout this project."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/i-am-bee/beeai-supervisor/blob/master",
   "project": "BeeAI framework",
   "repository": "https://github.com/i-am-bee/beeai-framework",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "**Beekeeper** is an experimental multi-agent orchestration system built on the [BeeAI framework](https://github.com/i-am-bee/beeai-framework)."
   ],
   "repository_evidence": [
    "**Beekeeper** is an experimental multi-agent orchestration system built on the [BeeAI framework](https://github.com/i-am-bee/beeai-framework)."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/i-am-bee/beeai-supervisor/blob/master",
   "project": "Beekeeper",
   "repository": "https://github.com/i-am-bee/beekeeper/issues",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "**Beekeeper** is an experimental multi-agent orchestration system built on the [BeeAI framework](https://github.com/i-am-bee/beeai-framework)."
   ],
   "repository_evidence": [
    "**Find a bug or have a feature request?** Open an [issue](https://github.com/i-am-bee/beekeeper/issues)."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/hitrust/OpenManus",
   "project": "OpenManus",
   "repository": "https://github.com/mannaandpoem/OpenManus.git",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# hitrust/OpenManus",
    "# \ud83d\udc4b OpenManus",
    "OpenManus\n\nManus is incredible, but OpenManus can achieve any idea without an *Invite Code* \ud83d\udeeb!"
   ],
   "repository_evidence": [
    "# hitrust/OpenManus",
    "1. Clone the repository:",
    " git clone https://github.com/mannaandpoem/OpenManus.git cd OpenManus"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/hitrust/OpenManus",
   "project": "OpenManus-RL",
   "repository": "https://github.com/OpenManus/OpenManus-RL",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# hitrust/OpenManus",
    "We're also excited to introduce [OpenManus-RL](https://github.com/OpenManus/OpenManus-RL), an open-source project dedicated to reinforcement learning (RL)- based (such as GRPO) tuning methods for LLM agents, developed collaboratively by researchers from UIUC and OpenManus."
   ],
   "repository_evidence": [
    "# hitrust/OpenManus",
    "We're also excited to introduce [OpenManus-RL](https://github.com/OpenManus/OpenManus-RL), an open-source project dedicated to reinforcement learning (RL)- based (such as GRPO) tuning methods for LLM agents, developed collaboratively by researchers from UIUC and OpenManus."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://arxiv.org/pdf/2603.12614",
   "project": "openclaw",
   "repository": null,
   "stars": "198000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Table 2. LLM agents in the dataset, ranked by GitHub stars.",
    "(51) | 198k | superagi\u00a0(49) | 17.2k |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "Table 2. LLM agents in the dataset, ranked by GitHub stars.",
    "(51) | 198k | superagi\u00a0(49) | 17.2k |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://arxiv.org/pdf/2603.12614",
   "project": "autogpt",
   "repository": null,
   "stars": "182000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Table 2. LLM agents in the dataset, ranked by GitHub stars.",
    "(14) | 182k | agentscope\u00a0(35) | 16.4k |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "Table 2. LLM agents in the dataset, ranked by GitHub stars.",
    "(14) | 182k | agentscope\u00a0(35) | 16.4k |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://arxiv.org/pdf/2603.12614",
   "project": "langflow",
   "repository": null,
   "stars": "145000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Table 2. LLM agents in the dataset, ranked by GitHub stars.",
    "(23) | 145k | agentzero\u00a0(1) | 14.7k |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "Table 2. LLM agents in the dataset, ranked by GitHub stars.",
    "(23) | 145k | agentzero\u00a0(1) | 14.7k |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://arxiv.org/pdf/2603.12614",
   "project": "langchain",
   "repository": null,
   "stars": "127000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Table 2. LLM agents in the dataset, ranked by GitHub stars.",
    "(4) | 127k | bisheng\u00a0(11) | 11.1k |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "Table 2. LLM agents in the dataset, ranked by GitHub stars.",
    "(4) | 127k | bisheng\u00a0(11) | 11.1k |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://arxiv.org/pdf/2603.12614",
   "project": "ragflow",
   "repository": null,
   "stars": "73300",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Table 2. LLM agents in the dataset, ranked by GitHub stars.",
    "(20) | 73.3k | xagent\u00a0(39) | 8.5k |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "Table 2. LLM agents in the dataset, ranked by GitHub stars.",
    "(20) | 73.3k | xagent\u00a0(39) | 8.5k |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://arxiv.org/pdf/2603.12614",
   "project": "metagpt",
   "repository": null,
   "stars": "64200",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Table 2. LLM agents in the dataset, ranked by GitHub stars.",
    "(18) | 64.2k | taskweaver\u00a0(34) | 6.1k |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "Table 2. LLM agents in the dataset, ranked by GitHub stars.",
    "(18) | 64.2k | taskweaver\u00a0(34) | 6.1k |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://arxiv.org/pdf/2603.12614",
   "project": "llama_index",
   "repository": null,
   "stars": "47000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Table 2. LLM agents in the dataset, ranked by GitHub stars.",
    "(29) | 47k | taskingai\u00a0(50) | 5.4k |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "Table 2. LLM agents in the dataset, ranked by GitHub stars.",
    "(29) | 47k | taskingai\u00a0(50) | 5.4k |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://arxiv.org/pdf/2603.12614",
   "project": "chatchat",
   "repository": null,
   "stars": "37300",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Table 2. LLM agents in the dataset, ranked by GitHub stars.",
    "(8) | 37.3k | langroid\u00a0(24) | 3.9k |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "Table 2. LLM agents in the dataset, ranked by GitHub stars.",
    "(8) | 37.3k | langroid\u00a0(24) | 3.9k |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://arxiv.org/pdf/2603.12614",
   "project": "vanna",
   "repository": null,
   "stars": "22700",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Table 2. LLM agents in the dataset, ranked by GitHub stars.",
    "(5) | 22.7k | griptape\u00a0(3) | 2.5k |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "Table 2. LLM agents in the dataset, ranked by GitHub stars.",
    "(5) | 22.7k | griptape\u00a0(3) | 2.5k |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://arxiv.org/pdf/2603.12614",
   "project": "dbgpt",
   "repository": null,
   "stars": "18100",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Table 2. LLM agents in the dataset, ranked by GitHub stars.",
    "(13) | 18.1k | lagent\u00a0(21) | 2.2k |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "Table 2. LLM agents in the dataset, ranked by GitHub stars.",
    "(13) | 18.1k | lagent\u00a0(21) | 2.2k |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://arxiv.org/pdf/2603.12614",
   "project": "superagi",
   "repository": null,
   "stars": "17200",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Table 2. LLM agents in the dataset, ranked by GitHub stars.",
    "(51) | 198k | superagi\u00a0(49) | 17.2k |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "Table 2. LLM agents in the dataset, ranked by GitHub stars.",
    "(51) | 198k | superagi\u00a0(49) | 17.2k |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://arxiv.org/pdf/2603.12614",
   "project": "agentscope",
   "repository": null,
   "stars": "16400",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Table 2. LLM agents in the dataset, ranked by GitHub stars.",
    "(14) | 182k | agentscope\u00a0(35) | 16.4k |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "Table 2. LLM agents in the dataset, ranked by GitHub stars.",
    "(14) | 182k | agentscope\u00a0(35) | 16.4k |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://arxiv.org/pdf/2603.12614",
   "project": "agentzero",
   "repository": null,
   "stars": "14700",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Table 2. LLM agents in the dataset, ranked by GitHub stars.",
    "(23) | 145k | agentzero\u00a0(1) | 14.7k |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "Table 2. LLM agents in the dataset, ranked by GitHub stars.",
    "(23) | 145k | agentzero\u00a0(1) | 14.7k |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://arxiv.org/pdf/2603.12614",
   "project": "bisheng",
   "repository": null,
   "stars": "11100",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Table 2. LLM agents in the dataset, ranked by GitHub stars.",
    "(4) | 127k | bisheng\u00a0(11) | 11.1k |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "Table 2. LLM agents in the dataset, ranked by GitHub stars.",
    "(4) | 127k | bisheng\u00a0(11) | 11.1k |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://arxiv.org/pdf/2603.12614",
   "project": "xagent",
   "repository": null,
   "stars": "8500",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Table 2. LLM agents in the dataset, ranked by GitHub stars.",
    "(20) | 73.3k | xagent\u00a0(39) | 8.5k |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "Table 2. LLM agents in the dataset, ranked by GitHub stars.",
    "(20) | 73.3k | xagent\u00a0(39) | 8.5k |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://arxiv.org/pdf/2603.12614",
   "project": "taskweaver",
   "repository": null,
   "stars": "6100",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Table 2. LLM agents in the dataset, ranked by GitHub stars.",
    "(18) | 64.2k | taskweaver\u00a0(34) | 6.1k |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "Table 2. LLM agents in the dataset, ranked by GitHub stars.",
    "(18) | 64.2k | taskweaver\u00a0(34) | 6.1k |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://arxiv.org/pdf/2603.12614",
   "project": "taskingai",
   "repository": null,
   "stars": "5400",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Table 2. LLM agents in the dataset, ranked by GitHub stars.",
    "(29) | 47k | taskingai\u00a0(50) | 5.4k |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "Table 2. LLM agents in the dataset, ranked by GitHub stars.",
    "(29) | 47k | taskingai\u00a0(50) | 5.4k |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://arxiv.org/pdf/2603.12614",
   "project": "langroid",
   "repository": null,
   "stars": "3900",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Table 2. LLM agents in the dataset, ranked by GitHub stars.",
    "(8) | 37.3k | langroid\u00a0(24) | 3.9k |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "Table 2. LLM agents in the dataset, ranked by GitHub stars.",
    "(8) | 37.3k | langroid\u00a0(24) | 3.9k |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://arxiv.org/pdf/2603.12614",
   "project": "griptape",
   "repository": null,
   "stars": "2500",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Table 2. LLM agents in the dataset, ranked by GitHub stars.",
    "(5) | 22.7k | griptape\u00a0(3) | 2.5k |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "Table 2. LLM agents in the dataset, ranked by GitHub stars.",
    "(5) | 22.7k | griptape\u00a0(3) | 2.5k |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://arxiv.org/pdf/2603.12614",
   "project": "lagent",
   "repository": null,
   "stars": "2200",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Table 2. LLM agents in the dataset, ranked by GitHub stars.",
    "(13) | 18.1k | lagent\u00a0(21) | 2.2k |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "Table 2. LLM agents in the dataset, ranked by GitHub stars.",
    "(13) | 18.1k | lagent\u00a0(21) | 2.2k |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://olud.ai/vs/agno-vs-smolagents.html",
   "project": "Agno",
   "repository": null,
   "stars": "41.8k",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Open-Source AI \u00b7 AI agent framework",
    "Choose **Agno** for fast agents with memory and tools. Choose **smolagents** for simple code-writing agents, fast.",
    "| Spec | Agno | smolagents |",
    "Agno (formerly Phidata) is a lightweight, high-performance framework for building multi-modal agents with memory, knowledge and tools, plus a monitoring UI."
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "Open-Source AI \u00b7 AI agent framework",
    "| Spec | Agno | smolagents |",
    "| GitHub stars | 41.8k | 28.9k |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://olud.ai/vs/agno-vs-smolagents.html",
   "project": "smolagents",
   "repository": null,
   "stars": "28.9k",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Open-Source AI \u00b7 AI agent framework",
    "Choose **Agno** for fast agents with memory and tools. Choose **smolagents** for simple code-writing agents, fast.",
    "| Spec | Agno | smolagents |",
    "smolagents is Hugging Face's minimalist library for building agents that think in code, with first-class support for any LLM and Hugging Face tools."
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "Open-Source AI \u00b7 AI agent framework",
    "| Spec | Agno | smolagents |",
    "| GitHub stars | 41.8k | 28.9k |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://faun.pub/emerging-ai-agent-frameworks-developers-should-watch-in-2026-part-2-92d49e75e867",
   "project": "Pydantic AI",
   "repository": "https://github.com/pydantic/pydantic-ai",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## 1. Pydantic AI \u2014 Type-Safe Agent Development That Feels Like FastAPI",
    "GitHub: [pydantic/pydantic-ai](https://github.com/pydantic/pydantic-ai)"
   ],
   "repository_evidence": [
    "## 1. Pydantic AI \u2014 Type-Safe Agent Development That Feels Like FastAPI",
    "GitHub: [pydantic/pydantic-ai](https://github.com/pydantic/pydantic-ai)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://faun.pub/emerging-ai-agent-frameworks-developers-should-watch-in-2026-part-2-92d49e75e867",
   "project": "VoltAgent",
   "repository": "https://github.com/VoltAgent/voltagent",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## 2. VoltAgent \u2014 The Full-Stack Platform for Building and Operating AI Agents",
    "GitHub: [VoltAgent/voltagent](https://github.com/VoltAgent/voltagent)"
   ],
   "repository_evidence": [
    "## 2. VoltAgent \u2014 The Full-Stack Platform for Building and Operating AI Agents",
    "GitHub: [VoltAgent/voltagent](https://github.com/VoltAgent/voltagent)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://faun.pub/emerging-ai-agent-frameworks-developers-should-watch-in-2026-part-2-92d49e75e867",
   "project": "Google ADK",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## 3. Google ADK \u2014 The Code-First Framework for Building Production-Grade Agents",
    "GitHub: google/adk-python"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://faun.pub/emerging-ai-agent-frameworks-developers-should-watch-in-2026-part-2-92d49e75e867",
   "project": "OpenAI Agents SDK",
   "repository": "https://github.com/openai/openai-agents-python",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## 4. OpenAI Agents SDK \u2014 Lightweight Multi-Agent Systems Without the Bloat",
    "GitHub: [openai/openai-agents-python](https://github.com/openai/openai-agents-python)"
   ],
   "repository_evidence": [
    "## 4. OpenAI Agents SDK \u2014 Lightweight Multi-Agent Systems Without the Bloat",
    "GitHub: [openai/openai-agents-python](https://github.com/openai/openai-agents-python)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://faun.pub/emerging-ai-agent-frameworks-developers-should-watch-in-2026-part-2-92d49e75e867",
   "project": "Haystack",
   "repository": "https://github.com/deepset-ai/haystack",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## 5. Haystack \u2014 The Framework That Treats Context as a First-Class System",
    "GitHub: [deepset-ai/haystack](https://github.com/deepset-ai/haystack)"
   ],
   "repository_evidence": [
    "## 5. Haystack \u2014 The Framework That Treats Context as a First-Class System",
    "GitHub: [deepset-ai/haystack](https://github.com/deepset-ai/haystack)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://pretalx.com/pydata-london-2026/talk/ZAR8AG",
   "project": "browser-use",
   "repository": null,
   "stars": "60000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "AI systems that can autonomously navigate websites, fill forms, extract data, and complete multi-step workflows; are one of the most exciting and practical applications of large language models in 2026.",
    "Libraries like browser-use (60k+ GitHub stars) and Skyvern have demonstrated their potential, but their abstractions can obscure the surprisingly approachable fundamentals underneath."
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "AI systems that can autonomously navigate websites, fill forms, extract data, and complete multi-step workflows; are one of the most exciting and practical applications of large language models in 2026.",
    "Libraries like browser-use (60k+ GitHub stars) and Skyvern have demonstrated their potential, but their abstractions can obscure the surprisingly approachable fundamentals underneath."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://developer.aliyun.com/article/1480814",
   "project": "BabyAGI",
   "repository": "https://github.com/yoheinakajima/babyagi/blob/main/babyagi.py",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Agent\u8c03\u7814--19\u7c7bAgent\u6846\u67b6\u5bf9\u6bd4\uff08\u4e2d\uff09https://developer.aliyun.com/article/1480811"
   ],
   "repository_evidence": [
    "Agent\u8c03\u7814--19\u7c7bAgent\u6846\u67b6\u5bf9\u6bd4\uff08\u4e2d\uff09https://developer.aliyun.com/article/1480811"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://developer.aliyun.com/article/1480814",
   "project": "AutoGPT",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Agent\u8c03\u7814--19\u7c7bAgent\u6846\u67b6\u5bf9\u6bd4\uff08\u4e2d\uff09https://developer.aliyun.com/article/1480811",
    "AutoGPT AutoGPT \u5b9a\u4f4d\u7c7b\u4f3c\u4e2a\u4eba\u52a9\u7406\uff0c\u5e2e\u52a9\u7528\u6237\u5b8c\u6210\u6307\u5b9a\u7684\u4efb\u52a1\uff0c\u5982\u8c03\u7814\u67d0\u4e2a\u8bfe\u9898\u3002"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://developer.aliyun.com/article/1480814",
   "project": "HuggingGPT",
   "repository": "https://github.com/microsoft/JARVIS",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Agent\u8c03\u7814--19\u7c7bAgent\u6846\u67b6\u5bf9\u6bd4\uff08\u4e2d\uff09https://developer.aliyun.com/article/1480811",
    "HuggingGPT git: https://github.com/microsoft/JARVISpaper: https://arxiv.org/abs/2303.17580 HuggingGPT\u7684\u4efb\u52a1\u5206\u4e3a\u56db\u4e2a\u90e8\u5206\uff1a"
   ],
   "repository_evidence": [
    "Agent\u8c03\u7814--19\u7c7bAgent\u6846\u67b6\u5bf9\u6bd4\uff08\u4e2d\uff09https://developer.aliyun.com/article/1480811",
    "HuggingGPT git: https://github.com/microsoft/JARVISpaper: https://arxiv.org/abs/2303.17580 HuggingGPT\u7684\u4efb\u52a1\u5206\u4e3a\u56db\u4e2a\u90e8\u5206\uff1a"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://developer.aliyun.com/article/1480814",
   "project": "GPT-Engineer",
   "repository": "https://github.com/AntonOsika/gpt-engineer",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Agent\u8c03\u7814--19\u7c7bAgent\u6846\u67b6\u5bf9\u6bd4\uff08\u4e2d\uff09https://developer.aliyun.com/article/1480811",
    "GPT-Engineer git: https://github.com/AntonOsika/gpt-engineer\u57fa\u4e8elangchain\u5f00\u53d1\uff0c\u5355\u4e00\u7684\u5de5\u7a0b\u5e08agent\uff0c\u89e3\u51b3\u7f16\u7801\u573a\u666f\u7684\u95ee\u9898\u3002"
   ],
   "repository_evidence": [
    "Agent\u8c03\u7814--19\u7c7bAgent\u6846\u67b6\u5bf9\u6bd4\uff08\u4e2d\uff09https://developer.aliyun.com/article/1480811",
    "GPT-Engineer git: https://github.com/AntonOsika/gpt-engineer\u57fa\u4e8elangchain\u5f00\u53d1\uff0c\u5355\u4e00\u7684\u5de5\u7a0b\u5e08agent\uff0c\u89e3\u51b3\u7f16\u7801\u573a\u666f\u7684\u95ee\u9898\u3002"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://developer.aliyun.com/article/1480814",
   "project": "Samantha",
   "repository": "https://github.com/BRlkl/AGI-Samantha",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Agent\u8c03\u7814--19\u7c7bAgent\u6846\u67b6\u5bf9\u6bd4\uff08\u4e2d\uff09https://developer.aliyun.com/article/1480811",
    "Samantha git: https://github.com/BRlkl/AGI-Samanthatw: https://twitter.com/Schindler___/status/1745986132737769573\u7075\u611f\u6765\u6e90\u4e8e\u7535\u5f71her\uff0c\u6838\u5fc3\u63a8\u7406\u903b\u8f91\u662f\u53cd\u601d+\u89c2\u5bdf\uff0c\u57fa\u4e8eGPT4-V\u4e0d\u65ad\u4ece\u73af\u5883\u4e2d\u83b7\u53d6\u56fe\u50cf\u548c\u8bed\u97f3\u4fe1\u606f\uff0c\u4f1a\u81ea\u4e3b\u53d1\u8d77\u63d0\u95ee\u3002"
   ],
   "repository_evidence": [
    "Agent\u8c03\u7814--19\u7c7bAgent\u6846\u67b6\u5bf9\u6bd4\uff08\u4e2d\uff09https://developer.aliyun.com/article/1480811",
    "Samantha git: https://github.com/BRlkl/AGI-Samanthatw: https://twitter.com/Schindler___/status/1745986132737769573\u7075\u611f\u6765\u6e90\u4e8e\u7535\u5f71her\uff0c\u6838\u5fc3\u63a8\u7406\u903b\u8f91\u662f\u53cd\u601d+\u89c2\u5bdf\uff0c\u57fa\u4e8eGPT4-V\u4e0d\u65ad\u4ece\u73af\u5883\u4e2d\u83b7\u53d6\u56fe\u50cf\u548c\u8bed\u97f3\u4fe1\u606f\uff0c\u4f1a\u81ea\u4e3b\u53d1\u8d77\u63d0\u95ee\u3002"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://developer.aliyun.com/article/1480814",
   "project": "AppAgent",
   "repository": "https://github.com/X-PLUG/MobileAgent",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Agent\u8c03\u7814--19\u7c7bAgent\u6846\u67b6\u5bf9\u6bd4\uff08\u4e2d\uff09https://developer.aliyun.com/article/1480811",
    "AppAgent doc\uff1ahttps://appagent-official.github.io/git\uff1ahttps://github.com/X-PLUG/MobileAgent\u57fa\u4e8eground-dino\u4ee5\u53cagpt view\u6a21\u578b\u505a\u591a\u6a21\u6001\u5904\u7406\u7684Agent\u3002"
   ],
   "repository_evidence": [
    "Agent\u8c03\u7814--19\u7c7bAgent\u6846\u67b6\u5bf9\u6bd4\uff08\u4e2d\uff09https://developer.aliyun.com/article/1480811",
    "AppAgent doc\uff1ahttps://appagent-official.github.io/git\uff1ahttps://github.com/X-PLUG/MobileAgent\u57fa\u4e8eground-dino\u4ee5\u53cagpt view\u6a21\u578b\u505a\u591a\u6a21\u6001\u5904\u7406\u7684Agent\u3002"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://developer.aliyun.com/article/1480814",
   "project": "OS-Copilot",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Agent\u8c03\u7814--19\u7c7bAgent\u6846\u67b6\u5bf9\u6bd4\uff08\u4e2d\uff09https://developer.aliyun.com/article/1480811",
    "OS-Copilot OS\u7ea7\u522b\u7684Agent\uff0cFRIDAY\u80fd\u591f\u4ece\u56fe\u7247\u3001\u89c6\u9891\u6216\u8005\u6587\u672c\u4e2d\u5b66\u4e60\uff0c\u5e76\u4e14\u80fd\u591f\u6267\u884c\u4e00\u7cfb\u5217\u7684\u8ba1\u7b97\u673a\u4efb\u52a1\uff0c\u6bd4\u5982\u5728Excel\u4e2d\u7ed8\u56fe\uff0c\u6216\u8005\u521b\u5efa\u4e00\u4e2a\u7f51\u7ad9\u3002"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/ranpox/awesome-computer-use",
   "project": "ClawBox",
   "repository": "https://github.com/coderkk1992/clawbox",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome Computer Use Agents",
    "## Projects",
    "- [ClawBox](https://github.com/coderkk1992/clawbox) - Run OpenClaw AI agent in a sandboxed Linux VM with native macOS UI. 5-minute setup, no CLI required."
   ],
   "repository_evidence": [
    "# Awesome Computer Use Agents",
    "## Projects",
    "- [ClawBox](https://github.com/coderkk1992/clawbox) - Run OpenClaw AI agent in a sandboxed Linux VM with native macOS UI. 5-minute setup, no CLI required."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/ranpox/awesome-computer-use",
   "project": "OpenInterpreter",
   "repository": "https://github.com/OpenInterpreter/open-interpreter",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome Computer Use Agents",
    "## Projects",
    "- [OpenInterpreter](https://github.com/OpenInterpreter/open-interpreter)"
   ],
   "repository_evidence": [
    "# Awesome Computer Use Agents",
    "## Projects",
    "- [OpenInterpreter](https://github.com/OpenInterpreter/open-interpreter)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/ranpox/awesome-computer-use",
   "project": "OpenAdapt",
   "repository": "https://github.com/OpenAdaptAI/OpenAdapt",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome Computer Use Agents",
    "## Projects",
    "- [OpenAdapt](https://github.com/OpenAdaptAI/OpenAdapt)"
   ],
   "repository_evidence": [
    "# Awesome Computer Use Agents",
    "## Projects",
    "- [OpenAdapt](https://github.com/OpenAdaptAI/OpenAdapt)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/ranpox/awesome-computer-use",
   "project": "OpenInterface",
   "repository": "https://github.com/AmberSahdev/Open-Interface/",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome Computer Use Agents",
    "## Projects",
    "- [OpenInterface](https://github.com/AmberSahdev/Open-Interface/)"
   ],
   "repository_evidence": [
    "# Awesome Computer Use Agents",
    "## Projects",
    "- [OpenInterface](https://github.com/AmberSahdev/Open-Interface/)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/ranpox/awesome-computer-use",
   "project": "Openwork",
   "repository": "https://github.com/accomplish-ai/openwork",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome Computer Use Agents",
    "## Projects",
    "- [Openwork](https://github.com/accomplish-ai/openwork)"
   ],
   "repository_evidence": [
    "# Awesome Computer Use Agents",
    "## Projects",
    "- [Openwork](https://github.com/accomplish-ai/openwork)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/ranpox/awesome-computer-use",
   "project": "E2B Desktop Sandbox",
   "repository": "https://github.com/e2b-dev/desktop",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome Computer Use Agents",
    "## Projects",
    "- [E2B Desktop Sandbox](https://github.com/e2b-dev/desktop)"
   ],
   "repository_evidence": [
    "# Awesome Computer Use Agents",
    "## Projects",
    "- [E2B Desktop Sandbox](https://github.com/e2b-dev/desktop)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/ranpox/awesome-computer-use",
   "project": "Claude Computer Use Demo for MacOS",
   "repository": "https://github.com/PallavAg/claude-computer-use-macos",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome Computer Use Agents",
    "## Projects",
    "- [Claude Computer Use Demo for MacOS](https://github.com/PallavAg/claude-computer-use-macos)"
   ],
   "repository_evidence": [
    "# Awesome Computer Use Agents",
    "## Projects",
    "- [Claude Computer Use Demo for MacOS](https://github.com/PallavAg/claude-computer-use-macos)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/ranpox/awesome-computer-use",
   "project": "Computer Use - OOTB",
   "repository": "https://github.com/showlab/computer_use_ootb",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome Computer Use Agents",
    "## Projects",
    "- [Computer Use - OOTB](https://github.com/showlab/computer_use_ootb)"
   ],
   "repository_evidence": [
    "# Awesome Computer Use Agents",
    "## Projects",
    "- [Computer Use - OOTB](https://github.com/showlab/computer_use_ootb)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/ranpox/awesome-computer-use",
   "project": "claude-minecraft-use",
   "repository": "https://github.com/ObservedObserver/claude-minecraft-use",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome Computer Use Agents",
    "## Projects",
    "- [claude-minecraft-use](https://github.com/ObservedObserver/claude-minecraft-use)"
   ],
   "repository_evidence": [
    "# Awesome Computer Use Agents",
    "## Projects",
    "- [claude-minecraft-use](https://github.com/ObservedObserver/claude-minecraft-use)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/ranpox/awesome-computer-use",
   "project": "Grunty",
   "repository": "https://github.com/suitedaces/computer-agent",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome Computer Use Agents",
    "## Projects",
    "- [Grunty](https://github.com/suitedaces/computer-agent)"
   ],
   "repository_evidence": [
    "# Awesome Computer Use Agents",
    "## Projects",
    "- [Grunty](https://github.com/suitedaces/computer-agent)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/ranpox/awesome-computer-use",
   "project": "Self-Operating Computer Framework",
   "repository": "https://github.com/OthersideAI/self-operating-computer",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome Computer Use Agents",
    "## Projects",
    "- [Self-Operating Computer Framework](https://github.com/OthersideAI/self-operating-computer)"
   ],
   "repository_evidence": [
    "# Awesome Computer Use Agents",
    "## Projects",
    "- [Self-Operating Computer Framework](https://github.com/OthersideAI/self-operating-computer)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/ranpox/awesome-computer-use",
   "project": "Anthropic Computer Use (for Mac)",
   "repository": "https://github.com/deedy/mac_computer_use",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome Computer Use Agents",
    "## Projects",
    "- [Anthropic Computer Use (for Mac)](https://github.com/deedy/mac_computer_use)"
   ],
   "repository_evidence": [
    "# Awesome Computer Use Agents",
    "## Projects",
    "- [Anthropic Computer Use (for Mac)](https://github.com/deedy/mac_computer_use)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/ranpox/awesome-computer-use",
   "project": "Cybergod",
   "repository": "https://github.com/james4ever0/agi_computer_control",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome Computer Use Agents",
    "## Projects",
    "- [Cybergod](https://github.com/james4ever0/agi_computer_control)"
   ],
   "repository_evidence": [
    "# Awesome Computer Use Agents",
    "## Projects",
    "- [Cybergod](https://github.com/james4ever0/agi_computer_control)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/ranpox/awesome-computer-use",
   "project": "Bytebot",
   "repository": "https://github.com/bytebot-ai/bytebot",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome Computer Use Agents",
    "## Projects",
    "- [Bytebot](https://github.com/bytebot-ai/bytebot)"
   ],
   "repository_evidence": [
    "# Awesome Computer Use Agents",
    "## Projects",
    "- [Bytebot](https://github.com/bytebot-ai/bytebot)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/ranpox/awesome-computer-use",
   "project": "UI-Act",
   "repository": "https://github.com/TobiasNorlund/UI-Act",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome Computer Use Agents",
    "## Projects",
    "- [UI-Act](https://github.com/TobiasNorlund/UI-Act)"
   ],
   "repository_evidence": [
    "# Awesome Computer Use Agents",
    "## Projects",
    "- [UI-Act](https://github.com/TobiasNorlund/UI-Act)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/ranpox/awesome-computer-use",
   "project": "WebMarker",
   "repository": "https://github.com/reidbarber/webmarker",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome Computer Use Agents",
    "## Projects",
    "- [WebMarker](https://github.com/reidbarber/webmarker)"
   ],
   "repository_evidence": [
    "# Awesome Computer Use Agents",
    "## Projects",
    "- [WebMarker](https://github.com/reidbarber/webmarker)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/ranpox/awesome-computer-use",
   "project": "Cua",
   "repository": "https://github.com/trycua/cua",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome Computer Use Agents",
    "## Projects",
    "- [Cua](https://github.com/trycua/cua)"
   ],
   "repository_evidence": [
    "# Awesome Computer Use Agents",
    "## Projects",
    "- [Cua](https://github.com/trycua/cua)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/ranpox/awesome-computer-use",
   "project": "Fazm",
   "repository": "https://github.com/m13v/fazm",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome Computer Use Agents",
    "## Projects",
    "- [Fazm](https://github.com/m13v/fazm) - Open-source voice-controlled AI agent for macOS using accessibility APIs and ScreenCaptureKit"
   ],
   "repository_evidence": [
    "# Awesome Computer Use Agents",
    "## Projects",
    "- [Fazm](https://github.com/m13v/fazm) - Open-source voice-controlled AI agent for macOS using accessibility APIs and ScreenCaptureKit"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/ranpox/awesome-computer-use",
   "project": "Lumen",
   "repository": "https://github.com/omxyz/lumen",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome Computer Use Agents",
    "## Projects",
    "- [Lumen](https://github.com/omxyz/lumen) - Vision-first browser agent with self-healing deterministic replay. Screenshot \u2192 model \u2192 action loop over CDP, multi-provider support."
   ],
   "repository_evidence": [
    "# Awesome Computer Use Agents",
    "## Projects",
    "- [Lumen](https://github.com/omxyz/lumen) - Vision-first browser agent with self-healing deterministic replay. Screenshot \u2192 model \u2192 action loop over CDP, multi-provider support."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/ranpox/awesome-computer-use",
   "project": "Terminator",
   "repository": "https://github.com/mediar-ai/terminator",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome Computer Use Agents",
    "## Projects",
    "- [Terminator](https://github.com/mediar-ai/terminator) - Playwright-like automation for Windows desktop apps using native accessibility APIs"
   ],
   "repository_evidence": [
    "# Awesome Computer Use Agents",
    "## Projects",
    "- [Terminator](https://github.com/mediar-ai/terminator) - Playwright-like automation for Windows desktop apps using native accessibility APIs"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://pypi.org/project/composio-julep/0.6.12",
   "project": "Julep",
   "repository": "composiohq/composio",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## \ud83d\ude80\ud83d\udd17 Integrating Composio with Julep",
    "Streamline the integration of Composio within the Julep agentic framework to enhance the interaction capabilities of Julep agents with external applications, significantly extending their operational range and efficiency."
   ],
   "repository_evidence": [
    "user_msg = \"Hi, I am presenting my project, hosted at github repository composiohq/composio. If you like it, adding a star would be helpful \""
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/lidong1665/OpenManus",
   "project": "OpenManus",
   "repository": "https://github.com/mannaandpoem/OpenManus",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# \ud83d\udc4b OpenManus",
    "@misc{openmanus2025,",
    "  title = {OpenManus: An open-source framework for building general AI agents},"
   ],
   "repository_evidence": [
    "# \ud83d\udc4b OpenManus",
    "git clone https://github.com/mannaandpoem/OpenManus.git",
    "  howpublished = {\\url{https://github.com/mannaandpoem/OpenManus}},"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/lidong1665/OpenManus",
   "project": "OpenManus-RL",
   "repository": "https://github.com/OpenManus/OpenManus-RL",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# \ud83d\udc4b OpenManus",
    "We're also excited to introduce [OpenManus-RL](https://github.com/OpenManus/OpenManus-RL), an open-source project dedicated to reinforcement learning (RL)- based (such as GRPO) tuning methods for LLM agents, developed collaboratively by researchers from UIUC and OpenManus."
   ],
   "repository_evidence": [
    "# \ud83d\udc4b OpenManus",
    "We're also excited to introduce [OpenManus-RL](https://github.com/OpenManus/OpenManus-RL), an open-source project dedicated to reinforcement learning (RL)- based (such as GRPO) tuning methods for LLM agents, developed collaboratively by researchers from UIUC and OpenManus."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/lidong1665/OpenManus",
   "project": "anthropic-computer-use",
   "repository": "https://github.com/anthropics/anthropic-quickstarts/tree/main/computer-use-demo",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# \ud83d\udc4b OpenManus",
    "Thanks to [anthropic-computer-use](https://github.com/anthropics/anthropic-quickstarts/tree/main/computer-use-demo) and [browser-use](https://github.com/browser-use/browser-use) for providing basic support for this project!"
   ],
   "repository_evidence": [
    "# \ud83d\udc4b OpenManus",
    "Thanks to [anthropic-computer-use](https://github.com/anthropics/anthropic-quickstarts/tree/main/computer-use-demo) and [browser-use](https://github.com/browser-use/browser-use) for providing basic support for this project!"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/lidong1665/OpenManus",
   "project": "browser-use",
   "repository": "https://github.com/browser-use/browser-use",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# \ud83d\udc4b OpenManus",
    "Thanks to [anthropic-computer-use](https://github.com/anthropics/anthropic-quickstarts/tree/main/computer-use-demo) and [browser-use](https://github.com/browser-use/browser-use) for providing basic support for this project!"
   ],
   "repository_evidence": [
    "# \ud83d\udc4b OpenManus",
    "Thanks to [anthropic-computer-use](https://github.com/anthropics/anthropic-quickstarts/tree/main/computer-use-demo) and [browser-use](https://github.com/browser-use/browser-use) for providing basic support for this project!"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/lidong1665/OpenManus",
   "project": "AAAJ",
   "repository": "https://github.com/metauto-ai/agent-as-a-judge",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# \ud83d\udc4b OpenManus",
    "Additionally, we are grateful to [AAAJ](https://github.com/metauto-ai/agent-as-a-judge), [MetaGPT](https://github.com/geekan/MetaGPT), [OpenHands](https://github.com/All-Hands-AI/OpenHands) and [SWE-agent](https://github.com/SWE-agent/SWE-agent)."
   ],
   "repository_evidence": [
    "# \ud83d\udc4b OpenManus",
    "Additionally, we are grateful to [AAAJ](https://github.com/metauto-ai/agent-as-a-judge), [MetaGPT](https://github.com/geekan/MetaGPT), [OpenHands](https://github.com/All-Hands-AI/OpenHands) and [SWE-agent](https://github.com/SWE-agent/SWE-agent)."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/lidong1665/OpenManus",
   "project": "MetaGPT",
   "repository": "https://github.com/geekan/MetaGPT",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# \ud83d\udc4b OpenManus",
    "Additionally, we are grateful to [AAAJ](https://github.com/metauto-ai/agent-as-a-judge), [MetaGPT](https://github.com/geekan/MetaGPT), [OpenHands](https://github.com/All-Hands-AI/OpenHands) and [SWE-agent](https://github.com/SWE-agent/SWE-agent)."
   ],
   "repository_evidence": [
    "# \ud83d\udc4b OpenManus",
    "Additionally, we are grateful to [AAAJ](https://github.com/metauto-ai/agent-as-a-judge), [MetaGPT](https://github.com/geekan/MetaGPT), [OpenHands](https://github.com/All-Hands-AI/OpenHands) and [SWE-agent](https://github.com/SWE-agent/SWE-agent)."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/lidong1665/OpenManus",
   "project": "OpenHands",
   "repository": "https://github.com/All-Hands-AI/OpenHands",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# \ud83d\udc4b OpenManus",
    "Additionally, we are grateful to [AAAJ](https://github.com/metauto-ai/agent-as-a-judge), [MetaGPT](https://github.com/geekan/MetaGPT), [OpenHands](https://github.com/All-Hands-AI/OpenHands) and [SWE-agent](https://github.com/SWE-agent/SWE-agent)."
   ],
   "repository_evidence": [
    "# \ud83d\udc4b OpenManus",
    "Additionally, we are grateful to [AAAJ](https://github.com/metauto-ai/agent-as-a-judge), [MetaGPT](https://github.com/geekan/MetaGPT), [OpenHands](https://github.com/All-Hands-AI/OpenHands) and [SWE-agent](https://github.com/SWE-agent/SWE-agent)."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/lidong1665/OpenManus",
   "project": "SWE-agent",
   "repository": "https://github.com/SWE-agent/SWE-agent",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# \ud83d\udc4b OpenManus",
    "Additionally, we are grateful to [AAAJ](https://github.com/metauto-ai/agent-as-a-judge), [MetaGPT](https://github.com/geekan/MetaGPT), [OpenHands](https://github.com/All-Hands-AI/OpenHands) and [SWE-agent](https://github.com/SWE-agent/SWE-agent)."
   ],
   "repository_evidence": [
    "# \ud83d\udc4b OpenManus",
    "Additionally, we are grateful to [AAAJ](https://github.com/metauto-ai/agent-as-a-judge), [MetaGPT](https://github.com/geekan/MetaGPT), [OpenHands](https://github.com/All-Hands-AI/OpenHands) and [SWE-agent](https://github.com/SWE-agent/SWE-agent)."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://newreleases.io/project/github/TaskingAI/TaskingAI/release/v0.3.0",
   "project": "TaskingAI",
   "repository": "https://github.com/TaskingAI/TaskingAI",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# TaskingAI Updates: Version 0.3.0",
    "- Updated error log handling for Google Gemini when using function in v1 [#106](https://github.com/TaskingAI/TaskingAI/pull/106)."
   ],
   "repository_evidence": [
    "# TaskingAI Updates: Version 0.3.0",
    "- Updated error log handling for Google Gemini when using function in v1 [#106](https://github.com/TaskingAI/TaskingAI/pull/106)."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://heatdrop.ai/repo/letta-ai/letta",
   "project": "Letta",
   "repository": "https://github.com/letta-ai/letta",
   "stars": "24200",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "letta-ai/letta",
    "Letta builds persistent memory and continuity into LLM agents so they can learn across sessions instead of starting from scratch every time.",
    "What is letta-ai/letta?Letta builds persistent memory and continuity into LLM agents so they can learn across sessions instead of starting from scratch every time.",
    "Is letta open source?Yes \u2014 letta-ai/letta is open source, released under the Apache-2.0 license.",
    "What language is letta written in?letta-ai/letta is primarily written in Python.",
    "How popular is letta?letta-ai/letta has 24.2k stars on GitHub and is currently accelerating.",
    "Where can I find letta?letta-ai/letta is on GitHub at https://github.com/letta-ai/letta."
   ],
   "repository_evidence": [
    "letta-ai/letta",
    "Where can I find letta?letta-ai/letta is on GitHub at https://github.com/letta-ai/letta."
   ],
   "stars_evidence": [
    "letta-ai/letta",
    "How popular is letta?letta-ai/letta has 24.2k stars on GitHub and is currently accelerating."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://tinyagents.dev/vs/autogen-vs-aws-strands",
   "project": "AWS Strands Agents",
   "repository": "https://github.com/strands-agents/sdk-python",
   "stars": "4200",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# AutoGen vs AWS Strands Agents: Which Agent Framework to Use?",
    "AWS Strands Agents is a lightweight, model-driven Python SDK for building agents released by AWS in May 2025.",
    "### AWS Strands Agents",
    "[github.com/strands-agents/sdk-python\u2192](https://github.com/strands-agents/sdk-python)"
   ],
   "repository_evidence": [
    "# AutoGen vs AWS Strands Agents: Which Agent Framework to Use?",
    "[github.com/strands-agents/sdk-python\u2192](https://github.com/strands-agents/sdk-python)"
   ],
   "stars_evidence": [
    "# AutoGen vs AWS Strands Agents: Which Agent Framework to Use?",
    "### AWS Strands Agents",
    "GitHub Stars\n4.2k"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://teknoding.com/2026/06/best-open-source-ai-assistant-developers-2026.html",
   "project": "OpenCode",
   "repository": null,
   "stars": "165000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# 10 Best Open Source AI Assistants for Developers in 2026 (Compared)",
    "## Quick Comparison Table (10 Tools Side-by-Side)",
    "| Tool | GitHub Stars | License | Best For | Local Models? | Editor/IDE | Cost |",
    "| **OpenCode** | 165k+ | MIT | Claude Code replacement, terminal TUI | Yes | Terminal | Free + API |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# 10 Best Open Source AI Assistants for Developers in 2026 (Compared)",
    "## Quick Comparison Table (10 Tools Side-by-Side)",
    "| Tool | GitHub Stars | License | Best For | Local Models? | Editor/IDE | Cost |",
    "| **OpenCode** | 165k+ | MIT | Claude Code replacement, terminal TUI | Yes | Terminal | Free + API |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://teknoding.com/2026/06/best-open-source-ai-assistant-developers-2026.html",
   "project": "Cline",
   "repository": null,
   "stars": "61000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# 10 Best Open Source AI Assistants for Developers in 2026 (Compared)",
    "## Quick Comparison Table (10 Tools Side-by-Side)",
    "| Tool | GitHub Stars | License | Best For | Local Models? | Editor/IDE | Cost |",
    "| **Cline** | 61k+ | Apache-2.0 | Agentic coding in VS Code | Yes | VS Code / CLI | Free + API |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# 10 Best Open Source AI Assistants for Developers in 2026 (Compared)",
    "## Quick Comparison Table (10 Tools Side-by-Side)",
    "| Tool | GitHub Stars | License | Best For | Local Models? | Editor/IDE | Cost |",
    "| **Cline** | 61k+ | Apache-2.0 | Agentic coding in VS Code | Yes | VS Code / CLI | Free + API |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://teknoding.com/2026/06/best-open-source-ai-assistant-developers-2026.html",
   "project": "OpenHands",
   "repository": null,
   "stars": "74000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# 10 Best Open Source AI Assistants for Developers in 2026 (Compared)",
    "## Quick Comparison Table (10 Tools Side-by-Side)",
    "| Tool | GitHub Stars | License | Best For | Local Models? | Editor/IDE | Cost |",
    "| **OpenHands** | 74k+ | MIT | Autonomous full-stack tasks | Yes | Web UI / CLI | Free + API |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# 10 Best Open Source AI Assistants for Developers in 2026 (Compared)",
    "## Quick Comparison Table (10 Tools Side-by-Side)",
    "| Tool | GitHub Stars | License | Best For | Local Models? | Editor/IDE | Cost |",
    "| **OpenHands** | 74k+ | MIT | Autonomous full-stack tasks | Yes | Web UI / CLI | Free + API |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://teknoding.com/2026/06/best-open-source-ai-assistant-developers-2026.html",
   "project": "Aider",
   "repository": null,
   "stars": "44000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# 10 Best Open Source AI Assistants for Developers in 2026 (Compared)",
    "## Quick Comparison Table (10 Tools Side-by-Side)",
    "| Tool | GitHub Stars | License | Best For | Local Models? | Editor/IDE | Cost |",
    "| **Aider** | 44k+ | Apache-2.0 | Git-native pair programming | Yes | Terminal | Free + API |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# 10 Best Open Source AI Assistants for Developers in 2026 (Compared)",
    "## Quick Comparison Table (10 Tools Side-by-Side)",
    "| Tool | GitHub Stars | License | Best For | Local Models? | Editor/IDE | Cost |",
    "| **Aider** | 44k+ | Apache-2.0 | Git-native pair programming | Yes | Terminal | Free + API |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://teknoding.com/2026/06/best-open-source-ai-assistant-developers-2026.html",
   "project": "Continue",
   "repository": null,
   "stars": "33000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# 10 Best Open Source AI Assistants for Developers in 2026 (Compared)",
    "## Quick Comparison Table (10 Tools Side-by-Side)",
    "| Tool | GitHub Stars | License | Best For | Local Models? | Editor/IDE | Cost |",
    "| **Continue** | 33k+ | Apache-2.0 | JetBrains + VS Code teams | Yes | VS Code / JetBrains | Free + API |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# 10 Best Open Source AI Assistants for Developers in 2026 (Compared)",
    "## Quick Comparison Table (10 Tools Side-by-Side)",
    "| Tool | GitHub Stars | License | Best For | Local Models? | Editor/IDE | Cost |",
    "| **Continue** | 33k+ | Apache-2.0 | JetBrains + VS Code teams | Yes | VS Code / JetBrains | Free + API |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://teknoding.com/2026/06/best-open-source-ai-assistant-developers-2026.html",
   "project": "Goose",
   "repository": null,
   "stars": "45000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# 10 Best Open Source AI Assistants for Developers in 2026 (Compared)",
    "## Quick Comparison Table (10 Tools Side-by-Side)",
    "| Tool | GitHub Stars | License | Best For | Local Models? | Editor/IDE | Cost |",
    "| **Goose** | 45k+ | Apache-2.0 | Editor-agnostic automation | Yes | Any (MCP) | Free |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# 10 Best Open Source AI Assistants for Developers in 2026 (Compared)",
    "## Quick Comparison Table (10 Tools Side-by-Side)",
    "| Tool | GitHub Stars | License | Best For | Local Models? | Editor/IDE | Cost |",
    "| **Goose** | 45k+ | Apache-2.0 | Editor-agnostic automation | Yes | Any (MCP) | Free |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://teknoding.com/2026/06/best-open-source-ai-assistant-developers-2026.html",
   "project": "Codex CLI",
   "repository": "https://github.com/openai/codex-cli",
   "stars": "60000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# 10 Best Open Source AI Assistants for Developers in 2026 (Compared)",
    "## Quick Comparison Table (10 Tools Side-by-Side)",
    "| Tool | GitHub Stars | License | Best For | Local Models? | Editor/IDE | Cost |",
    "| **Codex CLI** | 60k+ | Apache-2.0 | OpenAI's official agent | No | Terminal | Free + $20/mo GPT |"
   ],
   "repository_evidence": [
    "# 7. Codex CLI \u2014 OpenAI's Open-Source Terminal Agent",
    "### Installation",
    "```bash\n npm install -g @openai/codex # Or git clone https://github.com/openai/codex-cli cd codex-cli npm install && npm run build # Set OpenAI key export OPENAI_API_KEY=your-key codex\n```"
   ],
   "stars_evidence": [
    "# 10 Best Open Source AI Assistants for Developers in 2026 (Compared)",
    "## Quick Comparison Table (10 Tools Side-by-Side)",
    "| Tool | GitHub Stars | License | Best For | Local Models? | Editor/IDE | Cost |",
    "| **Codex CLI** | 60k+ | Apache-2.0 | OpenAI's official agent | No | Terminal | Free + $20/mo GPT |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://teknoding.com/2026/06/best-open-source-ai-assistant-developers-2026.html",
   "project": "Roo Code",
   "repository": null,
   "stars": "22000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# 10 Best Open Source AI Assistants for Developers in 2026 (Compared)",
    "## Quick Comparison Table (10 Tools Side-by-Side)",
    "| Tool | GitHub Stars | License | Best For | Local Models? | Editor/IDE | Cost |",
    "| **Roo Code** | 22k+ | Apache-2.0 | Customizable Cline workflows | Yes | VS Code | Free + API |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# 10 Best Open Source AI Assistants for Developers in 2026 (Compared)",
    "## Quick Comparison Table (10 Tools Side-by-Side)",
    "| Tool | GitHub Stars | License | Best For | Local Models? | Editor/IDE | Cost |",
    "| **Roo Code** | 22k+ | Apache-2.0 | Customizable Cline workflows | Yes | VS Code | Free + API |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://teknoding.com/2026/06/best-open-source-ai-assistant-developers-2026.html",
   "project": "Pi",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# 10 Best Open Source AI Assistants for Developers in 2026 (Compared)",
    "## Quick Comparison Table (10 Tools Side-by-Side)",
    "| Tool | GitHub Stars | License | Best For | Local Models? | Editor/IDE | Cost |",
    "| **Pi** | New | MIT | Lightweight, low-resource agent | Yes | Terminal | Free |"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://teknoding.com/2026/06/best-open-source-ai-assistant-developers-2026.html",
   "project": "Zed",
   "repository": null,
   "stars": "83000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# 10 Best Open Source AI Assistants for Developers in 2026 (Compared)",
    "## Quick Comparison Table (10 Tools Side-by-Side)",
    "| Tool | GitHub Stars | License | Best For | Local Models? | Editor/IDE | Cost |",
    "| **Zed** | 83k+ | Copyleft | GPU-accelerated AI editor | Yes | Standalone editor | Free |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# 10 Best Open Source AI Assistants for Developers in 2026 (Compared)",
    "## Quick Comparison Table (10 Tools Side-by-Side)",
    "| Tool | GitHub Stars | License | Best For | Local Models? | Editor/IDE | Cost |",
    "| **Zed** | 83k+ | Copyleft | GPU-accelerated AI editor | Yes | Standalone editor | Free |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://mediar.ai/t/skyvern",
   "project": "Skyvern",
   "repository": "https://github.com/Skyvern-AI/skyvern",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "A guide",
    "# Skyvern, plainly: a Playwright-compatible runtime, three cooperating agents, and a Chromium-tab edge.",
    "Skyvern is an open-source browser-automation framework, AGPL-3.0, built by Skyvern AI Inc. (Y Combinator)."
   ],
   "repository_evidence": [
    "A guide",
    "# Skyvern, plainly: a Playwright-compatible runtime, three cooperating agents, and a Chromium-tab edge.",
    "The latest release on [github.com/Skyvern-AI/skyvern](https://github.com/Skyvern-AI/skyvern) is v1.0.32 (1 May 2026)."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://learn.engineering.vips.edu/frameworks/babyagi",
   "project": "BabyAGI",
   "repository": "https://github.com/yoheinakajima/babyagi",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Capability \u00b7 Framework \u2014 agents",
    "# BabyAGI",
    "BabyAGI was the original, tiny autonomous-agent script that seeded an entire wave of 2023 agent frameworks."
   ],
   "repository_evidence": [
    "Capability \u00b7 Framework \u2014 agents",
    "- **Repository** https://github.com/yoheinakajima/babyagi"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://learn.engineering.vips.edu/frameworks/babyagi",
   "project": null,
   "repository": null,
   "stars": null,
   "category": "agents",
   "description": "original, tiny autonomous-agent script that seeded an entire wave of 2023 agent frameworks",
   "license": "MIT",
   "project_evidence": null,
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": [
    "Capability \u00b7 Framework \u2014 agents",
    "- **Category** agents"
   ],
   "description_evidence": [
    "Capability \u00b7 Framework \u2014 agents",
    "BabyAGI was the original, tiny autonomous-agent script that seeded an entire wave of 2023 agent frameworks."
   ],
   "license_evidence": [
    "Capability \u00b7 Framework \u2014 agents",
    "- **License** MIT"
   ]
  },
  {
   "url": "https://github.com/777genius/os-ai-computer-use",
   "project": "OS AI Computer Use",
   "repository": "https://github.com/iliyaZelenko/os-ai-computer-use",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# OS AI Computer Use",
    "The most capable open-source desktop automation agent \u2014 75.0% on OSWorld, surpassing human performance."
   ],
   "repository_evidence": [
    "# OS AI Computer Use",
    "[![CI](https://github.com/iliyaZelenko/os-ai-computer-use/actions/workflows/ci.yml/badge.svg)](https://github.com/iliyaZelenko/os-ai-computer-use/actions/workflows/ci.yml)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://agent.csdn.net/67fe10a4c7c7e505d345fdc5.html",
   "project": "OpenManus",
   "repository": "https://github.com/mannaandpoem/OpenManus.git",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# OpenManus\u4ecb\u7ecd\u53ca\u672c\u5730\u90e8\u7f72\u4f53\u9a8c",
    "OpenManus\uff0c\u7531 MetaGPT \u56e2\u961f\u7cbe\u5fc3\u6253\u9020\u7684\u5f00\u6e90\u9879\u76ee\uff0c\u4e8e2025\u5e743\u6708\u53d1\u5e03\u3002"
   ],
   "repository_evidence": [
    "# OpenManus\u4ecb\u7ecd\u53ca\u672c\u5730\u90e8\u7f72\u4f53\u9a8c",
    "\u514b\u9686\u4ed3\u5e93\uff1a",
    "git clone https : // github . com / mannaandpoem / OpenManus . git cd OpenManus\u5b89\u88c5\u4f9d\u8d56\uff1a"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "http://nerq.ai/compare/ag2ai-fastagency-vs-kagentlms-baichuan2-13b-mat",
   "project": "fastagency",
   "repository": null,
   "stars": "528",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# fastagency vs kagentlms_baichuan2_13b_mat \u2014 Trust Score Comparison",
    "Side-by-side trust comparison of fastagency and kagentlms_baichuan2_13b_mat."
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# fastagency vs kagentlms_baichuan2_13b_mat \u2014 Trust Score Comparison",
    "fastagency is a agent_platform agent with 528 stars."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "http://nerq.ai/compare/ag2ai-fastagency-vs-kagentlms-baichuan2-13b-mat",
   "project": "kagentlms_baichuan2_13b_mat",
   "repository": null,
   "stars": "6",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# fastagency vs kagentlms_baichuan2_13b_mat \u2014 Trust Score Comparison",
    "Side-by-side trust comparison of fastagency and kagentlms_baichuan2_13b_mat."
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# fastagency vs kagentlms_baichuan2_13b_mat \u2014 Trust Score Comparison",
    "kagentlms_baichuan2_13b_mat is a agent_platform agent with 6 stars."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://jangwook.net/en/blog/en/pydantic-ai-type-safe-agent-tutorial-2026",
   "project": "Instructor",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "PydanticAI Tutorial \u2014 Type-Safe AI Agents the FastAPI Way",
    "Quick breakdown of where each library sits:",
    "| Library | Core role | Agent loop | Type safety |",
    "| Instructor | LLM output parsing | None | Structured output only |"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://jangwook.net/en/blog/en/pydantic-ai-type-safe-agent-tutorial-2026",
   "project": "PydanticAI",
   "repository": "https://github.com/pydantic/pydantic-ai",
   "stars": "16K+",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "PydanticAI Tutorial \u2014 Type-Safe AI Agents the FastAPI Way",
    "Quick breakdown of where each library sits:",
    "| Library | Core role | Agent loop | Type safety |",
    "| PydanticAI | Agent framework | Full support | Input + output + tools |",
    "GitHub stars: 16K+. Built by the Pydantic team, so maintenance concerns are minimal.",
    "- [pydantic/pydantic-ai (GitHub)](https://github.com/pydantic/pydantic-ai) \u2014 source, CHANGELOG, and release notes"
   ],
   "repository_evidence": [
    "PydanticAI Tutorial \u2014 Type-Safe AI Agents the FastAPI Way",
    "## References (Primary Sources)",
    "- [pydantic/pydantic-ai (GitHub)](https://github.com/pydantic/pydantic-ai) \u2014 source, CHANGELOG, and release notes"
   ],
   "stars_evidence": [
    "PydanticAI Tutorial \u2014 Type-Safe AI Agents the FastAPI Way",
    "GitHub stars: 16K+. Built by the Pydantic team, so maintenance concerns are minimal."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://jangwook.net/en/blog/en/pydantic-ai-type-safe-agent-tutorial-2026",
   "project": "LangGraph",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "PydanticAI Tutorial \u2014 Type-Safe AI Agents the FastAPI Way",
    "Quick breakdown of where each library sits:",
    "| Library | Core role | Agent loop | Type safety |",
    "| LangGraph | Orchestration | Graph-based | Weak |"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://jangwook.net/en/blog/en/pydantic-ai-type-safe-agent-tutorial-2026",
   "project": "CrewAI",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "PydanticAI Tutorial \u2014 Type-Safe AI Agents the FastAPI Way",
    "Quick breakdown of where each library sits:",
    "| Library | Core role | Agent loop | Type safety |",
    "| CrewAI | Multi-agent teams | Role-based | Weak |"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://jangwook.net/en/blog/en/pydantic-ai-type-safe-agent-tutorial-2026",
   "project": "Pydantic",
   "repository": "https://github.com/pydantic/pydantic",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "PydanticAI Tutorial \u2014 Type-Safe AI Agents the FastAPI Way",
    "## References (Primary Sources)",
    "- [pydantic/pydantic (GitHub)](https://github.com/pydantic/pydantic) \u2014 the underlying Pydantic v2 library"
   ],
   "repository_evidence": [
    "PydanticAI Tutorial \u2014 Type-Safe AI Agents the FastAPI Way",
    "## References (Primary Sources)",
    "- [pydantic/pydantic (GitHub)](https://github.com/pydantic/pydantic) \u2014 the underlying Pydantic v2 library"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://chatgptaihub.com/langchain-llamaindex-dspy-comparison-2026",
   "project": "LangChain",
   "repository": null,
   "stars": "135127",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "LangChain vs LlamaIndex vs DSPy: The 2026 LLM Framework Comparison",
    "As we step into 2026, the landscape of large language model (LLM) frameworks has crystallized around three dominant players: **LangChain**, **LlamaIndex**, and **DSPy**.",
    "### LangChain: The Orchestration Powerhouse"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "LangChain vs LlamaIndex vs DSPy: The 2026 LLM Framework Comparison",
    "As we step into 2026, the landscape of large language model (LLM) frameworks has crystallized around three dominant players: **LangChain**, **LlamaIndex**, and **DSPy**.",
    "### LangChain: The Orchestration Powerhouse",
    "- **GitHub Stars:** 135,127 \u2b50"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://chatgptaihub.com/langchain-llamaindex-dspy-comparison-2026",
   "project": "LlamaIndex",
   "repository": null,
   "stars": "48979",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "LangChain vs LlamaIndex vs DSPy: The 2026 LLM Framework Comparison",
    "As we step into 2026, the landscape of large language model (LLM) frameworks has crystallized around three dominant players: **LangChain**, **LlamaIndex**, and **DSPy**.",
    "### LlamaIndex: The Data-Centric RAG Specialist"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "LangChain vs LlamaIndex vs DSPy: The 2026 LLM Framework Comparison",
    "As we step into 2026, the landscape of large language model (LLM) frameworks has crystallized around three dominant players: **LangChain**, **LlamaIndex**, and **DSPy**.",
    "### LlamaIndex: The Data-Centric RAG Specialist",
    "- **GitHub Stars:** 48,979 \u2b50"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://chatgptaihub.com/langchain-llamaindex-dspy-comparison-2026",
   "project": "DSPy",
   "repository": null,
   "stars": "34027",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "LangChain vs LlamaIndex vs DSPy: The 2026 LLM Framework Comparison",
    "As we step into 2026, the landscape of large language model (LLM) frameworks has crystallized around three dominant players: **LangChain**, **LlamaIndex**, and **DSPy**.",
    "### DSPy: The Declarative Programming Innovator"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "LangChain vs LlamaIndex vs DSPy: The 2026 LLM Framework Comparison",
    "As we step into 2026, the landscape of large language model (LLM) frameworks has crystallized around three dominant players: **LangChain**, **LlamaIndex**, and **DSPy**.",
    "### DSPy: The Declarative Programming Innovator",
    "- **GitHub Stars:** 34,027 \u2b50"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://pypi.org/project/letta-nightly/0.15.2.dev20260124060658",
   "project": "Letta",
   "repository": "https://github.com/letta-ai/letta",
   "stars": null,
   "category": "framework/platform",
   "description": "The platform for building stateful agents: open AI with advanced memory that can learn and self-improve over time.",
   "license": null,
   "project_evidence": [
    "Create LLM agents with long-term memory and custom tools",
    "# Letta (formerly MemGPT)"
   ],
   "repository_evidence": [
    "Create LLM agents with long-term memory and custom tools",
    "### [One-Shot \u2728 Vibecoding \u26a1\ufe0f Prompts](https://github.com/letta-ai/letta/blob/main/fern/pages/getting-started/prompts.mdx)"
   ],
   "stars_evidence": null,
   "category_evidence": [
    "Create LLM agents with long-term memory and custom tools",
    "Letta is the platform for building stateful agents: open AI with advanced memory that can learn and self-improve over time."
   ],
   "description_evidence": [
    "Create LLM agents with long-term memory and custom tools",
    "Letta is the platform for building stateful agents: open AI with advanced memory that can learn and self-improve over time."
   ],
   "license_evidence": null
  },
  {
   "url": "https://pypi.org/project/letta-nightly/0.15.2.dev20260124060658",
   "project": "MemGPT",
   "repository": null,
   "stars": null,
   "category": "agent application",
   "description": "A research paper that introduced the concept of the \"LLM Operating System\" for memory management.",
   "license": null,
   "project_evidence": [
    "Create LLM agents with long-term memory and custom tools",
    "# Letta (formerly MemGPT)"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": [
    "Create LLM agents with long-term memory and custom tools",
    "Letta is made by the creators of [MemGPT](https://arxiv.org/abs/2310.08560), a research paper that introduced the concept of the \"LLM Operating System\" for memory management."
   ],
   "description_evidence": [
    "Create LLM agents with long-term memory and custom tools",
    "Letta is made by the creators of [MemGPT](https://arxiv.org/abs/2310.08560), a research paper that introduced the concept of the \"LLM Operating System\" for memory management."
   ],
   "license_evidence": null
  },
  {
   "url": "https://pypi.org/project/letta-nightly/0.15.2.dev20260124060658",
   "project": "letta-python",
   "repository": "https://github.com/letta-ai/letta-python",
   "stars": null,
   "category": "framework/platform",
   "description": "Python SDK for Letta",
   "license": null,
   "project_evidence": [
    "Create LLM agents with long-term memory and custom tools",
    "### [Python SDK](https://github.com/letta-ai/letta-python)"
   ],
   "repository_evidence": [
    "Create LLM agents with long-term memory and custom tools",
    "### [Python SDK](https://github.com/letta-ai/letta-python)"
   ],
   "stars_evidence": null,
   "category_evidence": [
    "Create LLM agents with long-term memory and custom tools",
    "### [Python SDK](https://github.com/letta-ai/letta-python)"
   ],
   "description_evidence": [
    "Create LLM agents with long-term memory and custom tools",
    "Or install the Letta SDK (available for both Python and TypeScript):",
    "### [Python SDK](https://github.com/letta-ai/letta-python)"
   ],
   "license_evidence": null
  },
  {
   "url": "https://pypi.org/project/letta-nightly/0.15.2.dev20260124060658",
   "project": "letta-node",
   "repository": "https://github.com/letta-ai/letta-node",
   "stars": null,
   "category": "framework/platform",
   "description": "TypeScript / Node.js SDK for Letta",
   "license": null,
   "project_evidence": [
    "Create LLM agents with long-term memory and custom tools",
    "### [TypeScript / Node.js SDK](https://github.com/letta-ai/letta-node)"
   ],
   "repository_evidence": [
    "Create LLM agents with long-term memory and custom tools",
    "### [TypeScript / Node.js SDK](https://github.com/letta-ai/letta-node)"
   ],
   "stars_evidence": null,
   "category_evidence": [
    "Create LLM agents with long-term memory and custom tools",
    "### [TypeScript / Node.js SDK](https://github.com/letta-ai/letta-node)"
   ],
   "description_evidence": [
    "Create LLM agents with long-term memory and custom tools",
    "Or install the Letta SDK (available for both Python and TypeScript):",
    "### [TypeScript / Node.js SDK](https://github.com/letta-ai/letta-node)"
   ],
   "license_evidence": null
  },
  {
   "url": "https://pypi.org/project/letta-nightly/0.15.2.dev20260124060658",
   "project": "Agent File",
   "repository": "https://github.com/letta-ai/agent-file",
   "stars": null,
   "category": "framework/platform",
   "description": "An open source file format used to checkpoint and move agents and their complete state and memories between different Letta servers.",
   "license": "open source",
   "project_evidence": [
    "Create LLM agents with long-term memory and custom tools",
    "## Saving and sharing agents with Agent File (`.af`) ([full guide](https://docs.letta.com/guides/agents/agent-file))"
   ],
   "repository_evidence": [
    "Create LLM agents with long-term memory and custom tools",
    "In Letta, all agent data is persisted to disk (Postgres or SQLite), and can be easily imported and exported using the open source [Agent File](https://github.com/letta-ai/agent-file) (`.af`) file format."
   ],
   "stars_evidence": null,
   "category_evidence": [
    "Create LLM agents with long-term memory and custom tools",
    "## Saving and sharing agents with Agent File (`.af`) ([full guide](https://docs.letta.com/guides/agents/agent-file))"
   ],
   "description_evidence": [
    "Create LLM agents with long-term memory and custom tools",
    "In Letta, all agent data is persisted to disk (Postgres or SQLite), and can be easily imported and exported using the open source [Agent File](https://github.com/letta-ai/agent-file) (`.af`) file format."
   ],
   "license_evidence": [
    "Create LLM agents with long-term memory and custom tools",
    "In Letta, all agent data is persisted to disk (Postgres or SQLite), and can be easily imported and exported using the open source [Agent File](https://github.com/letta-ai/agent-file) (`.af`) file format."
   ]
  },
  {
   "url": "https://github.com/johnxie/awesome-code-docs/blob/main/README.md",
   "project": "opencode",
   "repository": "https://github.com/anomalyco/opencode",
   "stars": "198292",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Awesome Code Docs",
    "Trending Vibe-Coding Repos (Auto-updated 2026-08-17)",
    "Live GitHub market signals for high-impact open-source coding-agent and vibe-coding ecosystems with direct tutorial coverage.",
    "| Ecosystem Repo | Tutorial | Stars | Last Push | Why It Matters |",
    "| [`anomalyco/opencode`](https://github.com/anomalyco/opencode) | [OpenCode Tutorial](/johnxie/awesome-code-docs/blob/main/tutorials/opencode-tutorial) | 198,292 | 2026-08-17 (0d ago) | terminal-native coding agent with strong provider and tool controls |"
   ],
   "repository_evidence": [
    "Awesome Code Docs",
    "Trending Vibe-Coding Repos (Auto-updated 2026-08-17)",
    "Live GitHub market signals for high-impact open-source coding-agent and vibe-coding ecosystems with direct tutorial coverage.",
    "| Ecosystem Repo | Tutorial | Stars | Last Push | Why It Matters |",
    "| [`anomalyco/opencode`](https://github.com/anomalyco/opencode) | [OpenCode Tutorial](/johnxie/awesome-code-docs/blob/main/tutorials/opencode-tutorial) | 198,292 | 2026-08-17 (0d ago) | terminal-native coding agent with strong provider and tool controls |"
   ],
   "stars_evidence": [
    "Awesome Code Docs",
    "Trending Vibe-Coding Repos (Auto-updated 2026-08-17)",
    "Live GitHub market signals for high-impact open-source coding-agent and vibe-coding ecosystems with direct tutorial coverage.",
    "| Ecosystem Repo | Tutorial | Stars | Last Push | Why It Matters |",
    "| [`anomalyco/opencode`](https://github.com/anomalyco/opencode) | [OpenCode Tutorial](/johnxie/awesome-code-docs/blob/main/tutorials/opencode-tutorial) | 198,292 | 2026-08-17 (0d ago) | terminal-native coding agent with strong provider and tool controls |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/johnxie/awesome-code-docs/blob/main/README.md",
   "project": "open-webui",
   "repository": "https://github.com/open-webui/open-webui",
   "stars": "148984",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Awesome Code Docs",
    "Trending Vibe-Coding Repos (Auto-updated 2026-08-17)",
    "Live GitHub market signals for high-impact open-source coding-agent and vibe-coding ecosystems with direct tutorial coverage.",
    "| Ecosystem Repo | Tutorial | Stars | Last Push | Why It Matters |",
    "| [`open-webui/open-webui`](https://github.com/open-webui/open-webui) | [Open WebUI Tutorial](/johnxie/awesome-code-docs/blob/main/tutorials/open-webui-tutorial) | 148,984 | 2026-08-17 (0d ago) | self-hosted AI interface and model operations |"
   ],
   "repository_evidence": [
    "Awesome Code Docs",
    "Trending Vibe-Coding Repos (Auto-updated 2026-08-17)",
    "Live GitHub market signals for high-impact open-source coding-agent and vibe-coding ecosystems with direct tutorial coverage.",
    "| Ecosystem Repo | Tutorial | Stars | Last Push | Why It Matters |",
    "| [`open-webui/open-webui`](https://github.com/open-webui/open-webui) | [Open WebUI Tutorial](/johnxie/awesome-code-docs/blob/main/tutorials/open-webui-tutorial) | 148,984 | 2026-08-17 (0d ago) | self-hosted AI interface and model operations |"
   ],
   "stars_evidence": [
    "Awesome Code Docs",
    "Trending Vibe-Coding Repos (Auto-updated 2026-08-17)",
    "Live GitHub market signals for high-impact open-source coding-agent and vibe-coding ecosystems with direct tutorial coverage.",
    "| Ecosystem Repo | Tutorial | Stars | Last Push | Why It Matters |",
    "| [`open-webui/open-webui`](https://github.com/open-webui/open-webui) | [Open WebUI Tutorial](/johnxie/awesome-code-docs/blob/main/tutorials/open-webui-tutorial) | 148,984 | 2026-08-17 (0d ago) | self-hosted AI interface and model operations |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/johnxie/awesome-code-docs/blob/main/README.md",
   "project": "browser-use",
   "repository": "https://github.com/browser-use/browser-use",
   "stars": "109477",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Awesome Code Docs",
    "Trending Vibe-Coding Repos (Auto-updated 2026-08-17)",
    "Live GitHub market signals for high-impact open-source coding-agent and vibe-coding ecosystems with direct tutorial coverage.",
    "| Ecosystem Repo | Tutorial | Stars | Last Push | Why It Matters |",
    "| [`browser-use/browser-use`](https://github.com/browser-use/browser-use) | [Browser Use Tutorial](/johnxie/awesome-code-docs/blob/main/tutorials/browser-use-tutorial) | 109,477 | 2026-08-16 (1d ago) | browser-native AI automation and agent execution |"
   ],
   "repository_evidence": [
    "Awesome Code Docs",
    "Trending Vibe-Coding Repos (Auto-updated 2026-08-17)",
    "Live GitHub market signals for high-impact open-source coding-agent and vibe-coding ecosystems with direct tutorial coverage.",
    "| Ecosystem Repo | Tutorial | Stars | Last Push | Why It Matters |",
    "| [`browser-use/browser-use`](https://github.com/browser-use/browser-use) | [Browser Use Tutorial](/johnxie/awesome-code-docs/blob/main/tutorials/browser-use-tutorial) | 109,477 | 2026-08-16 (1d ago) | browser-native AI automation and agent execution |"
   ],
   "stars_evidence": [
    "Awesome Code Docs",
    "Trending Vibe-Coding Repos (Auto-updated 2026-08-17)",
    "Live GitHub market signals for high-impact open-source coding-agent and vibe-coding ecosystems with direct tutorial coverage.",
    "| Ecosystem Repo | Tutorial | Stars | Last Push | Why It Matters |",
    "| [`browser-use/browser-use`](https://github.com/browser-use/browser-use) | [Browser Use Tutorial](/johnxie/awesome-code-docs/blob/main/tutorials/browser-use-tutorial) | 109,477 | 2026-08-16 (1d ago) | browser-native AI automation and agent execution |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/johnxie/awesome-code-docs/blob/main/README.md",
   "project": "daytona",
   "repository": "https://github.com/daytonaio/daytona",
   "stars": "71984",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Awesome Code Docs",
    "Trending Vibe-Coding Repos (Auto-updated 2026-08-17)",
    "Live GitHub market signals for high-impact open-source coding-agent and vibe-coding ecosystems with direct tutorial coverage.",
    "| Ecosystem Repo | Tutorial | Stars | Last Push | Why It Matters |",
    "| [`daytonaio/daytona`](https://github.com/daytonaio/daytona) | [Daytona Tutorial](/johnxie/awesome-code-docs/blob/main/tutorials/daytona-tutorial) | 71,984 | 2026-07-24 (24d ago) | sandbox infrastructure for secure AI code execution |"
   ],
   "repository_evidence": [
    "Awesome Code Docs",
    "Trending Vibe-Coding Repos (Auto-updated 2026-08-17)",
    "Live GitHub market signals for high-impact open-source coding-agent and vibe-coding ecosystems with direct tutorial coverage.",
    "| Ecosystem Repo | Tutorial | Stars | Last Push | Why It Matters |",
    "| [`daytonaio/daytona`](https://github.com/daytonaio/daytona) | [Daytona Tutorial](/johnxie/awesome-code-docs/blob/main/tutorials/daytona-tutorial) | 71,984 | 2026-07-24 (24d ago) | sandbox infrastructure for secure AI code execution |"
   ],
   "stars_evidence": [
    "Awesome Code Docs",
    "Trending Vibe-Coding Repos (Auto-updated 2026-08-17)",
    "Live GitHub market signals for high-impact open-source coding-agent and vibe-coding ecosystems with direct tutorial coverage.",
    "| Ecosystem Repo | Tutorial | Stars | Last Push | Why It Matters |",
    "| [`daytonaio/daytona`](https://github.com/daytonaio/daytona) | [Daytona Tutorial](/johnxie/awesome-code-docs/blob/main/tutorials/daytona-tutorial) | 71,984 | 2026-07-24 (24d ago) | sandbox infrastructure for secure AI code execution |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/johnxie/awesome-code-docs/blob/main/README.md",
   "project": "cline",
   "repository": "https://github.com/cline/cline",
   "stars": "66325",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Awesome Code Docs",
    "Trending Vibe-Coding Repos (Auto-updated 2026-08-17)",
    "Live GitHub market signals for high-impact open-source coding-agent and vibe-coding ecosystems with direct tutorial coverage.",
    "| Ecosystem Repo | Tutorial | Stars | Last Push | Why It Matters |",
    "| [`cline/cline`](https://github.com/cline/cline) | [Cline Tutorial](/johnxie/awesome-code-docs/blob/main/tutorials/cline-tutorial) | 66,325 | 2026-08-17 (0d ago) | agentic coding with terminal, browser, and MCP workflows |"
   ],
   "repository_evidence": [
    "Awesome Code Docs",
    "Trending Vibe-Coding Repos (Auto-updated 2026-08-17)",
    "Live GitHub market signals for high-impact open-source coding-agent and vibe-coding ecosystems with direct tutorial coverage.",
    "| Ecosystem Repo | Tutorial | Stars | Last Push | Why It Matters |",
    "| [`cline/cline`](https://github.com/cline/cline) | [Cline Tutorial](/johnxie/awesome-code-docs/blob/main/tutorials/cline-tutorial) | 66,325 | 2026-08-17 (0d ago) | agentic coding with terminal, browser, and MCP workflows |"
   ],
   "stars_evidence": [
    "Awesome Code Docs",
    "Trending Vibe-Coding Repos (Auto-updated 2026-08-17)",
    "Live GitHub market signals for high-impact open-source coding-agent and vibe-coding ecosystems with direct tutorial coverage.",
    "| Ecosystem Repo | Tutorial | Stars | Last Push | Why It Matters |",
    "| [`cline/cline`](https://github.com/cline/cline) | [Cline Tutorial](/johnxie/awesome-code-docs/blob/main/tutorials/cline-tutorial) | 66,325 | 2026-08-17 (0d ago) | agentic coding with terminal, browser, and MCP workflows |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/johnxie/awesome-code-docs/blob/main/README.md",
   "project": "OpenSpec",
   "repository": "https://github.com/Fission-AI/OpenSpec",
   "stars": "65146",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Awesome Code Docs",
    "Trending Vibe-Coding Repos (Auto-updated 2026-08-17)",
    "Live GitHub market signals for high-impact open-source coding-agent and vibe-coding ecosystems with direct tutorial coverage.",
    "| Ecosystem Repo | Tutorial | Stars | Last Push | Why It Matters |",
    "| [`Fission-AI/OpenSpec`](https://github.com/Fission-AI/OpenSpec) | [OpenSpec Tutorial](/johnxie/awesome-code-docs/blob/main/tutorials/openspec-tutorial) | 65,146 | 2026-08-17 (0d ago) | spec-driven workflow layer for predictable AI-assisted delivery |"
   ],
   "repository_evidence": [
    "Awesome Code Docs",
    "Trending Vibe-Coding Repos (Auto-updated 2026-08-17)",
    "Live GitHub market signals for high-impact open-source coding-agent and vibe-coding ecosystems with direct tutorial coverage.",
    "| Ecosystem Repo | Tutorial | Stars | Last Push | Why It Matters |",
    "| [`Fission-AI/OpenSpec`](https://github.com/Fission-AI/OpenSpec) | [OpenSpec Tutorial](/johnxie/awesome-code-docs/blob/main/tutorials/openspec-tutorial) | 65,146 | 2026-08-17 (0d ago) | spec-driven workflow layer for predictable AI-assisted delivery |"
   ],
   "stars_evidence": [
    "Awesome Code Docs",
    "Trending Vibe-Coding Repos (Auto-updated 2026-08-17)",
    "Live GitHub market signals for high-impact open-source coding-agent and vibe-coding ecosystems with direct tutorial coverage.",
    "| Ecosystem Repo | Tutorial | Stars | Last Push | Why It Matters |",
    "| [`Fission-AI/OpenSpec`](https://github.com/Fission-AI/OpenSpec) | [OpenSpec Tutorial](/johnxie/awesome-code-docs/blob/main/tutorials/openspec-tutorial) | 65,146 | 2026-08-17 (0d ago) | spec-driven workflow layer for predictable AI-assisted delivery |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/johnxie/awesome-code-docs/blob/main/README.md",
   "project": "anything-llm",
   "repository": "https://github.com/Mintplex-Labs/anything-llm",
   "stars": "64809",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Awesome Code Docs",
    "Trending Vibe-Coding Repos (Auto-updated 2026-08-17)",
    "Live GitHub market signals for high-impact open-source coding-agent and vibe-coding ecosystems with direct tutorial coverage.",
    "| Ecosystem Repo | Tutorial | Stars | Last Push | Why It Matters |",
    "| [`Mintplex-Labs/anything-llm`](https://github.com/Mintplex-Labs/anything-llm) | [AnythingLLM Tutorial](/johnxie/awesome-code-docs/blob/main/tutorials/anything-llm-tutorial) | 64,809 | 2026-08-13 (4d ago) | self-hosted RAG workspaces and agent workflows |"
   ],
   "repository_evidence": [
    "Awesome Code Docs",
    "Trending Vibe-Coding Repos (Auto-updated 2026-08-17)",
    "Live GitHub market signals for high-impact open-source coding-agent and vibe-coding ecosystems with direct tutorial coverage.",
    "| Ecosystem Repo | Tutorial | Stars | Last Push | Why It Matters |",
    "| [`Mintplex-Labs/anything-llm`](https://github.com/Mintplex-Labs/anything-llm) | [AnythingLLM Tutorial](/johnxie/awesome-code-docs/blob/main/tutorials/anything-llm-tutorial) | 64,809 | 2026-08-13 (4d ago) | self-hosted RAG workspaces and agent workflows |"
   ],
   "stars_evidence": [
    "Awesome Code Docs",
    "Trending Vibe-Coding Repos (Auto-updated 2026-08-17)",
    "Live GitHub market signals for high-impact open-source coding-agent and vibe-coding ecosystems with direct tutorial coverage.",
    "| Ecosystem Repo | Tutorial | Stars | Last Push | Why It Matters |",
    "| [`Mintplex-Labs/anything-llm`](https://github.com/Mintplex-Labs/anything-llm) | [AnythingLLM Tutorial](/johnxie/awesome-code-docs/blob/main/tutorials/anything-llm-tutorial) | 64,809 | 2026-08-13 (4d ago) | self-hosted RAG workspaces and agent workflows |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/johnxie/awesome-code-docs/blob/main/README.md",
   "project": "continue",
   "repository": "https://github.com/continuedev/continue",
   "stars": "35511",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Awesome Code Docs",
    "Trending Vibe-Coding Repos (Auto-updated 2026-08-17)",
    "Live GitHub market signals for high-impact open-source coding-agent and vibe-coding ecosystems with direct tutorial coverage.",
    "| Ecosystem Repo | Tutorial | Stars | Last Push | Why It Matters |",
    "| [`continuedev/continue`](https://github.com/continuedev/continue) | [Continue Tutorial](/johnxie/awesome-code-docs/blob/main/tutorials/continue-tutorial) | 35,511 | 2026-08-17 (0d ago) | IDE-native AI coding assistant architecture |"
   ],
   "repository_evidence": [
    "Awesome Code Docs",
    "Trending Vibe-Coding Repos (Auto-updated 2026-08-17)",
    "Live GitHub market signals for high-impact open-source coding-agent and vibe-coding ecosystems with direct tutorial coverage.",
    "| Ecosystem Repo | Tutorial | Stars | Last Push | Why It Matters |",
    "| [`continuedev/continue`](https://github.com/continuedev/continue) | [Continue Tutorial](/johnxie/awesome-code-docs/blob/main/tutorials/continue-tutorial) | 35,511 | 2026-08-17 (0d ago) | IDE-native AI coding assistant architecture |"
   ],
   "stars_evidence": [
    "Awesome Code Docs",
    "Trending Vibe-Coding Repos (Auto-updated 2026-08-17)",
    "Live GitHub market signals for high-impact open-source coding-agent and vibe-coding ecosystems with direct tutorial coverage.",
    "| Ecosystem Repo | Tutorial | Stars | Last Push | Why It Matters |",
    "| [`continuedev/continue`](https://github.com/continuedev/continue) | [Continue Tutorial](/johnxie/awesome-code-docs/blob/main/tutorials/continue-tutorial) | 35,511 | 2026-08-17 (0d ago) | IDE-native AI coding assistant architecture |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/johnxie/awesome-code-docs/blob/main/README.md",
   "project": "tabby",
   "repository": "https://github.com/TabbyML/tabby",
   "stars": "33830",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Awesome Code Docs",
    "Trending Vibe-Coding Repos (Auto-updated 2026-08-17)",
    "Live GitHub market signals for high-impact open-source coding-agent and vibe-coding ecosystems with direct tutorial coverage.",
    "| Ecosystem Repo | Tutorial | Stars | Last Push | Why It Matters |",
    "| [`TabbyML/tabby`](https://github.com/TabbyML/tabby) | [Tabby Tutorial](/johnxie/awesome-code-docs/blob/main/tutorials/tabby-tutorial) | 33,830 | 2026-06-30 (48d ago) | self-hosted coding assistant platform for teams |"
   ],
   "repository_evidence": [
    "Awesome Code Docs",
    "Trending Vibe-Coding Repos (Auto-updated 2026-08-17)",
    "Live GitHub market signals for high-impact open-source coding-agent and vibe-coding ecosystems with direct tutorial coverage.",
    "| Ecosystem Repo | Tutorial | Stars | Last Push | Why It Matters |",
    "| [`TabbyML/tabby`](https://github.com/TabbyML/tabby) | [Tabby Tutorial](/johnxie/awesome-code-docs/blob/main/tutorials/tabby-tutorial) | 33,830 | 2026-06-30 (48d ago) | self-hosted coding assistant platform for teams |"
   ],
   "stars_evidence": [
    "Awesome Code Docs",
    "Trending Vibe-Coding Repos (Auto-updated 2026-08-17)",
    "Live GitHub market signals for high-impact open-source coding-agent and vibe-coding ecosystems with direct tutorial coverage.",
    "| Ecosystem Repo | Tutorial | Stars | Last Push | Why It Matters |",
    "| [`TabbyML/tabby`](https://github.com/TabbyML/tabby) | [Tabby Tutorial](/johnxie/awesome-code-docs/blob/main/tutorials/tabby-tutorial) | 33,830 | 2026-06-30 (48d ago) | self-hosted coding assistant platform for teams |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/johnxie/awesome-code-docs/blob/main/README.md",
   "project": "ai",
   "repository": "https://github.com/vercel/ai",
   "stars": "26236",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Awesome Code Docs",
    "Trending Vibe-Coding Repos (Auto-updated 2026-08-17)",
    "Live GitHub market signals for high-impact open-source coding-agent and vibe-coding ecosystems with direct tutorial coverage.",
    "| Ecosystem Repo | Tutorial | Stars | Last Push | Why It Matters |",
    "| [`vercel/ai`](https://github.com/vercel/ai) | [Vercel AI SDK Tutorial](/johnxie/awesome-code-docs/blob/main/tutorials/vercel-ai-tutorial) | 26,236 | 2026-08-17 (0d ago) | production TypeScript AI app and agent SDK patterns |"
   ],
   "repository_evidence": [
    "Awesome Code Docs",
    "Trending Vibe-Coding Repos (Auto-updated 2026-08-17)",
    "Live GitHub market signals for high-impact open-source coding-agent and vibe-coding ecosystems with direct tutorial coverage.",
    "| Ecosystem Repo | Tutorial | Stars | Last Push | Why It Matters |",
    "| [`vercel/ai`](https://github.com/vercel/ai) | [Vercel AI SDK Tutorial](/johnxie/awesome-code-docs/blob/main/tutorials/vercel-ai-tutorial) | 26,236 | 2026-08-17 (0d ago) | production TypeScript AI app and agent SDK patterns |"
   ],
   "stars_evidence": [
    "Awesome Code Docs",
    "Trending Vibe-Coding Repos (Auto-updated 2026-08-17)",
    "Live GitHub market signals for high-impact open-source coding-agent and vibe-coding ecosystems with direct tutorial coverage.",
    "| Ecosystem Repo | Tutorial | Stars | Last Push | Why It Matters |",
    "| [`vercel/ai`](https://github.com/vercel/ai) | [Vercel AI SDK Tutorial](/johnxie/awesome-code-docs/blob/main/tutorials/vercel-ai-tutorial) | 26,236 | 2026-08-17 (0d ago) | production TypeScript AI app and agent SDK patterns |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/johnxie/awesome-code-docs/blob/main/README.md",
   "project": "Roo-Code",
   "repository": "https://github.com/RooCodeInc/Roo-Code",
   "stars": "24332",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Awesome Code Docs",
    "Trending Vibe-Coding Repos (Auto-updated 2026-08-17)",
    "Live GitHub market signals for high-impact open-source coding-agent and vibe-coding ecosystems with direct tutorial coverage.",
    "| Ecosystem Repo | Tutorial | Stars | Last Push | Why It Matters |",
    "| [`RooCodeInc/Roo-Code`](https://github.com/RooCodeInc/Roo-Code) | [Roo Code Tutorial](/johnxie/awesome-code-docs/blob/main/tutorials/roo-code-tutorial) | 24,332 | 2026-05-15 (94d ago) | multi-mode coding agents and approval workflows |"
   ],
   "repository_evidence": [
    "Awesome Code Docs",
    "Trending Vibe-Coding Repos (Auto-updated 2026-08-17)",
    "Live GitHub market signals for high-impact open-source coding-agent and vibe-coding ecosystems with direct tutorial coverage.",
    "| Ecosystem Repo | Tutorial | Stars | Last Push | Why It Matters |",
    "| [`RooCodeInc/Roo-Code`](https://github.com/RooCodeInc/Roo-Code) | [Roo Code Tutorial](/johnxie/awesome-code-docs/blob/main/tutorials/roo-code-tutorial) | 24,332 | 2026-05-15 (94d ago) | multi-mode coding agents and approval workflows |"
   ],
   "stars_evidence": [
    "Awesome Code Docs",
    "Trending Vibe-Coding Repos (Auto-updated 2026-08-17)",
    "Live GitHub market signals for high-impact open-source coding-agent and vibe-coding ecosystems with direct tutorial coverage.",
    "| Ecosystem Repo | Tutorial | Stars | Last Push | Why It Matters |",
    "| [`RooCodeInc/Roo-Code`](https://github.com/RooCodeInc/Roo-Code) | [Roo Code Tutorial](/johnxie/awesome-code-docs/blob/main/tutorials/roo-code-tutorial) | 24,332 | 2026-05-15 (94d ago) | multi-mode coding agents and approval workflows |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/johnxie/awesome-code-docs/blob/main/README.md",
   "project": "dyad",
   "repository": "https://github.com/dyad-sh/dyad",
   "stars": "21260",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Awesome Code Docs",
    "Trending Vibe-Coding Repos (Auto-updated 2026-08-17)",
    "Live GitHub market signals for high-impact open-source coding-agent and vibe-coding ecosystems with direct tutorial coverage.",
    "| Ecosystem Repo | Tutorial | Stars | Last Push | Why It Matters |",
    "| [`dyad-sh/dyad`](https://github.com/dyad-sh/dyad) | [Dyad Tutorial](/johnxie/awesome-code-docs/blob/main/tutorials/dyad-tutorial) | 21,260 | 2026-08-15 (2d ago) | local-first AI app generation workflows |"
   ],
   "repository_evidence": [
    "Awesome Code Docs",
    "Trending Vibe-Coding Repos (Auto-updated 2026-08-17)",
    "Live GitHub market signals for high-impact open-source coding-agent and vibe-coding ecosystems with direct tutorial coverage.",
    "| Ecosystem Repo | Tutorial | Stars | Last Push | Why It Matters |",
    "| [`dyad-sh/dyad`](https://github.com/dyad-sh/dyad) | [Dyad Tutorial](/johnxie/awesome-code-docs/blob/main/tutorials/dyad-tutorial) | 21,260 | 2026-08-15 (2d ago) | local-first AI app generation workflows |"
   ],
   "stars_evidence": [
    "Awesome Code Docs",
    "Trending Vibe-Coding Repos (Auto-updated 2026-08-17)",
    "Live GitHub market signals for high-impact open-source coding-agent and vibe-coding ecosystems with direct tutorial coverage.",
    "| Ecosystem Repo | Tutorial | Stars | Last Push | Why It Matters |",
    "| [`dyad-sh/dyad`](https://github.com/dyad-sh/dyad) | [Dyad Tutorial](/johnxie/awesome-code-docs/blob/main/tutorials/dyad-tutorial) | 21,260 | 2026-08-15 (2d ago) | local-first AI app generation workflows |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/johnxie/awesome-code-docs/blob/main/README.md",
   "project": "bolt.diy",
   "repository": "https://github.com/stackblitz-labs/bolt.diy",
   "stars": "19753",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Awesome Code Docs",
    "Trending Vibe-Coding Repos (Auto-updated 2026-08-17)",
    "Live GitHub market signals for high-impact open-source coding-agent and vibe-coding ecosystems with direct tutorial coverage.",
    "| Ecosystem Repo | Tutorial | Stars | Last Push | Why It Matters |",
    "| [`stackblitz-labs/bolt.diy`](https://github.com/stackblitz-labs/bolt.diy) | [bolt.diy Tutorial](/johnxie/awesome-code-docs/blob/main/tutorials/bolt-diy-tutorial) | 19,753 | 2026-02-07 (191d ago) | open-source Bolt-style product builder stack |"
   ],
   "repository_evidence": [
    "Awesome Code Docs",
    "Trending Vibe-Coding Repos (Auto-updated 2026-08-17)",
    "Live GitHub market signals for high-impact open-source coding-agent and vibe-coding ecosystems with direct tutorial coverage.",
    "| Ecosystem Repo | Tutorial | Stars | Last Push | Why It Matters |",
    "| [`stackblitz-labs/bolt.diy`](https://github.com/stackblitz-labs/bolt.diy) | [bolt.diy Tutorial](/johnxie/awesome-code-docs/blob/main/tutorials/bolt-diy-tutorial) | 19,753 | 2026-02-07 (191d ago) | open-source Bolt-style product builder stack |"
   ],
   "stars_evidence": [
    "Awesome Code Docs",
    "Trending Vibe-Coding Repos (Auto-updated 2026-08-17)",
    "Live GitHub market signals for high-impact open-source coding-agent and vibe-coding ecosystems with direct tutorial coverage.",
    "| Ecosystem Repo | Tutorial | Stars | Last Push | Why It Matters |",
    "| [`stackblitz-labs/bolt.diy`](https://github.com/stackblitz-labs/bolt.diy) | [bolt.diy Tutorial](/johnxie/awesome-code-docs/blob/main/tutorials/bolt-diy-tutorial) | 19,753 | 2026-02-07 (191d ago) | open-source Bolt-style product builder stack |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/johnxie/awesome-code-docs/blob/main/README.md",
   "project": "sweep",
   "repository": "https://github.com/sweepai/sweep",
   "stars": "7698",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Awesome Code Docs",
    "Trending Vibe-Coding Repos (Auto-updated 2026-08-17)",
    "Live GitHub market signals for high-impact open-source coding-agent and vibe-coding ecosystems with direct tutorial coverage.",
    "| Ecosystem Repo | Tutorial | Stars | Last Push | Why It Matters |",
    "| [`sweepai/sweep`](https://github.com/sweepai/sweep) | [Sweep Tutorial](/johnxie/awesome-code-docs/blob/main/tutorials/sweep-tutorial) | 7,698 | 2025-09-18 (333d ago) | issue-to-PR coding agent workflows and GitHub automation |"
   ],
   "repository_evidence": [
    "Awesome Code Docs",
    "Trending Vibe-Coding Repos (Auto-updated 2026-08-17)",
    "Live GitHub market signals for high-impact open-source coding-agent and vibe-coding ecosystems with direct tutorial coverage.",
    "| Ecosystem Repo | Tutorial | Stars | Last Push | Why It Matters |",
    "| [`sweepai/sweep`](https://github.com/sweepai/sweep) | [Sweep Tutorial](/johnxie/awesome-code-docs/blob/main/tutorials/sweep-tutorial) | 7,698 | 2025-09-18 (333d ago) | issue-to-PR coding agent workflows and GitHub automation |"
   ],
   "stars_evidence": [
    "Awesome Code Docs",
    "Trending Vibe-Coding Repos (Auto-updated 2026-08-17)",
    "Live GitHub market signals for high-impact open-source coding-agent and vibe-coding ecosystems with direct tutorial coverage.",
    "| Ecosystem Repo | Tutorial | Stars | Last Push | Why It Matters |",
    "| [`sweepai/sweep`](https://github.com/sweepai/sweep) | [Sweep Tutorial](/johnxie/awesome-code-docs/blob/main/tutorials/sweep-tutorial) | 7,698 | 2025-09-18 (333d ago) | issue-to-PR coding agent workflows and GitHub automation |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/johnxie/awesome-code-docs/blob/main/README.md",
   "project": "stagewise",
   "repository": "https://github.com/stagewise-io/stagewise",
   "stars": "6779",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Awesome Code Docs",
    "Trending Vibe-Coding Repos (Auto-updated 2026-08-17)",
    "Live GitHub market signals for high-impact open-source coding-agent and vibe-coding ecosystems with direct tutorial coverage.",
    "| Ecosystem Repo | Tutorial | Stars | Last Push | Why It Matters |",
    "| [`stagewise-io/stagewise`](https://github.com/stagewise-io/stagewise) | [Stagewise Tutorial](/johnxie/awesome-code-docs/blob/main/tutorials/stagewise-tutorial) | 6,779 | 2026-08-17 (0d ago) | browser-context frontend coding agent workflows |"
   ],
   "repository_evidence": [
    "Awesome Code Docs",
    "Trending Vibe-Coding Repos (Auto-updated 2026-08-17)",
    "Live GitHub market signals for high-impact open-source coding-agent and vibe-coding ecosystems with direct tutorial coverage.",
    "| Ecosystem Repo | Tutorial | Stars | Last Push | Why It Matters |",
    "| [`stagewise-io/stagewise`](https://github.com/stagewise-io/stagewise) | [Stagewise Tutorial](/johnxie/awesome-code-docs/blob/main/tutorials/stagewise-tutorial) | 6,779 | 2026-08-17 (0d ago) | browser-context frontend coding agent workflows |"
   ],
   "stars_evidence": [
    "Awesome Code Docs",
    "Trending Vibe-Coding Repos (Auto-updated 2026-08-17)",
    "Live GitHub market signals for high-impact open-source coding-agent and vibe-coding ecosystems with direct tutorial coverage.",
    "| Ecosystem Repo | Tutorial | Stars | Last Push | Why It Matters |",
    "| [`stagewise-io/stagewise`](https://github.com/stagewise-io/stagewise) | [Stagewise Tutorial](/johnxie/awesome-code-docs/blob/main/tutorials/stagewise-tutorial) | 6,779 | 2026-08-17 (0d ago) | browser-context frontend coding agent workflows |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/johnxie/awesome-code-docs/blob/main/README.md",
   "project": "vibesdk",
   "repository": "https://github.com/cloudflare/vibesdk",
   "stars": "5322",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Awesome Code Docs",
    "Trending Vibe-Coding Repos (Auto-updated 2026-08-17)",
    "Live GitHub market signals for high-impact open-source coding-agent and vibe-coding ecosystems with direct tutorial coverage.",
    "| Ecosystem Repo | Tutorial | Stars | Last Push | Why It Matters |",
    "| [`cloudflare/vibesdk`](https://github.com/cloudflare/vibesdk) | [VibeSDK Tutorial](/johnxie/awesome-code-docs/blob/main/tutorials/vibesdk-tutorial) | 5,322 | 2026-08-15 (2d ago) | Cloudflare-native prompt-to-app platform architecture |"
   ],
   "repository_evidence": [
    "Awesome Code Docs",
    "Trending Vibe-Coding Repos (Auto-updated 2026-08-17)",
    "Live GitHub market signals for high-impact open-source coding-agent and vibe-coding ecosystems with direct tutorial coverage.",
    "| Ecosystem Repo | Tutorial | Stars | Last Push | Why It Matters |",
    "| [`cloudflare/vibesdk`](https://github.com/cloudflare/vibesdk) | [VibeSDK Tutorial](/johnxie/awesome-code-docs/blob/main/tutorials/vibesdk-tutorial) | 5,322 | 2026-08-15 (2d ago) | Cloudflare-native prompt-to-app platform architecture |"
   ],
   "stars_evidence": [
    "Awesome Code Docs",
    "Trending Vibe-Coding Repos (Auto-updated 2026-08-17)",
    "Live GitHub market signals for high-impact open-source coding-agent and vibe-coding ecosystems with direct tutorial coverage.",
    "| Ecosystem Repo | Tutorial | Stars | Last Push | Why It Matters |",
    "| [`cloudflare/vibesdk`](https://github.com/cloudflare/vibesdk) | [VibeSDK Tutorial](/johnxie/awesome-code-docs/blob/main/tutorials/vibesdk-tutorial) | 5,322 | 2026-08-15 (2d ago) | Cloudflare-native prompt-to-app platform architecture |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://libhunt.com/compare-cerebellum-vs-browser-use",
   "project": "cerebellum",
   "repository": "https://github.com/theredsix/cerebellum",
   "stars": "863",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "SaaSHub - Software Alternatives and Reviews",
    "| [cerebellum](/r/cerebellum) | | [browser-use](/r/browser-use) |",
    "## cerebellum"
   ],
   "repository_evidence": [
    "SaaSHub - Software Alternatives and Reviews",
    "## cerebellum"
   ],
   "stars_evidence": [
    "SaaSHub - Software Alternatives and Reviews",
    "**Stars** - the number of stars that a project has on GitHub. **Growth** - month over month growth in stars.",
    "| 863 | | 99,519 |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://libhunt.com/compare-cerebellum-vs-browser-use",
   "project": "browser-use",
   "repository": "https://github.com/browser-use/browser-use",
   "stars": "99519",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "SaaSHub - Software Alternatives and Reviews",
    "| [cerebellum](/r/cerebellum) | | [browser-use](/r/browser-use) |",
    "## browser-use"
   ],
   "repository_evidence": [
    "SaaSHub - Software Alternatives and Reviews",
    "## browser-use",
    "> browser-use: https://github.com/browser-use/browser-use"
   ],
   "stars_evidence": [
    "SaaSHub - Software Alternatives and Reviews",
    "**Stars** - the number of stars that a project has on GitHub. **Growth** - month over month growth in stars.",
    "| 863 | | 99,519 |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://libhunt.com/compare-cerebellum-vs-browser-use",
   "project": "skyvern",
   "repository": "https://github.com/Skyvern-AI/skyvern",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "SaaSHub - Software Alternatives and Reviews",
    "When comparing cerebellum and browser-use you can also consider the following projects:",
    "**skyvern** - Automate browser based workflows with AI"
   ],
   "repository_evidence": [
    "SaaSHub - Software Alternatives and Reviews",
    "## cerebellum",
    "> * Skyvern: https://github.com/Skyvern-AI/skyvern"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://libhunt.com/compare-cerebellum-vs-browser-use",
   "project": "llm-scraper",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "SaaSHub - Software Alternatives and Reviews",
    "When comparing cerebellum and browser-use you can also consider the following projects:",
    "**llm-scraper** - Turn any webpage into structured data using LLMs"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://libhunt.com/compare-cerebellum-vs-browser-use",
   "project": "Brian-AI",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "SaaSHub - Software Alternatives and Reviews",
    "When comparing cerebellum and browser-use you can also consider the following projects:",
    "**Brian-AI** - Brian uses GPT-4 to control your browser and perform repetitive actions on your behalf. Currently it allows you to define ad-hoc instructions."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://libhunt.com/compare-cerebellum-vs-browser-use",
   "project": "UI-TARS-desktop",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "SaaSHub - Software Alternatives and Reviews",
    "When comparing cerebellum and browser-use you can also consider the following projects:",
    "**UI-TARS-desktop** - The Open-Source Multimodal AI Agent Stack: Connecting Cutting-Edge AI Models and Agent Infra"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://libhunt.com/compare-cerebellum-vs-browser-use",
   "project": "typeai",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "SaaSHub - Software Alternatives and Reviews",
    "When comparing cerebellum and browser-use you can also consider the following projects:",
    "**typeai** - \u2728 TypeAI: An AI Engineering Framework for TypeScript"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://libhunt.com/compare-cerebellum-vs-browser-use",
   "project": "stagehand",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "SaaSHub - Software Alternatives and Reviews",
    "When comparing cerebellum and browser-use you can also consider the following projects:",
    "**stagehand** - The AI Browser Automation library by Browserbase. Write web automation scripts in plian english with primitives like act('click this button'), extract('get the price for xyz product'), and observe('find the submit button')."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://libhunt.com/compare-cerebellum-vs-browser-use",
   "project": "RAGFlow",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "SaaSHub - Software Alternatives and Reviews",
    "## browser-use",
    "> I ran AIR Blackbox (the scanner itself), Browser Use (79K+ stars), RAGFlow (76K+ stars), LiteLLM (23K+ stars), and Superlinked (15K+ stars) through the same compliance checks."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://libhunt.com/compare-cerebellum-vs-browser-use",
   "project": "LiteLLM",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "SaaSHub - Software Alternatives and Reviews",
    "## browser-use",
    "> I ran AIR Blackbox (the scanner itself), Browser Use (79K+ stars), RAGFlow (76K+ stars), LiteLLM (23K+ stars), and Superlinked (15K+ stars) through the same compliance checks."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://libhunt.com/compare-cerebellum-vs-browser-use",
   "project": "Superlinked",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "SaaSHub - Software Alternatives and Reviews",
    "## browser-use",
    "> I ran AIR Blackbox (the scanner itself), Browser Use (79K+ stars), RAGFlow (76K+ stars), LiteLLM (23K+ stars), and Superlinked (15K+ stars) through the same compliance checks."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://skillget.dev/listings/extracurricular-ai-open-deep-research-with-web-ui?lang=tr",
   "project": "open-deep-research-with-web-ui",
   "repository": "https://github.com/extracurricular-ai/open-deep-research-with-web-ui/blob/main/docs/README_zh.md",
   "stars": "24",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# open-deep-research-with-web-ui",
    "- **Community trust** \u00e2\u20ac\u201d 24 GitHub stars"
   ],
   "repository_evidence": [
    "> **Read this in other languages:** \ud83c\udde8\ud83c\uddf3 [\u4e2d\u6587](https://github.com/extracurricular-ai/open-deep-research-with-web-ui/blob/main/docs/README_zh.md) \u00b7 \ud83c\uddeb\ud83c\uddf7 [Fran\u00e7ais](https://github.com/extracurricular-ai/open-deep-research-with-web-ui/blob/main/docs/README_fr.md) \u00b7 \ud83c\uddea\ud83c\uddf8 [Espa\u00f1ol](https://github.com/extracurricular-ai/open-deep-research-with-web-ui/blob/main/docs/README_es.md)"
   ],
   "stars_evidence": [
    "- **Community trust** \u00e2\u20ac\u201d 24 GitHub stars"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://skillget.dev/listings/extracurricular-ai-open-deep-research-with-web-ui?lang=tr",
   "project": "nickscamara/open-deep-research",
   "repository": "https://github.com/nickscamara/open-deep-research",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "There are several open-source Deep Research alternatives. Here's how this project compares:",
    "| Feature | **This project** | [nickscamara/open-deep-research](https://github.com/nickscamara/open-deep-research) | [gpt-researcher](https://github.com/assafelovic/gpt-researcher) | [langchain/open_deep_research](https://github.com/langchain-ai/open_deep_research) | [smolagents](https://github.com/huggingface/smolagents) |"
   ],
   "repository_evidence": [
    "There are several open-source Deep Research alternatives. Here's how this project compares:",
    "| Feature | **This project** | [nickscamara/open-deep-research](https://github.com/nickscamara/open-deep-research) | [gpt-researcher](https://github.com/assafelovic/gpt-researcher) | [langchain/open_deep_research](https://github.com/langchain-ai/open_deep_research) | [smolagents](https://github.com/huggingface/smolagents) |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://skillget.dev/listings/extracurricular-ai-open-deep-research-with-web-ui?lang=tr",
   "project": "gpt-researcher",
   "repository": "https://github.com/assafelovic/gpt-researcher",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "There are several open-source Deep Research alternatives. Here's how this project compares:",
    "| Feature | **This project** | [nickscamara/open-deep-research](https://github.com/nickscamara/open-deep-research) | [gpt-researcher](https://github.com/assafelovic/gpt-researcher) | [langchain/open_deep_research](https://github.com/langchain-ai/open_deep_research) | [smolagents](https://github.com/huggingface/smolagents) |"
   ],
   "repository_evidence": [
    "There are several open-source Deep Research alternatives. Here's how this project compares:",
    "| Feature | **This project** | [nickscamara/open-deep-research](https://github.com/nickscamara/open-deep-research) | [gpt-researcher](https://github.com/assafelovic/gpt-researcher) | [langchain/open_deep_research](https://github.com/langchain-ai/open_deep_research) | [smolagents](https://github.com/huggingface/smolagents) |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://skillget.dev/listings/extracurricular-ai-open-deep-research-with-web-ui?lang=tr",
   "project": "langchain/open_deep_research",
   "repository": "https://github.com/langchain-ai/open_deep_research",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "There are several open-source Deep Research alternatives. Here's how this project compares:",
    "| Feature | **This project** | [nickscamara/open-deep-research](https://github.com/nickscamara/open-deep-research) | [gpt-researcher](https://github.com/assafelovic/gpt-researcher) | [langchain/open_deep_research](https://github.com/langchain-ai/open_deep_research) | [smolagents](https://github.com/huggingface/smolagents) |"
   ],
   "repository_evidence": [
    "There are several open-source Deep Research alternatives. Here's how this project compares:",
    "| Feature | **This project** | [nickscamara/open-deep-research](https://github.com/nickscamara/open-deep-research) | [gpt-researcher](https://github.com/assafelovic/gpt-researcher) | [langchain/open_deep_research](https://github.com/langchain-ai/open_deep_research) | [smolagents](https://github.com/huggingface/smolagents) |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://skillget.dev/listings/extracurricular-ai-open-deep-research-with-web-ui?lang=tr",
   "project": "smolagents",
   "repository": "https://github.com/huggingface/smolagents",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "There are several open-source Deep Research alternatives. Here's how this project compares:",
    "| Feature | **This project** | [nickscamara/open-deep-research](https://github.com/nickscamara/open-deep-research) | [gpt-researcher](https://github.com/assafelovic/gpt-researcher) | [langchain/open_deep_research](https://github.com/langchain-ai/open_deep_research) | [smolagents](https://github.com/huggingface/smolagents) |"
   ],
   "repository_evidence": [
    "There are several open-source Deep Research alternatives. Here's how this project compares:",
    "| Feature | **This project** | [nickscamara/open-deep-research](https://github.com/nickscamara/open-deep-research) | [gpt-researcher](https://github.com/assafelovic/gpt-researcher) | [langchain/open_deep_research](https://github.com/langchain-ai/open_deep_research) | [smolagents](https://github.com/huggingface/smolagents) |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://agentstant.com/tools/autogpt",
   "project": "AutoGPT",
   "repository": null,
   "stars": "167000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## What Is AutoGPT \u2014 And Why Does the Pioneer Still Matter in 2026?",
    "**AutoGPT** is the experiment that became a movement."
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "## AutoGPT vs. BabyAGI vs. AgentGPT vs. CrewAI \u2014 2026",
    "The autonomous agent space AutoGPT pioneered now has many contenders. Here's an honest breakdown of where the original still leads and where newer frameworks have pulled ahead:",
    "| Criteria | AutoGPT | BabyAGI | AgentGPT | CrewAI |",
    "| GitHub Stars (2026) | 167k+ | 21k+ | ~4k | 40k+ |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://agentstant.com/tools/autogpt",
   "project": "BabyAGI",
   "repository": null,
   "stars": "21000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## AutoGPT vs. BabyAGI vs. AgentGPT vs. CrewAI \u2014 2026",
    "The autonomous agent space AutoGPT pioneered now has many contenders. Here's an honest breakdown of where the original still leads and where newer frameworks have pulled ahead:",
    "| Criteria | AutoGPT | BabyAGI | AgentGPT | CrewAI |",
    "| GitHub Stars (2026) | 167k+ | 21k+ | ~4k | 40k+ |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "## AutoGPT vs. BabyAGI vs. AgentGPT vs. CrewAI \u2014 2026",
    "The autonomous agent space AutoGPT pioneered now has many contenders. Here's an honest breakdown of where the original still leads and where newer frameworks have pulled ahead:",
    "| Criteria | AutoGPT | BabyAGI | AgentGPT | CrewAI |",
    "| GitHub Stars (2026) | 167k+ | 21k+ | ~4k | 40k+ |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://agentstant.com/tools/autogpt",
   "project": "AgentGPT",
   "repository": null,
   "stars": "4000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## AutoGPT vs. BabyAGI vs. AgentGPT vs. CrewAI \u2014 2026",
    "The autonomous agent space AutoGPT pioneered now has many contenders. Here's an honest breakdown of where the original still leads and where newer frameworks have pulled ahead:",
    "| Criteria | AutoGPT | BabyAGI | AgentGPT | CrewAI |",
    "| GitHub Stars (2026) | 167k+ | 21k+ | ~4k | 40k+ |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "## AutoGPT vs. BabyAGI vs. AgentGPT vs. CrewAI \u2014 2026",
    "The autonomous agent space AutoGPT pioneered now has many contenders. Here's an honest breakdown of where the original still leads and where newer frameworks have pulled ahead:",
    "| Criteria | AutoGPT | BabyAGI | AgentGPT | CrewAI |",
    "| GitHub Stars (2026) | 167k+ | 21k+ | ~4k | 40k+ |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://agentstant.com/tools/autogpt",
   "project": "CrewAI",
   "repository": null,
   "stars": "40000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## AutoGPT vs. BabyAGI vs. AgentGPT vs. CrewAI \u2014 2026",
    "The autonomous agent space AutoGPT pioneered now has many contenders. Here's an honest breakdown of where the original still leads and where newer frameworks have pulled ahead:",
    "| Criteria | AutoGPT | BabyAGI | AgentGPT | CrewAI |",
    "| GitHub Stars (2026) | 167k+ | 21k+ | ~4k | 40k+ |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "## AutoGPT vs. BabyAGI vs. AgentGPT vs. CrewAI \u2014 2026",
    "The autonomous agent space AutoGPT pioneered now has many contenders. Here's an honest breakdown of where the original still leads and where newer frameworks have pulled ahead:",
    "| Criteria | AutoGPT | BabyAGI | AgentGPT | CrewAI |",
    "| GitHub Stars (2026) | 167k+ | 21k+ | ~4k | 40k+ |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://huggingface.co/papers/2402.07939",
   "project": "UFO",
   "repository": "https://github.com/microsoft/UFO",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# UFO: A UI-Focused Agent for Windows OS Interaction",
    "UFO is a UI-focused agent using GPT-Vision to automate tasks across Windows applications with natural language commands.",
    "The open-source code for UFO is available on https://github.com/microsoft/UFO."
   ],
   "repository_evidence": [
    "# UFO: A UI-Focused Agent for Windows OS Interaction",
    "The open-source code for UFO is available on https://github.com/microsoft/UFO."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://pypi.org/project/composio-julep/0.5.7",
   "project": "Composio",
   "repository": "https://github.com/ComposioHQ/composio",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Use Composio to get an array of tools with your Julep wokflow.",
    "Project links",
    "- [ Homepage](https://github.com/ComposioHQ/composio)"
   ],
   "repository_evidence": [
    "Project links",
    "- [ Homepage](https://github.com/ComposioHQ/composio)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://pypi.org/project/composio-julep/0.5.7",
   "project": "Julep",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Use Composio to get an array of tools with your Julep wokflow.",
    "Streamline the integration of Composio within the Julep agentic framework to enhance the interaction capabilities of Julep agents with external applications, significantly extending their operational range and efficiency."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://aicoolies.com/reviews/qwen-agent-review",
   "project": "Qwen-Agent",
   "repository": null,
   "stars": "15900",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Qwen-Agent Review: Alibaba's Purpose-Built Framework for the Qwen Model Ecosystem",
    "Qwen-Agent provides the most optimized agent framework for Alibaba's Qwen model family, leveraging model-specific function calling, code interpretation, and multimodal capabilities."
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "Qwen-Agent Review: Alibaba's Purpose-Built Framework for the Qwen Model Ecosystem",
    "With over 15,900 GitHub stars, it serves the growing community building production agents on Qwen's increasingly competitive model series."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://tokrepo.com/fr/workflows/strands-agents-ts-sdk-agent-tools-swarm-8b5d432e",
   "project": "Strands Agents TS SDK",
   "repository": null,
   "stars": "658",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Strands Agents TS SDK \u2014 Agent + Tools + Swarm",
    "Strands Agents TS SDK provides an Agent runtime, model providers (Bedrock/OpenAI), tool helpers, and Graph/Swarm patterns for TypeScript workflows."
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# Strands Agents TS SDK \u2014 Agent + Tools + Swarm",
    "GitHub: 658 stars \u00b7 92 forks; pushed 2026-05-12 (GitHub API verified)."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://bla5k.com/open-source-ai-tools",
   "project": "Cline",
   "repository": "https://github.com/cline/cline",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Open Source AI Tools on GitHub",
    "## AI Tools 28",
    "[Cline - Claude Dev](/tools/cline-claude-dev/) \ud83e\udd16 Chatbots & Assistants"
   ],
   "repository_evidence": [
    "# Open Source AI Tools on GitHub",
    "## AI Tools 28",
    "[ GitHub ](https://github.com/cline/cline)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://bla5k.com/open-source-ai-tools",
   "project": "DeepSeek-TUI",
   "repository": "https://github.com/Hmbown/DeepSeek-TUI",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Open Source AI Tools on GitHub",
    "## AI Tools 28",
    "[DeepSeek-TUI](/tools/deepseek-tui/) \ud83e\udd16 Chatbots & Assistants"
   ],
   "repository_evidence": [
    "# Open Source AI Tools on GitHub",
    "## AI Tools 28",
    "[ GitHub ](https://github.com/Hmbown/DeepSeek-TUI)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://bla5k.com/open-source-ai-tools",
   "project": "Fabric",
   "repository": "https://github.com/danielmiessler/fabric",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Open Source AI Tools on GitHub",
    "## AI Tools 28",
    "[Fabric - augmenting humans using AI](/tools/fabric-augmenting-humans-using-ai/) \ud83e\udd16 Chatbots & Assistants"
   ],
   "repository_evidence": [
    "# Open Source AI Tools on GitHub",
    "## AI Tools 28",
    "[ GitHub ](https://github.com/danielmiessler/fabric)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://bla5k.com/open-source-ai-tools",
   "project": "FreedomGPT",
   "repository": "https://github.com/ohmplatform/FreedomGPT",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Open Source AI Tools on GitHub",
    "## AI Tools 28",
    "[FreedomGPT](/tools/freedomgpt/) \ud83e\udd16 Chatbots & Assistants"
   ],
   "repository_evidence": [
    "# Open Source AI Tools on GitHub",
    "## AI Tools 28",
    "[ GitHub ](https://github.com/ohmplatform/FreedomGPT)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://bla5k.com/open-source-ai-tools",
   "project": "GLM",
   "repository": "https://github.com/THUDM/GLM-4",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Open Source AI Tools on GitHub",
    "## AI Tools 28",
    "[GLM (Zhipu AI)](/tools/glm-zhipu/) \ud83e\udd16 Chatbots & Assistants"
   ],
   "repository_evidence": [
    "# Open Source AI Tools on GitHub",
    "## AI Tools 28",
    "[ GitHub ](https://github.com/THUDM/GLM-4)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://bla5k.com/open-source-ai-tools",
   "project": "GPTEngineer",
   "repository": "https://github.com/AntonOsika/gpt-engineer",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Open Source AI Tools on GitHub",
    "## AI Tools 28",
    "[GPTEngineer](/tools/gptengineer/) \ud83e\udd16 Chatbots & Assistants"
   ],
   "repository_evidence": [
    "# Open Source AI Tools on GitHub",
    "## AI Tools 28",
    "[ GitHub ](https://github.com/AntonOsika/gpt-engineer)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://bla5k.com/open-source-ai-tools",
   "project": "Kilo Code AI",
   "repository": "https://github.com/Kilo-Org/kilocode",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Open Source AI Tools on GitHub",
    "## AI Tools 28",
    "[Kilo Code AI](/tools/kilocode-ai/) \ud83e\udd16 Chatbots & Assistants"
   ],
   "repository_evidence": [
    "# Open Source AI Tools on GitHub",
    "## AI Tools 28",
    "[ GitHub ](https://github.com/Kilo-Org/kilocode)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://bla5k.com/open-source-ai-tools",
   "project": "Little-Coder",
   "repository": "https://github.com/itayinbarr/little-coder",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Open Source AI Tools on GitHub",
    "## AI Tools 28",
    "[Little-Coder](/tools/littlecoder/) \ud83e\udd16 Chatbots & Assistants"
   ],
   "repository_evidence": [
    "# Open Source AI Tools on GitHub",
    "## AI Tools 28",
    "[ GitHub ](https://github.com/itayinbarr/little-coder)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://bla5k.com/open-source-ai-tools",
   "project": "OpenCode.ai",
   "repository": "https://github.com/sst/opencode",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Open Source AI Tools on GitHub",
    "## AI Tools 28",
    "[OpenCode.ai](/tools/opencode-ai/) \ud83e\udd16 Chatbots & Assistants"
   ],
   "repository_evidence": [
    "# Open Source AI Tools on GitHub",
    "## AI Tools 28",
    "[ GitHub ](https://github.com/sst/opencode)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://bla5k.com/open-source-ai-tools",
   "project": "OpenInterpreter",
   "repository": "https://github.com/OpenInterpreter/open-interpreter",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Open Source AI Tools on GitHub",
    "## AI Tools 28",
    "[OpenInterpreter](/tools/openinterpreter-com/) \ud83e\udd16 Chatbots & Assistants"
   ],
   "repository_evidence": [
    "# Open Source AI Tools on GitHub",
    "## AI Tools 28",
    "[ GitHub ](https://github.com/OpenInterpreter/open-interpreter)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://bla5k.com/open-source-ai-tools",
   "project": "Agency-agents",
   "repository": "https://github.com/msitarzewski/agency-agents",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Open Source AI Tools on GitHub",
    "## Developer Tools 34",
    "[Agency-agents](/tools/agency-agents/) \ud83d\udcbb AI Agents & Frameworks"
   ],
   "repository_evidence": [
    "# Open Source AI Tools on GitHub",
    "## Developer Tools 34",
    "[ GitHub ](https://github.com/msitarzewski/agency-agents)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://bla5k.com/open-source-ai-tools",
   "project": "Agent Reach",
   "repository": "https://github.com/Panniantong/Agent-Reach",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Open Source AI Tools on GitHub",
    "## Developer Tools 34",
    "[Agent Reach](/tools/agent-reach/) \ud83d\udcbb AI Agents & Frameworks"
   ],
   "repository_evidence": [
    "# Open Source AI Tools on GitHub",
    "## Developer Tools 34",
    "[ GitHub ](https://github.com/Panniantong/Agent-Reach)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://bla5k.com/open-source-ai-tools",
   "project": "AgenticSeek",
   "repository": "https://github.com/Fosowl/agenticSeek",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Open Source AI Tools on GitHub",
    "## Developer Tools 34",
    "[AgenticSeek](/tools/agenticseek/) \ud83d\udcbb AI Agents & Frameworks"
   ],
   "repository_evidence": [
    "# Open Source AI Tools on GitHub",
    "## Developer Tools 34",
    "[ GitHub ](https://github.com/Fosowl/agenticSeek)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://bla5k.com/open-source-ai-tools",
   "project": "AgentScope",
   "repository": "https://github.com/agentscope-ai/agentscope",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Open Source AI Tools on GitHub",
    "## Developer Tools 34",
    "[AgentScope](/tools/agentscope/) \ud83d\udcbb AI Agents & Frameworks"
   ],
   "repository_evidence": [
    "# Open Source AI Tools on GitHub",
    "## Developer Tools 34",
    "[ GitHub ](https://github.com/agentscope-ai/agentscope)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://bla5k.com/open-source-ai-tools",
   "project": "Claude Skills for iOS",
   "repository": "https://github.com/rshankras/claude-code-apple-skills",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Open Source AI Tools on GitHub",
    "## Developer Tools 34",
    "[Claude Skills for iOS](/tools/claude-skills-for-ios/) \ud83d\udcbb AI Agents & Frameworks"
   ],
   "repository_evidence": [
    "# Open Source AI Tools on GitHub",
    "## Developer Tools 34",
    "[ GitHub ](https://github.com/rshankras/claude-code-apple-skills)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://bla5k.com/open-source-ai-tools",
   "project": "Codex Router",
   "repository": "https://github.com/duolahypercho/codex-router",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Open Source AI Tools on GitHub",
    "## Developer Tools 34",
    "[Codex Router](/tools/codex-router/) \ud83d\udcbb AI Agents & Frameworks"
   ],
   "repository_evidence": [
    "# Open Source AI Tools on GitHub",
    "## Developer Tools 34",
    "[ GitHub ](https://github.com/duolahypercho/codex-router)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://bla5k.com/open-source-ai-tools",
   "project": "Gemini CLI",
   "repository": "https://github.com/google-gemini/gemini-cli",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Open Source AI Tools on GitHub",
    "## Developer Tools 34",
    "[Gemini CLI](/tools/gemini-cli/) \ud83d\udcbb Code & Hosting"
   ],
   "repository_evidence": [
    "# Open Source AI Tools on GitHub",
    "## Developer Tools 34",
    "[ GitHub ](https://github.com/google-gemini/gemini-cli)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://bla5k.com/open-source-ai-tools",
   "project": "Goose AI agent",
   "repository": "https://github.com/block/goose",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Open Source AI Tools on GitHub",
    "## Developer Tools 34",
    "[Goose AI agent](/tools/goose-ai-agent/) \ud83d\udcbb AI Agents & Frameworks"
   ],
   "repository_evidence": [
    "# Open Source AI Tools on GitHub",
    "## Developer Tools 34",
    "[ GitHub ](https://github.com/block/goose)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://bla5k.com/open-source-ai-tools",
   "project": "Hermes Agent",
   "repository": "https://github.com/nousresearch/hermes-agent",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Open Source AI Tools on GitHub",
    "## Developer Tools 34",
    "[Hermes Agent](/tools/hermes-agent/) \ud83d\udcbb AI Agents & Frameworks"
   ],
   "repository_evidence": [
    "# Open Source AI Tools on GitHub",
    "## Developer Tools 34",
    "[ GitHub ](https://github.com/nousresearch/hermes-agent)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://bla5k.com/open-source-ai-tools",
   "project": "HumanLayer",
   "repository": "https://github.com/humanlayer/humanlayer",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Open Source AI Tools on GitHub",
    "## Developer Tools 34",
    "[HumanLayer](/tools/humanlayer/) \ud83d\udcbb AI Agents & Frameworks"
   ],
   "repository_evidence": [
    "# Open Source AI Tools on GitHub",
    "## Developer Tools 34",
    "[ GitHub ](https://github.com/humanlayer/humanlayer)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://bla5k.com/open-source-ai-tools",
   "project": "OpenAI Codex CLI",
   "repository": "https://github.com/openai/codex",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Open Source AI Tools on GitHub",
    "## Developer Tools 34",
    "[OpenAI Codex CLI](/tools/codex-cli/) \ud83d\udcbb AI Agents & Frameworks"
   ],
   "repository_evidence": [
    "# Open Source AI Tools on GitHub",
    "## Developer Tools 34",
    "[ GitHub ](https://github.com/openai/codex)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://bla5k.com/open-source-ai-tools",
   "project": "OpenAI swarm",
   "repository": "https://github.com/openai/swarm",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Open Source AI Tools on GitHub",
    "## Developer Tools 34",
    "[OpenAI swarm](/tools/openai-swarm/) \ud83d\udcbb AI Agents & Frameworks"
   ],
   "repository_evidence": [
    "# Open Source AI Tools on GitHub",
    "## Developer Tools 34",
    "[ GitHub ](https://github.com/openai/swarm)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://bla5k.com/open-source-ai-tools",
   "project": "OpenClaw Agent Templates",
   "repository": "https://github.com/mergisi/awesome-openclaw-agents",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Open Source AI Tools on GitHub",
    "## Developer Tools 34",
    "[OpenClaw Agent Templates](/tools/openclaw-agent-templates/) \ud83d\udcbb AI Agents & Frameworks"
   ],
   "repository_evidence": [
    "# Open Source AI Tools on GitHub",
    "## Developer Tools 34",
    "[ GitHub ](https://github.com/mergisi/awesome-openclaw-agents)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://bla5k.com/open-source-ai-tools",
   "project": "affaan-m/ECC",
   "repository": "https://github.com/affaan-m/ECC",
   "stars": "238965",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## More open-source projects on GitHub 5980",
    "- [affaan-m/ECC](https://github.com/affaan-m/ECC) \u2605 238,965"
   ],
   "repository_evidence": [
    "## More open-source projects on GitHub 5980",
    "- [affaan-m/ECC](https://github.com/affaan-m/ECC) \u2605 238,965"
   ],
   "stars_evidence": [
    "## More open-source projects on GitHub 5980",
    "- [affaan-m/ECC](https://github.com/affaan-m/ECC) \u2605 238,965"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://bla5k.com/open-source-ai-tools",
   "project": "NousResearch/hermes-agent",
   "repository": "https://github.com/NousResearch/hermes-agent",
   "stars": "227842",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## More open-source projects on GitHub 5980",
    "- [NousResearch/hermes-agent](https://github.com/NousResearch/hermes-agent) \u2605 227,842"
   ],
   "repository_evidence": [
    "## More open-source projects on GitHub 5980",
    "- [NousResearch/hermes-agent](https://github.com/NousResearch/hermes-agent) \u2605 227,842"
   ],
   "stars_evidence": [
    "## More open-source projects on GitHub 5980",
    "- [NousResearch/hermes-agent](https://github.com/NousResearch/hermes-agent) \u2605 227,842"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://bla5k.com/open-source-ai-tools",
   "project": "langflow-ai/langflow",
   "repository": "https://github.com/langflow-ai/langflow",
   "stars": "152981",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## More open-source projects on GitHub 5980",
    "- [langflow-ai/langflow](https://github.com/langflow-ai/langflow) \u2605 152,981"
   ],
   "repository_evidence": [
    "## More open-source projects on GitHub 5980",
    "- [langflow-ai/langflow](https://github.com/langflow-ai/langflow) \u2605 152,981"
   ],
   "stars_evidence": [
    "## More open-source projects on GitHub 5980",
    "- [langflow-ai/langflow](https://github.com/langflow-ai/langflow) \u2605 152,981"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://bla5k.com/open-source-ai-tools",
   "project": "langchain-ai/langchain",
   "repository": "https://github.com/langchain-ai/langchain",
   "stars": "143801",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## More open-source projects on GitHub 5980",
    "- [langchain-ai/langchain](https://github.com/langchain-ai/langchain) \u2605 143,801"
   ],
   "repository_evidence": [
    "## More open-source projects on GitHub 5980",
    "- [langchain-ai/langchain](https://github.com/langchain-ai/langchain) \u2605 143,801"
   ],
   "stars_evidence": [
    "## More open-source projects on GitHub 5980",
    "- [langchain-ai/langchain](https://github.com/langchain-ai/langchain) \u2605 143,801"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://bla5k.com/open-source-ai-tools",
   "project": "Shubhamsaboo/awesome-llm-apps",
   "repository": "https://github.com/Shubhamsaboo/awesome-llm-apps",
   "stars": "131721",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## More open-source projects on GitHub 5980",
    "- [Shubhamsaboo/awesome-llm-apps](https://github.com/Shubhamsaboo/awesome-llm-apps) \u2605 131,721"
   ],
   "repository_evidence": [
    "## More open-source projects on GitHub 5980",
    "- [Shubhamsaboo/awesome-llm-apps](https://github.com/Shubhamsaboo/awesome-llm-apps) \u2605 131,721"
   ],
   "stars_evidence": [
    "## More open-source projects on GitHub 5980",
    "- [Shubhamsaboo/awesome-llm-apps](https://github.com/Shubhamsaboo/awesome-llm-apps) \u2605 131,721"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://bla5k.com/open-source-ai-tools",
   "project": "browser-use/browser-use",
   "repository": "https://github.com/browser-use/browser-use",
   "stars": "108452",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## More open-source projects on GitHub 5980",
    "- [browser-use/browser-use](https://github.com/browser-use/browser-use) \u2605 108,452"
   ],
   "repository_evidence": [
    "## More open-source projects on GitHub 5980",
    "- [browser-use/browser-use](https://github.com/browser-use/browser-use) \u2605 108,452"
   ],
   "stars_evidence": [
    "## More open-source projects on GitHub 5980",
    "- [browser-use/browser-use](https://github.com/browser-use/browser-use) \u2605 108,452"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://bla5k.com/open-source-ai-tools",
   "project": "google-gemini/gemini-cli",
   "repository": "https://github.com/google-gemini/gemini-cli",
   "stars": "106430",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## More open-source projects on GitHub 5980",
    "- [google-gemini/gemini-cli](https://github.com/google-gemini/gemini-cli) \u2605 106,430"
   ],
   "repository_evidence": [
    "## More open-source projects on GitHub 5980",
    "- [google-gemini/gemini-cli](https://github.com/google-gemini/gemini-cli) \u2605 106,430"
   ],
   "stars_evidence": [
    "## More open-source projects on GitHub 5980",
    "- [google-gemini/gemini-cli](https://github.com/google-gemini/gemini-cli) \u2605 106,430"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://bla5k.com/open-source-ai-tools",
   "project": "TauricResearch/TradingAgents",
   "repository": "https://github.com/TauricResearch/TradingAgents",
   "stars": "96836",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## More open-source projects on GitHub 5980",
    "- [TauricResearch/TradingAgents](https://github.com/TauricResearch/TradingAgents) \u2605 96,836"
   ],
   "repository_evidence": [
    "## More open-source projects on GitHub 5980",
    "- [TauricResearch/TradingAgents](https://github.com/TauricResearch/TradingAgents) \u2605 96,836"
   ],
   "stars_evidence": [
    "## More open-source projects on GitHub 5980",
    "- [TauricResearch/TradingAgents](https://github.com/TauricResearch/TradingAgents) \u2605 96,836"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://bla5k.com/open-source-ai-tools",
   "project": "infiniflow/ragflow",
   "repository": "https://github.com/infiniflow/ragflow",
   "stars": "87120",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## More open-source projects on GitHub 5980",
    "- [infiniflow/ragflow](https://github.com/infiniflow/ragflow) \u2605 87,120"
   ],
   "repository_evidence": [
    "## More open-source projects on GitHub 5980",
    "- [infiniflow/ragflow](https://github.com/infiniflow/ragflow) \u2605 87,120"
   ],
   "stars_evidence": [
    "## More open-source projects on GitHub 5980",
    "- [infiniflow/ragflow](https://github.com/infiniflow/ragflow) \u2605 87,120"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://bla5k.com/open-source-ai-tools",
   "project": "OpenHands/OpenHands",
   "repository": "https://github.com/OpenHands/OpenHands",
   "stars": "83531",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## More open-source projects on GitHub 5980",
    "- [OpenHands/OpenHands](https://github.com/OpenHands/OpenHands) \u2605 83,531"
   ],
   "repository_evidence": [
    "## More open-source projects on GitHub 5980",
    "- [OpenHands/OpenHands](https://github.com/OpenHands/OpenHands) \u2605 83,531"
   ],
   "stars_evidence": [
    "## More open-source projects on GitHub 5980",
    "- [OpenHands/OpenHands](https://github.com/OpenHands/OpenHands) \u2605 83,531"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://bla5k.com/open-source-ai-tools",
   "project": "bytedance/deer-flow",
   "repository": "https://github.com/bytedance/deer-flow",
   "stars": "79600",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## More open-source projects on GitHub 5980",
    "- [bytedance/deer-flow](https://github.com/bytedance/deer-flow) \u2605 79,600"
   ],
   "repository_evidence": [
    "## More open-source projects on GitHub 5980",
    "- [bytedance/deer-flow](https://github.com/bytedance/deer-flow) \u2605 79,600"
   ],
   "stars_evidence": [
    "## More open-source projects on GitHub 5980",
    "- [bytedance/deer-flow](https://github.com/bytedance/deer-flow) \u2605 79,600"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://bla5k.com/open-source-ai-tools",
   "project": "dair-ai/Prompt-Engineering-Guide",
   "repository": "https://github.com/dair-ai/Prompt-Engineering-Guide",
   "stars": "77370",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## More open-source projects on GitHub 5980",
    "- [dair-ai/Prompt-Engineering-Guide](https://github.com/dair-ai/Prompt-Engineering-Guide) \u2605 77,370"
   ],
   "repository_evidence": [
    "## More open-source projects on GitHub 5980",
    "- [dair-ai/Prompt-Engineering-Guide](https://github.com/dair-ai/Prompt-Engineering-Guide) \u2605 77,370"
   ],
   "stars_evidence": [
    "## More open-source projects on GitHub 5980",
    "- [dair-ai/Prompt-Engineering-Guide](https://github.com/dair-ai/Prompt-Engineering-Guide) \u2605 77,370"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://bla5k.com/open-source-ai-tools",
   "project": "FoundationAgents/MetaGPT",
   "repository": "https://github.com/FoundationAgents/MetaGPT",
   "stars": "69738",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## More open-source projects on GitHub 5980",
    "- [FoundationAgents/MetaGPT](https://github.com/FoundationAgents/MetaGPT) \u2605 69,738"
   ],
   "repository_evidence": [
    "## More open-source projects on GitHub 5980",
    "- [FoundationAgents/MetaGPT](https://github.com/FoundationAgents/MetaGPT) \u2605 69,738"
   ],
   "stars_evidence": [
    "## More open-source projects on GitHub 5980",
    "- [FoundationAgents/MetaGPT](https://github.com/FoundationAgents/MetaGPT) \u2605 69,738"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://bla5k.com/open-source-ai-tools",
   "project": "Panniantong/Agent-Reach",
   "repository": "https://github.com/Panniantong/Agent-Reach",
   "stars": "69563",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## More open-source projects on GitHub 5980",
    "- [Panniantong/Agent-Reach](https://github.com/Panniantong/Agent-Reach) \u2605 69,563"
   ],
   "repository_evidence": [
    "## More open-source projects on GitHub 5980",
    "- [Panniantong/Agent-Reach](https://github.com/Panniantong/Agent-Reach) \u2605 69,563"
   ],
   "stars_evidence": [
    "## More open-source projects on GitHub 5980",
    "- [Panniantong/Agent-Reach](https://github.com/Panniantong/Agent-Reach) \u2605 69,563"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://bla5k.com/open-source-ai-tools",
   "project": "ruvnet/ruflo",
   "repository": "https://github.com/ruvnet/ruflo",
   "stars": "67473",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## More open-source projects on GitHub 5980",
    "- [ruvnet/ruflo](https://github.com/ruvnet/ruflo) \u2605 67,473"
   ],
   "repository_evidence": [
    "## More open-source projects on GitHub 5980",
    "- [ruvnet/ruflo](https://github.com/ruvnet/ruflo) \u2605 67,473"
   ],
   "stars_evidence": [
    "## More open-source projects on GitHub 5980",
    "- [ruvnet/ruflo](https://github.com/ruvnet/ruflo) \u2605 67,473"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://bla5k.com/open-source-ai-tools",
   "project": "Mintplex-Labs/anything-llm",
   "repository": "https://github.com/Mintplex-Labs/anything-llm",
   "stars": "64521",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## More open-source projects on GitHub 5980",
    "- [Mintplex-Labs/anything-llm](https://github.com/Mintplex-Labs/anything-llm) \u2605 64,521"
   ],
   "repository_evidence": [
    "## More open-source projects on GitHub 5980",
    "- [Mintplex-Labs/anything-llm](https://github.com/Mintplex-Labs/anything-llm) \u2605 64,521"
   ],
   "stars_evidence": [
    "## More open-source projects on GitHub 5980",
    "- [Mintplex-Labs/anything-llm](https://github.com/Mintplex-Labs/anything-llm) \u2605 64,521"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://bla5k.com/open-source-ai-tools",
   "project": "mem0ai/mem0",
   "repository": "https://github.com/mem0ai/mem0",
   "stars": "62867",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## More open-source projects on GitHub 5980",
    "- [mem0ai/mem0](https://github.com/mem0ai/mem0) \u2605 62,867"
   ],
   "repository_evidence": [
    "## More open-source projects on GitHub 5980",
    "- [mem0ai/mem0](https://github.com/mem0ai/mem0) \u2605 62,867"
   ],
   "stars_evidence": [
    "## More open-source projects on GitHub 5980",
    "- [mem0ai/mem0](https://github.com/mem0ai/mem0) \u2605 62,867"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://bla5k.com/open-source-ai-tools",
   "project": "crewAIInc/crewAI",
   "repository": "https://github.com/crewAIInc/crewAI",
   "stars": "56857",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## More open-source projects on GitHub 5980",
    "- [crewAIInc/crewAI](https://github.com/crewAIInc/crewAI) \u2605 56,857"
   ],
   "repository_evidence": [
    "## More open-source projects on GitHub 5980",
    "- [crewAIInc/crewAI](https://github.com/crewAIInc/crewAI) \u2605 56,857"
   ],
   "stars_evidence": [
    "## More open-source projects on GitHub 5980",
    "- [crewAIInc/crewAI](https://github.com/crewAIInc/crewAI) \u2605 56,857"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://bla5k.com/open-source-ai-tools",
   "project": "run-llama/llama_index",
   "repository": "https://github.com/run-llama/llama_index",
   "stars": "51501",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## More open-source projects on GitHub 5980",
    "- [run-llama/llama_index](https://github.com/run-llama/llama_index) \u2605 51,501"
   ],
   "repository_evidence": [
    "## More open-source projects on GitHub 5980",
    "- [run-llama/llama_index](https://github.com/run-llama/llama_index) \u2605 51,501"
   ],
   "stars_evidence": [
    "## More open-source projects on GitHub 5980",
    "- [run-llama/llama_index](https://github.com/run-llama/llama_index) \u2605 51,501"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://bla5k.com/open-source-ai-tools",
   "project": "Aider-AI/aider",
   "repository": "https://github.com/Aider-AI/aider",
   "stars": "48077",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## More open-source projects on GitHub 5980",
    "- [Aider-AI/aider](https://github.com/Aider-AI/aider) \u2605 48,077"
   ],
   "repository_evidence": [
    "## More open-source projects on GitHub 5980",
    "- [Aider-AI/aider](https://github.com/Aider-AI/aider) \u2605 48,077"
   ],
   "stars_evidence": [
    "## More open-source projects on GitHub 5980",
    "- [Aider-AI/aider](https://github.com/Aider-AI/aider) \u2605 48,077"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://bla5k.com/open-source-ai-tools",
   "project": "HKUDS/nanobot",
   "repository": "https://github.com/HKUDS/nanobot",
   "stars": "46795",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## More open-source projects on GitHub 5980",
    "- [HKUDS/nanobot](https://github.com/HKUDS/nanobot) \u2605 46,795"
   ],
   "repository_evidence": [
    "## More open-source projects on GitHub 5980",
    "- [HKUDS/nanobot](https://github.com/HKUDS/nanobot) \u2605 46,795"
   ],
   "stars_evidence": [
    "## More open-source projects on GitHub 5980",
    "- [HKUDS/nanobot](https://github.com/HKUDS/nanobot) \u2605 46,795"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://bla5k.com/open-source-ai-tools",
   "project": "zhayujie/CowAgent",
   "repository": "https://github.com/zhayujie/CowAgent",
   "stars": "46430",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## More open-source projects on GitHub 5980",
    "- [zhayujie/CowAgent](https://github.com/zhayujie/CowAgent) \u2605 46,430"
   ],
   "repository_evidence": [
    "## More open-source projects on GitHub 5980",
    "- [zhayujie/CowAgent](https://github.com/zhayujie/CowAgent) \u2605 46,430"
   ],
   "stars_evidence": [
    "## More open-source projects on GitHub 5980",
    "- [zhayujie/CowAgent](https://github.com/zhayujie/CowAgent) \u2605 46,430"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://bla5k.com/open-source-ai-tools",
   "project": "zylon-ai/private-gpt",
   "repository": "https://github.com/zylon-ai/private-gpt",
   "stars": "57414",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## More open-source projects on GitHub 5980",
    "- [zylon-ai/private-gpt](https://github.com/zylon-ai/private-gpt) \u2605 57,414"
   ],
   "repository_evidence": [
    "## More open-source projects on GitHub 5980",
    "- [zylon-ai/private-gpt](https://github.com/zylon-ai/private-gpt) \u2605 57,414"
   ],
   "stars_evidence": [
    "## More open-source projects on GitHub 5980",
    "- [zylon-ai/private-gpt](https://github.com/zylon-ai/private-gpt) \u2605 57,414"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://bla5k.com/open-source-ai-tools",
   "project": "langchain-ai/langgraph",
   "repository": "https://github.com/langchain-ai/langgraph",
   "stars": "39296",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## More open-source projects on GitHub 5980",
    "- [langchain-ai/langgraph](https://github.com/langchain-ai/langgraph) \u2605 39,296"
   ],
   "repository_evidence": [
    "## More open-source projects on GitHub 5980",
    "- [langchain-ai/langgraph](https://github.com/langchain-ai/langgraph) \u2605 39,296"
   ],
   "stars_evidence": [
    "## More open-source projects on GitHub 5980",
    "- [langchain-ai/langgraph](https://github.com/langchain-ai/langgraph) \u2605 39,296"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://bla5k.com/open-source-ai-tools",
   "project": "AstrBotDevs/AstrBot",
   "repository": "https://github.com/AstrBotDevs/AstrBot",
   "stars": "38868",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## More open-source projects on GitHub 5980",
    "- [AstrBotDevs/AstrBot](https://github.com/AstrBotDevs/AstrBot) \u2605 38,868"
   ],
   "repository_evidence": [
    "## More open-source projects on GitHub 5980",
    "- [AstrBotDevs/AstrBot](https://github.com/AstrBotDevs/AstrBot) \u2605 38,868"
   ],
   "stars_evidence": [
    "## More open-source projects on GitHub 5980",
    "- [AstrBotDevs/AstrBot](https://github.com/AstrBotDevs/AstrBot) \u2605 38,868"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://bla5k.com/open-source-ai-tools",
   "project": "microsoft/graphrag",
   "repository": "https://github.com/microsoft/graphrag",
   "stars": "35352",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## More open-source projects on GitHub 5980",
    "- [microsoft/graphrag](https://github.com/microsoft/graphrag) \u2605 35,352"
   ],
   "repository_evidence": [
    "## More open-source projects on GitHub 5980",
    "- [microsoft/graphrag](https://github.com/microsoft/graphrag) \u2605 35,352"
   ],
   "stars_evidence": [
    "## More open-source projects on GitHub 5980",
    "- [microsoft/graphrag](https://github.com/microsoft/graphrag) \u2605 35,352"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://bla5k.com/open-source-ai-tools",
   "project": "bojieli/ai-agent-book",
   "repository": "https://github.com/bojieli/ai-agent-book",
   "stars": "35157",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## More open-source projects on GitHub 5980",
    "- [bojieli/ai-agent-book](https://github.com/bojieli/ai-agent-book) \u2605 35,157"
   ],
   "repository_evidence": [
    "## More open-source projects on GitHub 5980",
    "- [bojieli/ai-agent-book](https://github.com/bojieli/ai-agent-book) \u2605 35,157"
   ],
   "stars_evidence": [
    "## More open-source projects on GitHub 5980",
    "- [bojieli/ai-agent-book](https://github.com/bojieli/ai-agent-book) \u2605 35,157"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://bla5k.com/open-source-ai-tools",
   "project": "esengine/DeepSeek-Reasonix",
   "repository": "https://github.com/esengine/DeepSeek-Reasonix",
   "stars": "33391",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## More open-source projects on GitHub 5980",
    "- [esengine/DeepSeek-Reasonix](https://github.com/esengine/DeepSeek-Reasonix) \u2605 33,391"
   ],
   "repository_evidence": [
    "## More open-source projects on GitHub 5980",
    "- [esengine/DeepSeek-Reasonix](https://github.com/esengine/DeepSeek-Reasonix) \u2605 33,391"
   ],
   "stars_evidence": [
    "## More open-source projects on GitHub 5980",
    "- [esengine/DeepSeek-Reasonix](https://github.com/esengine/DeepSeek-Reasonix) \u2605 33,391"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://bla5k.com/open-source-ai-tools",
   "project": "conductor-oss/conductor",
   "repository": "https://github.com/conductor-oss/conductor",
   "stars": "32066",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## More open-source projects on GitHub 5980",
    "- [conductor-oss/conductor](https://github.com/conductor-oss/conductor) \u2605 32,066"
   ],
   "repository_evidence": [
    "## More open-source projects on GitHub 5980",
    "- [conductor-oss/conductor](https://github.com/conductor-oss/conductor) \u2605 32,066"
   ],
   "stars_evidence": [
    "## More open-source projects on GitHub 5980",
    "- [conductor-oss/conductor](https://github.com/conductor-oss/conductor) \u2605 32,066"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://bla5k.com/open-source-ai-tools",
   "project": "sgl-project/sglang",
   "repository": "https://github.com/sgl-project/sglang",
   "stars": "31581",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## More open-source projects on GitHub 5980",
    "- [sgl-project/sglang](https://github.com/sgl-project/sglang) \u2605 31,581"
   ],
   "repository_evidence": [
    "## More open-source projects on GitHub 5980",
    "- [sgl-project/sglang](https://github.com/sgl-project/sglang) \u2605 31,581"
   ],
   "stars_evidence": [
    "## More open-source projects on GitHub 5980",
    "- [sgl-project/sglang](https://github.com/sgl-project/sglang) \u2605 31,581"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://bla5k.com/open-source-ai-tools",
   "project": "continuedev/continue",
   "repository": "https://github.com/continuedev/continue",
   "stars": "35406",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## More open-source projects on GitHub 5980",
    "- [continuedev/continue](https://github.com/continuedev/continue) \u2605 35,406"
   ],
   "repository_evidence": [
    "## More open-source projects on GitHub 5980",
    "- [continuedev/continue](https://github.com/continuedev/continue) \u2605 35,406"
   ],
   "stars_evidence": [
    "## More open-source projects on GitHub 5980",
    "- [continuedev/continue](https://github.com/continuedev/continue) \u2605 35,406"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://bla5k.com/open-source-ai-tools",
   "project": "agno-agi/agno",
   "repository": "https://github.com/agno-agi/agno",
   "stars": "41637",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## More open-source projects on GitHub 5980",
    "- [agno-agi/agno](https://github.com/agno-agi/agno) \u2605 41,637"
   ],
   "repository_evidence": [
    "## More open-source projects on GitHub 5980",
    "- [agno-agi/agno](https://github.com/agno-agi/agno) \u2605 41,637"
   ],
   "stars_evidence": [
    "## More open-source projects on GitHub 5980",
    "- [agno-agi/agno](https://github.com/agno-agi/agno) \u2605 41,637"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://bla5k.com/open-source-ai-tools",
   "project": "khoj-ai/khoj",
   "repository": "https://github.com/khoj-ai/khoj",
   "stars": "36407",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## More open-source projects on GitHub 5980",
    "- [khoj-ai/khoj](https://github.com/khoj-ai/khoj) \u2605 36,407"
   ],
   "repository_evidence": [
    "## More open-source projects on GitHub 5980",
    "- [khoj-ai/khoj](https://github.com/khoj-ai/khoj) \u2605 36,407"
   ],
   "stars_evidence": [
    "## More open-source projects on GitHub 5980",
    "- [khoj-ai/khoj](https://github.com/khoj-ai/khoj) \u2605 36,407"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://bla5k.com/open-source-ai-tools",
   "project": "nanocoai/nanoclaw",
   "repository": "https://github.com/nanocoai/nanoclaw",
   "stars": "30474",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## More open-source projects on GitHub 5980",
    "- [nanocoai/nanoclaw](https://github.com/nanocoai/nanoclaw) \u2605 30,474"
   ],
   "repository_evidence": [
    "## More open-source projects on GitHub 5980",
    "- [nanocoai/nanoclaw](https://github.com/nanocoai/nanoclaw) \u2605 30,474"
   ],
   "stars_evidence": [
    "## More open-source projects on GitHub 5980",
    "- [nanocoai/nanoclaw](https://github.com/nanocoai/nanoclaw) \u2605 30,474"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://gunbark.dev/content/21542d05-440d-435f-9e13-03c412d75db9",
   "project": "aider",
   "repository": "https://github.com/Aider-AI/aider",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "### [aider](https://github.com/Aider-AI/aider) `Python` \u00b7 `Apache-2.0` \u00b7 CLI AI pair programming in your terminal.",
    "AI IDEs and CLI Coding agents, pair programmers, and prompt-to-app builders for developer workflows."
   ],
   "repository_evidence": [
    "### [aider](https://github.com/Aider-AI/aider) `Python` \u00b7 `Apache-2.0` \u00b7 CLI AI pair programming in your terminal.",
    "AI IDEs and CLI Coding agents, pair programmers, and prompt-to-app builders for developer workflows."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://gunbark.dev/content/21542d05-440d-435f-9e13-03c412d75db9",
   "project": "OpenCode",
   "repository": "https://github.com/sst/opencode",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "### [OpenCode](https://github.com/sst/opencode) `TypeScript` \u00b7 `MIT` \u00b7 TUI Terminal-native coding agent with LSP integration \u2014 it loads the right language server so the model sees real type information, not guesses.",
    "AI IDEs and CLI Coding agents, pair programmers, and prompt-to-app builders for developer workflows."
   ],
   "repository_evidence": [
    "### [OpenCode](https://github.com/sst/opencode) `TypeScript` \u00b7 `MIT` \u00b7 TUI Terminal-native coding agent with LSP integration \u2014 it loads the right language server so the model sees real type information, not guesses.",
    "AI IDEs and CLI Coding agents, pair programmers, and prompt-to-app builders for developer workflows."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://gunbark.dev/content/21542d05-440d-435f-9e13-03c412d75db9",
   "project": "Cline",
   "repository": "https://github.com/cline/cline",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "### [Cline](https://github.com/cline/cline) `TypeScript` \u00b7 `Apache-2.0` \u00b7 VS Code extension Autonomous coding agent inside VS Code.",
    "AI IDEs and CLI Coding agents, pair programmers, and prompt-to-app builders for developer workflows."
   ],
   "repository_evidence": [
    "### [Cline](https://github.com/cline/cline) `TypeScript` \u00b7 `Apache-2.0` \u00b7 VS Code extension Autonomous coding agent inside VS Code.",
    "AI IDEs and CLI Coding agents, pair programmers, and prompt-to-app builders for developer workflows."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://gunbark.dev/content/21542d05-440d-435f-9e13-03c412d75db9",
   "project": "Continue",
   "repository": "https://github.com/continuedev/continue",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "### [Continue](https://github.com/continuedev/continue) `TypeScript` \u00b7 `Apache-2.0` \u00b7 VS Code + JetBrains Build your own AI code assistant \u2014 autocomplete, chat, and edit, configured with your own models and context providers.",
    "AI IDEs and CLI Coding agents, pair programmers, and prompt-to-app builders for developer workflows."
   ],
   "repository_evidence": [
    "### [Continue](https://github.com/continuedev/continue) `TypeScript` \u00b7 `Apache-2.0` \u00b7 VS Code + JetBrains Build your own AI code assistant \u2014 autocomplete, chat, and edit, configured with your own models and context providers.",
    "AI IDEs and CLI Coding agents, pair programmers, and prompt-to-app builders for developer workflows."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://gunbark.dev/content/21542d05-440d-435f-9e13-03c412d75db9",
   "project": "OpenHands",
   "repository": "https://github.com/All-Hands-AI/OpenHands",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "### [OpenHands](https://github.com/All-Hands-AI/OpenHands) `Python` \u00b7 `MIT` \u00b7 Web + headless Agents that do what a developer does \u2014 modify code, run commands, browse the web, call APIs \u2014 inside a sandboxed runtime.",
    "AI IDEs and CLI Coding agents, pair programmers, and prompt-to-app builders for developer workflows."
   ],
   "repository_evidence": [
    "### [OpenHands](https://github.com/All-Hands-AI/OpenHands) `Python` \u00b7 `MIT` \u00b7 Web + headless Agents that do what a developer does \u2014 modify code, run commands, browse the web, call APIs \u2014 inside a sandboxed runtime.",
    "AI IDEs and CLI Coding agents, pair programmers, and prompt-to-app builders for developer workflows."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://gunbark.dev/content/21542d05-440d-435f-9e13-03c412d75db9",
   "project": "SWE-agent",
   "repository": "https://github.com/SWE-agent/SWE-agent",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "### [SWE-agent](https://github.com/SWE-agent/SWE-agent) `Python` \u00b7 `MIT` \u00b7 CLI Research-grade agent that turns a GitHub issue into a pull request.",
    "AI IDEs and CLI Coding agents, pair programmers, and prompt-to-app builders for developer workflows."
   ],
   "repository_evidence": [
    "### [SWE-agent](https://github.com/SWE-agent/SWE-agent) `Python` \u00b7 `MIT` \u00b7 CLI Research-grade agent that turns a GitHub issue into a pull request.",
    "AI IDEs and CLI Coding agents, pair programmers, and prompt-to-app builders for developer workflows."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://gunbark.dev/content/21542d05-440d-435f-9e13-03c412d75db9",
   "project": "Goose",
   "repository": "https://github.com/block/goose",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "### [Goose](https://github.com/block/goose) `Rust` \u00b7 `Apache-2.0` \u00b7 CLI + desktop Extensible autonomous agent from Block, now governed by the Linux Foundation.",
    "AI IDEs and CLI Coding agents, pair programmers, and prompt-to-app builders for developer workflows."
   ],
   "repository_evidence": [
    "### [Goose](https://github.com/block/goose) `Rust` \u00b7 `Apache-2.0` \u00b7 CLI + desktop Extensible autonomous agent from Block, now governed by the Linux Foundation.",
    "AI IDEs and CLI Coding agents, pair programmers, and prompt-to-app builders for developer workflows."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://gunbark.dev/content/21542d05-440d-435f-9e13-03c412d75db9",
   "project": "Kilo Code",
   "repository": "https://github.com/Kilo-Org/kilocode",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "### [Kilo Code](https://github.com/Kilo-Org/kilocode) `TypeScript` \u00b7 `Apache-2.0` \u00b7 VS Code + JetBrains Open-source IDE agent that merged the best of Roo Code and Cline into one extension.",
    "AI IDEs and CLI Coding agents, pair programmers, and prompt-to-app builders for developer workflows."
   ],
   "repository_evidence": [
    "### [Kilo Code](https://github.com/Kilo-Org/kilocode) `TypeScript` \u00b7 `Apache-2.0` \u00b7 VS Code + JetBrains Open-source IDE agent that merged the best of Roo Code and Cline into one extension.",
    "AI IDEs and CLI Coding agents, pair programmers, and prompt-to-app builders for developer workflows."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://gunbark.dev/content/21542d05-440d-435f-9e13-03c412d75db9",
   "project": "Tabby",
   "repository": "https://github.com/TabbyML/tabby",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "### [Tabby](https://github.com/TabbyML/tabby) `Rust` \u00b7 `Apache-2.0` \u00b7 Self-hosted server Self-hosted AI coding assistant with its own inference server, no external API calls.",
    "AI IDEs and CLI Coding agents, pair programmers, and prompt-to-app builders for developer workflows."
   ],
   "repository_evidence": [
    "### [Tabby](https://github.com/TabbyML/tabby) `Rust` \u00b7 `Apache-2.0` \u00b7 Self-hosted server Self-hosted AI coding assistant with its own inference server, no external API calls.",
    "AI IDEs and CLI Coding agents, pair programmers, and prompt-to-app builders for developer workflows."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://gunbark.dev/content/21542d05-440d-435f-9e13-03c412d75db9",
   "project": "gpt-engineer",
   "repository": "https://github.com/gpt-engineer-org/gpt-engineer",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "### [gpt-engineer](https://github.com/gpt-engineer-org/gpt-engineer) `Python` \u00b7 `MIT` \u00b7 CLI Describe a project in natural language; it writes and iterates on the whole codebase.",
    "AI IDEs and CLI Coding agents, pair programmers, and prompt-to-app builders for developer workflows."
   ],
   "repository_evidence": [
    "### [gpt-engineer](https://github.com/gpt-engineer-org/gpt-engineer) `Python` \u00b7 `MIT` \u00b7 CLI Describe a project in natural language; it writes and iterates on the whole codebase.",
    "AI IDEs and CLI Coding agents, pair programmers, and prompt-to-app builders for developer workflows."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://gunbark.dev/content/21542d05-440d-435f-9e13-03c412d75db9",
   "project": "bolt.diy",
   "repository": "https://github.com/stackblitz-labs/bolt.diy",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "### [bolt.diy](https://github.com/stackblitz-labs/bolt.diy) `TypeScript` \u00b7 `MIT` Official open-source fork of Bolt.new.",
    "Prompt-to-App Builders Prompt in, deployed full-stack app out."
   ],
   "repository_evidence": [
    "### [bolt.diy](https://github.com/stackblitz-labs/bolt.diy) `TypeScript` \u00b7 `MIT` Official open-source fork of Bolt.new.",
    "Prompt-to-App Builders Prompt in, deployed full-stack app out."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://gunbark.dev/content/21542d05-440d-435f-9e13-03c412d75db9",
   "project": "Open Design",
   "repository": "https://github.com/nexu-io/open-design",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "### [Open Design](https://github.com/nexu-io/open-design) `TypeScript` \u00b7 `Apache-2.0` \u00b7 Desktop + web Turns the coding agent you already have into a design engine \u2014 prototypes, landing pages, dashboards, slides, images, and video, exported as HTML/PDF/PPTX/MP4.",
    "Prompt-to-App Builders Prompt in, deployed full-stack app out."
   ],
   "repository_evidence": [
    "### [Open Design](https://github.com/nexu-io/open-design) `TypeScript` \u00b7 `Apache-2.0` \u00b7 Desktop + web Turns the coding agent you already have into a design engine \u2014 prototypes, landing pages, dashboards, slides, images, and video, exported as HTML/PDF/PPTX/MP4.",
    "Prompt-to-App Builders Prompt in, deployed full-stack app out."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://gunbark.dev/content/21542d05-440d-435f-9e13-03c412d75db9",
   "project": "OpenUI",
   "repository": "https://github.com/wandb/openui",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "### [OpenUI](https://github.com/wandb/openui) `Python + TypeScript` \u00b7 `Apache-2.0` Describe a UI, watch it render live, convert it to React/Svelte/Vue.",
    "Prompt-to-App Builders Prompt in, deployed full-stack app out."
   ],
   "repository_evidence": [
    "### [OpenUI](https://github.com/wandb/openui) `Python + TypeScript` \u00b7 `Apache-2.0` Describe a UI, watch it render live, convert it to React/Svelte/Vue.",
    "Prompt-to-App Builders Prompt in, deployed full-stack app out."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://gunbark.dev/content/21542d05-440d-435f-9e13-03c412d75db9",
   "project": "Dyad",
   "repository": "https://github.com/dyad-sh/dyad",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "### [Dyad](https://github.com/dyad-sh/dyad) `TypeScript` \u00b7 `Apache-2.0` \u00b7 Desktop Local, open-source AI app builder.",
    "Prompt-to-App Builders Prompt in, deployed full-stack app out."
   ],
   "repository_evidence": [
    "### [Dyad](https://github.com/dyad-sh/dyad) `TypeScript` \u00b7 `Apache-2.0` \u00b7 Desktop Local, open-source AI app builder.",
    "Prompt-to-App Builders Prompt in, deployed full-stack app out."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://easyspecs.ai/agentic-coding/articles/browser-and-web-automation-agents-landscape",
   "project": "Browser Use",
   "repository": "https://github.com/browser-use/browser-use",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Tools\u00b7Tools",
    "## Tools in this category",
    "| Tool | Notes |",
    "| **Browser Use** | Popular framework; model-agnostic. |",
    "- [Browser Use](https://github.com/browser-use/browser-use) \u2014 Framework"
   ],
   "repository_evidence": [
    "Tools\u00b7Tools",
    "## References",
    "- [Browser Use](https://github.com/browser-use/browser-use) \u2014 Framework"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://easyspecs.ai/agentic-coding/articles/browser-and-web-automation-agents-landscape",
   "project": "Crawl4AI",
   "repository": "https://github.com/unclecode/crawl4ai",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Tools\u00b7Tools",
    "## Tools in this category",
    "| Tool | Notes |",
    "| **Crawl4AI** | Crawler \u2192 clean markdown for LLMs. |",
    "- [Crawl4AI](https://github.com/unclecode/crawl4ai) \u2014 Crawler"
   ],
   "repository_evidence": [
    "Tools\u00b7Tools",
    "## References",
    "- [Crawl4AI](https://github.com/unclecode/crawl4ai) \u2014 Crawler"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://easyspecs.ai/agentic-coding/articles/browser-and-web-automation-agents-landscape",
   "project": "Stagehand",
   "repository": "https://github.com/browserbase/stagehand",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Tools\u00b7Tools",
    "## Tools in this category",
    "| Tool | Notes |",
    "| **Stagehand** (Browserbase) | Self-healing automation, SDKs. |",
    "- [Stagehand](https://github.com/browserbase/stagehand) \u2014 Browserbase"
   ],
   "repository_evidence": [
    "Tools\u00b7Tools",
    "## References",
    "- [Stagehand](https://github.com/browserbase/stagehand) \u2014 Browserbase"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://lobehub.com/mcp/modsetter-surfsense",
   "project": "SurfSense",
   "repository": "https://github.com/MODSetter/SurfSense",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# SurfSense: The Open-Source NotebookLM Alternative for Open Web Research",
    "SurfSense is the **open-source NotebookLM alternative for AI agents**, an open web research platform with live data connectors."
   ],
   "repository_evidence": [
    "- [Why agents need SurfSense](https://github.com/MODSetter/SurfSense)",
    "# SurfSense: The Open-Source NotebookLM Alternative for Open Web Research"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://nvd.nist.gov/vuln/detail/CVE-2026-55440",
   "project": "Microsoft UFO",
   "repository": "https://github.com/microsoft/UFO",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Microsoft UFO open-source framework for intelligent automation across devices and platforms.",
    "### Description"
   ],
   "repository_evidence": [
    "| [https://github.com/microsoft/UFO/commit/cc653bde75337ab60c320e6b7cb61b86ba6ca948](https://github.com/microsoft/UFO/commit/cc653bde75337ab60c320e6b7cb61b86ba6ca948) | GitHub, Inc. | |",
    "| URL | Source(s) | Tag(s) |",
    "### References to Advisories, Solutions, and Tools"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://pypi.org/project/composio-julep/0.5.8",
   "project": "Composio",
   "repository": "https://github.com/ComposioHQ/composio",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Use Composio to get an array of tools with your Julep wokflow.",
    "- [ Homepage](https://github.com/ComposioHQ/composio)"
   ],
   "repository_evidence": [
    "Use Composio to get an array of tools with your Julep wokflow.",
    "- [ Homepage](https://github.com/ComposioHQ/composio)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://medium.com/@cch.chichieh/openmanus-tutorial-how-to-build-your-custom-ai-agent-in-2025-beginners-guide-a3476af62056",
   "project": "OpenManus",
   "repository": "https://github.com/mannaandpoem/OpenManus",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# OpenManus Tutorial: How to Build Your Custom AI Agent in 2025 (Beginner\u2019s Guide)",
    "In response, the MetaGPT team acted swiftly, developing OpenManus within just three hours of Manus\u2019s release and making it open-source on GitHub."
   ],
   "repository_evidence": [
    "# OpenManus Tutorial: How to Build Your Custom AI Agent in 2025 (Beginner\u2019s Guide)",
    "[OpenManus](https://github.com/mannaandpoem/OpenManus) is an open-source project available on Github."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://medium.com/@cch.chichieh/openmanus-tutorial-how-to-build-your-custom-ai-agent-in-2025-beginners-guide-a3476af62056",
   "project": "OpenManusWeb",
   "repository": "https://github.com/YunQiAI/OpenManusWeb",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# OpenManus Tutorial: How to Build Your Custom AI Agent in 2025 (Beginner\u2019s Guide)",
    "OpenManusWeb, developed by YunQiAI, is a web-based extension of OpenManus designed to provide a more intuitive and user-friendly experience."
   ],
   "repository_evidence": [
    "# OpenManus Tutorial: How to Build Your Custom AI Agent in 2025 (Beginner\u2019s Guide)",
    "Like OpenManus, it is open-source and available on [GitHub](https://github.com/YunQiAI/OpenManusWeb)."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://medium.com/@cch.chichieh/openmanus-tutorial-how-to-build-your-custom-ai-agent-in-2025-beginners-guide-a3476af62056",
   "project": "OpenManus-WebUI",
   "repository": "https://github.com/Shybert-AI/OpenManus-WebUI",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# OpenManus Tutorial: How to Build Your Custom AI Agent in 2025 (Beginner\u2019s Guide)",
    "I also tested [OpenManus-WebUI](https://github.com/Shybert-AI/OpenManus-WebUI), another similar project, but found its installation process more complex."
   ],
   "repository_evidence": [
    "# OpenManus Tutorial: How to Build Your Custom AI Agent in 2025 (Beginner\u2019s Guide)",
    "I also tested [OpenManus-WebUI](https://github.com/Shybert-AI/OpenManus-WebUI), another similar project, but found its installation process more complex."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://aiprosol.com/agent-frameworks",
   "project": "LangChain",
   "repository": "https://www.langchain.com",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# The AI Agent Frameworks Index",
    "## The matrix",
    "| Framework | Languages | Paradigm | License | Best for |",
    "| [LangChain](https://www.langchain.com) | Python \u00b7 JS/TS | Chains / pipelines | Open-source | General-purpose LLM apps; the broadest integration ecosystem |"
   ],
   "repository_evidence": [
    "# The AI Agent Frameworks Index",
    "## The matrix",
    "| Framework | Languages | Paradigm | License | Best for |",
    "| [LangChain](https://www.langchain.com) | Python \u00b7 JS/TS | Chains / pipelines | Open-source | General-purpose LLM apps; the broadest integration ecosystem |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://aiprosol.com/agent-frameworks",
   "project": "LangGraph",
   "repository": "https://www.langchain.com/langgraph",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# The AI Agent Frameworks Index",
    "## The matrix",
    "| Framework | Languages | Paradigm | License | Best for |",
    "| [LangGraph](https://www.langchain.com/langgraph) | Python \u00b7 JS/TS | Graph / stateful | Open-source | Controllable, stateful, multi-step and multi-agent flows with human-in-the-loop |"
   ],
   "repository_evidence": [
    "# The AI Agent Frameworks Index",
    "## The matrix",
    "| Framework | Languages | Paradigm | License | Best for |",
    "| [LangGraph](https://www.langchain.com/langgraph) | Python \u00b7 JS/TS | Graph / stateful | Open-source | Controllable, stateful, multi-step and multi-agent flows with human-in-the-loop |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://aiprosol.com/agent-frameworks",
   "project": "LlamaIndex",
   "repository": "https://www.llamaindex.ai",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# The AI Agent Frameworks Index",
    "## The matrix",
    "| Framework | Languages | Paradigm | License | Best for |",
    "| [LlamaIndex](https://www.llamaindex.ai) | Python \u00b7 TS | Data / RAG-centric | Open-source | Agents that reason over your own data (retrieval-augmented generation) |"
   ],
   "repository_evidence": [
    "# The AI Agent Frameworks Index",
    "## The matrix",
    "| Framework | Languages | Paradigm | License | Best for |",
    "| [LlamaIndex](https://www.llamaindex.ai) | Python \u00b7 TS | Data / RAG-centric | Open-source | Agents that reason over your own data (retrieval-augmented generation) |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://aiprosol.com/agent-frameworks",
   "project": "CrewAI",
   "repository": "https://www.crewai.com",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# The AI Agent Frameworks Index",
    "## The matrix",
    "| Framework | Languages | Paradigm | License | Best for |",
    "| [CrewAI](https://www.crewai.com) | Python | Role-based crews | Open-source | Spinning up a team of role-playing agents quickly |"
   ],
   "repository_evidence": [
    "# The AI Agent Frameworks Index",
    "## The matrix",
    "| Framework | Languages | Paradigm | License | Best for |",
    "| [CrewAI](https://www.crewai.com) | Python | Role-based crews | Open-source | Spinning up a team of role-playing agents quickly |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://aiprosol.com/agent-frameworks",
   "project": "Microsoft AutoGen (AG2)",
   "repository": "https://microsoft.github.io/autogen/",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# The AI Agent Frameworks Index",
    "## The matrix",
    "| Framework | Languages | Paradigm | License | Best for |",
    "| [Microsoft AutoGen (AG2)](https://microsoft.github.io/autogen/) | Python | Conversational multi-agent | Open-source | Multi-agent conversation and research-style collaboration patterns |"
   ],
   "repository_evidence": [
    "# The AI Agent Frameworks Index",
    "## The matrix",
    "| Framework | Languages | Paradigm | License | Best for |",
    "| [Microsoft AutoGen (AG2)](https://microsoft.github.io/autogen/) | Python | Conversational multi-agent | Open-source | Multi-agent conversation and research-style collaboration patterns |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://aiprosol.com/agent-frameworks",
   "project": "Microsoft Semantic Kernel",
   "repository": "https://learn.microsoft.com/semantic-kernel/",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# The AI Agent Frameworks Index",
    "## The matrix",
    "| Framework | Languages | Paradigm | License | Best for |",
    "| [Microsoft Semantic Kernel](https://learn.microsoft.com/semantic-kernel/) | C# \u00b7 Python \u00b7 Java | SDK / plugins | Open-source | Embedding AI into enterprise and .NET applications |"
   ],
   "repository_evidence": [
    "# The AI Agent Frameworks Index",
    "## The matrix",
    "| Framework | Languages | Paradigm | License | Best for |",
    "| [Microsoft Semantic Kernel](https://learn.microsoft.com/semantic-kernel/) | C# \u00b7 Python \u00b7 Java | SDK / plugins | Open-source | Embedding AI into enterprise and .NET applications |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://aiprosol.com/agent-frameworks",
   "project": "OpenAI Agents SDK",
   "repository": "https://openai.github.io/openai-agents-python/",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# The AI Agent Frameworks Index",
    "## The matrix",
    "| Framework | Languages | Paradigm | License | Best for |",
    "| [OpenAI Agents SDK](https://openai.github.io/openai-agents-python/) | Python \u00b7 JS/TS | Chains / pipelines | Open-source | Lightweight production agents with tools and handoffs (successor to Swarm) |"
   ],
   "repository_evidence": [
    "# The AI Agent Frameworks Index",
    "## The matrix",
    "| Framework | Languages | Paradigm | License | Best for |",
    "| [OpenAI Agents SDK](https://openai.github.io/openai-agents-python/) | Python \u00b7 JS/TS | Chains / pipelines | Open-source | Lightweight production agents with tools and handoffs (successor to Swarm) |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://aiprosol.com/agent-frameworks",
   "project": "Pydantic AI",
   "repository": "https://ai.pydantic.dev",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# The AI Agent Frameworks Index",
    "## The matrix",
    "| Framework | Languages | Paradigm | License | Best for |",
    "| [Pydantic AI](https://ai.pydantic.dev) | Python | Type-safe | Open-source | Pythonic, type-checked agents with structured outputs |"
   ],
   "repository_evidence": [
    "# The AI Agent Frameworks Index",
    "## The matrix",
    "| Framework | Languages | Paradigm | License | Best for |",
    "| [Pydantic AI](https://ai.pydantic.dev) | Python | Type-safe | Open-source | Pythonic, type-checked agents with structured outputs |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://aiprosol.com/agent-frameworks",
   "project": "Haystack",
   "repository": "https://haystack.deepset.ai",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# The AI Agent Frameworks Index",
    "## The matrix",
    "| Framework | Languages | Paradigm | License | Best for |",
    "| [Haystack](https://haystack.deepset.ai) | Python | Data / RAG-centric | Open-source | Production search and RAG pipelines, with agent support (deepset) |"
   ],
   "repository_evidence": [
    "# The AI Agent Frameworks Index",
    "## The matrix",
    "| Framework | Languages | Paradigm | License | Best for |",
    "| [Haystack](https://haystack.deepset.ai) | Python | Data / RAG-centric | Open-source | Production search and RAG pipelines, with agent support (deepset) |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://aiprosol.com/agent-frameworks",
   "project": "Google ADK",
   "repository": "https://google.github.io/adk-docs/",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# The AI Agent Frameworks Index",
    "## The matrix",
    "| Framework | Languages | Paradigm | License | Best for |",
    "| [Google ADK](https://google.github.io/adk-docs/) | Python \u00b7 Java | SDK / plugins | Open-source | Building and deploying agents on Gemini / Vertex AI and Google Cloud |"
   ],
   "repository_evidence": [
    "# The AI Agent Frameworks Index",
    "## The matrix",
    "| Framework | Languages | Paradigm | License | Best for |",
    "| [Google ADK](https://google.github.io/adk-docs/) | Python \u00b7 Java | SDK / plugins | Open-source | Building and deploying agents on Gemini / Vertex AI and Google Cloud |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://aiprosol.com/agent-frameworks",
   "project": "Vercel AI SDK",
   "repository": "https://ai-sdk.dev",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# The AI Agent Frameworks Index",
    "## The matrix",
    "| Framework | Languages | Paradigm | License | Best for |",
    "| [Vercel AI SDK](https://ai-sdk.dev) | TypeScript | SDK / plugins | Open-source | AI features and agents in web apps, with streaming UI |"
   ],
   "repository_evidence": [
    "# The AI Agent Frameworks Index",
    "## The matrix",
    "| Framework | Languages | Paradigm | License | Best for |",
    "| [Vercel AI SDK](https://ai-sdk.dev) | TypeScript | SDK / plugins | Open-source | AI features and agents in web apps, with streaming UI |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://aiprosol.com/agent-frameworks",
   "project": "n8n",
   "repository": "https://n8n.io",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# The AI Agent Frameworks Index",
    "## The matrix",
    "| Framework | Languages | Paradigm | License | Best for |",
    "| [n8n](https://n8n.io) | No-code (+ JS) | No-code visual | Source-available \u00b7 self-host | No-code agents (native AI / LangChain nodes) wired into real automations |"
   ],
   "repository_evidence": [
    "# The AI Agent Frameworks Index",
    "## The matrix",
    "| Framework | Languages | Paradigm | License | Best for |",
    "| [n8n](https://n8n.io) | No-code (+ JS) | No-code visual | Source-available \u00b7 self-host | No-code agents (native AI / LangChain nodes) wired into real automations |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/AGIBuilder/awesome-agents",
   "project": "llama-agentic-system",
   "repository": "https://github.com/meta-llama/llama-agentic-system",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# \ud83e\udd16 Awesome Agents",
    "Awesome Agents is a curated list of open-source tools and products to build AI agents.",
    "## Frameworks",
    "- [llama-agentic-system](https://github.com/meta-llama/llama-agentic-system): Agentic components of the Llama Stack APIs [![GitHub Repo stars](https://camo.githubusercontent.com/521094aab3396575e1e871cdaf6f33747d1e14baa2072b5edfc5284733bf58f2/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f6d6574612d6c6c616d612f6c6c616d612d6167656e7469632d73797374656d3f7374796c653d736f6369616c)](https://camo.githubusercontent.com/521094aab3396575e1e871cdaf6f33747d1e14baa2072b5edfc5284733bf58f2/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f6d6574612d6c6c616d612f6c6c616d612d6167656e7469632d73797374656d3f7374796c653d736f6369616c)"
   ],
   "repository_evidence": [
    "# \ud83e\udd16 Awesome Agents",
    "Awesome Agents is a curated list of open-source tools and products to build AI agents.",
    "## Frameworks",
    "- [llama-agentic-system](https://github.com/meta-llama/llama-agentic-system): Agentic components of the Llama Stack APIs [![GitHub Repo stars](https://camo.githubusercontent.com/521094aab3396575e1e871cdaf6f33747d1e14baa2072b5edfc5284733bf58f2/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f6d6574612d6c6c616d612f6c6c616d612d6167656e7469632d73797374656d3f7374796c653d736f6369616c)](https://camo.githubusercontent.com/521094aab3396575e1e871cdaf6f33747d1e14baa2072b5edfc5284733bf58f2/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f6d6574612d6c6c616d612f6c6c616d612d6167656e7469632d73797374656d3f7374796c653d736f6369616c)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://morphllm.com/comparisons/cline-alternatives",
   "project": "Goose",
   "repository": null,
   "stars": "26000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## Why Developers Look Beyond Cline in 2026",
    "## 8. Goose: Free Agent with Any LLM",
    "Goose by Block (Square, Cash App) is a free, open-source AI agent under Apache 2.0."
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "## Why Developers Look Beyond Cline in 2026",
    "## 8. Goose: Free Agent with Any LLM",
    "Over 26,000 GitHub stars and contributed to the Linux Foundation's Agentic AI Foundation."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://futurepicker.com/en/skyvern-vs-stagehand-which-ai-browser-automation-tool-actually-fits-your-workflow",
   "project": "Skyvern",
   "repository": null,
   "stars": "12,000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Skyvern vs Stagehand: Which AI Browser Automation Tool Actually Fits Your Workflow?",
    "Search GitHub and two names keep showing up: Skyvern and Stagehand.",
    "### Skyvern"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "Skyvern vs Stagehand: Which AI Browser Automation Tool Actually Fits Your Workflow?",
    "### Skyvern",
    "- **GitHub stars:** 12,000+"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://futurepicker.com/en/skyvern-vs-stagehand-which-ai-browser-automation-tool-actually-fits-your-workflow",
   "project": "Stagehand",
   "repository": null,
   "stars": "21,600",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Skyvern vs Stagehand: Which AI Browser Automation Tool Actually Fits Your Workflow?",
    "Search GitHub and two names keep showing up: Skyvern and Stagehand.",
    "### Stagehand"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "Skyvern vs Stagehand: Which AI Browser Automation Tool Actually Fits Your Workflow?",
    "### Stagehand",
    "- **GitHub stars:** 21,600+"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://medium.com/the-generator/chatgpts-next-level-is-agent-ai-auto-gpt-babyagi-agentgpt-microsoft-jarvis-friends-d354aa18f21",
   "project": "AgentGPT",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## **AgentGPT**",
    "ChatGPT, Next Level: Meet 10 Autonomous AI Agents: Auto-GPT, BabyAGI, AgentGPT, Microsoft Jarvis, ChaosGPT & friends",
    "Assemble, configure, and deploy autonomous AI Agents in your browser."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://medium.com/the-generator/chatgpts-next-level-is-agent-ai-auto-gpt-babyagi-agentgpt-microsoft-jarvis-friends-d354aa18f21",
   "project": "Auto-GPT",
   "repository": "https://github.com/Significant-Gravitas/Auto-GPT",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## **Auto-GPT**",
    "ChatGPT, Next Level: Meet 10 Autonomous AI Agents: Auto-GPT, BabyAGI, AgentGPT, Microsoft Jarvis, ChaosGPT & friends",
    "An experimental and open-source agent library based on GPT-4."
   ],
   "repository_evidence": [
    "**Repository:**[https://github.com/Significant-Gravitas/Auto-GPT](https://github.com/Significant-Gravitas/Auto-GPT)",
    "ChatGPT, Next Level: Meet 10 Autonomous AI Agents: Auto-GPT, BabyAGI, AgentGPT, Microsoft Jarvis, ChaosGPT & friends",
    "An experimental and open-source agent library based on GPT-4."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://medium.com/the-generator/chatgpts-next-level-is-agent-ai-auto-gpt-babyagi-agentgpt-microsoft-jarvis-friends-d354aa18f21",
   "project": "Baby AGI",
   "repository": "https://github.com/yoheinakajima/babyagi",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## **Baby AGI**",
    "ChatGPT, Next Level: Meet 10 Autonomous AI Agents: Auto-GPT, BabyAGI, AgentGPT, Microsoft Jarvis, ChaosGPT & friends",
    "Baby AGI is an AI-powered task management system."
   ],
   "repository_evidence": [
    "**Repository:** [https://github.com/yoheinakajima/babyagi](https://github.com/yoheinakajima/babyagi)",
    "ChatGPT, Next Level: Meet 10 Autonomous AI Agents: Auto-GPT, BabyAGI, AgentGPT, Microsoft Jarvis, ChaosGPT & friends",
    "Baby AGI is an AI-powered task management system."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://medium.com/the-generator/chatgpts-next-level-is-agent-ai-auto-gpt-babyagi-agentgpt-microsoft-jarvis-friends-d354aa18f21",
   "project": "Jarvis",
   "repository": "https://github.com/microsoft/JARVIS",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## **JARVIS / HuggingGPT**",
    "ChatGPT, Next Level: Meet 10 Autonomous AI Agents: Auto-GPT, BabyAGI, AgentGPT, Microsoft Jarvis, ChaosGPT & friends",
    "Jarvis, or HuggingGPT, is a collaborative system comprising a Large Language Model (LLM) **as the central****controller** and **numerous expert models as collaborative executors,** sourced****from the Hugging Face Hub."
   ],
   "repository_evidence": [
    "**Repository:** [https://github.com/microsoft/JARVIS](https://github.com/microsoft/JARVIS)",
    "ChatGPT, Next Level: Meet 10 Autonomous AI Agents: Auto-GPT, BabyAGI, AgentGPT, Microsoft Jarvis, ChaosGPT & friends",
    "Jarvis, or HuggingGPT, is a collaborative system comprising a Large Language Model (LLM) **as the central****controller** and **numerous expert models as collaborative executors,** sourced****from the Hugging Face Hub."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://medium.com/the-generator/chatgpts-next-level-is-agent-ai-auto-gpt-babyagi-agentgpt-microsoft-jarvis-friends-d354aa18f21",
   "project": "AutoGPT.js",
   "repository": "https://github.com/zabirauf/AutoGPT.js",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "[**AutoGPT.js**](https://github.com/zabirauf/AutoGPT.js)",
    "ChatGPT, Next Level: Meet 10 Autonomous AI Agents: Auto-GPT, BabyAGI, AgentGPT, Microsoft Jarvis, ChaosGPT & friends",
    "### \ud83d\udcda Frameworks, libraries & platforms:"
   ],
   "repository_evidence": [
    "[**AutoGPT.js**](https://github.com/zabirauf/AutoGPT.js)",
    "ChatGPT, Next Level: Meet 10 Autonomous AI Agents: Auto-GPT, BabyAGI, AgentGPT, Microsoft Jarvis, ChaosGPT & friends",
    "### \ud83d\udcda Frameworks, libraries & platforms:"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://medium.com/the-generator/chatgpts-next-level-is-agent-ai-auto-gpt-babyagi-agentgpt-microsoft-jarvis-friends-d354aa18f21",
   "project": "AutoGPT GUI",
   "repository": "https://github.com/thecookingsenpai/autogpt-gui",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "[**AutoGPT GUI**](https://github.com/thecookingsenpai/autogpt-gui)",
    "ChatGPT, Next Level: Meet 10 Autonomous AI Agents: Auto-GPT, BabyAGI, AgentGPT, Microsoft Jarvis, ChaosGPT & friends",
    "### \ud83d\udcda Frameworks, libraries & platforms:"
   ],
   "repository_evidence": [
    "[**AutoGPT GUI**](https://github.com/thecookingsenpai/autogpt-gui)",
    "ChatGPT, Next Level: Meet 10 Autonomous AI Agents: Auto-GPT, BabyAGI, AgentGPT, Microsoft Jarvis, ChaosGPT & friends",
    "### \ud83d\udcda Frameworks, libraries & platforms:"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://medium.com/the-generator/chatgpts-next-level-is-agent-ai-auto-gpt-babyagi-agentgpt-microsoft-jarvis-friends-d354aa18f21",
   "project": "Auto-GPT-Plugins",
   "repository": "https://github.com/Significant-Gravitas/Auto-GPT-Plugins",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "[**Auto-GPT-Plugins**](https://github.com/Significant-Gravitas/Auto-GPT-Plugins)",
    "ChatGPT, Next Level: Meet 10 Autonomous AI Agents: Auto-GPT, BabyAGI, AgentGPT, Microsoft Jarvis, ChaosGPT & friends",
    "### \ud83d\udcda Frameworks, libraries & platforms:"
   ],
   "repository_evidence": [
    "[**Auto-GPT-Plugins**](https://github.com/Significant-Gravitas/Auto-GPT-Plugins)",
    "ChatGPT, Next Level: Meet 10 Autonomous AI Agents: Auto-GPT, BabyAGI, AgentGPT, Microsoft Jarvis, ChaosGPT & friends",
    "### \ud83d\udcda Frameworks, libraries & platforms:"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://medium.com/the-generator/chatgpts-next-level-is-agent-ai-auto-gpt-babyagi-agentgpt-microsoft-jarvis-friends-d354aa18f21",
   "project": "Free-AUTO-GPT-with-NO-API",
   "repository": "https://github.com/IntelligenzaArtificiale/Free-Auto-GPT",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "[**Free-AUTO-GPT-with-NO-API**](https://github.com/IntelligenzaArtificiale/Free-Auto-GPT)",
    "ChatGPT, Next Level: Meet 10 Autonomous AI Agents: Auto-GPT, BabyAGI, AgentGPT, Microsoft Jarvis, ChaosGPT & friends",
    "### \ud83d\udcda Frameworks, libraries & platforms:"
   ],
   "repository_evidence": [
    "[**Free-AUTO-GPT-with-NO-API**](https://github.com/IntelligenzaArtificiale/Free-Auto-GPT)",
    "ChatGPT, Next Level: Meet 10 Autonomous AI Agents: Auto-GPT, BabyAGI, AgentGPT, Microsoft Jarvis, ChaosGPT & friends",
    "### \ud83d\udcda Frameworks, libraries & platforms:"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://medium.com/the-generator/chatgpts-next-level-is-agent-ai-auto-gpt-babyagi-agentgpt-microsoft-jarvis-friends-d354aa18f21",
   "project": "BabyAGI-asi",
   "repository": "https://github.com/oliveirabruno01/babyagi-asi",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "[**BabyAGI-asi**](https://github.com/oliveirabruno01/babyagi-asi)",
    "ChatGPT, Next Level: Meet 10 Autonomous AI Agents: Auto-GPT, BabyAGI, AgentGPT, Microsoft Jarvis, ChaosGPT & friends",
    "### \ud83d\udcda Frameworks, libraries & platforms:"
   ],
   "repository_evidence": [
    "[**BabyAGI-asi**](https://github.com/oliveirabruno01/babyagi-asi)",
    "ChatGPT, Next Level: Meet 10 Autonomous AI Agents: Auto-GPT, BabyAGI, AgentGPT, Microsoft Jarvis, ChaosGPT & friends",
    "### \ud83d\udcda Frameworks, libraries & platforms:"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://medium.com/the-generator/chatgpts-next-level-is-agent-ai-auto-gpt-babyagi-agentgpt-microsoft-jarvis-friends-d354aa18f21",
   "project": "OpenAGI",
   "repository": "https://github.com/agiresearch/OpenAGI",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "[**OpenAGI**](https://github.com/agiresearch/OpenAGI)",
    "ChatGPT, Next Level: Meet 10 Autonomous AI Agents: Auto-GPT, BabyAGI, AgentGPT, Microsoft Jarvis, ChaosGPT & friends",
    "### \ud83d\udcda Frameworks, libraries & platforms:"
   ],
   "repository_evidence": [
    "[**OpenAGI**](https://github.com/agiresearch/OpenAGI)",
    "ChatGPT, Next Level: Meet 10 Autonomous AI Agents: Auto-GPT, BabyAGI, AgentGPT, Microsoft Jarvis, ChaosGPT & friends",
    "### \ud83d\udcda Frameworks, libraries & platforms:"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://medium.com/the-generator/chatgpts-next-level-is-agent-ai-auto-gpt-babyagi-agentgpt-microsoft-jarvis-friends-d354aa18f21",
   "project": "Agent-LLM",
   "repository": "https://github.com/Josh-XT/Agent-LLM",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "[**Agent-LLM**](https://github.com/Josh-XT/Agent-LLM)",
    "ChatGPT, Next Level: Meet 10 Autonomous AI Agents: Auto-GPT, BabyAGI, AgentGPT, Microsoft Jarvis, ChaosGPT & friends",
    "### \ud83d\udcda Frameworks, libraries & platforms:"
   ],
   "repository_evidence": [
    "[**Agent-LLM**](https://github.com/Josh-XT/Agent-LLM)",
    "ChatGPT, Next Level: Meet 10 Autonomous AI Agents: Auto-GPT, BabyAGI, AgentGPT, Microsoft Jarvis, ChaosGPT & friends",
    "### \ud83d\udcda Frameworks, libraries & platforms:"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://medium.com/the-generator/chatgpts-next-level-is-agent-ai-auto-gpt-babyagi-agentgpt-microsoft-jarvis-friends-d354aa18f21",
   "project": "AutoGPT-Next-Web",
   "repository": "https://github.com/Dogtiti/AutoGPT-Next-Web",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "[**AutoGPT-Next-Web**](https://github.com/Dogtiti/AutoGPT-Next-Web)",
    "ChatGPT, Next Level: Meet 10 Autonomous AI Agents: Auto-GPT, BabyAGI, AgentGPT, Microsoft Jarvis, ChaosGPT & friends",
    "### \ud83d\udcda Frameworks, libraries & platforms:"
   ],
   "repository_evidence": [
    "[**AutoGPT-Next-Web**](https://github.com/Dogtiti/AutoGPT-Next-Web)",
    "ChatGPT, Next Level: Meet 10 Autonomous AI Agents: Auto-GPT, BabyAGI, AgentGPT, Microsoft Jarvis, ChaosGPT & friends",
    "### \ud83d\udcda Frameworks, libraries & platforms:"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://medium.com/the-generator/chatgpts-next-level-is-agent-ai-auto-gpt-babyagi-agentgpt-microsoft-jarvis-friends-d354aa18f21",
   "project": "MiniGPT-4",
   "repository": "https://github.com/Vision-CAIR/MiniGPT-4",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "[**MiniGPT-4**](https://github.com/Vision-CAIR/MiniGPT-4)",
    "ChatGPT, Next Level: Meet 10 Autonomous AI Agents: Auto-GPT, BabyAGI, AgentGPT, Microsoft Jarvis, ChaosGPT & friends",
    "### \ud83d\udcda Frameworks, libraries & platforms:"
   ],
   "repository_evidence": [
    "[**MiniGPT-4**](https://github.com/Vision-CAIR/MiniGPT-4)",
    "ChatGPT, Next Level: Meet 10 Autonomous AI Agents: Auto-GPT, BabyAGI, AgentGPT, Microsoft Jarvis, ChaosGPT & friends",
    "### \ud83d\udcda Frameworks, libraries & platforms:"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://medium.com/the-generator/chatgpts-next-level-is-agent-ai-auto-gpt-babyagi-agentgpt-microsoft-jarvis-friends-d354aa18f21",
   "project": "Micro-GPT",
   "repository": "https://github.com/muellerberndt/micro-gpt",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "[**Micro-GPT**](https://github.com/muellerberndt/micro-gpt)",
    "ChatGPT, Next Level: Meet 10 Autonomous AI Agents: Auto-GPT, BabyAGI, AgentGPT, Microsoft Jarvis, ChaosGPT & friends",
    "### \ud83d\udcda Frameworks, libraries & platforms:"
   ],
   "repository_evidence": [
    "[**Micro-GPT**](https://github.com/muellerberndt/micro-gpt)",
    "ChatGPT, Next Level: Meet 10 Autonomous AI Agents: Auto-GPT, BabyAGI, AgentGPT, Microsoft Jarvis, ChaosGPT & friends",
    "### \ud83d\udcda Frameworks, libraries & platforms:"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://medium.com/the-generator/chatgpts-next-level-is-agent-ai-auto-gpt-babyagi-agentgpt-microsoft-jarvis-friends-d354aa18f21",
   "project": "Teenage-AGI",
   "repository": "https://github.com/seanpixel/Teenage-AGI",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "[**Teenage-AGI**](https://github.com/seanpixel/Teenage-AGI)",
    "ChatGPT, Next Level: Meet 10 Autonomous AI Agents: Auto-GPT, BabyAGI, AgentGPT, Microsoft Jarvis, ChaosGPT & friends",
    "### \ud83d\udcda Frameworks, libraries & platforms:"
   ],
   "repository_evidence": [
    "[**Teenage-AGI**](https://github.com/seanpixel/Teenage-AGI)",
    "ChatGPT, Next Level: Meet 10 Autonomous AI Agents: Auto-GPT, BabyAGI, AgentGPT, Microsoft Jarvis, ChaosGPT & friends",
    "### \ud83d\udcda Frameworks, libraries & platforms:"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://medium.com/the-generator/chatgpts-next-level-is-agent-ai-auto-gpt-babyagi-agentgpt-microsoft-jarvis-friends-d354aa18f21",
   "project": "Camel",
   "repository": "https://github.com/lightaime/camel",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "[**Camel**](https://github.com/lightaime/camel)",
    "ChatGPT, Next Level: Meet 10 Autonomous AI Agents: Auto-GPT, BabyAGI, AgentGPT, Microsoft Jarvis, ChaosGPT & friends",
    "### \ud83d\udcda Frameworks, libraries & platforms:"
   ],
   "repository_evidence": [
    "[**Camel**](https://github.com/lightaime/camel)",
    "ChatGPT, Next Level: Meet 10 Autonomous AI Agents: Auto-GPT, BabyAGI, AgentGPT, Microsoft Jarvis, ChaosGPT & friends",
    "### \ud83d\udcda Frameworks, libraries & platforms:"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://medium.com/the-generator/chatgpts-next-level-is-agent-ai-auto-gpt-babyagi-agentgpt-microsoft-jarvis-friends-d354aa18f21",
   "project": "ai-legion",
   "repository": "https://github.com/eumemic/ai-legion",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "[**ai-legion**](https://github.com/eumemic/ai-legion)",
    "ChatGPT, Next Level: Meet 10 Autonomous AI Agents: Auto-GPT, BabyAGI, AgentGPT, Microsoft Jarvis, ChaosGPT & friends",
    "### \ud83d\udcda Frameworks, libraries & platforms:"
   ],
   "repository_evidence": [
    "[**ai-legion**](https://github.com/eumemic/ai-legion)",
    "ChatGPT, Next Level: Meet 10 Autonomous AI Agents: Auto-GPT, BabyAGI, AgentGPT, Microsoft Jarvis, ChaosGPT & friends",
    "### \ud83d\udcda Frameworks, libraries & platforms:"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://medium.com/the-generator/chatgpts-next-level-is-agent-ai-auto-gpt-babyagi-agentgpt-microsoft-jarvis-friends-d354aa18f21",
   "project": "Xircuits",
   "repository": "https://github.com/XpressAI/xai-gpt-agent-toolkit",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "[**Xircuits**](https://github.com/XpressAI/xai-gpt-agent-toolkit)",
    "ChatGPT, Next Level: Meet 10 Autonomous AI Agents: Auto-GPT, BabyAGI, AgentGPT, Microsoft Jarvis, ChaosGPT & friends",
    "### Tools:"
   ],
   "repository_evidence": [
    "[**Xircuits**](https://github.com/XpressAI/xai-gpt-agent-toolkit)",
    "ChatGPT, Next Level: Meet 10 Autonomous AI Agents: Auto-GPT, BabyAGI, AgentGPT, Microsoft Jarvis, ChaosGPT & friends",
    "### Tools:"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://medium.com/the-generator/chatgpts-next-level-is-agent-ai-auto-gpt-babyagi-agentgpt-microsoft-jarvis-friends-d354aa18f21",
   "project": "gptrpg",
   "repository": "https://github.com/dzoba/gptrpg",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "[**gptrpg**](https://github.com/dzoba/gptrpg)",
    "ChatGPT, Next Level: Meet 10 Autonomous AI Agents: Auto-GPT, BabyAGI, AgentGPT, Microsoft Jarvis, ChaosGPT & friends",
    "### Games"
   ],
   "repository_evidence": [
    "[**gptrpg**](https://github.com/dzoba/gptrpg)",
    "ChatGPT, Next Level: Meet 10 Autonomous AI Agents: Auto-GPT, BabyAGI, AgentGPT, Microsoft Jarvis, ChaosGPT & friends",
    "### Games"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://medium.com/the-generator/chatgpts-next-level-is-agent-ai-auto-gpt-babyagi-agentgpt-microsoft-jarvis-friends-d354aa18f21",
   "project": "SFighterAI",
   "repository": "https://github.com/linyiLYi/street-fighter-ai",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "[**SFighterAI**](https://github.com/linyiLYi/street-fighter-ai)",
    "ChatGPT, Next Level: Meet 10 Autonomous AI Agents: Auto-GPT, BabyAGI, AgentGPT, Microsoft Jarvis, ChaosGPT & friends",
    "### Games"
   ],
   "repository_evidence": [
    "[**SFighterAI**](https://github.com/linyiLYi/street-fighter-ai)",
    "ChatGPT, Next Level: Meet 10 Autonomous AI Agents: Auto-GPT, BabyAGI, AgentGPT, Microsoft Jarvis, ChaosGPT & friends",
    "### Games"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://catalyzex.com/author/Jiaxu%20Qian",
   "project": "UFO2",
   "repository": "https://github.com/microsoft/UFO/",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "UFO2: The Desktop AgentOS",
    "** The source code of UFO2 is publicly available at [https://github.com/microsoft/UFO/](https://github.com/microsoft/UFO/), with comprehensive documentation provided at [https://microsoft.github.io/UFO/](https://microsoft.github.io/UFO/)*"
   ],
   "repository_evidence": [
    "UFO2: The Desktop AgentOS",
    "** The source code of UFO2 is publicly available at [https://github.com/microsoft/UFO/](https://github.com/microsoft/UFO/), with comprehensive documentation provided at [https://microsoft.github.io/UFO/](https://microsoft.github.io/UFO/)*"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/vampconnoisseur/beeai-framework-ts-starter",
   "project": "BeeAI Framework",
   "repository": "https://github.com/i-am-bee/beeai-framework",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# \ud83d\udc1d BeeAI Framework Starter",
    "This starter template lets you quickly start working with the [BeeAI Framework](https://github.com/i-am-bee/beeai-framework) in a second."
   ],
   "repository_evidence": [
    "# \ud83d\udc1d BeeAI Framework Starter",
    "This starter template lets you quickly start working with the [BeeAI Framework](https://github.com/i-am-bee/beeai-framework) in a second."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/vampconnoisseur/beeai-framework-ts-starter",
   "project": "Bee Code Interpreter",
   "repository": "https://github.com/i-am-bee/bee-code-interpreter",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# \ud83d\udc1d BeeAI Framework Starter",
    "- \ud83d\udd12 Safely execute an arbitrary Python Code via [Bee Code Interpreter](https://github.com/i-am-bee/bee-code-interpreter)."
   ],
   "repository_evidence": [
    "# \ud83d\udc1d BeeAI Framework Starter",
    "- \ud83d\udd12 Safely execute an arbitrary Python Code via [Bee Code Interpreter](https://github.com/i-am-bee/bee-code-interpreter)."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/vampconnoisseur/beeai-framework-ts-starter",
   "project": "OpenInference Instrumentation for BeeAI",
   "repository": "https://github.com/Arize-ai/openinference/tree/main/js/packages/openinference-instrumentation-beeai",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# \ud83d\udc1d BeeAI Framework Starter",
    "- \ud83d\udd0e Get complete visibility into agents' decisions using our [OpenInference Instrumentation for BeeAI](https://github.com/Arize-ai/openinference/tree/main/js/packages/openinference-instrumentation-beeai) package."
   ],
   "repository_evidence": [
    "# \ud83d\udc1d BeeAI Framework Starter",
    "- \ud83d\udd0e Get complete visibility into agents' decisions using our [OpenInference Instrumentation for BeeAI](https://github.com/Arize-ai/openinference/tree/main/js/packages/openinference-instrumentation-beeai) package."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://aitfind.com/en/project/0ade97c2-9d6e-4e31-bc44-78ed3d70b1ac",
   "project": "agentUniverse",
   "repository": "agentuniverse-ai/agentUniverse",
   "stars": "2234",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## Related Projects",
    "### agentUniverse"
   ],
   "repository_evidence": [
    "## Related Projects",
    "agentuniverse-ai/agentUniverse"
   ],
   "stars_evidence": [
    "## Related Projects",
    "2,234"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://aitfind.com/en/project/0ade97c2-9d6e-4e31-bc44-78ed3d70b1ac",
   "project": "agentops",
   "repository": "AgentOps-AI/agentops",
   "stars": "5479",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## Related Projects",
    "### agentops"
   ],
   "repository_evidence": [
    "## Related Projects",
    "AgentOps-AI/agentops"
   ],
   "stars_evidence": [
    "## Related Projects",
    "5,479"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://aitfind.com/en/project/0ade97c2-9d6e-4e31-bc44-78ed3d70b1ac",
   "project": "agency-swarm",
   "repository": "VRSEN/agency-swarm",
   "stars": "4339",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## Related Projects",
    "### agency-swarm"
   ],
   "repository_evidence": [
    "## Related Projects",
    "VRSEN/agency-swarm"
   ],
   "stars_evidence": [
    "## Related Projects",
    "4,339"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://aitfind.com/en/project/0ade97c2-9d6e-4e31-bc44-78ed3d70b1ac",
   "project": "edict",
   "repository": "cft0808/edict",
   "stars": "15775",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## Related Projects",
    "### edict"
   ],
   "repository_evidence": [
    "## Related Projects",
    "cft0808/edict"
   ],
   "stars_evidence": [
    "## Related Projects",
    "15,775"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://aitfind.com/en/project/0ade97c2-9d6e-4e31-bc44-78ed3d70b1ac",
   "project": "MiroFish",
   "repository": "666ghj/MiroFish",
   "stars": "58847",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## Related Projects",
    "### MiroFish"
   ],
   "repository_evidence": [
    "## Related Projects",
    "666ghj/MiroFish"
   ],
   "stars_evidence": [
    "## Related Projects",
    "58,847"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://aitfind.com/en/project/0ade97c2-9d6e-4e31-bc44-78ed3d70b1ac",
   "project": "Clawith",
   "repository": "dataelement/Clawith",
   "stars": "3727",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## Related Projects",
    "### Clawith"
   ],
   "repository_evidence": [
    "## Related Projects",
    "dataelement/Clawith"
   ],
   "stars_evidence": [
    "## Related Projects",
    "3,727"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://aitfind.com/en/project/0ade97c2-9d6e-4e31-bc44-78ed3d70b1ac",
   "project": "Sage",
   "repository": "ZHangZHengEric/Sage",
   "stars": "1280",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## Related Projects",
    "### Sage"
   ],
   "repository_evidence": [
    "## Related Projects",
    "ZHangZHengEric/Sage"
   ],
   "stars_evidence": [
    "## Related Projects",
    "1,280"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://aitfind.com/en/project/0ade97c2-9d6e-4e31-bc44-78ed3d70b1ac",
   "project": "swarms",
   "repository": "kyegomez/swarms",
   "stars": "6598",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## Related Projects",
    "### swarms"
   ],
   "repository_evidence": [
    "## Related Projects",
    "kyegomez/swarms"
   ],
   "stars_evidence": [
    "## Related Projects",
    "6,598"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://aitfind.com/en/project/0ade97c2-9d6e-4e31-bc44-78ed3d70b1ac",
   "project": "nextpy",
   "repository": "dot-agent/nextpy",
   "stars": "2340",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## Related Projects",
    "### nextpy"
   ],
   "repository_evidence": [
    "## Related Projects",
    "dot-agent/nextpy"
   ],
   "stars_evidence": [
    "## Related Projects",
    "2,340"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://aitfind.com/en/project/0ade97c2-9d6e-4e31-bc44-78ed3d70b1ac",
   "project": "astron-agent",
   "repository": "iflytek/astron-agent",
   "stars": "8786",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## Related Projects",
    "### astron-agent"
   ],
   "repository_evidence": [
    "## Related Projects",
    "iflytek/astron-agent"
   ],
   "stars_evidence": [
    "## Related Projects",
    "8,786"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://o-mega.ai/articles/langgraph-vs-crewai-vs-autogen-top-10-agent-frameworks-2026",
   "project": "n8n",
   "repository": null,
   "stars": "195663",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "O-mega Team",
    "## The Master Assessment: Top 10 Agent Frameworks, July 2026",
    "| 7 | **n8n** | Visual workflow automation with embedded agent nodes | 8 - a decade of workflow infra, 1,400+ enterprise customers | 6 - 1,100+ integrations but agent depth is thinner | 7 - visual builder, self-hostable, code when needed | 7 - 195.7k stars, $5.2B valuation May 2026 | **7.1** |",
    "| Framework | GitHub Stars (Jul 8, 2026) | Monthly Downloads | Current Version | Languages | License | Backer |",
    "| **n8n** | **195,663** | n/a (self-hosted + cloud) | 1.x weekly releases | TypeScript (visual) | Sustainable Use | n8n GmbH |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "O-mega Team",
    "## Contents\n\n1. **What Changed Since January 2026**\n2. **The Top 10 in Hard Numbers**",
    "| Framework | GitHub Stars (Jul 8, 2026) | Monthly Downloads | Current Version | Languages | License | Backer |",
    "| **n8n** | **195,663** | n/a (self-hosted + cloud) | 1.x weekly releases | TypeScript (visual) | Sustainable Use | n8n GmbH |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://o-mega.ai/articles/langgraph-vs-crewai-vs-autogen-top-10-agent-frameworks-2026",
   "project": "LangChain",
   "repository": null,
   "stars": "141308",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "O-mega Team",
    "## Contents\n\n1. **What Changed Since January 2026**\n2. **The Top 10 in Hard Numbers**",
    "| Framework | GitHub Stars (Jul 8, 2026) | Monthly Downloads | Current Version | Languages | License | Backer |",
    "| **LangChain** | **141,308** | 90M (all packages) | 1.0+ | Python, JS | MIT | LangChain Inc |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "O-mega Team",
    "## Contents\n\n1. **What Changed Since January 2026**\n2. **The Top 10 in Hard Numbers**",
    "| Framework | GitHub Stars (Jul 8, 2026) | Monthly Downloads | Current Version | Languages | License | Backer |",
    "| **LangChain** | **141,308** | 90M (all packages) | 1.0+ | Python, JS | MIT | LangChain Inc |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://o-mega.ai/articles/langgraph-vs-crewai-vs-autogen-top-10-agent-frameworks-2026",
   "project": "AutoGen",
   "repository": "https://github.com/microsoft/autogen",
   "stars": "59582",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "O-mega Team",
    "## Contents\n\n1. **What Changed Since January 2026**\n2. **The Top 10 in Hard Numbers**",
    "| Framework | GitHub Stars (Jul 8, 2026) | Monthly Downloads | Current Version | Languages | License | Backer |",
    "| **AutoGen** (legacy) | **59,582** | declining | maintenance | Python, .NET | MIT/CC | Microsoft |"
   ],
   "repository_evidence": [
    "O-mega Team",
    "4. Microsoft Agent Framework: AutoGen Is Now Legacy"
   ],
   "stars_evidence": [
    "O-mega Team",
    "## Contents\n\n1. **What Changed Since January 2026**\n2. **The Top 10 in Hard Numbers**",
    "| Framework | GitHub Stars (Jul 8, 2026) | Monthly Downloads | Current Version | Languages | License | Backer |",
    "| **AutoGen** (legacy) | **59,582** | declining | maintenance | Python, .NET | MIT/CC | Microsoft |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://o-mega.ai/articles/langgraph-vs-crewai-vs-autogen-top-10-agent-frameworks-2026",
   "project": "CrewAI",
   "repository": "https://github.com/crewAIInc/crewAI",
   "stars": "55150",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "O-mega Team",
    "## The Master Assessment: Top 10 Agent Frameworks, July 2026",
    "| 4 | **CrewAI** | Role-based multi-agent crews, business-process friendly | 8 - ~2B executions in 12 months, Fortune 500 names | 7 - MCP support, own enterprise platform, less neutral | 8 - role/task model maps naturally to business workflows | 8 - 55.2k stars, 5.2M monthly downloads | **7.8** |",
    "| Framework | GitHub Stars (Jul 8, 2026) | Monthly Downloads | Current Version | Languages | License | Backer |",
    "| **CrewAI** | **55,150** | 5.2M | 1.x | Python | MIT | CrewAI Inc |"
   ],
   "repository_evidence": [
    "O-mega Team",
    "6. CrewAI: Two Billion Executions Later"
   ],
   "stars_evidence": [
    "O-mega Team",
    "## Contents\n\n1. **What Changed Since January 2026**\n2. **The Top 10 in Hard Numbers**",
    "| Framework | GitHub Stars (Jul 8, 2026) | Monthly Downloads | Current Version | Languages | License | Backer |",
    "| **CrewAI** | **55,150** | 5.2M | 1.x | Python | MIT | CrewAI Inc |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://o-mega.ai/articles/langgraph-vs-crewai-vs-autogen-top-10-agent-frameworks-2026",
   "project": "LlamaIndex",
   "repository": null,
   "stars": "50731",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "O-mega Team",
    "## Contents\n\n1. **What Changed Since January 2026**\n2. **The Top 10 in Hard Numbers**",
    "| Framework | GitHub Stars (Jul 8, 2026) | Monthly Downloads | Current Version | Languages | License | Backer |",
    "| **LlamaIndex** | **50,731** | high | 0.14.x | Python, TS | MIT | LlamaIndex |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "O-mega Team",
    "## Contents\n\n1. **What Changed Since January 2026**\n2. **The Top 10 in Hard Numbers**",
    "| Framework | GitHub Stars (Jul 8, 2026) | Monthly Downloads | Current Version | Languages | License | Backer |",
    "| **LlamaIndex** | **50,731** | high | 0.14.x | Python, TS | MIT | LlamaIndex |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://o-mega.ai/articles/langgraph-vs-crewai-vs-autogen-top-10-agent-frameworks-2026",
   "project": "Agno",
   "repository": null,
   "stars": "41053",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "O-mega Team",
    "## Contents\n\n1. **What Changed Since January 2026**\n2. **The Top 10 in Hard Numbers**",
    "| Framework | GitHub Stars (Jul 8, 2026) | Monthly Downloads | Current Version | Languages | License | Backer |",
    "| **Agno** | **41,053** | growing | 2.x | Python | MPL-2.0 | Agno |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "O-mega Team",
    "## Contents\n\n1. **What Changed Since January 2026**\n2. **The Top 10 in Hard Numbers**",
    "| Framework | GitHub Stars (Jul 8, 2026) | Monthly Downloads | Current Version | Languages | License | Backer |",
    "| **Agno** | **41,053** | growing | 2.x | Python | MPL-2.0 | Agno |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://o-mega.ai/articles/langgraph-vs-crewai-vs-autogen-top-10-agent-frameworks-2026",
   "project": "LangGraph",
   "repository": "https://github.com/langchain-ai/langgraph",
   "stars": "36804",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "O-mega Team",
    "## The Master Assessment: Top 10 Agent Frameworks, July 2026",
    "| 1 | **LangGraph** | Graph-based orchestration, the enterprise default | 9 - v1.2.8, 1.0 GA Oct 2025, Uber/LinkedIn/Klarna in prod | 9 - MCP support, LangSmith, 700+ integrations via LangChain | 7 - powerful but graph model has a learning curve | 9 - 34.5M monthly downloads, monthly releases | **8.5** |",
    "| Framework | GitHub Stars (Jul 8, 2026) | Monthly Downloads | Current Version | Languages | License | Backer |",
    "| **LangGraph** | **36,804** | 34.5M | **1.2.8** (Jul 6, 2026) | Python, JS | MIT | LangChain Inc |"
   ],
   "repository_evidence": [
    "O-mega Team",
    "3. LangGraph: The Production Default"
   ],
   "stars_evidence": [
    "O-mega Team",
    "## Contents\n\n1. **What Changed Since January 2026**\n2. **The Top 10 in Hard Numbers**",
    "| Framework | GitHub Stars (Jul 8, 2026) | Monthly Downloads | Current Version | Languages | License | Backer |",
    "| **LangGraph** | **36,804** | 34.5M | **1.2.8** (Jul 6, 2026) | Python, JS | MIT | LangChain Inc |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://o-mega.ai/articles/langgraph-vs-crewai-vs-autogen-top-10-agent-frameworks-2026",
   "project": "smolagents",
   "repository": "https://github.com/huggingface/smolagents",
   "stars": "28247",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "O-mega Team",
    "## The Master Assessment: Top 10 Agent Frameworks, July 2026",
    "| 9 | **smolagents** | Minimal code-first agents that write Python | 6 - Hugging Face backing, research-grade production story | 7 - Hub integration, any model, sandboxed executors | 7 - ~1,000 lines of core, transparent and hackable | 7 - 28.2k stars, strong research community | **6.7** |",
    "| Framework | GitHub Stars (Jul 8, 2026) | Monthly Downloads | Current Version | Languages | License | Backer |",
    "| **smolagents** | **28,247** | ~2.5M | 1.x | Python | Apache 2.0 | Hugging Face |"
   ],
   "repository_evidence": [
    "O-mega Team",
    "9. The Challengers: Pydantic AI, smolagents, Mastra, Agno"
   ],
   "stars_evidence": [
    "O-mega Team",
    "## Contents\n\n1. **What Changed Since January 2026**\n2. **The Top 10 in Hard Numbers**",
    "| Framework | GitHub Stars (Jul 8, 2026) | Monthly Downloads | Current Version | Languages | License | Backer |",
    "| **smolagents** | **28,247** | ~2.5M | 1.x | Python | Apache 2.0 | Hugging Face |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://o-mega.ai/articles/langgraph-vs-crewai-vs-autogen-top-10-agent-frameworks-2026",
   "project": "OpenAI Agents SDK",
   "repository": null,
   "stars": "27732",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "O-mega Team",
    "## The Master Assessment: Top 10 Agent Frameworks, July 2026",
    "| 2 | **OpenAI Agents SDK** | Lightweight handoff-based agents on OpenAI models | 8 - stable, April 2026 sandbox + harness update | 8 - MCP support, tracing, but OpenAI-centric by design | 9 - simplest mental model in the field, minutes to first agent | 8 - 10.3M monthly downloads, 27.7k stars | **8.3** |",
    "| Framework | GitHub Stars (Jul 8, 2026) | Monthly Downloads | Current Version | Languages | License | Backer |",
    "| **OpenAI Agents SDK** | **27,732** | 10.3M | 1.x | Python, TS | MIT | OpenAI |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "O-mega Team",
    "## Contents\n\n1. **What Changed Since January 2026**\n2. **The Top 10 in Hard Numbers**",
    "| Framework | GitHub Stars (Jul 8, 2026) | Monthly Downloads | Current Version | Languages | License | Backer |",
    "| **OpenAI Agents SDK** | **27,732** | 10.3M | 1.x | Python, TS | MIT | OpenAI |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://o-mega.ai/articles/langgraph-vs-crewai-vs-autogen-top-10-agent-frameworks-2026",
   "project": "Mastra",
   "repository": "https://github.com/mastra-ai/mastra",
   "stars": "25950",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "O-mega Team",
    "## The Master Assessment: Top 10 Agent Frameworks, July 2026",
    "| 10 | **Mastra** | TypeScript-native agent framework | 6 - 1.x releases, younger ecosystem | 5 - growing integrations, JS-world only | 8 - excellent DX for web developers, built by Gatsby team | 7 - 26k stars, 1.77M monthly npm downloads | **6.5** |",
    "| Framework | GitHub Stars (Jul 8, 2026) | Monthly Downloads | Current Version | Languages | License | Backer |",
    "| **Mastra** | **25,950** | 1.77M (npm) | 1.x | TypeScript | Apache 2.0 | Mastra |"
   ],
   "repository_evidence": [
    "O-mega Team",
    "9. The Challengers: Pydantic AI, smolagents, Mastra, Agno"
   ],
   "stars_evidence": [
    "O-mega Team",
    "## Contents\n\n1. **What Changed Since January 2026**\n2. **The Top 10 in Hard Numbers**",
    "| Framework | GitHub Stars (Jul 8, 2026) | Monthly Downloads | Current Version | Languages | License | Backer |",
    "| **Mastra** | **25,950** | 1.77M (npm) | 1.x | TypeScript | Apache 2.0 | Mastra |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://o-mega.ai/articles/langgraph-vs-crewai-vs-autogen-top-10-agent-frameworks-2026",
   "project": "Google ADK",
   "repository": null,
   "stars": "20521",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "O-mega Team",
    "## The Master Assessment: Top 10 Agent Frameworks, July 2026",
    "| 6 | **Google ADK** | Multi-language agent kit wired into Google Cloud | 7 - 1.0 GA April 2026, younger production record | 8 - A2A co-author, MCP support, five languages | 7 - solid docs at adk.dev, Google-flavored conventions | 7 - 20.5k stars, 3.3M monthly downloads | **7.3** |",
    "| Framework | GitHub Stars (Jul 8, 2026) | Monthly Downloads | Current Version | Languages | License | Backer |",
    "| **Google ADK** | **20,521** | 3.3M | 1.0 GA | Python, TS, Go, Java, Kotlin | Apache 2.0 | Google |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "O-mega Team",
    "## Contents\n\n1. **What Changed Since January 2026**\n2. **The Top 10 in Hard Numbers**",
    "| Framework | GitHub Stars (Jul 8, 2026) | Monthly Downloads | Current Version | Languages | License | Backer |",
    "| **Google ADK** | **20,521** | 3.3M | 1.0 GA | Python, TS, Go, Java, Kotlin | Apache 2.0 | Google |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://o-mega.ai/articles/langgraph-vs-crewai-vs-autogen-top-10-agent-frameworks-2026",
   "project": "Pydantic AI",
   "repository": "https://github.com/pydantic/pydantic-ai",
   "stars": "18277",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "O-mega Team",
    "## The Master Assessment: Top 10 Agent Frameworks, July 2026",
    "| 8 | **Pydantic AI** | Type-safe agent pipelines for Python teams | 6 - v1.x stable but fewer named large deployments | 7 - model-agnostic, MCP support, Logfire observability | 9 - best-in-class typing ergonomics, FastAPI feel | 6 - 18.3k stars, steady not explosive | **7.0** |",
    "| Framework | GitHub Stars (Jul 8, 2026) | Monthly Downloads | Current Version | Languages | License | Backer |",
    "| **Pydantic AI** | **18,277** | growing | 1.x | Python | MIT | Pydantic |"
   ],
   "repository_evidence": [
    "O-mega Team",
    "9. The Challengers: Pydantic AI, smolagents, Mastra, Agno"
   ],
   "stars_evidence": [
    "O-mega Team",
    "## Contents\n\n1. **What Changed Since January 2026**\n2. **The Top 10 in Hard Numbers**",
    "| Framework | GitHub Stars (Jul 8, 2026) | Monthly Downloads | Current Version | Languages | License | Backer |",
    "| **Pydantic AI** | **18,277** | growing | 1.x | Python | MIT | Pydantic |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://o-mega.ai/articles/langgraph-vs-crewai-vs-autogen-top-10-agent-frameworks-2026",
   "project": "SuperAGI",
   "repository": "https://github.com/TransformerOptimus/SuperAGI",
   "stars": "17609",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "O-mega Team",
    "## Contents\n\n1. **What Changed Since January 2026**\n2. **The Top 10 in Hard Numbers**",
    "| Framework | GitHub Stars (Jul 8, 2026) | Monthly Downloads | Current Version | Languages | License | Backer |",
    "| **SuperAGI** (dead) | 17,609 | ~0 | last push Jan 2025 | Python | MIT | abandoned |"
   ],
   "repository_evidence": [
    "O-mega Team",
    "14. The Graveyard: What Died Since the Last Edition"
   ],
   "stars_evidence": [
    "O-mega Team",
    "## Contents\n\n1. **What Changed Since January 2026**\n2. **The Top 10 in Hard Numbers**",
    "| Framework | GitHub Stars (Jul 8, 2026) | Monthly Downloads | Current Version | Languages | License | Backer |",
    "| **SuperAGI** (dead) | 17,609 | ~0 | last push Jan 2025 | Python | MIT | abandoned |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://o-mega.ai/articles/langgraph-vs-crewai-vs-autogen-top-10-agent-frameworks-2026",
   "project": "Microsoft Agent Framework",
   "repository": "https://github.com/microsoft/agent-framework",
   "stars": "11953",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "O-mega Team",
    "## The Master Assessment: Top 10 Agent Frameworks, July 2026",
    "| 3 | **Microsoft Agent Framework** | AutoGen + Semantic Kernel successor, .NET and Python | 9 - 1.0 GA April 2026 with LTS, Azure Foundry hosting | 8 - MCP + A2A native, deep Azure integration | 7 - clean API but heavy enterprise surface area | 8 - Build 2026 roadmap, fast-growing at 11.9k stars | **8.1** |",
    "| Framework | GitHub Stars (Jul 8, 2026) | Monthly Downloads | Current Version | Languages | License | Backer |",
    "| **MS Agent Framework** | **11,953** | via Azure channels | 1.0 LTS | .NET, Python | MIT | Microsoft |"
   ],
   "repository_evidence": [
    "O-mega Team",
    "4. Microsoft Agent Framework: AutoGen Is Now Legacy"
   ],
   "stars_evidence": [
    "O-mega Team",
    "## Contents\n\n1. **What Changed Since January 2026**\n2. **The Top 10 in Hard Numbers**",
    "| Framework | GitHub Stars (Jul 8, 2026) | Monthly Downloads | Current Version | Languages | License | Backer |",
    "| **MS Agent Framework** | **11,953** | via Azure channels | 1.0 LTS | .NET, Python | MIT | Microsoft |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/umitkacar/awesome-mlops/blob/main/README.md",
   "project": "LangChain",
   "repository": "https://github.com/langchain-ai/langchain",
   "stars": "95k+",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## \u2728 What's New in 2024-2025",
    "| \ud83d\udd25 Category | \ud83c\udd95 Innovation | \ud83d\udca1 Impact |",
    "| **LLMOps** | LangChain, LlamaIndex, LiteLLM | Revolutionary LLM orchestration |",
    "### \ud83e\udd16 LLMOps & GenAI (2024-2025)",
    "| #### \ud83e\udde0 LLM Frameworks - **[LangChain](https://github.com/langchain-ai/langchain)** \u2b50 95k+ - \ud83d\udd17 LLM application framework - \ud83c\udfaf Chains, agents, and memory - \ud83d\udcda 200+ integrations - **[LlamaIndex](https://github.com/run-llama/llama_index)** \u2b50 36k+ - \ud83d\udcca Data framework for LLMs - \ud83d\udd0d Advanced RAG patterns - \ud83d\ude80 Production-ready - **[LiteLLM](https://github.com/BerriAI/litellm)** \u2b50 13k+ - \ud83c\udf10 Unified LLM API - \ud83d\udcb0 Cost tracking - \ud83d\udd04 Load balancing | #### \ud83c\udfaf GenAI Tools - **[Haystack](https://github.com/deepset-ai/haystack)** \u2b50 17k+ - \ud83c\udfd7\ufe0f NLP pipelines - \ud83e\udd16 RAG applications - \ud83d\udd0c Modular architecture - **[DSPy](https://github.com/stanfordnlp/dspy)** \u2b50 18k+ - \ud83e\uddea Program LLM pipelines - \ud83d\udcc8 Optimize prompts - \ud83c\udf93 Stanford research - **[Instructor](https://github.com/jxnl/instructor)** \u2b50 8k+ - \u2705 Structured LLM outputs - \ud83d\udd12 Type-safe responses - \ud83c\udfaf Pydantic integration |"
   ],
   "repository_evidence": [
    "### \ud83e\udd16 LLMOps & GenAI (2024-2025)",
    "| #### \ud83e\udde0 LLM Frameworks - **[LangChain](https://github.com/langchain-ai/langchain)** \u2b50 95k+ - \ud83d\udd17 LLM application framework - \ud83c\udfaf Chains, agents, and memory - \ud83d\udcda 200+ integrations - **[LlamaIndex](https://github.com/run-llama/llama_index)** \u2b50 36k+ - \ud83d\udcca Data framework for LLMs - \ud83d\udd0d Advanced RAG patterns - \ud83d\ude80 Production-ready - **[LiteLLM](https://github.com/BerriAI/litellm)** \u2b50 13k+ - \ud83c\udf10 Unified LLM API - \ud83d\udcb0 Cost tracking - \ud83d\udd04 Load balancing | #### \ud83c\udfaf GenAI Tools - **[Haystack](https://github.com/deepset-ai/haystack)** \u2b50 17k+ - \ud83c\udfd7\ufe0f NLP pipelines - \ud83e\udd16 RAG applications - \ud83d\udd0c Modular architecture - **[DSPy](https://github.com/stanfordnlp/dspy)** \u2b50 18k+ - \ud83e\uddea Program LLM pipelines - \ud83d\udcc8 Optimize prompts - \ud83c\udf93 Stanford research - **[Instructor](https://github.com/jxnl/instructor)** \u2b50 8k+ - \u2705 Structured LLM outputs - \ud83d\udd12 Type-safe responses - \ud83c\udfaf Pydantic integration |"
   ],
   "stars_evidence": [
    "### \ud83e\udd16 LLMOps & GenAI (2024-2025)",
    "| #### \ud83e\udde0 LLM Frameworks - **[LangChain](https://github.com/langchain-ai/langchain)** \u2b50 95k+ - \ud83d\udd17 LLM application framework - \ud83c\udfaf Chains, agents, and memory - \ud83d\udcda 200+ integrations - **[LlamaIndex](https://github.com/run-llama/llama_index)** \u2b50 36k+ - \ud83d\udcca Data framework for LLMs - \ud83d\udd0d Advanced RAG patterns - \ud83d\ude80 Production-ready - **[LiteLLM](https://github.com/BerriAI/litellm)** \u2b50 13k+ - \ud83c\udf10 Unified LLM API - \ud83d\udcb0 Cost tracking - \ud83d\udd04 Load balancing | #### \ud83c\udfaf GenAI Tools - **[Haystack](https://github.com/deepset-ai/haystack)** \u2b50 17k+ - \ud83c\udfd7\ufe0f NLP pipelines - \ud83e\udd16 RAG applications - \ud83d\udd0c Modular architecture - **[DSPy](https://github.com/stanfordnlp/dspy)** \u2b50 18k+ - \ud83e\uddea Program LLM pipelines - \ud83d\udcc8 Optimize prompts - \ud83c\udf93 Stanford research - **[Instructor](https://github.com/jxnl/instructor)** \u2b50 8k+ - \u2705 Structured LLM outputs - \ud83d\udd12 Type-safe responses - \ud83c\udfaf Pydantic integration |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/strands-agents/docs",
   "project": "Strands Agents",
   "repository": "https://github.com/strands-agents/harness-sdk",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Strands Agents Documentation",
    "This repository contains the documentation for the Strands Agents SDK, a simple yet powerful framework for building and running AI agents."
   ],
   "repository_evidence": [
    "The documentation site has moved to the [strands-agents/harness-sdk](https://github.com/strands-agents/harness-sdk) monorepo."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/aradotso/trending-skills/blob/main/skills/clear-code-ai-coding-assistants/SKILL.md",
   "project": "OpenCode",
   "repository": "https://github.com/opencode-ai/opencode",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Open-Source AI Coding Assistants Guide",
    "Tool Overview & Quick Selection",
    "| **OpenCode** | Terminal TUI | CLI-first developers | MIT |"
   ],
   "repository_evidence": [
    "Open-Source AI Coding Assistants Guide",
    "4. OpenCode \u2014 Terminal TUI Assistant",
    "git clone https://github.com/opencode-ai/opencode"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://olud.ai/dna/browser.html",
   "project": "chrome-devtools-mcp",
   "repository": null,
   "stars": "48.3k",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# browser",
    "[![](https://avatars.githubusercontent.com/u/11260967?v=4)\nchrome-devtools-mcp\nChrome DevTools for coding agents\n\u2605 48.3k](/project/chromedevtools-chrome-devtools-mcp.html)"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# browser",
    "[![](https://avatars.githubusercontent.com/u/11260967?v=4)\nchrome-devtools-mcp\nChrome DevTools for coding agents\n\u2605 48.3k](/project/chromedevtools-chrome-devtools-mcp.html)"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://olud.ai/dna/browser.html",
   "project": "browser",
   "repository": null,
   "stars": "33.2k",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# browser",
    "[![](https://avatars.githubusercontent.com/u/145980012?v=4)\nbrowser\nLightpanda: the headless browser designed for AI and automation\n\u2605 33.2k](/project/lightpanda-io-browser.html)"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# browser",
    "[![](https://avatars.githubusercontent.com/u/145980012?v=4)\nbrowser\nLightpanda: the headless browser designed for AI and automation\n\u2605 33.2k](/project/lightpanda-io-browser.html)"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://olud.ai/dna/browser.html",
   "project": "skyvern",
   "repository": null,
   "stars": "22.6k",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# browser",
    "[![](https://avatars.githubusercontent.com/u/141457985?v=4)\nskyvern\nAutomate browser based workflows with AI\n\u2605 22.6k](/project/skyvern-ai-skyvern.html)"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# browser",
    "[![](https://avatars.githubusercontent.com/u/141457985?v=4)\nskyvern\nAutomate browser based workflows with AI\n\u2605 22.6k](/project/skyvern-ai-skyvern.html)"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://olud.ai/dna/browser.html",
   "project": "obscura",
   "repository": null,
   "stars": "19.9k",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# browser",
    "[![](https://avatars.githubusercontent.com/u/271927676?v=4)\nobscura\nThe headless browser for AI agents and web scraping\n\u2605 19.9k](/project/h4ckf0r0day-obscura.html)"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# browser",
    "[![](https://avatars.githubusercontent.com/u/271927676?v=4)\nobscura\nThe headless browser for AI agents and web scraping\n\u2605 19.9k](/project/h4ckf0r0day-obscura.html)"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://olud.ai/dna/browser.html",
   "project": "transformers.js",
   "repository": null,
   "stars": "16.2k",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# browser",
    "[![](https://avatars.githubusercontent.com/u/25720743?v=4)\ntransformers.js\nState-of-the-art Machine Learning for the web. Run \ud83e\udd17 Transformers directly in your browser, with no need\u2026\n\u2605 16.2k](/project/huggingface-transformers-js.html)"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# browser",
    "[![](https://avatars.githubusercontent.com/u/25720743?v=4)\ntransformers.js\nState-of-the-art Machine Learning for the web. Run \ud83e\udd17 Transformers directly in your browser, with no need\u2026\n\u2605 16.2k](/project/huggingface-transformers-js.html)"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://olud.ai/dna/browser.html",
   "project": "nanobrowser",
   "repository": null,
   "stars": "13.5k",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# browser",
    "[![](https://avatars.githubusercontent.com/u/180927616?v=4)\nnanobrowser\nOpen-Source Chrome extension for AI-powered web automation. Run multi-agent workflows using your own LLM API\u2026\n\u2605 13.5k](/project/nanobrowser-nanobrowser.html)"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# browser",
    "[![](https://avatars.githubusercontent.com/u/180927616?v=4)\nnanobrowser\nOpen-Source Chrome extension for AI-powered web automation. Run multi-agent workflows using your own LLM API\u2026\n\u2605 13.5k](/project/nanobrowser-nanobrowser.html)"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://olud.ai/dna/browser.html",
   "project": "BrowserOS",
   "repository": null,
   "stars": "12.9k",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# browser",
    "[![](https://avatars.githubusercontent.com/u/218857586?v=4)\nBrowserOS\n\ud83c\udf10 The open-source Agentic browser; alternative to ChatGPT Atlas, Perplexity Comet, Dia.\n\u2605 12.9k](/project/browseros-ai-browseros.html)"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# browser",
    "[![](https://avatars.githubusercontent.com/u/218857586?v=4)\nBrowserOS\n\ud83c\udf10 The open-source Agentic browser; alternative to ChatGPT Atlas, Perplexity Comet, Dia.\n\u2605 12.9k](/project/browseros-ai-browseros.html)"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://olud.ai/dna/browser.html",
   "project": "Noi",
   "repository": null,
   "stars": "9k",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# browser",
    "[![](https://avatars.githubusercontent.com/u/16164244?v=4)\nNoi\n\ud83d\ude80 Less chaos. More flow.\n\u2605 9k](/project/lencx-noi.html)"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# browser",
    "[![](https://avatars.githubusercontent.com/u/16164244?v=4)\nNoi\n\ud83d\ude80 Less chaos. More flow.\n\u2605 9k](/project/lencx-noi.html)"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://olud.ai/dna/browser.html",
   "project": "ego-lite",
   "repository": null,
   "stars": "7k",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# browser",
    "[![](https://avatars.githubusercontent.com/u/234319236?v=4)\nego-lite\nThe fastest browser for AI agents to run browser automation, built for sharing your logged-in browser state\u2026\n\u2605 7k](/project/citrolabs-ego-lite.html)"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# browser",
    "[![](https://avatars.githubusercontent.com/u/234319236?v=4)\nego-lite\nThe fastest browser for AI agents to run browser automation, built for sharing your logged-in browser state\u2026\n\u2605 7k](/project/citrolabs-ego-lite.html)"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://olud.ai/dna/browser.html",
   "project": "llm-scraper",
   "repository": null,
   "stars": "6.9k",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# browser",
    "[![](https://avatars.githubusercontent.com/u/10400064?v=4)\nllm-scraper\nTurn any webpage into structured data using LLMs\n\u2605 6.9k](/project/mishushakov-llm-scraper.html)"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# browser",
    "[![](https://avatars.githubusercontent.com/u/10400064?v=4)\nllm-scraper\nTurn any webpage into structured data using LLMs\n\u2605 6.9k](/project/mishushakov-llm-scraper.html)"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://olud.ai/dna/browser.html",
   "project": "LaVague",
   "repository": null,
   "stars": "6.4k",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# browser",
    "[![](https://avatars.githubusercontent.com/u/163125966?v=4)\nLaVague\nLarge Action Model framework to develop AI Web Agents\n\u2605 6.4k](/project/lavague-ai-lavague.html)"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# browser",
    "[![](https://avatars.githubusercontent.com/u/163125966?v=4)\nLaVague\nLarge Action Model framework to develop AI Web Agents\n\u2605 6.4k](/project/lavague-ai-lavague.html)"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://olud.ai/dna/browser.html",
   "project": "sandbox",
   "repository": null,
   "stars": "5.5k",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# browser",
    "[![](https://avatars.githubusercontent.com/u/202636908?v=4)\nsandbox\nAll-in-One Sandbox for AI Agents that combines Browser, Shell, File, MCP and VSCode Server in a single Docker\u2026\n\u2605 5.5k](/project/agent-infra-sandbox.html)"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# browser",
    "[![](https://avatars.githubusercontent.com/u/202636908?v=4)\nsandbox\nAll-in-One Sandbox for AI Agents that combines Browser, Shell, File, MCP and VSCode Server in a single Docker\u2026\n\u2605 5.5k](/project/agent-infra-sandbox.html)"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://olud.ai/dna/browser.html",
   "project": "canvas-editor",
   "repository": null,
   "stars": "5k",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# browser",
    "[![](https://avatars.githubusercontent.com/u/27001251?v=4)\ncanvas-editor\nA Canvas/SVG-based rich text editor\n\u2605 5k](/project/hufe921-canvas-editor.html)"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# browser",
    "[![](https://avatars.githubusercontent.com/u/27001251?v=4)\ncanvas-editor\nA Canvas/SVG-based rich text editor\n\u2605 5k](/project/hufe921-canvas-editor.html)"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://olud.ai/dna/browser.html",
   "project": "browser-agent",
   "repository": null,
   "stars": "4.1k",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# browser",
    "[![](https://avatars.githubusercontent.com/u/199500616?v=4)\nbrowser-agent\nOpen-source, vision-first browser agent\n\u2605 4.1k](/project/magnitudedev-browser-agent.html)"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# browser",
    "[![](https://avatars.githubusercontent.com/u/199500616?v=4)\nbrowser-agent\nOpen-source, vision-first browser agent\n\u2605 4.1k](/project/magnitudedev-browser-agent.html)"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://olud.ai/dna/browser.html",
   "project": "mcp-server-browserbase",
   "repository": null,
   "stars": "3.4k",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# browser",
    "[![](https://avatars.githubusercontent.com/u/158221360?v=4)\nmcp-server-browserbase\nAllow LLMs to control a browser with Browserbase and Stagehand\n\u2605 3.4k](/project/browserbase-mcp-server-browserbase.html)"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# browser",
    "[![](https://avatars.githubusercontent.com/u/158221360?v=4)\nmcp-server-browserbase\nAllow LLMs to control a browser with Browserbase and Stagehand\n\u2605 3.4k](/project/browserbase-mcp-server-browserbase.html)"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://olud.ai/dna/browser.html",
   "project": "database-build",
   "repository": null,
   "stars": "3k",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# browser",
    "[![](https://avatars.githubusercontent.com/u/87650496?v=4)\ndatabase-build\nIn-browser Postgres sandbox with AI assistance (formerly postgres.new)\n\u2605 3k](/project/supabase-community-database-build.html)"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# browser",
    "[![](https://avatars.githubusercontent.com/u/87650496?v=4)\ndatabase-build\nIn-browser Postgres sandbox with AI assistance (formerly postgres.new)\n\u2605 3k](/project/supabase-community-database-build.html)"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://olud.ai/dna/browser.html",
   "project": "notte",
   "repository": null,
   "stars": "2k",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# browser",
    "[![](https://avatars.githubusercontent.com/u/183074172?v=4)\nnotte\nBest cloud browser infrastructure and web automation platform for your AI (Coding) agents!\n\u2605 2k](/project/nottelabs-notte.html)"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# browser",
    "[![](https://avatars.githubusercontent.com/u/183074172?v=4)\nnotte\nBest cloud browser infrastructure and web automation platform for your AI (Coding) agents!\n\u2605 2k](/project/nottelabs-notte.html)"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://olud.ai/dna/browser.html",
   "project": "vibetest-use",
   "repository": null,
   "stars": "815",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# browser",
    "[![](https://avatars.githubusercontent.com/u/192012301?v=4)\nvibetest-use\nVibetest MCP - automated QA testing using Browser-Use agents\n\u2605 815](/project/browser-use-vibetest-use.html)"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# browser",
    "[![](https://avatars.githubusercontent.com/u/192012301?v=4)\nvibetest-use\nVibetest MCP - automated QA testing using Browser-Use agents\n\u2605 815](/project/browser-use-vibetest-use.html)"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://olud.ai/dna/browser.html",
   "project": "Termino.js",
   "repository": null,
   "stars": "646",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# browser",
    "[![](https://avatars.githubusercontent.com/u/86196361?v=4)\nTermino.js\nCreate a web based terminal on any website - great for games, animations and real world apps!\n\u2605 646](/project/marketingpipeline-termino-js.html)"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# browser",
    "[![](https://avatars.githubusercontent.com/u/86196361?v=4)\nTermino.js\nCreate a web based terminal on any website - great for games, animations and real world apps!\n\u2605 646](/project/marketingpipeline-termino-js.html)"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://olud.ai/dna/browser.html",
   "project": "openbrowserclaw",
   "repository": null,
   "stars": "599",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# browser",
    "[![](https://avatars.githubusercontent.com/u/274927177?v=4)\nopenbrowserclaw\nBrowser-native personal AI assistant. Zero infrastructure, the browser is the server.\n\u2605 599](/project/wexare-ai-openbrowserclaw.html)"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# browser",
    "[![](https://avatars.githubusercontent.com/u/274927177?v=4)\nopenbrowserclaw\nBrowser-native personal AI assistant. Zero infrastructure, the browser is the server.\n\u2605 599](/project/wexare-ai-openbrowserclaw.html)"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://olud.ai/dna/browser.html",
   "project": "tfjs-yolo-tiny",
   "repository": null,
   "stars": "533",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# browser",
    "[![](https://avatars.githubusercontent.com/u/37781306?v=4)\ntfjs-yolo-tiny\nIn-Browser Object Detection using Tiny YOLO on Tensorflow.js\n\u2605 533](/project/modeldepot-tfjs-yolo-tiny.html)"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# browser",
    "[![](https://avatars.githubusercontent.com/u/37781306?v=4)\ntfjs-yolo-tiny\nIn-Browser Object Detection using Tiny YOLO on Tensorflow.js\n\u2605 533](/project/modeldepot-tfjs-yolo-tiny.html)"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://olud.ai/dna/browser.html",
   "project": "AgentLLM",
   "repository": null,
   "stars": "470",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# browser",
    "[![](https://avatars.githubusercontent.com/u/18148989?v=4)\nAgentLLM\nAgentLLM is a PoC for browser-native autonomous agents\n\u2605 470](/project/idosal-agentllm.html)"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# browser",
    "[![](https://avatars.githubusercontent.com/u/18148989?v=4)\nAgentLLM\nAgentLLM is a PoC for browser-native autonomous agents\n\u2605 470](/project/idosal-agentllm.html)"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://olud.ai/dna/browser.html",
   "project": "ComfyJS",
   "repository": null,
   "stars": "433",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# browser",
    "[![](https://avatars.githubusercontent.com/u/35773245?v=4)\nComfyJS\nComfiest Twitch Chat Library for JavaScript | NodeJS + Browser Support\n\u2605 433](/project/instafluff-comfyjs.html)"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# browser",
    "[![](https://avatars.githubusercontent.com/u/35773245?v=4)\nComfyJS\nComfiest Twitch Chat Library for JavaScript | NodeJS + Browser Support\n\u2605 433](/project/instafluff-comfyjs.html)"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://olud.ai/dna/browser.html",
   "project": "worm-sim",
   "repository": null,
   "stars": "414",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# browser",
    "[![](https://avatars.githubusercontent.com/u/8293842?v=4)\nworm-sim\nSimulate the C. Elegans worm brain in your browser and interact with the worm as it moves around\n\u2605 414](/project/heyseth-worm-sim.html)"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# browser",
    "[![](https://avatars.githubusercontent.com/u/8293842?v=4)\nworm-sim\nSimulate the C. Elegans worm brain in your browser and interact with the worm as it moves around\n\u2605 414](/project/heyseth-worm-sim.html)"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://olud.ai/dna/browser.html",
   "project": "FILTER.js",
   "repository": null,
   "stars": "399",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# browser",
    "[![](https://avatars.githubusercontent.com/u/1263582?v=4)\nFILTER.js\nVideo and Image Processing and Computer Vision Library similar to OpenCV in pure JavaScript (Browser and\u2026\n\u2605 399](/project/foo123-filter-js.html)"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# browser",
    "[![](https://avatars.githubusercontent.com/u/1263582?v=4)\nFILTER.js\nVideo and Image Processing and Computer Vision Library similar to OpenCV in pure JavaScript (Browser and\u2026\n\u2605 399](/project/foo123-filter-js.html)"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://olud.ai/dna/browser.html",
   "project": "metacar",
   "repository": null,
   "stars": "376",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# browser",
    "[![](https://avatars.githubusercontent.com/u/4882542?v=4)\nmetacar\nA reinforcement learning environment for self-driving cars in the browser.\n\u2605 376](/project/thibo73800-metacar.html)"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# browser",
    "[![](https://avatars.githubusercontent.com/u/4882542?v=4)\nmetacar\nA reinforcement learning environment for self-driving cars in the browser.\n\u2605 376](/project/thibo73800-metacar.html)"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://olud.ai/dna/browser.html",
   "project": "ocbot",
   "repository": null,
   "stars": "341",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# browser",
    "[![](https://avatars.githubusercontent.com/u/253186151?v=4)\nocbot\nYour Web4 Agent\n\u2605 341](/project/instry-ocbot.html)"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# browser",
    "[![](https://avatars.githubusercontent.com/u/253186151?v=4)\nocbot\nYour Web4 Agent\n\u2605 341](/project/instry-ocbot.html)"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://olud.ai/dna/browser.html",
   "project": "one-agent-one-browser",
   "repository": null,
   "stars": "224",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# browser",
    "[![](https://avatars.githubusercontent.com/u/239044793?v=4)\none-agent-one-browser\nOne from scratch browser built by one human and one agent, working hand in hand\n\u2605 224](/project/embedding-shapes-one-agent-one-browser.html)"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# browser",
    "[![](https://avatars.githubusercontent.com/u/239044793?v=4)\none-agent-one-browser\nOne from scratch browser built by one human and one agent, working hand in hand\n\u2605 224](/project/embedding-shapes-one-agent-one-browser.html)"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://huggingface.co/datasets/muset-ai/DeepResearch-Bench-Dataset",
   "project": "DeepResearch Bench",
   "repository": "https://github.com/Ayanami0730/deep_research_bench",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# DeepResearch Bench Dataset",
    "This is the official dataset accompanying the **[DeepResearch Bench](https://github.com/Ayanami0730/deep_research_bench)** paper."
   ],
   "repository_evidence": [
    "# DeepResearch Bench Dataset",
    "This is the official dataset accompanying the **[DeepResearch Bench](https://github.com/Ayanami0730/deep_research_bench)** paper."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://agentconnex.com/agents/babyagi-5d36bd",
   "project": "BabyAGI",
   "repository": null,
   "stars": "20k",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# BabyAGI",
    "AI-powered task management system that autonomously creates, prioritizes, and executes tasks. A seminal project in the autonomous agent space. 20k+ GitHub stars."
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "AI-powered task management system that autonomously creates, prioritizes, and executes tasks. A seminal project in the autonomous agent space. 20k+ GitHub stars."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://vuln.today/cve/CVE-2026-46402",
   "project": "Microsoft UFO",
   "repository": "https://github.com/microsoft/UFO",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Microsoft UFO open-source framework for intelligent automation across devices and platforms.",
    "## **DescriptionGitHub Advisory",
    "# ![](/static/img/vendor/microsoft.png) Microsoft UFO **CVE-2026-46402"
   ],
   "repository_evidence": [
    "Patch status could not be independently confirmed: the GitHub Security Advisory GHSA-whcg-fgpx-76f2 (https://github.com/microsoft/UFO/security/advisories/GHSA-whcg-fgpx-76f2) documents the issue but no released patched version is stated in the available data, so upgrade to the fixed build identified in that advisory once confirmed.",
    "## **RemediationAI"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://pypi.org/project/composio-julep/0.7.16rc1",
   "project": "Composio",
   "repository": "https://github.com/ComposioHQ/composio",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "###### Project links",
    "- [ Homepage](https://github.com/ComposioHQ/composio)"
   ],
   "repository_evidence": [
    "###### Project links",
    "- [ Homepage](https://github.com/ComposioHQ/composio)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://pypi.org/project/composio-julep/0.7.16rc1",
   "project": "Julep",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Streamline the integration of Composio within the Julep agentic framework to enhance the interaction capabilities of Julep agents with external applications, significantly extending their operational range and efficiency.",
    "## \ud83d\ude80\ud83d\udd17 Integrating Composio with Julep"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/rodrigoandrigo/open-source-alternatives-to-manus-ai",
   "project": "Suna",
   "repository": "https://github.com/kortix-ai/suna",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Open Source Alternatives to Manus AI",
    "## Suna",
    "[https://github.com/kortix-ai/suna](https://github.com/kortix-ai/suna)"
   ],
   "repository_evidence": [
    "# Open Source Alternatives to Manus AI",
    "## Suna",
    "[https://github.com/kortix-ai/suna](https://github.com/kortix-ai/suna)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/rodrigoandrigo/open-source-alternatives-to-manus-ai",
   "project": "gptme",
   "repository": "https://github.com/gptme/gptme",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Open Source Alternatives to Manus AI",
    "## gptme",
    "[https://github.com/gptme/gptme](https://github.com/gptme/gptme)"
   ],
   "repository_evidence": [
    "# Open Source Alternatives to Manus AI",
    "## gptme",
    "[https://github.com/gptme/gptme](https://github.com/gptme/gptme)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/rodrigoandrigo/open-source-alternatives-to-manus-ai",
   "project": "Terminator",
   "repository": "https://github.com/iris-networks/terminator",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Open Source Alternatives to Manus AI",
    "## Terminator",
    "[https://github.com/iris-networks/terminator](https://github.com/iris-networks/terminator)"
   ],
   "repository_evidence": [
    "# Open Source Alternatives to Manus AI",
    "## Terminator",
    "[https://github.com/iris-networks/terminator](https://github.com/iris-networks/terminator)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/rodrigoandrigo/open-source-alternatives-to-manus-ai",
   "project": "OpenManus",
   "repository": "https://github.com/FoundationAgents/OpenManus",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Open Source Alternatives to Manus AI",
    "## OpenManus",
    "[https://github.com/FoundationAgents/OpenManus](https://github.com/FoundationAgents/OpenManus)"
   ],
   "repository_evidence": [
    "# Open Source Alternatives to Manus AI",
    "## OpenManus",
    "[https://github.com/FoundationAgents/OpenManus](https://github.com/FoundationAgents/OpenManus)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/rodrigoandrigo/open-source-alternatives-to-manus-ai",
   "project": "AgenticSeek",
   "repository": "https://github.com/Fosowl/agenticSeek",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Open Source Alternatives to Manus AI",
    "## AgenticSeek",
    "[https://github.com/Fosowl/agenticSeek](https://github.com/Fosowl/agenticSeek)"
   ],
   "repository_evidence": [
    "# Open Source Alternatives to Manus AI",
    "## AgenticSeek",
    "[https://github.com/Fosowl/agenticSeek](https://github.com/Fosowl/agenticSeek)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/rodrigoandrigo/open-source-alternatives-to-manus-ai",
   "project": "Codel",
   "repository": "https://github.com/semanser/codel",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Open Source Alternatives to Manus AI",
    "## Codel",
    "[https://github.com/semanser/codel](https://github.com/semanser/codel)"
   ],
   "repository_evidence": [
    "# Open Source Alternatives to Manus AI",
    "## Codel",
    "[https://github.com/semanser/codel](https://github.com/semanser/codel)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/rodrigoandrigo/open-source-alternatives-to-manus-ai",
   "project": "Opus",
   "repository": "https://github.com/jeffrey-zang/opus",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Open Source Alternatives to Manus AI",
    "## Opus",
    "[https://github.com/jeffrey-zang/opus](https://github.com/jeffrey-zang/opus)"
   ],
   "repository_evidence": [
    "# Open Source Alternatives to Manus AI",
    "## Opus",
    "[https://github.com/jeffrey-zang/opus](https://github.com/jeffrey-zang/opus)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/rodrigoandrigo/open-source-alternatives-to-manus-ai",
   "project": "Arrakis",
   "repository": "https://github.com/abshkbh/arrakis",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Open Source Alternatives to Manus AI",
    "## Arrakis",
    "[https://github.com/abshkbh/arrakis](https://github.com/abshkbh/arrakis)"
   ],
   "repository_evidence": [
    "# Open Source Alternatives to Manus AI",
    "## Arrakis",
    "[https://github.com/abshkbh/arrakis](https://github.com/abshkbh/arrakis)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/rodrigoandrigo/open-source-alternatives-to-manus-ai",
   "project": "Planar Computer Use",
   "repository": "https://github.com/coplane/planar-computer-use",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Open Source Alternatives to Manus AI",
    "## Planar Computer Use",
    "[https://github.com/coplane/planar-computer-use](https://github.com/coplane/planar-computer-use)"
   ],
   "repository_evidence": [
    "# Open Source Alternatives to Manus AI",
    "## Planar Computer Use",
    "[https://github.com/coplane/planar-computer-use](https://github.com/coplane/planar-computer-use)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/rodrigoandrigo/open-source-alternatives-to-manus-ai",
   "project": "LangManus",
   "repository": "https://github.com/Darwin-lfl/langmanus",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Open Source Alternatives to Manus AI",
    "## LangManus",
    "[https://github.com/Darwin-lfl/langmanus](https://github.com/Darwin-lfl/langmanus)"
   ],
   "repository_evidence": [
    "# Open Source Alternatives to Manus AI",
    "## LangManus",
    "[https://github.com/Darwin-lfl/langmanus](https://github.com/Darwin-lfl/langmanus)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/rodrigoandrigo/open-source-alternatives-to-manus-ai",
   "project": "KwaiAgents",
   "repository": "https://github.com/KwaiKEG/KwaiAgents",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Open Source Alternatives to Manus AI",
    "## KwaiAgents",
    "[https://github.com/KwaiKEG/KwaiAgents](https://github.com/KwaiKEG/KwaiAgents)"
   ],
   "repository_evidence": [
    "# Open Source Alternatives to Manus AI",
    "## KwaiAgents",
    "[https://github.com/KwaiKEG/KwaiAgents](https://github.com/KwaiKEG/KwaiAgents)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/rodrigoandrigo/open-source-alternatives-to-manus-ai",
   "project": "Bytebot",
   "repository": "https://github.com/bytebot-ai/bytebot",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Computer Use Agent",
    "## Bytebot",
    "[https://github.com/bytebot-ai/bytebot](https://github.com/bytebot-ai/bytebot)"
   ],
   "repository_evidence": [
    "# Computer Use Agent",
    "## Bytebot",
    "[https://github.com/bytebot-ai/bytebot](https://github.com/bytebot-ai/bytebot)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/rodrigoandrigo/open-source-alternatives-to-manus-ai",
   "project": "Magentic Ui",
   "repository": "https://github.com/microsoft/magentic-ui",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Computer Use Agent",
    "## Magentic Ui",
    "[https://github.com/microsoft/magentic-ui](https://github.com/microsoft/magentic-ui)"
   ],
   "repository_evidence": [
    "# Computer Use Agent",
    "## Magentic Ui",
    "[https://github.com/microsoft/magentic-ui](https://github.com/microsoft/magentic-ui)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/rodrigoandrigo/open-source-alternatives-to-manus-ai",
   "project": "SOFIA",
   "repository": "https://github.com/akim42003/SOFIA",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Computer Use Agent",
    "## SOFIA",
    "[https://github.com/akim42003/SOFIA](https://github.com/akim42003/SOFIA)"
   ],
   "repository_evidence": [
    "# Computer Use Agent",
    "## SOFIA",
    "[https://github.com/akim42003/SOFIA](https://github.com/akim42003/SOFIA)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/rodrigoandrigo/open-source-alternatives-to-manus-ai",
   "project": "Agentic AI Computer",
   "repository": "https://github.com/masfaatanveer/Agentic-AI-Computer",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Computer Use Agent",
    "## Agentic AI Computer",
    "[https://github.com/masfaatanveer/Agentic-AI-Computer](https://github.com/masfaatanveer/Agentic-AI-Computer)"
   ],
   "repository_evidence": [
    "# Computer Use Agent",
    "## Agentic AI Computer",
    "[https://github.com/masfaatanveer/Agentic-AI-Computer](https://github.com/masfaatanveer/Agentic-AI-Computer)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/rodrigoandrigo/open-source-alternatives-to-manus-ai",
   "project": "Spongecake",
   "repository": "https://github.com/aditya-nadkarni/spongecake",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Computer Use Agent",
    "## Spongecake",
    "[https://github.com/aditya-nadkarni/spongecake](https://github.com/aditya-nadkarni/spongecake)"
   ],
   "repository_evidence": [
    "# Computer Use Agent",
    "## Spongecake",
    "[https://github.com/aditya-nadkarni/spongecake](https://github.com/aditya-nadkarni/spongecake)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/rodrigoandrigo/open-source-alternatives-to-manus-ai",
   "project": "Cuse",
   "repository": "https://github.com/cuse-dev/cuse",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Computer Use Agent",
    "## Cuse",
    "[https://github.com/cuse-dev/cuse](https://github.com/cuse-dev/cuse)"
   ],
   "repository_evidence": [
    "# Computer Use Agent",
    "## Cuse",
    "[https://github.com/cuse-dev/cuse](https://github.com/cuse-dev/cuse)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/rodrigoandrigo/open-source-alternatives-to-manus-ai",
   "project": "Llama4 Computer Use",
   "repository": "https://github.com/TheoLeeCJ/llama4-computer-use",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Computer Use Agent",
    "## Llama4 Computer Use",
    "[https://github.com/TheoLeeCJ/llama4-computer-use](https://github.com/TheoLeeCJ/llama4-computer-use)"
   ],
   "repository_evidence": [
    "# Computer Use Agent",
    "## Llama4 Computer Use",
    "[https://github.com/TheoLeeCJ/llama4-computer-use](https://github.com/TheoLeeCJ/llama4-computer-use)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/rodrigoandrigo/open-source-alternatives-to-manus-ai",
   "project": "Computer Agent",
   "repository": "https://github.com/suitedaces/computer-agent",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Computer Use Agent",
    "## Computer Agent",
    "[https://github.com/suitedaces/computer-agent](https://github.com/suitedaces/computer-agent)"
   ],
   "repository_evidence": [
    "# Computer Use Agent",
    "## Computer Agent",
    "[https://github.com/suitedaces/computer-agent](https://github.com/suitedaces/computer-agent)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/rodrigoandrigo/open-source-alternatives-to-manus-ai",
   "project": "computer-use-nodejs-demo",
   "repository": "https://github.com/lx-0/computer-use-nodejs-demo",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Computer Use Agent",
    "## computer-use-nodejs-demo",
    "[https://github.com/lx-0/computer-use-nodejs-demo](https://github.com/lx-0/computer-use-nodejs-demo)"
   ],
   "repository_evidence": [
    "# Computer Use Agent",
    "## computer-use-nodejs-demo",
    "[https://github.com/lx-0/computer-use-nodejs-demo](https://github.com/lx-0/computer-use-nodejs-demo)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/rodrigoandrigo/open-source-alternatives-to-manus-ai",
   "project": "Gpt Agent",
   "repository": "https://github.com/iris-networks/gpt-agent",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Computer Use Agent",
    "## Gpt Agent",
    "[https://github.com/iris-networks/gpt-agent](https://github.com/iris-networks/gpt-agent)"
   ],
   "repository_evidence": [
    "# Computer Use Agent",
    "## Gpt Agent",
    "[https://github.com/iris-networks/gpt-agent](https://github.com/iris-networks/gpt-agent)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/rodrigoandrigo/open-source-alternatives-to-manus-ai",
   "project": "EdgeBox",
   "repository": "https://github.com/BIGPPWONG/EdgeBox",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# MCP",
    "## EdgeBox",
    "[https://github.com/BIGPPWONG/EdgeBox](https://github.com/BIGPPWONG/EdgeBox)"
   ],
   "repository_evidence": [
    "# MCP",
    "## EdgeBox",
    "[https://github.com/BIGPPWONG/EdgeBox](https://github.com/BIGPPWONG/EdgeBox)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/rodrigoandrigo/open-source-alternatives-to-manus-ai",
   "project": "owl",
   "repository": "https://github.com/camel-ai/owl",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# CUA SDK",
    "[https://github.com/camel-ai/owl](https://github.com/camel-ai/owl)"
   ],
   "repository_evidence": [
    "# CUA SDK",
    "[https://github.com/camel-ai/owl](https://github.com/camel-ai/owl)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/rodrigoandrigo/open-source-alternatives-to-manus-ai",
   "project": "ai-sdk-computer-use",
   "repository": "https://github.com/vercel-labs/ai-sdk-computer-use",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# CUA SDK",
    "[https://github.com/vercel-labs/ai-sdk-computer-use](https://github.com/vercel-labs/ai-sdk-computer-use)"
   ],
   "repository_evidence": [
    "# CUA SDK",
    "[https://github.com/vercel-labs/ai-sdk-computer-use](https://github.com/vercel-labs/ai-sdk-computer-use)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/rodrigoandrigo/open-source-alternatives-to-manus-ai",
   "project": "open-computer-use",
   "repository": "https://github.com/e2b-dev/open-computer-use",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# CUA SDK",
    "[https://github.com/e2b-dev/open-computer-use](https://github.com/e2b-dev/open-computer-use)"
   ],
   "repository_evidence": [
    "# CUA SDK",
    "[https://github.com/e2b-dev/open-computer-use](https://github.com/e2b-dev/open-computer-use)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/rodrigoandrigo/open-source-alternatives-to-manus-ai",
   "project": "openai-cua-sample-app",
   "repository": "https://github.com/openai/openai-cua-sample-app",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# CUA SDK",
    "[https://github.com/openai/openai-cua-sample-app](https://github.com/openai/openai-cua-sample-app)"
   ],
   "repository_evidence": [
    "# CUA SDK",
    "[https://github.com/openai/openai-cua-sample-app](https://github.com/openai/openai-cua-sample-app)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://nerq.ai/compare/ag2ai-fastagency-vs-map-cc",
   "project": "fastagency",
   "repository": null,
   "stars": "528",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# fastagency vs MAP-CC \u2014 Trust Score Comparison",
    "Side-by-side trust comparison of fastagency and MAP-CC. Scores based on security, compliance, maintenance, popularity, and ecosystem signals.",
    "fastagency is a agent_platform agent with 528 stars."
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# fastagency vs MAP-CC \u2014 Trust Score Comparison",
    "Side-by-side trust comparison of fastagency and MAP-CC. Scores based on security, compliance, maintenance, popularity, and ecosystem signals.",
    "fastagency is a agent_platform agent with 528 stars."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://nerq.ai/compare/ag2ai-fastagency-vs-map-cc",
   "project": "MAP-CC",
   "repository": null,
   "stars": "78",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# fastagency vs MAP-CC \u2014 Trust Score Comparison",
    "Side-by-side trust comparison of fastagency and MAP-CC. Scores based on security, compliance, maintenance, popularity, and ecosystem signals.",
    "MAP-CC is a agent_platform agent with 78 stars."
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# fastagency vs MAP-CC \u2014 Trust Score Comparison",
    "Side-by-side trust comparison of fastagency and MAP-CC. Scores based on security, compliance, maintenance, popularity, and ecosystem signals.",
    "MAP-CC is a agent_platform agent with 78 stars."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/Arindam200/awesome-ai-apps",
   "project": "awesome-ai-apps",
   "repository": "https://github.com/Arindam200/awesome-ai-apps.git",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "This repository is a comprehensive collection of **131 committed projects**, tutorials, and recipes for building powerful LLM-powered applications, including text agents, voice assistants, RAG apps, and MCP-backed tools.",
    "# Awesome AI Apps [![Awesome](https://camo.githubusercontent.com/9d49598b873146ec650fb3f275e8a532c765dabb1f61d5afa25be41e79891aa7/68747470733a2f2f617765736f6d652e72652f62616467652e737667)](https://awesome.re)"
   ],
   "repository_evidence": [
    "git clone https://github.com/Arindam200/awesome-ai-apps.git",
    "# Awesome AI Apps [![Awesome](https://camo.githubusercontent.com/9d49598b873146ec650fb3f275e8a532c765dabb1f61d5afa25be41e79891aa7/68747470733a2f2f617765736f6d652e72652f62616467652e737667)](https://awesome.re)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://futureagi.com/blog/what-is-dspy-2026",
   "project": "DSPy",
   "repository": "https://github.com/stanfordnlp/dspy",
   "stars": "34000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Research",
    "# What is DSPy? Stanford's Compiled Prompt Framework in 2026",
    "The repo at [github.com/stanfordnlp/dspy](https://github.com/stanfordnlp/dspy) has approximately 34,000 GitHub stars as of mid-2026 and the framework is on the 3.x line."
   ],
   "repository_evidence": [
    "Research",
    "# What is DSPy? Stanford's Compiled Prompt Framework in 2026",
    "The repo at [github.com/stanfordnlp/dspy](https://github.com/stanfordnlp/dspy) has approximately 34,000 GitHub stars as of mid-2026 and the framework is on the 3.x line."
   ],
   "stars_evidence": [
    "Research",
    "# What is DSPy? Stanford's Compiled Prompt Framework in 2026",
    "The repo at [github.com/stanfordnlp/dspy](https://github.com/stanfordnlp/dspy) has approximately 34,000 GitHub stars as of mid-2026 and the framework is on the 3.x line."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://futureagi.com/blog/what-is-dspy-2026",
   "project": "traceAI",
   "repository": "https://github.com/future-agi/traceAI",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Research",
    "## How FutureAGI implements DSPy observability and prompt optimization",
    "**DSPy tracing**, [traceAI](https://github.com/future-agi/traceAI) (Apache 2.0) auto-wraps DSPy programs, modules, Predict calls, and ChainOfThought signatures via `traceai-dspy` for Python; the broader traceAI library covers 50+ AI surfaces across Python / TypeScript / Java / C# (including Spring Boot starter, Spring AI, LangChain4j, Semantic Kernel) across Python, TypeScript, Java, and C#; compiled prompts and few-shot examples land as span attributes when content tracing is enabled."
   ],
   "repository_evidence": [
    "Research",
    "## How FutureAGI implements DSPy observability and prompt optimization",
    "**DSPy tracing**, [traceAI](https://github.com/future-agi/traceAI) (Apache 2.0) auto-wraps DSPy programs, modules, Predict calls, and ChainOfThought signatures via `traceai-dspy` for Python; the broader traceAI library covers 50+ AI surfaces across Python / TypeScript / Java / C# (including Spring Boot starter, Spring AI, LangChain4j, Semantic Kernel) across Python, TypeScript, Java, and C#; compiled prompts and few-shot examples land as span attributes when content tracing is enabled."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://cap-os.dev/research/hosted-agent-harnesses.html",
   "project": "A2A",
   "repository": "https://github.com/a2aproject/A2A",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Research: Hosted Agent Harnesses"
   ],
   "repository_evidence": [
    "# Research: Hosted Agent Harnesses"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://ossium.in/blog/12-open-source-coding-tools-that-each-vibe-coder-should-know-in-2026",
   "project": "OpenHands",
   "repository": "https://github.com/All-Hands-AI/OpenHands",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# 12 Open-Source Coding Tools Every Vibe Coder Should Know in 2026",
    "## Control-plane agents",
    "**[OpenHands](https://github.com/All-Hands-AI/OpenHands)** (MIT) - Self-hosted developer control center that can run OpenHands itself or ACP-compatible agents (Claude Code, Codex, Gemini, etc.) from one surface."
   ],
   "repository_evidence": [
    "# 12 Open-Source Coding Tools Every Vibe Coder Should Know in 2026",
    "## Control-plane agents",
    "**[OpenHands](https://github.com/All-Hands-AI/OpenHands)** (MIT) - Self-hosted developer control center that can run OpenHands itself or ACP-compatible agents (Claude Code, Codex, Gemini, etc.) from one surface."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://ossium.in/blog/12-open-source-coding-tools-that-each-vibe-coder-should-know-in-2026",
   "project": "Open SWE",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# 12 Open-Source Coding Tools Every Vibe Coder Should Know in 2026",
    "## Control-plane agents",
    "**[Open SWE](https://blog.langchain.com/open-swe/)** - LangChain\u2019s open async coding agent path on LangGraph/DeepAgents: connect to GitHub, research, plan, code, test, review, open PRs."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://ossium.in/blog/12-open-source-coding-tools-that-each-vibe-coder-should-know-in-2026",
   "project": "Aider",
   "repository": "https://github.com/Aider-AI/aider",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# 12 Open-Source Coding Tools Every Vibe Coder Should Know in 2026",
    "## Terminal-first agents",
    "**[Aider](https://github.com/Aider-AI/aider)** (Apache 2.0) - Classic terminal pair-programmer with a published polyglot edit-and-test benchmark."
   ],
   "repository_evidence": [
    "# 12 Open-Source Coding Tools Every Vibe Coder Should Know in 2026",
    "## Terminal-first agents",
    "**[Aider](https://github.com/Aider-AI/aider)** (Apache 2.0) - Classic terminal pair-programmer with a published polyglot edit-and-test benchmark."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://ossium.in/blog/12-open-source-coding-tools-that-each-vibe-coder-should-know-in-2026",
   "project": "Codex CLI",
   "repository": "https://github.com/openai/codex",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# 12 Open-Source Coding Tools Every Vibe Coder Should Know in 2026",
    "## Terminal-first agents",
    "**[Codex CLI](https://github.com/openai/codex)** (Apache 2.0) - OpenAI\u2019s local terminal agent."
   ],
   "repository_evidence": [
    "# 12 Open-Source Coding Tools Every Vibe Coder Should Know in 2026",
    "## Terminal-first agents",
    "**[Codex CLI](https://github.com/openai/codex)** (Apache 2.0) - OpenAI\u2019s local terminal agent."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://ossium.in/blog/12-open-source-coding-tools-that-each-vibe-coder-should-know-in-2026",
   "project": "OpenCode",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# 12 Open-Source Coding Tools Every Vibe Coder Should Know in 2026",
    "## Terminal-first agents",
    "**[OpenCode](https://opencode.ai/)** - Open-source agent with terminal, desktop, and IDE surfaces; free models or any provider."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://ossium.in/blog/12-open-source-coding-tools-that-each-vibe-coder-should-know-in-2026",
   "project": "Goose",
   "repository": "https://github.com/aaif-goose/goose",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# 12 Open-Source Coding Tools Every Vibe Coder Should Know in 2026",
    "## Terminal-first agents",
    "**[Goose](https://github.com/aaif-goose/goose)** (Apache 2.0) - Block\u2019s open agent; founding AAIF contribution with MCP and AGENTS.md."
   ],
   "repository_evidence": [
    "# 12 Open-Source Coding Tools Every Vibe Coder Should Know in 2026",
    "## Terminal-first agents",
    "**[Goose](https://github.com/aaif-goose/goose)** (Apache 2.0) - Block\u2019s open agent; founding AAIF contribution with MCP and AGENTS.md."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://ossium.in/blog/12-open-source-coding-tools-that-each-vibe-coder-should-know-in-2026",
   "project": "Cline",
   "repository": "https://github.com/cline/cline",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# 12 Open-Source Coding Tools Every Vibe Coder Should Know in 2026",
    "## Multi-surface agents",
    "**[Cline](https://github.com/cline/cline)** (Apache 2.0) - SDK, CLI, Kanban, VS Code, JetBrains."
   ],
   "repository_evidence": [
    "# 12 Open-Source Coding Tools Every Vibe Coder Should Know in 2026",
    "## Multi-surface agents",
    "**[Cline](https://github.com/cline/cline)** (Apache 2.0) - SDK, CLI, Kanban, VS Code, JetBrains."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://ossium.in/blog/12-open-source-coding-tools-that-each-vibe-coder-should-know-in-2026",
   "project": "Kilo Code",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# 12 Open-Source Coding Tools Every Vibe Coder Should Know in 2026",
    "## Multi-surface agents",
    "**[Kilo Code](https://kilo.ai/)** - Multi-surface agent + wide model gateway positioning."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://ossium.in/blog/12-open-source-coding-tools-that-each-vibe-coder-should-know-in-2026",
   "project": "Superpowers",
   "repository": "https://github.com/obra/superpowers",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# 12 Open-Source Coding Tools Every Vibe Coder Should Know in 2026",
    "## Skills libraries",
    "**[Superpowers](https://github.com/obra/superpowers)** (MIT) - Large agentic skills / methodology framework (plan, TDD, review, ship) with plugins for major coding agents."
   ],
   "repository_evidence": [
    "# 12 Open-Source Coding Tools Every Vibe Coder Should Know in 2026",
    "## Skills libraries",
    "**[Superpowers](https://github.com/obra/superpowers)** (MIT) - Large agentic skills / methodology framework (plan, TDD, review, ship) with plugins for major coding agents."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://ossium.in/blog/12-open-source-coding-tools-that-each-vibe-coder-should-know-in-2026",
   "project": "Matt Pocock Skills",
   "repository": "https://github.com/mattpocock/skills",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# 12 Open-Source Coding Tools Every Vibe Coder Should Know in 2026",
    "## Skills libraries",
    "**[Matt Pocock Skills](https://github.com/mattpocock/skills)** (MIT) - High-signal personal skills pack (\u201cskills for real engineers\u201d) including routing and domain-model grilling flows."
   ],
   "repository_evidence": [
    "# 12 Open-Source Coding Tools Every Vibe Coder Should Know in 2026",
    "## Skills libraries",
    "**[Matt Pocock Skills](https://github.com/mattpocock/skills)** (MIT) - High-signal personal skills pack (\u201cskills for real engineers\u201d) including routing and domain-model grilling flows."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://ossium.in/blog/12-open-source-coding-tools-that-each-vibe-coder-should-know-in-2026",
   "project": "G Stack",
   "repository": "https://github.com/garrytan/gstack",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# 12 Open-Source Coding Tools Every Vibe Coder Should Know in 2026",
    "## Skills libraries",
    "**[G Stack](https://github.com/garrytan/gstack)** (MIT) - Founder-oriented Claude Code skill set (think \u2192 plan \u2192 build \u2192 review \u2192 ship), including office-hours style workflows."
   ],
   "repository_evidence": [
    "# 12 Open-Source Coding Tools Every Vibe Coder Should Know in 2026",
    "## Skills libraries",
    "**[G Stack](https://github.com/garrytan/gstack)** (MIT) - Founder-oriented Claude Code skill set (think \u2192 plan \u2192 build \u2192 review \u2192 ship), including office-hours style workflows."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://ossium.in/blog/12-open-source-coding-tools-that-each-vibe-coder-should-know-in-2026",
   "project": "wshobson/agents",
   "repository": "https://github.com/wshobson/agents",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# 12 Open-Source Coding Tools Every Vibe Coder Should Know in 2026",
    "## MCP extensions",
    "**[wshobson/agents](https://github.com/wshobson/agents)** (MIT) - Multi-harness plugin marketplace for Claude Code, Codex CLI, Cursor, OpenCode, Copilot, Gemini CLI."
   ],
   "repository_evidence": [
    "# 12 Open-Source Coding Tools Every Vibe Coder Should Know in 2026",
    "## MCP extensions",
    "**[wshobson/agents](https://github.com/wshobson/agents)** (MIT) - Multi-harness plugin marketplace for Claude Code, Codex CLI, Cursor, OpenCode, Copilot, Gemini CLI."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://ossium.in/blog/12-open-source-coding-tools-that-each-vibe-coder-should-know-in-2026",
   "project": "awesome-mcp-servers",
   "repository": "https://github.com/punkpeye/awesome-mcp-servers",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# 12 Open-Source Coding Tools Every Vibe Coder Should Know in 2026",
    "## MCP extensions",
    "**[awesome-mcp-servers](https://github.com/punkpeye/awesome-mcp-servers)** (MIT) - Canonical catalog of MCP servers by domain (DB, browser, cloud, etc.)."
   ],
   "repository_evidence": [
    "# 12 Open-Source Coding Tools Every Vibe Coder Should Know in 2026",
    "## MCP extensions",
    "**[awesome-mcp-servers](https://github.com/punkpeye/awesome-mcp-servers)** (MIT) - Canonical catalog of MCP servers by domain (DB, browser, cloud, etc.)."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://ossium.in/blog/12-open-source-coding-tools-that-each-vibe-coder-should-know-in-2026",
   "project": "Strix",
   "repository": "https://github.com/usestrix/strix",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# 12 Open-Source Coding Tools Every Vibe Coder Should Know in 2026",
    "## Security and access",
    "**[Strix](https://github.com/usestrix/strix)** (Apache 2.0) - Open AI pentest agent for finding/fixing app vulns-useful after agent-authored PRs."
   ],
   "repository_evidence": [
    "# 12 Open-Source Coding Tools Every Vibe Coder Should Know in 2026",
    "## Security and access",
    "**[Strix](https://github.com/usestrix/strix)** (Apache 2.0) - Open AI pentest agent for finding/fixing app vulns-useful after agent-authored PRs."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://arxiv.org/pdf/2512.20491.pdf",
   "project": "Step-DeepResearch",
   "repository": "https://github.com/stepfun-ai/StepDeepResearch",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Step-DeepResearch Technical Report",
    "https://github.com/stepfun-ai/StepDeepResearch",
    "To address this, we introduce Step-DeepResearch,\na cost-effective, end-to-end Deep Research agent model."
   ],
   "repository_evidence": [
    "Step-DeepResearch Technical Report",
    "https://github.com/stepfun-ai/StepDeepResearch"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://bootcamp.uxdesign.cc/a-comprehensive-and-hands-on-guide-to-autonomous-agents-with-gpt-b58d54724d50",
   "project": "AutoGPT",
   "repository": null,
   "stars": "117000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "A comprehensive and hands-on guide to autonomous agents with GPT",
    "In the past month, the concept of GPT/LLM-backed autonomous agents is getting wild \u2014 with AutoGPT, the most famous project in this area, getting over 117K stars on GitHub in less than a month since its release and getting unprecedented social media coverage."
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "A comprehensive and hands-on guide to autonomous agents with GPT",
    "In the past month, the concept of GPT/LLM-backed autonomous agents is getting wild \u2014 with AutoGPT, the most famous project in this area, getting over 117K stars on GitHub in less than a month since its release and getting unprecedented social media coverage."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://vuln.today/cve/CVE-2026-46416",
   "project": "Microsoft UFO",
   "repository": "https://github.com/microsoft/UFO",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Microsoft UFO open-source framework for intelligent automation across devices and platforms.",
    "Microsoft UFO **CVE-2026-46416"
   ],
   "repository_evidence": [
    "The primary remediation is to consult and apply the fix referenced in GitHub Security Advisory GHSA-cwwh-p9rv-4pj4 (https://github.com/microsoft/UFO/security/advisories/GHSA-cwwh-p9rv-4pj4).",
    "Microsoft UFO **CVE-2026-46416"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://tinyagents.dev/vs/agno-vs-eve",
   "project": "Agno",
   "repository": "https://github.com/agno-agi/agno",
   "stars": "39200",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Agno vs Eve: Which Agent Framework to Use?",
    "### Agno",
    "[github.com/agno-agi/agno\u2192](https://github.com/agno-agi/agno)"
   ],
   "repository_evidence": [
    "# Agno vs Eve: Which Agent Framework to Use?",
    "### Agno",
    "[github.com/agno-agi/agno\u2192](https://github.com/agno-agi/agno)"
   ],
   "stars_evidence": [
    "# Agno vs Eve: Which Agent Framework to Use?",
    "### Agno",
    "GitHub Stars",
    "39.2k"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://tinyagents.dev/vs/agno-vs-eve",
   "project": "Eve",
   "repository": "https://github.com/vercel/eve",
   "stars": "3500",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Agno vs Eve: Which Agent Framework to Use?",
    "### Eve",
    "[github.com/vercel/eve\u2192](https://github.com/vercel/eve)"
   ],
   "repository_evidence": [
    "# Agno vs Eve: Which Agent Framework to Use?",
    "### Eve",
    "[github.com/vercel/eve\u2192](https://github.com/vercel/eve)"
   ],
   "stars_evidence": [
    "# Agno vs Eve: Which Agent Framework to Use?",
    "### Eve",
    "GitHub Stars",
    "3.5k"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://agentswitchboard.dev/agents/openmanus",
   "project": "OpenManus",
   "repository": "https://github.com/FoundationAgents/OpenManus",
   "stars": "57000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Builds general-purpose autonomous agents that plan, browse the web, run code, and use tools \u2014 an open, no-invite-code alternative to Manus from the MetaGPT team. 57k+ GitHub stars, MIT-licensed.",
    "[Visit Agent ](https://github.com/FoundationAgents/OpenManus)",
    "nameOpenManus"
   ],
   "repository_evidence": [
    "Builds general-purpose autonomous agents that plan, browse the web, run code, and use tools \u2014 an open, no-invite-code alternative to Manus from the MetaGPT team. 57k+ GitHub stars, MIT-licensed.",
    "[Visit Agent ](https://github.com/FoundationAgents/OpenManus)",
    "urlhttps://github.com/FoundationAgents/OpenManus"
   ],
   "stars_evidence": [
    "Builds general-purpose autonomous agents that plan, browse the web, run code, and use tools \u2014 an open, no-invite-code alternative to Manus from the MetaGPT team. 57k+ GitHub stars, MIT-licensed."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://baeseokjae.github.io/posts/best-ai-agent-memory-frameworks-2026",
   "project": "Mem0",
   "repository": null,
   "stars": "48000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "AI agents without persistent memory are stateless scripts \u2014 they forget every conversation, repeat themselves, and can\u2019t personalize across sessions.",
    "Mem0 leads on community adoption (~48K GitHub stars), Zep leads on benchmark accuracy (63.8% LongMemEval vs Mem0\u2019s 49.0%), and Letta offers a fundamentally different OS-inspired architecture that lets agents manage their own memory like RAM and disk.",
    "Quick Comparison: Mem0 vs Zep vs Letta at a Glance",
    "| **Mem0** | Vector + Graph + KV | 49.0% | ~48K | Apache 2.0 | Fastest personalization, cross-framework use |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "AI agents without persistent memory are stateless scripts \u2014 they forget every conversation, repeat themselves, and can\u2019t personalize across sessions.",
    "Mem0 leads on community adoption (~48K GitHub stars), Zep leads on benchmark accuracy (63.8% LongMemEval vs Mem0\u2019s 49.0%), and Letta offers a fundamentally different OS-inspired architecture that lets agents manage their own memory like RAM and disk.",
    "Quick Comparison: Mem0 vs Zep vs Letta at a Glance",
    "| **Mem0** | Vector + Graph + KV | 49.0% | ~48K | Apache 2.0 | Fastest personalization, cross-framework use |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://baeseokjae.github.io/posts/best-ai-agent-memory-frameworks-2026",
   "project": "Zep",
   "repository": null,
   "stars": "24000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "AI agents without persistent memory are stateless scripts \u2014 they forget every conversation, repeat themselves, and can\u2019t personalize across sessions.",
    "Mem0 leads on community adoption (~48K GitHub stars), Zep leads on benchmark accuracy (63.8% LongMemEval vs Mem0\u2019s 49.0%), and Letta offers a fundamentally different OS-inspired architecture that lets agents manage their own memory like RAM and disk.",
    "Quick Comparison: Mem0 vs Zep vs Letta at a Glance",
    "| **Zep** | Temporal Knowledge Graph | 63.8% | ~24K | Apache 2.0 | Temporal reasoning, entity tracking |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "AI agents without persistent memory are stateless scripts \u2014 they forget every conversation, repeat themselves, and can\u2019t personalize across sessions.",
    "Mem0 leads on community adoption (~48K GitHub stars), Zep leads on benchmark accuracy (63.8% LongMemEval vs Mem0\u2019s 49.0%), and Letta offers a fundamentally different OS-inspired architecture that lets agents manage their own memory like RAM and disk.",
    "Quick Comparison: Mem0 vs Zep vs Letta at a Glance",
    "| **Zep** | Temporal Knowledge Graph | 63.8% | ~24K | Apache 2.0 | Temporal reasoning, entity tracking |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://baeseokjae.github.io/posts/best-ai-agent-memory-frameworks-2026",
   "project": "Letta",
   "repository": null,
   "stars": "21000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "AI agents without persistent memory are stateless scripts \u2014 they forget every conversation, repeat themselves, and can\u2019t personalize across sessions.",
    "Mem0 leads on community adoption (~48K GitHub stars), Zep leads on benchmark accuracy (63.8% LongMemEval vs Mem0\u2019s 49.0%), and Letta offers a fundamentally different OS-inspired architecture that lets agents manage their own memory like RAM and disk.",
    "Quick Comparison: Mem0 vs Zep vs Letta at a Glance",
    "| **Letta** | OS-inspired tiered (Core/Recall/Archival) | N/A (runtime) | ~21K | Apache 2.0 | Long-running agents, self-managed memory |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "AI agents without persistent memory are stateless scripts \u2014 they forget every conversation, repeat themselves, and can\u2019t personalize across sessions.",
    "Mem0 leads on community adoption (~48K GitHub stars), Zep leads on benchmark accuracy (63.8% LongMemEval vs Mem0\u2019s 49.0%), and Letta offers a fundamentally different OS-inspired architecture that lets agents manage their own memory like RAM and disk.",
    "Quick Comparison: Mem0 vs Zep vs Letta at a Glance",
    "| **Letta** | OS-inspired tiered (Core/Recall/Archival) | N/A (runtime) | ~21K | Apache 2.0 | Long-running agents, self-managed memory |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://baeseokjae.github.io/posts/best-ai-agent-memory-frameworks-2026",
   "project": "Cognee",
   "repository": null,
   "stars": "12000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "AI agents without persistent memory are stateless scripts \u2014 they forget every conversation, repeat themselves, and can\u2019t personalize across sessions.",
    "This guide compares all three in depth \u2014 plus Cognee, LangMem, and Hindsight \u2014 so you can pick the right tool for your use case.",
    "Quick Comparison: Mem0 vs Zep vs Letta at a Glance",
    "| **Cognee** | KG + Vector pipelines | ~N/A | ~12K | Apache 2.0 | Institutional knowledge from raw docs |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "AI agents without persistent memory are stateless scripts \u2014 they forget every conversation, repeat themselves, and can\u2019t personalize across sessions.",
    "This guide compares all three in depth \u2014 plus Cognee, LangMem, and Hindsight \u2014 so you can pick the right tool for your use case.",
    "Quick Comparison: Mem0 vs Zep vs Letta at a Glance",
    "| **Cognee** | KG + Vector pipelines | ~N/A | ~12K | Apache 2.0 | Institutional knowledge from raw docs |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://baeseokjae.github.io/posts/best-ai-agent-memory-frameworks-2026",
   "project": "Hindsight",
   "repository": null,
   "stars": "4000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "AI agents without persistent memory are stateless scripts \u2014 they forget every conversation, repeat themselves, and can\u2019t personalize across sessions.",
    "This guide compares all three in depth \u2014 plus Cognee, LangMem, and Hindsight \u2014 so you can pick the right tool for your use case.",
    "Quick Comparison: Mem0 vs Zep vs Letta at a Glance",
    "| **Hindsight** | Multi-strategy + Reflect | 91.4% | ~4K | MIT | Maximum accuracy, research use cases |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "AI agents without persistent memory are stateless scripts \u2014 they forget every conversation, repeat themselves, and can\u2019t personalize across sessions.",
    "This guide compares all three in depth \u2014 plus Cognee, LangMem, and Hindsight \u2014 so you can pick the right tool for your use case.",
    "Quick Comparison: Mem0 vs Zep vs Letta at a Glance",
    "| **Hindsight** | Multi-strategy + Reflect | 91.4% | ~4K | MIT | Maximum accuracy, research use cases |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/FlorianBruniaux/claude-code-ultimate-guide/blob/main/guide/ecosystem/agentic-tools.md",
   "project": "Codex CLI",
   "repository": "https://github.com/openai/codex",
   "stars": "86200",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Agent Tools: Beyond Claude Code",
    "Comparative guide to terminal coding agents, autonomous coders, multi-agent frameworks, and agent orchestrators. Covers Hermes Agent, Codex CLI, Aider, Devin, SWE-agent, CrewAI, LangGraph, AutoGen, MetaGPT, Symphony, and Paperclip with a decision framework.",
    "### 1.1 Codex CLI (OpenAI)",
    "OpenAI's direct answer to Claude Code."
   ],
   "repository_evidence": [
    "# Agent Tools: Beyond Claude Code",
    "Comparative guide to terminal coding agents, autonomous coders, multi-agent frameworks, and agent orchestrators. Covers Hermes Agent, Codex CLI, Aider, Devin, SWE-agent, CrewAI, LangGraph, AutoGen, MetaGPT, Symphony, and Paperclip with a decision framework.",
    "### 1.1 Codex CLI (OpenAI)",
    "| Attribute | Details |",
    "| **GitHub** | [openai/codex](https://github.com/openai/codex) |"
   ],
   "stars_evidence": [
    "# Agent Tools: Beyond Claude Code",
    "Comparative guide to terminal coding agents, autonomous coders, multi-agent frameworks, and agent orchestrators. Covers Hermes Agent, Codex CLI, Aider, Devin, SWE-agent, CrewAI, LangGraph, AutoGen, MetaGPT, Symphony, and Paperclip with a decision framework.",
    "### 1.1 Codex CLI (OpenAI)",
    "| Attribute | Details |",
    "| **Stars** | 86,200+ (May 2026) |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/FlorianBruniaux/claude-code-ultimate-guide/blob/main/guide/ecosystem/agentic-tools.md",
   "project": "Hermes Agent",
   "repository": "https://github.com/NousResearch/hermes-agent",
   "stars": "170000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Agent Tools: Beyond Claude Code",
    "Comparative guide to terminal coding agents, autonomous coders, multi-agent frameworks, and agent orchestrators. Covers Hermes Agent, Codex CLI, Aider, Devin, SWE-agent, CrewAI, LangGraph, AutoGen, MetaGPT, Symphony, and Paperclip with a decision framework.",
    "### 1.2 Hermes Agent (formerly OpenClaw)",
    "The most starred open-source agent framework as of May 2026."
   ],
   "repository_evidence": [
    "# Agent Tools: Beyond Claude Code",
    "Comparative guide to terminal coding agents, autonomous coders, multi-agent frameworks, and agent orchestrators. Covers Hermes Agent, Codex CLI, Aider, Devin, SWE-agent, CrewAI, LangGraph, AutoGen, MetaGPT, Symphony, and Paperclip with a decision framework.",
    "### 1.2 Hermes Agent (formerly OpenClaw)",
    "| Attribute | Details |",
    "| **GitHub** | [NousResearch/hermes-agent](https://github.com/NousResearch/hermes-agent) |"
   ],
   "stars_evidence": [
    "# Agent Tools: Beyond Claude Code",
    "Comparative guide to terminal coding agents, autonomous coders, multi-agent frameworks, and agent orchestrators. Covers Hermes Agent, Codex CLI, Aider, Devin, SWE-agent, CrewAI, LangGraph, AutoGen, MetaGPT, Symphony, and Paperclip with a decision framework.",
    "### 1.2 Hermes Agent (formerly OpenClaw)",
    "| Attribute | Details |",
    "| **Stars** | 170,000+ (May 2026) |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/FlorianBruniaux/claude-code-ultimate-guide/blob/main/guide/ecosystem/agentic-tools.md",
   "project": "Aider",
   "repository": "https://github.com/Aider-AI/aider",
   "stars": "45400",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Agent Tools: Beyond Claude Code",
    "Comparative guide to terminal coding agents, autonomous coders, multi-agent frameworks, and agent orchestrators. Covers Hermes Agent, Codex CLI, Aider, Devin, SWE-agent, CrewAI, LangGraph, AutoGen, MetaGPT, Symphony, and Paperclip with a decision framework.",
    "### 1.3 Aider",
    "The original terminal AI pair programmer."
   ],
   "repository_evidence": [
    "# Agent Tools: Beyond Claude Code",
    "Comparative guide to terminal coding agents, autonomous coders, multi-agent frameworks, and agent orchestrators. Covers Hermes Agent, Codex CLI, Aider, Devin, SWE-agent, CrewAI, LangGraph, AutoGen, MetaGPT, Symphony, and Paperclip with a decision framework.",
    "### 1.3 Aider",
    "| Attribute | Details |",
    "| **GitHub** | [Aider-AI/aider](https://github.com/Aider-AI/aider) |"
   ],
   "stars_evidence": [
    "# Agent Tools: Beyond Claude Code",
    "Comparative guide to terminal coding agents, autonomous coders, multi-agent frameworks, and agent orchestrators. Covers Hermes Agent, Codex CLI, Aider, Devin, SWE-agent, CrewAI, LangGraph, AutoGen, MetaGPT, Symphony, and Paperclip with a decision framework.",
    "### 1.3 Aider",
    "| Attribute | Details |",
    "| **Stars** | 45,400+ (May 2026) |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/FlorianBruniaux/claude-code-ultimate-guide/blob/main/guide/ecosystem/agentic-tools.md",
   "project": "Goose",
   "repository": null,
   "stars": "51819",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Agent Tools: Beyond Claude Code",
    "Comparative guide to terminal coding agents, autonomous coders, multi-agent frameworks, and agent orchestrators. Covers Hermes Agent, Codex CLI, Aider, Devin, SWE-agent, CrewAI, LangGraph, AutoGen, MetaGPT, Symphony, and Paperclip with a decision framework.",
    "### 1.4 Goose (AAIF/Block)",
    "A general-purpose agent, not just a coding tool."
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# Agent Tools: Beyond Claude Code",
    "Comparative guide to terminal coding agents, autonomous coders, multi-agent frameworks, and agent orchestrators. Covers Hermes Agent, Codex CLI, Aider, Devin, SWE-agent, CrewAI, LangGraph, AutoGen, MetaGPT, Symphony, and Paperclip with a decision framework.",
    "### 1.4 Goose (AAIF/Block)",
    "Quick stats: 51,819 stars as of 2026-07-27 (45,900+ in May 2026), Rust (63%) + TypeScript (30%), Apache 2.0, daily active development, 368+ contributors."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/FlorianBruniaux/claude-code-ultimate-guide/blob/main/guide/ecosystem/agentic-tools.md",
   "project": "SWE-agent",
   "repository": "https://github.com/SWE-agent/SWE-agent",
   "stars": "19300",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Agent Tools: Beyond Claude Code",
    "Comparative guide to terminal coding agents, autonomous coders, multi-agent frameworks, and agent orchestrators. Covers Hermes Agent, Codex CLI, Aider, Devin, SWE-agent, CrewAI, LangGraph, AutoGen, MetaGPT, Symphony, and Paperclip with a decision framework.",
    "### 2.2 SWE-agent (Princeton)",
    "An academic agent designed specifically for resolving GitHub issues from an issue description alone."
   ],
   "repository_evidence": [
    "# Agent Tools: Beyond Claude Code",
    "Comparative guide to terminal coding agents, autonomous coders, multi-agent frameworks, and agent orchestrators. Covers Hermes Agent, Codex CLI, Aider, Devin, SWE-agent, CrewAI, LangGraph, AutoGen, MetaGPT, Symphony, and Paperclip with a decision framework.",
    "### 2.2 SWE-agent (Princeton)",
    "| Attribute | Details |",
    "| **GitHub** | [SWE-agent/SWE-agent](https://github.com/SWE-agent/SWE-agent) |"
   ],
   "stars_evidence": [
    "# Agent Tools: Beyond Claude Code",
    "Comparative guide to terminal coding agents, autonomous coders, multi-agent frameworks, and agent orchestrators. Covers Hermes Agent, Codex CLI, Aider, Devin, SWE-agent, CrewAI, LangGraph, AutoGen, MetaGPT, Symphony, and Paperclip with a decision framework.",
    "### 2.2 SWE-agent (Princeton)",
    "| Attribute | Details |",
    "| **Stars** | 19,300+ (May 2026) |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/FlorianBruniaux/claude-code-ultimate-guide/blob/main/guide/ecosystem/agentic-tools.md",
   "project": "OpenHands",
   "repository": "https://github.com/OpenHands/OpenHands",
   "stars": "79900",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Agent Tools: Beyond Claude Code",
    "Comparative guide to terminal coding agents, autonomous coders, multi-agent frameworks, and agent orchestrators. Covers Hermes Agent, Codex CLI, Aider, Devin, SWE-agent, CrewAI, LangGraph, AutoGen, MetaGPT, Symphony, and Paperclip with a decision framework.",
    "### 2.4 OpenHands (All Hands AI)",
    "Open source autonomous coding platform, formerly OpenDevin."
   ],
   "repository_evidence": [
    "# Agent Tools: Beyond Claude Code",
    "Comparative guide to terminal coding agents, autonomous coders, multi-agent frameworks, and agent orchestrators. Covers Hermes Agent, Codex CLI, Aider, Devin, SWE-agent, CrewAI, LangGraph, AutoGen, MetaGPT, Symphony, and Paperclip with a decision framework.",
    "### 2.4 OpenHands (All Hands AI)",
    "| Attribute | Details |",
    "| **GitHub** | [OpenHands/OpenHands](https://github.com/OpenHands/OpenHands) |"
   ],
   "stars_evidence": [
    "# Agent Tools: Beyond Claude Code",
    "Comparative guide to terminal coding agents, autonomous coders, multi-agent frameworks, and agent orchestrators. Covers Hermes Agent, Codex CLI, Aider, Devin, SWE-agent, CrewAI, LangGraph, AutoGen, MetaGPT, Symphony, and Paperclip with a decision framework.",
    "### 2.4 OpenHands (All Hands AI)",
    "| Attribute | Details |",
    "| **Stars** | 79,900+ (July 2026) |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/FlorianBruniaux/claude-code-ultimate-guide/blob/main/guide/ecosystem/agentic-tools.md",
   "project": "CrewAI",
   "repository": "https://github.com/crewAIInc/crewAI",
   "stars": "52300",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Agent Tools: Beyond Claude Code",
    "Comparative guide to terminal coding agents, autonomous coders, multi-agent frameworks, and agent orchestrators. Covers Hermes Agent, Codex CLI, Aider, Devin, SWE-agent, CrewAI, LangGraph, AutoGen, MetaGPT, Symphony, and Paperclip with a decision framework.",
    "### 3.1 CrewAI",
    "Role-based multi-agent orchestration."
   ],
   "repository_evidence": [
    "# Agent Tools: Beyond Claude Code",
    "Comparative guide to terminal coding agents, autonomous coders, multi-agent frameworks, and agent orchestrators. Covers Hermes Agent, Codex CLI, Aider, Devin, SWE-agent, CrewAI, LangGraph, AutoGen, MetaGPT, Symphony, and Paperclip with a decision framework.",
    "### 3.1 CrewAI",
    "| Attribute | Details |",
    "| **GitHub** | [crewAIInc/crewAI](https://github.com/crewAIInc/crewAI) |"
   ],
   "stars_evidence": [
    "# Agent Tools: Beyond Claude Code",
    "Comparative guide to terminal coding agents, autonomous coders, multi-agent frameworks, and agent orchestrators. Covers Hermes Agent, Codex CLI, Aider, Devin, SWE-agent, CrewAI, LangGraph, AutoGen, MetaGPT, Symphony, and Paperclip with a decision framework.",
    "### 3.1 CrewAI",
    "| Attribute | Details |",
    "| **Stars** | 52,300+ (May 2026) |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/FlorianBruniaux/claude-code-ultimate-guide/blob/main/guide/ecosystem/agentic-tools.md",
   "project": "LangGraph",
   "repository": "https://github.com/langchain-ai/langgraph",
   "stars": "33100",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Agent Tools: Beyond Claude Code",
    "Comparative guide to terminal coding agents, autonomous coders, multi-agent frameworks, and agent orchestrators. Covers Hermes Agent, Codex CLI, Aider, Devin, SWE-agent, CrewAI, LangGraph, AutoGen, MetaGPT, Symphony, and Paperclip with a decision framework.",
    "### 3.2 LangGraph",
    "Graph-based agent orchestration from LangChain."
   ],
   "repository_evidence": [
    "# Agent Tools: Beyond Claude Code",
    "Comparative guide to terminal coding agents, autonomous coders, multi-agent frameworks, and agent orchestrators. Covers Hermes Agent, Codex CLI, Aider, Devin, SWE-agent, CrewAI, LangGraph, AutoGen, MetaGPT, Symphony, and Paperclip with a decision framework.",
    "### 3.2 LangGraph",
    "| Attribute | Details |",
    "| **GitHub** | [langchain-ai/langgraph](https://github.com/langchain-ai/langgraph) |"
   ],
   "stars_evidence": [
    "# Agent Tools: Beyond Claude Code",
    "Comparative guide to terminal coding agents, autonomous coders, multi-agent frameworks, and agent orchestrators. Covers Hermes Agent, Codex CLI, Aider, Devin, SWE-agent, CrewAI, LangGraph, AutoGen, MetaGPT, Symphony, and Paperclip with a decision framework.",
    "### 3.2 LangGraph",
    "| Attribute | Details |",
    "| **Stars** | 33,100+ (May 2026) |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/FlorianBruniaux/claude-code-ultimate-guide/blob/main/guide/ecosystem/agentic-tools.md",
   "project": "AutoGen",
   "repository": "https://github.com/microsoft/autogen",
   "stars": "60033",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Agent Tools: Beyond Claude Code",
    "Comparative guide to terminal coding agents, autonomous coders, multi-agent frameworks, and agent orchestrators. Covers Hermes Agent, Codex CLI, Aider, Devin, SWE-agent, CrewAI, LangGraph, AutoGen, MetaGPT, Symphony, and Paperclip with a decision framework.",
    "### 3.3 AutoGen / Microsoft Agent Framework",
    "Microsoft's multi-agent framework, mid-transition from the original AutoGen library (maintenance mode since September 2025) to the Microsoft Agent Framework (MAF), which merges AutoGen and Semantic Kernel into one SDK."
   ],
   "repository_evidence": [
    "# Agent Tools: Beyond Claude Code",
    "Comparative guide to terminal coding agents, autonomous coders, multi-agent frameworks, and agent orchestrators. Covers Hermes Agent, Codex CLI, Aider, Devin, SWE-agent, CrewAI, LangGraph, AutoGen, MetaGPT, Symphony, and Paperclip with a decision framework.",
    "### 3.3 AutoGen / Microsoft Agent Framework",
    "| Attribute | Details (MAF) |",
    "| **Legacy GitHub** | [microsoft/autogen](https://github.com/microsoft/autogen) (60,033 stars as of 2026-07-27, was 58,400, maintenance mode since Sep 2025) |"
   ],
   "stars_evidence": [
    "# Agent Tools: Beyond Claude Code",
    "Comparative guide to terminal coding agents, autonomous coders, multi-agent frameworks, and agent orchestrators. Covers Hermes Agent, Codex CLI, Aider, Devin, SWE-agent, CrewAI, LangGraph, AutoGen, MetaGPT, Symphony, and Paperclip with a decision framework.",
    "### 3.3 AutoGen / Microsoft Agent Framework",
    "| Attribute | Details (MAF) |",
    "| **Legacy GitHub** | [microsoft/autogen](https://github.com/microsoft/autogen) (60,033 stars as of 2026-07-27, was 58,400, maintenance mode since Sep 2025) |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/FlorianBruniaux/claude-code-ultimate-guide/blob/main/guide/ecosystem/agentic-tools.md",
   "project": "Microsoft Agent Framework",
   "repository": "https://github.com/microsoft/agent-framework",
   "stars": "12444",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Agent Tools: Beyond Claude Code",
    "Comparative guide to terminal coding agents, autonomous coders, multi-agent frameworks, and agent orchestrators. Covers Hermes Agent, Codex CLI, Aider, Devin, SWE-agent, CrewAI, LangGraph, AutoGen, MetaGPT, Symphony, and Paperclip with a decision framework.",
    "### 3.3 AutoGen / Microsoft Agent Framework",
    "Microsoft's multi-agent framework, mid-transition from the original AutoGen library (maintenance mode since September 2025) to the Microsoft Agent Framework (MAF), which merges AutoGen and Semantic Kernel into one SDK."
   ],
   "repository_evidence": [
    "# Agent Tools: Beyond Claude Code",
    "Comparative guide to terminal coding agents, autonomous coders, multi-agent frameworks, and agent orchestrators. Covers Hermes Agent, Codex CLI, Aider, Devin, SWE-agent, CrewAI, LangGraph, AutoGen, MetaGPT, Symphony, and Paperclip with a decision framework.",
    "### 3.3 AutoGen / Microsoft Agent Framework",
    "| Attribute | Details (MAF) |",
    "| **GitHub** | [microsoft/agent-framework](https://github.com/microsoft/agent-framework) |"
   ],
   "stars_evidence": [
    "# Agent Tools: Beyond Claude Code",
    "Comparative guide to terminal coding agents, autonomous coders, multi-agent frameworks, and agent orchestrators. Covers Hermes Agent, Codex CLI, Aider, Devin, SWE-agent, CrewAI, LangGraph, AutoGen, MetaGPT, Symphony, and Paperclip with a decision framework.",
    "### 3.3 AutoGen / Microsoft Agent Framework",
    "| Attribute | Details (MAF) |",
    "| **Stars** | 12,444 (MAF, active, verified 2026-07-27; was 10,800+ earlier) |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/FlorianBruniaux/claude-code-ultimate-guide/blob/main/guide/ecosystem/agentic-tools.md",
   "project": "MetaGPT",
   "repository": "https://github.com/FoundationAgents/MetaGPT",
   "stars": "69384",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Agent Tools: Beyond Claude Code",
    "Comparative guide to terminal coding agents, autonomous coders, multi-agent frameworks, and agent orchestrators. Covers Hermes Agent, Codex CLI, Aider, Devin, SWE-agent, CrewAI, LangGraph, AutoGen, MetaGPT, Symphony, and Paperclip with a decision framework.",
    "### 3.5 MetaGPT",
    "The original \"AI software company\" framework: five fixed roles (Product Manager, Architect, Project Manager, Engineer, QA) chained into a pipeline that turns a one-line request into PRDs, diagrams, and code."
   ],
   "repository_evidence": [
    "# Agent Tools: Beyond Claude Code",
    "Comparative guide to terminal coding agents, autonomous coders, multi-agent frameworks, and agent orchestrators. Covers Hermes Agent, Codex CLI, Aider, Devin, SWE-agent, CrewAI, LangGraph, AutoGen, MetaGPT, Symphony, and Paperclip with a decision framework.",
    "### 3.5 MetaGPT",
    "| Attribute | Details |",
    "| **GitHub** | [FoundationAgents/MetaGPT](https://github.com/FoundationAgents/MetaGPT) |"
   ],
   "stars_evidence": [
    "# Agent Tools: Beyond Claude Code",
    "Comparative guide to terminal coding agents, autonomous coders, multi-agent frameworks, and agent orchestrators. Covers Hermes Agent, Codex CLI, Aider, Devin, SWE-agent, CrewAI, LangGraph, AutoGen, MetaGPT, Symphony, and Paperclip with a decision framework.",
    "### 3.5 MetaGPT",
    "| Attribute | Details |",
    "| **Stars** | 69,384 (July 2026) |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/FlorianBruniaux/claude-code-ultimate-guide/blob/main/guide/ecosystem/agentic-tools.md",
   "project": "Conductor",
   "repository": "https://github.com/gemini-cli-extensions/conductor",
   "stars": "3600",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Agent Tools: Beyond Claude Code",
    "Comparative guide to terminal coding agents, autonomous coders, multi-agent frameworks, and agent orchestrators. Covers Hermes Agent, Codex CLI, Aider, Devin, SWE-agent, CrewAI, LangGraph, AutoGen, MetaGPT, Symphony, and Paperclip with a decision framework.",
    "### 4.1 Conductor (Gemini CLI methodology)",
    "A development methodology, not a product."
   ],
   "repository_evidence": [
    "# Agent Tools: Beyond Claude Code",
    "Comparative guide to terminal coding agents, autonomous coders, multi-agent frameworks, and agent orchestrators. Covers Hermes Agent, Codex CLI, Aider, Devin, SWE-agent, CrewAI, LangGraph, AutoGen, MetaGPT, Symphony, and Paperclip with a decision framework.",
    "### 4.1 Conductor (Gemini CLI methodology)",
    "| Attribute | Details |",
    "| **GitHub** | [gemini-cli-extensions/conductor](https://github.com/gemini-cli-extensions/conductor) |"
   ],
   "stars_evidence": [
    "# Agent Tools: Beyond Claude Code",
    "Comparative guide to terminal coding agents, autonomous coders, multi-agent frameworks, and agent orchestrators. Covers Hermes Agent, Codex CLI, Aider, Devin, SWE-agent, CrewAI, LangGraph, AutoGen, MetaGPT, Symphony, and Paperclip with a decision framework.",
    "### 4.1 Conductor (Gemini CLI methodology)",
    "| Attribute | Details |",
    "| **Stars** | 3,600+ (May 2026) |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/FlorianBruniaux/claude-code-ultimate-guide/blob/main/guide/ecosystem/agentic-tools.md",
   "project": "Conductor",
   "repository": "https://github.com/microsoft/conductor",
   "stars": "350",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Agent Tools: Beyond Claude Code",
    "Comparative guide to terminal coding agents, autonomous coders, multi-agent frameworks, and agent orchestrators. Covers Hermes Agent, Codex CLI, Aider, Devin, SWE-agent, CrewAI, LangGraph, AutoGen, MetaGPT, Symphony, and Paperclip with a decision framework.",
    "### 4.2 Conductor (Microsoft CLI)",
    "An entirely separate project from the Gemini one."
   ],
   "repository_evidence": [
    "# Agent Tools: Beyond Claude Code",
    "Comparative guide to terminal coding agents, autonomous coders, multi-agent frameworks, and agent orchestrators. Covers Hermes Agent, Codex CLI, Aider, Devin, SWE-agent, CrewAI, LangGraph, AutoGen, MetaGPT, Symphony, and Paperclip with a decision framework.",
    "### 4.2 Conductor (Microsoft CLI)",
    "| Attribute | Details |",
    "| **GitHub** | [microsoft/conductor](https://github.com/microsoft/conductor) |"
   ],
   "stars_evidence": [
    "# Agent Tools: Beyond Claude Code",
    "Comparative guide to terminal coding agents, autonomous coders, multi-agent frameworks, and agent orchestrators. Covers Hermes Agent, Codex CLI, Aider, Devin, SWE-agent, CrewAI, LangGraph, AutoGen, MetaGPT, Symphony, and Paperclip with a decision framework.",
    "### 4.2 Conductor (Microsoft CLI)",
    "| Attribute | Details |",
    "| **Stars** | 350 (2026-07-27, was 158 in May 2026, brand new at the time) |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/FlorianBruniaux/claude-code-ultimate-guide/blob/main/guide/ecosystem/agentic-tools.md",
   "project": "Hermes Control Room",
   "repository": "https://github.com/shannhk/hermes-agent-control-room",
   "stars": "474",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Agent Tools: Beyond Claude Code",
    "Comparative guide to terminal coding agents, autonomous coders, multi-agent frameworks, and agent orchestrators. Covers Hermes Agent, Codex CLI, Aider, Devin, SWE-agent, CrewAI, LangGraph, AutoGen, MetaGPT, Symphony, and Paperclip with a decision framework.",
    "### 4.3 Hermes Control Room",
    "A community template by Shann (@shannhk, Lisbon) for managing a fleet of Hermes agents on a VPS."
   ],
   "repository_evidence": [
    "# Agent Tools: Beyond Claude Code",
    "Comparative guide to terminal coding agents, autonomous coders, multi-agent frameworks, and agent orchestrators. Covers Hermes Agent, Codex CLI, Aider, Devin, SWE-agent, CrewAI, LangGraph, AutoGen, MetaGPT, Symphony, and Paperclip with a decision framework.",
    "### 4.3 Hermes Control Room",
    "| Attribute | Details |",
    "| **GitHub** | [shannhk/hermes-agent-control-room](https://github.com/shannhk/hermes-agent-control-room) |"
   ],
   "stars_evidence": [
    "# Agent Tools: Beyond Claude Code",
    "Comparative guide to terminal coding agents, autonomous coders, multi-agent frameworks, and agent orchestrators. Covers Hermes Agent, Codex CLI, Aider, Devin, SWE-agent, CrewAI, LangGraph, AutoGen, MetaGPT, Symphony, and Paperclip with a decision framework.",
    "### 4.3 Hermes Control Room",
    "| Attribute | Details |",
    "| **Stars** | 474 (May 2026) |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/FlorianBruniaux/claude-code-ultimate-guide/blob/main/guide/ecosystem/agentic-tools.md",
   "project": "Symphony",
   "repository": "https://github.com/openai/symphony",
   "stars": "25969",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Agent Tools: Beyond Claude Code",
    "Comparative guide to terminal coding agents, autonomous coders, multi-agent frameworks, and agent orchestrators. Covers Hermes Agent, Codex CLI, Aider, Devin, SWE-agent, CrewAI, LangGraph, AutoGen, MetaGPT, Symphony, and Paperclip with a decision framework.",
    "### 4.4 Symphony (OpenAI)",
    "OpenAI's answer to \"what do you build on top of Codex?\""
   ],
   "repository_evidence": [
    "# Agent Tools: Beyond Claude Code",
    "Comparative guide to terminal coding agents, autonomous coders, multi-agent frameworks, and agent orchestrators. Covers Hermes Agent, Codex CLI, Aider, Devin, SWE-agent, CrewAI, LangGraph, AutoGen, MetaGPT, Symphony, and Paperclip with a decision framework.",
    "### 4.4 Symphony (OpenAI)",
    "| Attribute | Details |",
    "| **GitHub** | [openai/symphony](https://github.com/openai/symphony) |"
   ],
   "stars_evidence": [
    "# Agent Tools: Beyond Claude Code",
    "Comparative guide to terminal coding agents, autonomous coders, multi-agent frameworks, and agent orchestrators. Covers Hermes Agent, Codex CLI, Aider, Devin, SWE-agent, CrewAI, LangGraph, AutoGen, MetaGPT, Symphony, and Paperclip with a decision framework.",
    "### 4.4 Symphony (OpenAI)",
    "| Attribute | Details |",
    "| **Stars** | 25,969 (July 2026) |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/FlorianBruniaux/claude-code-ultimate-guide/blob/main/guide/ecosystem/agentic-tools.md",
   "project": "Paperclip",
   "repository": "https://github.com/paperclipai/paperclip",
   "stars": "74900",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Agent Tools: Beyond Claude Code",
    "Comparative guide to terminal coding agents, autonomous coders, multi-agent frameworks, and agent orchestrators. Covers Hermes Agent, Codex CLI, Aider, Devin, SWE-agent, CrewAI, LangGraph, AutoGen, MetaGPT, Symphony, and Paperclip with a decision framework.",
    "### 4.5 Paperclip",
    "An org chart for agents."
   ],
   "repository_evidence": [
    "# Agent Tools: Beyond Claude Code",
    "Comparative guide to terminal coding agents, autonomous coders, multi-agent frameworks, and agent orchestrators. Covers Hermes Agent, Codex CLI, Aider, Devin, SWE-agent, CrewAI, LangGraph, AutoGen, MetaGPT, Symphony, and Paperclip with a decision framework.",
    "### 4.5 Paperclip",
    "| Attribute | Details |",
    "| **GitHub** | [paperclipai/paperclip](https://github.com/paperclipai/paperclip) |"
   ],
   "stars_evidence": [
    "# Agent Tools: Beyond Claude Code",
    "Comparative guide to terminal coding agents, autonomous coders, multi-agent frameworks, and agent orchestrators. Covers Hermes Agent, Codex CLI, Aider, Devin, SWE-agent, CrewAI, LangGraph, AutoGen, MetaGPT, Symphony, and Paperclip with a decision framework.",
    "### 4.5 Paperclip",
    "| Attribute | Details |",
    "| **Stars** | 74,900 (2026-07-27), 13,956 forks |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/FlorianBruniaux/claude-code-ultimate-guide/blob/main/guide/ecosystem/agentic-tools.md",
   "project": "CLI Agent Orchestrator",
   "repository": "https://github.com/awslabs/cli-agent-orchestrator",
   "stars": "954",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Agent Tools: Beyond Claude Code",
    "Comparative guide to terminal coding agents, autonomous coders, multi-agent frameworks, and agent orchestrators. Covers Hermes Agent, Codex CLI, Aider, Devin, SWE-agent, CrewAI, LangGraph, AutoGen, MetaGPT, Symphony, and Paperclip with a decision framework.",
    "### 4.6 CLI Agent Orchestrator (CAO, AWS Labs)",
    "A supervisor agent that delegates to worker agents, each one a real CLI process in its own tmux session, coordinated over MCP."
   ],
   "repository_evidence": [
    "# Agent Tools: Beyond Claude Code",
    "Comparative guide to terminal coding agents, autonomous coders, multi-agent frameworks, and agent orchestrators. Covers Hermes Agent, Codex CLI, Aider, Devin, SWE-agent, CrewAI, LangGraph, AutoGen, MetaGPT, Symphony, and Paperclip with a decision framework.",
    "### 4.6 CLI Agent Orchestrator (CAO, AWS Labs)",
    "| Attribute | Details |",
    "| **GitHub** | [awslabs/cli-agent-orchestrator](https://github.com/awslabs/cli-agent-orchestrator) |"
   ],
   "stars_evidence": [
    "# Agent Tools: Beyond Claude Code",
    "Comparative guide to terminal coding agents, autonomous coders, multi-agent frameworks, and agent orchestrators. Covers Hermes Agent, Codex CLI, Aider, Devin, SWE-agent, CrewAI, LangGraph, AutoGen, MetaGPT, Symphony, and Paperclip with a decision framework.",
    "### 4.6 CLI Agent Orchestrator (CAO, AWS Labs)",
    "| Attribute | Details |",
    "| **Stars** | 954 (2026-07-27), 184 forks, 73 open issues (was 893 / 172 / 71 in July 2026) |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://hvtracker.net/agents/surfsense",
   "project": "SurfSense",
   "repository": "https://github.com/MODSetter/SurfSense",
   "stars": "15900",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# SurfSense",
    "Open-source NotebookLM alternative. Research the open web with live data(Reddit, YT, IG, TikTok, Indeed, Google Search,"
   ],
   "repository_evidence": [
    "[GitHub \u2192](https://github.com/MODSetter/SurfSense)"
   ],
   "stars_evidence": [
    "## Activity & Reach",
    "Stars",
    "15.9k"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://alwrity.com/post/top-github-ai-agent-projects-you-need-to-know-about",
   "project": "AutoGPT",
   "repository": "https://github.com/Significant-Gravitas/Auto-GPT",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Top GitHub AI Agent Projects You Need to Know About \ud83e\udd16",
    "### 1. AutoGPT: The Rebel with a Cause (and a To-Do List)",
    "Imagine giving an AI a goal and watching it figure out the rest \u2013 that's AutoGPT in a nutshell."
   ],
   "repository_evidence": [
    "# Top GitHub AI Agent Projects You Need to Know About \ud83e\udd16",
    "**GitHub:**[https://github.com/Significant-Gravitas/Auto-GPT](https://github.com/Significant-Gravitas/Auto-GPT)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://alwrity.com/post/top-github-ai-agent-projects-you-need-to-know-about",
   "project": "AgentGPT",
   "repository": "https://github.com/reworkd/AgentGPT",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Top GitHub AI Agent Projects You Need to Know About \ud83e\udd16",
    "### 2. AgentGPT: Your Personal AI Assistant on Steroids",
    "Well, AgentGPT is like their super-intelligent, hyper-capable cousin."
   ],
   "repository_evidence": [
    "# Top GitHub AI Agent Projects You Need to Know About \ud83e\udd16",
    "**GitHub:**[https://github.com/reworkd/AgentGPT](https://github.com/reworkd/AgentGPT)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://alwrity.com/post/top-github-ai-agent-projects-you-need-to-know-about",
   "project": "BabyAGI",
   "repository": "https://github.com/yoheinakajima/babyagi",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Top GitHub AI Agent Projects You Need to Know About \ud83e\udd16",
    "### 3. BabyAGI: Nurturing the Next Generation of AI Agents",
    "This project focuses on developing AI agents that can learn and adapt like humans, using a technique called \"task decomposition.\""
   ],
   "repository_evidence": [
    "# Top GitHub AI Agent Projects You Need to Know About \ud83e\udd16",
    "**GitHub:**[https://github.com/yoheinakajima/babyagi](https://github.com/yoheinakajima/babyagi)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://alwrity.com/post/top-github-ai-agent-projects-you-need-to-know-about",
   "project": "Microsoft JARVIS",
   "repository": "https://github.com/microsoft/JARVIS",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Top GitHub AI Agent Projects You Need to Know About \ud83e\udd16",
    "### 4. Microsoft JARVIS: Assembling the Avengers of AI Agents",
    "Inspired by the iconic AI assistant from the Iron Man universe, Microsoft JARVIS aims to create a unified framework for building and deploying powerful AI agents."
   ],
   "repository_evidence": [
    "# Top GitHub AI Agent Projects You Need to Know About \ud83e\udd16",
    "**GitHub:**[https://github.com/microsoft/JARVIS](https://github.com/microsoft/JARVIS)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://alwrity.com/post/top-github-ai-agent-projects-you-need-to-know-about",
   "project": "LangChain",
   "repository": "https://github.com/hwchase17/langchain",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Top GitHub AI Agent Projects You Need to Know About \ud83e\udd16",
    "### 5. LangChain: Bridging the Gap Between Language and Action",
    "This innovative project provides a framework for building applications powered by large language models (LLMs), enabling them to interact with the world in meaningful ways."
   ],
   "repository_evidence": [
    "# Top GitHub AI Agent Projects You Need to Know About \ud83e\udd16",
    "**GitHub:**[https://github.com/hwchase17/langchain](https://github.com/hwchase17/langchain)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://alwrity.com/post/top-github-ai-agent-projects-you-need-to-know-about",
   "project": "CrewAI",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## FAQs: Your Burning AI Agent Questions Answered \ud83d\udd25",
    "**2. What is the framework for orchestrating role-playing autonomous AI agents?**",
    "One promising framework for orchestrating role-playing AI agents is **CrewAI**."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://alwrity.com/post/top-github-ai-agent-projects-you-need-to-know-about",
   "project": "Stable Diffusion",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## FAQs: Your Burning AI Agent Questions Answered \ud83d\udd25",
    "**3. What is generative AI GitHub?**",
    "- **Stable Diffusion:** A popular open-source text-to-image generation model."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://alwrity.com/post/top-github-ai-agent-projects-you-need-to-know-about",
   "project": "DALL-E 2",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## FAQs: Your Burning AI Agent Questions Answered \ud83d\udd25",
    "**3. What is generative AI GitHub?**",
    "- **DALL-E 2:** OpenAI's impressive image generation model."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://alwrity.com/post/top-github-ai-agent-projects-you-need-to-know-about",
   "project": "GitHub Copilot",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## FAQs: Your Burning AI Agent Questions Answered \ud83d\udd25",
    "**3. What is generative AI GitHub?**",
    "- **GitHub Copilot:** An AI-powered code completion tool that can generate code snippets based on your prompts."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "http://nerq.ai/compare/ag2ai-fastagency-vs-agents-medium-benchmark",
   "project": "fastagency",
   "repository": null,
   "stars": "528",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# fastagency vs agents_medium_benchmark_2 \u2014 Trust Score Comparison",
    "fastagency scores 60.2/100 (C+) while agents_medium_benchmark_2 scores 54.4/100 (D) on the Nerq Trust Score."
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# fastagency vs agents_medium_benchmark_2 \u2014 Trust Score Comparison",
    "fastagency is a agent_platform tool with 528 stars."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "http://nerq.ai/compare/ag2ai-fastagency-vs-agents-medium-benchmark",
   "project": "agents_medium_benchmark_2",
   "repository": null,
   "stars": "11",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# fastagency vs agents_medium_benchmark_2 \u2014 Trust Score Comparison",
    "fastagency scores 60.2/100 (C+) while agents_medium_benchmark_2 scores 54.4/100 (D) on the Nerq Trust Score."
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# fastagency vs agents_medium_benchmark_2 \u2014 Trust Score Comparison",
    "agents_medium_benchmark_2 is a other tool with 11 stars."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://andrew.ooo/answers/langgraph-vs-llamaindex-vs-haystack-april-2026",
   "project": "LangGraph",
   "repository": null,
   "stars": "22k",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Quick Answer",
    "# LangGraph vs LlamaIndex vs Haystack (April 2026): Which RAG Framework Wins?",
    "| Dimension | LangGraph | LlamaIndex Workflows | Haystack 2.x |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "Quick Answer",
    "# LangGraph vs LlamaIndex vs Haystack (April 2026): Which RAG Framework Wins?",
    "| Dimension | LangGraph | LlamaIndex Workflows | Haystack 2.x |",
    "| **GitHub stars (Apr 2026)** | ~22k | ~38k | ~17k |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://andrew.ooo/answers/langgraph-vs-llamaindex-vs-haystack-april-2026",
   "project": "LlamaIndex Workflows",
   "repository": null,
   "stars": "38k",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Quick Answer",
    "# LangGraph vs LlamaIndex vs Haystack (April 2026): Which RAG Framework Wins?",
    "| Dimension | LangGraph | LlamaIndex Workflows | Haystack 2.x |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "Quick Answer",
    "# LangGraph vs LlamaIndex vs Haystack (April 2026): Which RAG Framework Wins?",
    "| Dimension | LangGraph | LlamaIndex Workflows | Haystack 2.x |",
    "| **GitHub stars (Apr 2026)** | ~22k | ~38k | ~17k |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://andrew.ooo/answers/langgraph-vs-llamaindex-vs-haystack-april-2026",
   "project": "Haystack 2.x",
   "repository": null,
   "stars": "17k",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Quick Answer",
    "# LangGraph vs LlamaIndex vs Haystack (April 2026): Which RAG Framework Wins?",
    "| Dimension | LangGraph | LlamaIndex Workflows | Haystack 2.x |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "Quick Answer",
    "# LangGraph vs LlamaIndex vs Haystack (April 2026): Which RAG Framework Wins?",
    "| Dimension | LangGraph | LlamaIndex Workflows | Haystack 2.x |",
    "| **GitHub stars (Apr 2026)** | ~22k | ~38k | ~17k |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/letta-ai/letta/blob/main/README.md",
   "project": "Letta Code",
   "repository": "https://github.com/letta-ai/letta-code",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Letta (formerly MemGPT)",
    "- [Letta Code](https://docs.letta.com/letta-code): run agents locally in your terminal",
    "1. Install the [Letta Code](https://github.com/letta-ai/letta-code) CLI tool: `npm install -g @letta-ai/letta-code`"
   ],
   "repository_evidence": [
    "# Letta (formerly MemGPT)",
    "1. Install the [Letta Code](https://github.com/letta-ai/letta-code) CLI tool: `npm install -g @letta-ai/letta-code`"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://computeleap.com/blog/openai-agents-python-tutorial-multi-agent-ai-workflows-2026",
   "project": "openai-agents-python",
   "repository": "https://github.com/openai/openai-agents-python",
   "stars": "22981",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Tutorials14 min read",
    "# openai-agents-python: Build Multi-Agent AI Workflows (2026)",
    "OpenAI's [openai-agents-python](https://github.com/openai/openai-agents-python) crossed 22,981 GitHub stars this week \u2014 gaining 751 in a single day and landing at #2 on GitHub's global trending list."
   ],
   "repository_evidence": [
    "Tutorials14 min read",
    "# openai-agents-python: Build Multi-Agent AI Workflows (2026)",
    "OpenAI's [openai-agents-python](https://github.com/openai/openai-agents-python) crossed 22,981 GitHub stars this week \u2014 gaining 751 in a single day and landing at #2 on GitHub's global trending list."
   ],
   "stars_evidence": [
    "Tutorials14 min read",
    "# openai-agents-python: Build Multi-Agent AI Workflows (2026)",
    "OpenAI's [openai-agents-python](https://github.com/openai/openai-agents-python) crossed 22,981 GitHub stars this week \u2014 gaining 751 in a single day and landing at #2 on GitHub's global trending list."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://computeleap.com/blog/openai-agents-python-tutorial-multi-agent-ai-workflows-2026",
   "project": "Swarm",
   "repository": "https://github.com/openai/swarm",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Tutorials14 min read",
    "# openai-agents-python: Build Multi-Agent AI Workflows (2026)",
    "The library is the official, production-ready successor to OpenAI's experimental [Swarm](https://github.com/openai/swarm) library."
   ],
   "repository_evidence": [
    "Tutorials14 min read",
    "# openai-agents-python: Build Multi-Agent AI Workflows (2026)",
    "The library is the official, production-ready successor to OpenAI's experimental [Swarm](https://github.com/openai/swarm) library."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://baeseokjae.github.io/posts/open-source-ai-coding-agents-2026",
   "project": "Cline",
   "repository": null,
   "stars": "58000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Open-source AI coding agents are no longer a fringe choice.",
    "By early 2026, Cline alone had crossed 58,000 GitHub stars and 5 million installs \u2014 numbers that rival commercial tools like GitHub Copilot in raw community engagement.",
    "Cline, Roo Code, Kilo Code, and Aider are the four agents worth evaluating if you want full model freedom, no vendor lock-in, and a transparent codebase you can audit."
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "Open-source AI coding agents are no longer a fringe choice.",
    "By early 2026, Cline alone had crossed 58,000 GitHub stars and 5 million installs \u2014 numbers that rival commercial tools like GitHub Copilot in raw community engagement.",
    "Cline, Roo Code, Kilo Code, and Aider are the four agents worth evaluating if you want full model freedom, no vendor lock-in, and a transparent codebase you can audit."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://baeseokjae.github.io/posts/open-source-ai-coding-agents-2026",
   "project": "Roo Code",
   "repository": null,
   "stars": "23800",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Open-source AI coding agents are no longer a fringe choice.",
    "Cline, Roo Code, Kilo Code, and Aider are the four agents worth evaluating if you want full model freedom, no vendor lock-in, and a transparent codebase you can audit."
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "Roo Code reached 23,800+ GitHub stars and 1.55 million installs before its shutdown announcement \u2014 numbers that tell you the multi-mode architecture it introduced was solving a real problem."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://baeseokjae.github.io/posts/open-source-ai-coding-agents-2026",
   "project": "Kilo Code",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Open-source AI coding agents are no longer a fringe choice.",
    "Cline, Roo Code, Kilo Code, and Aider are the four agents worth evaluating if you want full model freedom, no vendor lock-in, and a transparent codebase you can audit."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://baeseokjae.github.io/posts/open-source-ai-coding-agents-2026",
   "project": "Aider",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Open-source AI coding agents are no longer a fringe choice.",
    "Cline, Roo Code, Kilo Code, and Aider are the four agents worth evaluating if you want full model freedom, no vendor lock-in, and a transparent codebase you can audit."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://moltbook-ai.com/posts/best-ai-agents-2026",
   "project": "OpenClaw",
   "repository": null,
   "stars": "100000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Best AI Agents in 2026: The Complete Guide to Top 10 AI Agents",
    "This guide ranks and reviews the **10 best AI agents in 2026**, based on capability, reliability, community adoption, and real-world performance.",
    "Quick Comparison Table",
    "| AI Agent | Type | Best For | Pricing | Open Source | Learning Curve |",
    "| **OpenClaw** | Full-stack platform | Agent deployment at scale | Free / Enterprise tiers | Yes (100k+ stars) | Moderate |",
    "### 1. OpenClaw",
    "[OpenClaw](/openclaw) is the fastest-growing open-source project in history, reaching 100,000 GitHub stars in under two months."
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# Best AI Agents in 2026: The Complete Guide to Top 10 AI Agents",
    "This guide ranks and reviews the **10 best AI agents in 2026**, based on capability, reliability, community adoption, and real-world performance.",
    "Quick Comparison Table",
    "| AI Agent | Type | Best For | Pricing | Open Source | Learning Curve |",
    "| **OpenClaw** | Full-stack platform | Agent deployment at scale | Free / Enterprise tiers | Yes (100k+ stars) | Moderate |",
    "### 1. OpenClaw",
    "[OpenClaw](/openclaw) is the fastest-growing open-source project in history, reaching 100,000 GitHub stars in under two months."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://moltbook-ai.com/posts/best-ai-agents-2026",
   "project": "AutoGPT",
   "repository": null,
   "stars": "170000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Best AI Agents in 2026: The Complete Guide to Top 10 AI Agents",
    "This guide ranks and reviews the **10 best AI agents in 2026**, based on capability, reliability, community adoption, and real-world performance.",
    "Quick Comparison Table",
    "| AI Agent | Type | Best For | Pricing | Open Source | Learning Curve |",
    "| **AutoGPT** | Autonomous agent | Long-running autonomous tasks | Free (self-hosted) | Yes (170k+ stars) | Moderate |",
    "### 2. AutoGPT",
    "With **170,000+ GitHub stars**, [AutoGPT](/ai-agents/autogpt) remains the most recognized name in autonomous AI agents."
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# Best AI Agents in 2026: The Complete Guide to Top 10 AI Agents",
    "This guide ranks and reviews the **10 best AI agents in 2026**, based on capability, reliability, community adoption, and real-world performance.",
    "Quick Comparison Table",
    "| AI Agent | Type | Best For | Pricing | Open Source | Learning Curve |",
    "| **AutoGPT** | Autonomous agent | Long-running autonomous tasks | Free (self-hosted) | Yes (170k+ stars) | Moderate |",
    "### 2. AutoGPT",
    "With **170,000+ GitHub stars**, [AutoGPT](/ai-agents/autogpt) remains the most recognized name in autonomous AI agents."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://moltbook-ai.com/posts/best-ai-agents-2026",
   "project": "CrewAI",
   "repository": null,
   "stars": "25000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Best AI Agents in 2026: The Complete Guide to Top 10 AI Agents",
    "This guide ranks and reviews the **10 best AI agents in 2026**, based on capability, reliability, community adoption, and real-world performance.",
    "Quick Comparison Table",
    "| AI Agent | Type | Best For | Pricing | Open Source | Learning Curve |",
    "| **CrewAI** | Multi-agent orchestration | Team-based AI workflows | Free / Enterprise | Yes (25k+ stars) | Easy |",
    "### 4. CrewAI",
    "[CrewAI](/frameworks/crewai) has carved out a dominant position in **multi-agent orchestration**."
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# Best AI Agents in 2026: The Complete Guide to Top 10 AI Agents",
    "This guide ranks and reviews the **10 best AI agents in 2026**, based on capability, reliability, community adoption, and real-world performance.",
    "Quick Comparison Table",
    "| AI Agent | Type | Best For | Pricing | Open Source | Learning Curve |",
    "| **CrewAI** | Multi-agent orchestration | Team-based AI workflows | Free / Enterprise | Yes (25k+ stars) | Easy |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://moltbook-ai.com/posts/best-ai-agents-2026",
   "project": "BabyAGI",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Best AI Agents in 2026: The Complete Guide to Top 10 AI Agents",
    "This guide ranks and reviews the **10 best AI agents in 2026**, based on capability, reliability, community adoption, and real-world performance.",
    "Quick Comparison Table",
    "| AI Agent | Type | Best For | Pricing | Open Source | Learning Curve |",
    "| **BabyAGI** | Task-driven agent | Research & task decomposition | Free (self-hosted) | Yes | Moderate |"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://moltbook-ai.com/posts/best-ai-agents-2026",
   "project": "AgentGPT",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Best AI Agents in 2026: The Complete Guide to Top 10 AI Agents",
    "This guide ranks and reviews the **10 best AI agents in 2026**, based on capability, reliability, community adoption, and real-world performance.",
    "Quick Comparison Table",
    "| AI Agent | Type | Best For | Pricing | Open Source | Learning Curve |",
    "| **AgentGPT** | Browser-based agent | No-code autonomous agents | Free / Pro tiers | Yes | Easy |"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://moltbook-ai.com/posts/best-ai-agents-2026",
   "project": "OpenAI Agents SDK",
   "repository": null,
   "stars": "15000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Best AI Agents in 2026: The Complete Guide to Top 10 AI Agents",
    "This guide ranks and reviews the **10 best AI agents in 2026**, based on capability, reliability, community adoption, and real-world performance.",
    "Quick Comparison Table",
    "| AI Agent | Type | Best For | Pricing | Open Source | Learning Curve |",
    "| **OpenAI Agents SDK** | Developer framework | OpenAI-stack projects | API usage-based | Yes (15k+ stars) | Easy |",
    "### 8. OpenAI Agents SDK",
    "The OpenAI Agents SDK (successor to the experimental Swarm project) is OpenAI's **official framework for building AI agents**."
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# Best AI Agents in 2026: The Complete Guide to Top 10 AI Agents",
    "This guide ranks and reviews the **10 best AI agents in 2026**, based on capability, reliability, community adoption, and real-world performance.",
    "Quick Comparison Table",
    "| AI Agent | Type | Best For | Pricing | Open Source | Learning Curve |",
    "| **OpenAI Agents SDK** | Developer framework | OpenAI-stack projects | API usage-based | Yes (15k+ stars) | Easy |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://moltbook-ai.com/posts/best-ai-agents-2026",
   "project": "Google ADK Agents",
   "repository": null,
   "stars": "20000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Best AI Agents in 2026: The Complete Guide to Top 10 AI Agents",
    "This guide ranks and reviews the **10 best AI agents in 2026**, based on capability, reliability, community adoption, and real-world performance.",
    "Quick Comparison Table",
    "| AI Agent | Type | Best For | Pricing | Open Source | Learning Curve |",
    "| **Google ADK Agents** | Developer framework | Google/Gemini ecosystem | API usage-based | Yes (20k+ stars) | Moderate |",
    "### 10. Google ADK Agents",
    "Google's **Agent Development Kit (ADK)** is a code-first framework for building AI agents, optimized for the Gemini model family but designed to be model-agnostic."
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# Best AI Agents in 2026: The Complete Guide to Top 10 AI Agents",
    "This guide ranks and reviews the **10 best AI agents in 2026**, based on capability, reliability, community adoption, and real-world performance.",
    "Quick Comparison Table",
    "| AI Agent | Type | Best For | Pricing | Open Source | Learning Curve |",
    "| **Google ADK Agents** | Developer framework | Google/Gemini ecosystem | API usage-based | Yes (20k+ stars) | Moderate |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://ai-toolbase.com/en/tools/ufo",
   "project": "UFO",
   "repository": "https://github.com/microsoft/UFO",
   "stars": "9483",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "The UFO repository (microsoft/UFO) focuses on: UFO\u00b3: Weaving the Digital Agent Galaxy.",
    "- Recorded summary for UFO: UFO\u00b3: Weaving the Digital Agent Galaxy"
   ],
   "repository_evidence": [
    "GitHub repository",
    "[https://github.com/microsoft/UFO](https://github.com/microsoft/UFO)"
   ],
   "stars_evidence": [
    "Stars",
    "9,483"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://pypi.org/project/composio-julep/0.3.4",
   "project": "Julep",
   "repository": "https://github.com/SamparkAI/composio_sdk",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "###### Project links",
    "Streamline the integration of Composio within the Julep agentic framework to enhance the interaction capabilities of Julep agents with external applications, significantly extending their operational range and efficiency."
   ],
   "repository_evidence": [
    "###### Project links",
    "- [ Homepage](https://github.com/SamparkAI/composio_sdk)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://walseisarel.medium.com/breaking-free-from-ai-waitlists-how-openmanus-is-changing-the-game-for-developers-5aa79fc5bfbb",
   "project": "OpenManus",
   "repository": "https://github.com/metagpt/openmanus.git",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Breaking Free from AI Waitlists: How OpenManus is Changing the Game for Developers",
    "Enter **OpenManus** \u2014 the open-source alternative that\u2019s giving power back to developers like us."
   ],
   "repository_evidence": [
    "# Breaking Free from AI Waitlists: How OpenManus is Changing the Game for Developers",
    "```",
    " # Create a new Conda environment conda create -n openmanus python=3.12 # Activate the environment conda activate openmanus# Clone the repository git clone https://github.com/metagpt/openmanus.git# Navigate to the OpenManus directory cd openmanus# Install dependencies pip install -r requirements.txt"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/28naem-del/mnemosyne/blob/main/COMPARISON.md",
   "project": "Mem0",
   "repository": null,
   "stars": "41000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Mnemosyne vs. The Competition",
    "Six notable AI memory systems exist today: **Mnemosyne**, **Mem0**, **Zep**, **Cognee**, **LangMem** (LangChain), and **Letta** (formerly MemGPT).",
    "Mem0 (41K GitHub stars) is the most popular AI memory system. Managed platform with LLM-based extraction."
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "Mnemosyne vs. The Competition",
    "Mem0 (41K GitHub stars) is the most popular AI memory system. Managed platform with LLM-based extraction."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://respan.ai/articles/openai-agents-sdk-vs-swarm",
   "project": "Swarm",
   "repository": null,
   "stars": "20000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "OpenAI Agents SDK vs Swarm: Migration Guide",
    "OpenAI shipped Swarm in October 2024 as a deliberately small, deliberately experimental multi-agent framework."
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "OpenAI Agents SDK vs Swarm: Migration Guide",
    "The whole thing was under 1000 lines of Python, the README said \"not for production,\" and it picked up 20k+ stars anyway because the abstractions were genuinely good and the alternative was rolling your own handoff logic on top of Chat Completions."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://respan.ai/articles/openai-agents-sdk-vs-swarm",
   "project": "Agents SDK",
   "repository": null,
   "stars": "26000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "OpenAI Agents SDK vs Swarm: Migration Guide",
    "OpenAI shipped Swarm in October 2024 as a deliberately small, deliberately experimental multi-agent framework."
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "OpenAI Agents SDK vs Swarm: Migration Guide",
    "- **Agents SDK status:** production-ready, actively maintained, v0.17.1 in May 2026. 26k+ stars, 4k forks."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://aifoss.dev/blog/open-source-coding-agents-state-2026",
   "project": "Aider",
   "repository": "https://github.com/aider-ai/aider",
   "stars": "39000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Open-Source Coding Agents 2026: Which One to Run",
    "### Aider",
    "- [Aider GitHub repository](https://github.com/aider-ai/aider) \u2014 Apache 2.0, active weekly releases"
   ],
   "repository_evidence": [
    "Open-Source Coding Agents 2026: Which One to Run",
    "### Aider",
    "- [Aider GitHub repository](https://github.com/aider-ai/aider) \u2014 Apache 2.0, active weekly releases"
   ],
   "stars_evidence": [
    "Open-Source Coding Agents 2026: Which One to Run",
    "### Aider",
    "- **GitHub stars**: ~39K (June 2026)"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://aifoss.dev/blog/open-source-coding-agents-state-2026",
   "project": "Cline",
   "repository": "https://github.com/cline/cline",
   "stars": "61000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Open-Source Coding Agents 2026: Which One to Run",
    "### Cline",
    "- [Cline GitHub repository](https://github.com/cline/cline) \u2014 v3.81, ~61K stars"
   ],
   "repository_evidence": [
    "Open-Source Coding Agents 2026: Which One to Run",
    "### Cline",
    "- [Cline GitHub repository](https://github.com/cline/cline) \u2014 v3.81, ~61K stars"
   ],
   "stars_evidence": [
    "Open-Source Coding Agents 2026: Which One to Run",
    "### Cline",
    "- **GitHub stars**: ~61K (June 2026)"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://aifoss.dev/blog/open-source-coding-agents-state-2026",
   "project": "OpenHands",
   "repository": "https://github.com/All-Hands-AI/OpenHands",
   "stars": "70000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Open-Source Coding Agents 2026: Which One to Run",
    "### OpenHands",
    "- [OpenHands GitHub repository](https://github.com/All-Hands-AI/OpenHands) \u2014 MIT, ~70K stars"
   ],
   "repository_evidence": [
    "Open-Source Coding Agents 2026: Which One to Run",
    "### OpenHands",
    "- [OpenHands GitHub repository](https://github.com/All-Hands-AI/OpenHands) \u2014 MIT, ~70K stars"
   ],
   "stars_evidence": [
    "Open-Source Coding Agents 2026: Which One to Run",
    "### OpenHands",
    "- **GitHub stars**: ~70K (June 2026)"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://aifoss.dev/blog/open-source-coding-agents-state-2026",
   "project": "mini-SWE-agent",
   "repository": "https://github.com/SWE-agent/mini-swe-agent",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Open-Source Coding Agents 2026: Which One to Run",
    "### SWE-agent and mini-SWE-agent",
    "- [mini-SWE-agent GitHub repository](https://github.com/SWE-agent/mini-swe-agent) \u2014 >74% SWE-bench Verified"
   ],
   "repository_evidence": [
    "Open-Source Coding Agents 2026: Which One to Run",
    "### SWE-agent and mini-SWE-agent",
    "- [mini-SWE-agent GitHub repository](https://github.com/SWE-agent/mini-swe-agent) \u2014 >74% SWE-bench Verified"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://aifoss.dev/blog/open-source-coding-agents-state-2026",
   "project": "Plandex",
   "repository": "https://github.com/plandex-ai/plandex",
   "stars": "5000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Open-Source Coding Agents 2026: Which One to Run",
    "### Plandex",
    "- [Plandex GitHub repository](https://github.com/plandex-ai/plandex) \u2014 AGPL-3.0, CLI v2.2.1"
   ],
   "repository_evidence": [
    "Open-Source Coding Agents 2026: Which One to Run",
    "### Plandex",
    "- [Plandex GitHub repository](https://github.com/plandex-ai/plandex) \u2014 AGPL-3.0, CLI v2.2.1"
   ],
   "stars_evidence": [
    "Open-Source Coding Agents 2026: Which One to Run",
    "Comparison matrix",
    "| GitHub stars (June 2026) | ~39K | ~61K | ~70K | part of SWE-agent repo | ~5K | ~57K |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://aifoss.dev/blog/open-source-coding-agents-state-2026",
   "project": "Open Interpreter",
   "repository": "https://github.com/openinterpreter/open-interpreter",
   "stars": "57000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Open-Source Coding Agents 2026: Which One to Run",
    "### Open Interpreter",
    "- [Open Interpreter GitHub repository](https://github.com/openinterpreter/open-interpreter) \u2014 AGPL-3.0, ~57K stars"
   ],
   "repository_evidence": [
    "Open-Source Coding Agents 2026: Which One to Run",
    "### Open Interpreter",
    "- [Open Interpreter GitHub repository](https://github.com/openinterpreter/open-interpreter) \u2014 AGPL-3.0, ~57K stars"
   ],
   "stars_evidence": [
    "Open-Source Coding Agents 2026: Which One to Run",
    "### Open Interpreter",
    "- **GitHub stars**: ~57K (June 2026)"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/projects/github.com%2Fshowlab%2FAwesome-GUI-Agent",
   "project": "LaVague",
   "repository": "https://github.com/lavague-ai/LaVague",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# https://github.com/showlab/Awesome-GUI-Agent",
    "## Projects",
    "+ [LaVague: Large Action Model Framework to Develop AI Web Agents](https://github.com/lavague-ai/LaVague) [![Star](https://img.shields.io/github/stars/lavague-ai/LaVague.svg?style=social&label=Star)](https://github.com/lavague-ai/LaVague) [![Website](https://img.shields.io/badge/Website-9cf)](https://docs.lavague.ai/)"
   ],
   "repository_evidence": [
    "# https://github.com/showlab/Awesome-GUI-Agent",
    "## Projects",
    "+ [LaVague: Large Action Model Framework to Develop AI Web Agents](https://github.com/lavague-ai/LaVague) [![Star](https://img.shields.io/github/stars/lavague-ai/LaVague.svg?style=social&label=Star)](https://github.com/lavague-ai/LaVague) [![Website](https://img.shields.io/badge/Website-9cf)](https://docs.lavague.ai/)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/projects/github.com%2Fshowlab%2FAwesome-GUI-Agent",
   "project": "OpenAdapt",
   "repository": "https://github.com/OpenAdaptAI/OpenAdapt",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# https://github.com/showlab/Awesome-GUI-Agent",
    "## Projects",
    "+ [OpenAdapt: AI-First Process Automation with Large Multimodal Models](https://github.com/OpenAdaptAI/OpenAdapt) [![Star](https://img.shields.io/github/stars/OpenAdaptAI/OpenAdapt.svg?style=social&label=Star)](https://github.com/OpenAdaptAI/OpenAdapt)"
   ],
   "repository_evidence": [
    "# https://github.com/showlab/Awesome-GUI-Agent",
    "## Projects",
    "+ [OpenAdapt: AI-First Process Automation with Large Multimodal Models](https://github.com/OpenAdaptAI/OpenAdapt) [![Star](https://img.shields.io/github/stars/OpenAdaptAI/OpenAdapt.svg?style=social&label=Star)](https://github.com/OpenAdaptAI/OpenAdapt)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/projects/github.com%2Fshowlab%2FAwesome-GUI-Agent",
   "project": "Surfkit",
   "repository": "https://github.com/agentsea/surfkit",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# https://github.com/showlab/Awesome-GUI-Agent",
    "## Projects",
    "+ [Surfkit: A toolkit for building and sharing AI agents that operate on devices](https://github.com/agentsea/surfkit) [![Star](https://img.shields.io/github/stars/agentsea/surfkit.svg?style=social&label=Star)](https://github.com/agentsea/surfkit)"
   ],
   "repository_evidence": [
    "# https://github.com/showlab/Awesome-GUI-Agent",
    "## Projects",
    "+ [Surfkit: A toolkit for building and sharing AI agents that operate on devices](https://github.com/agentsea/surfkit) [![Star](https://img.shields.io/github/stars/agentsea/surfkit.svg?style=social&label=Star)](https://github.com/agentsea/surfkit)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/projects/github.com%2Fshowlab%2FAwesome-GUI-Agent",
   "project": "Open Interpreter",
   "repository": "https://github.com/OpenInterpreter/open-interpreter",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# https://github.com/showlab/Awesome-GUI-Agent",
    "## Projects",
    "+ [Open Interpreter](https://github.com/OpenInterpreter/open-interpreter) [![Star](https://img.shields.io/github/stars/OpenInterpreter/open-interpreter.svg?style=social&label=Star)](https://github.com/OpenInterpreter/open-interpreter) [![Website](https://img.shields.io/badge/Website-9cf)](https://openinterpreter.com/)"
   ],
   "repository_evidence": [
    "# https://github.com/showlab/Awesome-GUI-Agent",
    "## Projects",
    "+ [Open Interpreter](https://github.com/OpenInterpreter/open-interpreter) [![Star](https://img.shields.io/github/stars/OpenInterpreter/open-interpreter.svg?style=social&label=Star)](https://github.com/OpenInterpreter/open-interpreter) [![Website](https://img.shields.io/badge/Website-9cf)](https://openinterpreter.com/)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://awesome.ecosyste.ms/projects/github.com%2Fshowlab%2FAwesome-GUI-Agent",
   "project": "WebMarker",
   "repository": "https://github.com/reidbarber/webmarker",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# https://github.com/showlab/Awesome-GUI-Agent",
    "## Projects",
    "+ [WebMarker: Mark web pages for use with vision-language models](https://github.com/reidbarber/webmarker) [![Star](https://img.shields.io/github/stars/reidbarber/webmarker.svg?style=social&label=Star)](https://github.com/reidbarber/webmarker) [![Website](https://img.shields.io/badge/Website-9cf)](https://www.webmarkerjs.com/)"
   ],
   "repository_evidence": [
    "# https://github.com/showlab/Awesome-GUI-Agent",
    "## Projects",
    "+ [WebMarker: Mark web pages for use with vision-language models](https://github.com/reidbarber/webmarker) [![Star](https://img.shields.io/github/stars/reidbarber/webmarker.svg?style=social&label=Star)](https://github.com/reidbarber/webmarker) [![Website](https://img.shields.io/badge/Website-9cf)](https://www.webmarkerjs.com/)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://pypi.org/project/ai-agent-memory",
   "project": "phidata",
   "repository": "https://github.com/phidatahq/phidata",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "AI Agent Memory AI Agent Directory to Host All AI Agent Memory related AI Agents Services, Community, Reviews and More.",
    "### AI Agent List",
    "## [phidata phidatahq](https://github.com/phidatahq/phidata)"
   ],
   "repository_evidence": [
    "AI Agent Memory AI Agent Directory to Host All AI Agent Memory related AI Agents Services, Community, Reviews and More.",
    "### AI Agent List",
    "## [phidata phidatahq](https://github.com/phidatahq/phidata)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://pypi.org/project/ai-agent-memory",
   "project": "mem0",
   "repository": "https://github.com/mem0ai/mem0",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "AI Agent Memory AI Agent Directory to Host All AI Agent Memory related AI Agents Services, Community, Reviews and More.",
    "### AI Agent List",
    "## [mem0 mem0ai](https://github.com/mem0ai/mem0)"
   ],
   "repository_evidence": [
    "AI Agent Memory AI Agent Directory to Host All AI Agent Memory related AI Agents Services, Community, Reviews and More.",
    "### AI Agent List",
    "## [mem0 mem0ai](https://github.com/mem0ai/mem0)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://pypi.org/project/ai-agent-memory",
   "project": "cognee",
   "repository": "https://github.com/topoteretes/cognee",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "AI Agent Memory AI Agent Directory to Host All AI Agent Memory related AI Agents Services, Community, Reviews and More.",
    "### AI Agent List",
    "## [cognee topoteretes](https://github.com/topoteretes/cognee)"
   ],
   "repository_evidence": [
    "AI Agent Memory AI Agent Directory to Host All AI Agent Memory related AI Agents Services, Community, Reviews and More.",
    "### AI Agent List",
    "## [cognee topoteretes](https://github.com/topoteretes/cognee)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://pypi.org/project/ai-agent-memory",
   "project": "BaseAI",
   "repository": "https://github.com/LangbaseInc/BaseAI",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "AI Agent Memory AI Agent Directory to Host All AI Agent Memory related AI Agents Services, Community, Reviews and More.",
    "### AI Agent List",
    "## [BaseAI LangbaseInc](https://github.com/LangbaseInc/BaseAI)"
   ],
   "repository_evidence": [
    "AI Agent Memory AI Agent Directory to Host All AI Agent Memory related AI Agents Services, Community, Reviews and More.",
    "### AI Agent List",
    "## [BaseAI LangbaseInc](https://github.com/LangbaseInc/BaseAI)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://pypi.org/project/ai-agent-memory",
   "project": "Memory-Cache",
   "repository": "https://github.com/Mozilla-Ocho/Memory-Cache",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "AI Agent Memory AI Agent Directory to Host All AI Agent Memory related AI Agents Services, Community, Reviews and More.",
    "### AI Agent List",
    "## [Memory-Cache Mozilla-Ocho](https://github.com/Mozilla-Ocho/Memory-Cache)"
   ],
   "repository_evidence": [
    "AI Agent Memory AI Agent Directory to Host All AI Agent Memory related AI Agents Services, Community, Reviews and More.",
    "### AI Agent List",
    "## [Memory-Cache Mozilla-Ocho](https://github.com/Mozilla-Ocho/Memory-Cache)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://pypi.org/project/ai-agent-memory",
   "project": "redcache-ai",
   "repository": "https://github.com/chisasaw/redcache-ai",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "AI Agent Memory AI Agent Directory to Host All AI Agent Memory related AI Agents Services, Community, Reviews and More.",
    "### AI Agent List",
    "## [redcache-ai chisasaw](https://github.com/chisasaw/redcache-ai)"
   ],
   "repository_evidence": [
    "AI Agent Memory AI Agent Directory to Host All AI Agent Memory related AI Agents Services, Community, Reviews and More.",
    "### AI Agent List",
    "## [redcache-ai chisasaw](https://github.com/chisasaw/redcache-ai)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://pypi.org/project/ai-agent-memory",
   "project": "Loyal-Elephie",
   "repository": "https://github.com/v2rockets/Loyal-Elephie",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "AI Agent Memory AI Agent Directory to Host All AI Agent Memory related AI Agents Services, Community, Reviews and More.",
    "### AI Agent List",
    "## [Loyal-Elephie v2rockets](https://github.com/v2rockets/Loyal-Elephie)"
   ],
   "repository_evidence": [
    "AI Agent Memory AI Agent Directory to Host All AI Agent Memory related AI Agents Services, Community, Reviews and More.",
    "### AI Agent List",
    "## [Loyal-Elephie v2rockets](https://github.com/v2rockets/Loyal-Elephie)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://pypi.org/project/ai-agent-memory",
   "project": "honcho",
   "repository": "https://github.com/plastic-labs/honcho",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "AI Agent Memory AI Agent Directory to Host All AI Agent Memory related AI Agents Services, Community, Reviews and More.",
    "### AI Agent List",
    "## [honcho plastic-labs](https://github.com/plastic-labs/honcho)"
   ],
   "repository_evidence": [
    "AI Agent Memory AI Agent Directory to Host All AI Agent Memory related AI Agents Services, Community, Reviews and More.",
    "### AI Agent List",
    "## [honcho plastic-labs](https://github.com/plastic-labs/honcho)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://pypi.org/project/ai-agent-memory",
   "project": "gmail-agent",
   "repository": "https://github.com/olivierloverde/gmail-agent",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "AI Agent Memory AI Agent Directory to Host All AI Agent Memory related AI Agents Services, Community, Reviews and More.",
    "### AI Agent List",
    "## [gmail-agent olivierloverde](https://github.com/olivierloverde/gmail-agent)"
   ],
   "repository_evidence": [
    "AI Agent Memory AI Agent Directory to Host All AI Agent Memory related AI Agents Services, Community, Reviews and More.",
    "### AI Agent List",
    "## [gmail-agent olivierloverde](https://github.com/olivierloverde/gmail-agent)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://pypi.org/project/ai-agent-memory",
   "project": "langbase-examples",
   "repository": "https://github.com/LangbaseInc/langbase-examples",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "AI Agent Memory AI Agent Directory to Host All AI Agent Memory related AI Agents Services, Community, Reviews and More.",
    "### AI Agent List",
    "## [langbase-examples LangbaseInc](https://github.com/LangbaseInc/langbase-examples)"
   ],
   "repository_evidence": [
    "AI Agent Memory AI Agent Directory to Host All AI Agent Memory related AI Agents Services, Community, Reviews and More.",
    "### AI Agent List",
    "## [langbase-examples LangbaseInc](https://github.com/LangbaseInc/langbase-examples)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://pypi.org/project/ai-agent-memory",
   "project": "Aetherius_AI_Assistant",
   "repository": "https://github.com/libraryofcelsus/Aetherius_AI_Assistant",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "AI Agent Memory AI Agent Directory to Host All AI Agent Memory related AI Agents Services, Community, Reviews and More.",
    "### AI Agent List",
    "## [Aetherius_AI_Assistant libraryofcelsus](https://github.com/libraryofcelsus/Aetherius_AI_Assistant)"
   ],
   "repository_evidence": [
    "AI Agent Memory AI Agent Directory to Host All AI Agent Memory related AI Agents Services, Community, Reviews and More.",
    "### AI Agent List",
    "## [Aetherius_AI_Assistant libraryofcelsus](https://github.com/libraryofcelsus/Aetherius_AI_Assistant)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://pypi.org/project/ai-agent-memory",
   "project": "memora",
   "repository": "https://github.com/ELZAI/memora",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "AI Agent Memory AI Agent Directory to Host All AI Agent Memory related AI Agents Services, Community, Reviews and More.",
    "### AI Agent List",
    "## [memora ELZAI](https://github.com/ELZAI/memora)"
   ],
   "repository_evidence": [
    "AI Agent Memory AI Agent Directory to Host All AI Agent Memory related AI Agents Services, Community, Reviews and More.",
    "### AI Agent List",
    "## [memora ELZAI](https://github.com/ELZAI/memora)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://pypi.org/project/ai-agent-memory",
   "project": "bosquet",
   "repository": "https://github.com/zmedelis/bosquet",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "AI Agent Memory AI Agent Directory to Host All AI Agent Memory related AI Agents Services, Community, Reviews and More.",
    "### AI Agent List",
    "## [bosquet zmedelis](https://github.com/zmedelis/bosquet)"
   ],
   "repository_evidence": [
    "AI Agent Memory AI Agent Directory to Host All AI Agent Memory related AI Agents Services, Community, Reviews and More.",
    "### AI Agent List",
    "## [bosquet zmedelis](https://github.com/zmedelis/bosquet)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://pypi.org/project/ai-agent-memory",
   "project": "experts",
   "repository": "https://github.com/metaskills/experts",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "AI Agent Memory AI Agent Directory to Host All AI Agent Memory related AI Agents Services, Community, Reviews and More.",
    "### AI Agent List",
    "## [experts metaskills](https://github.com/metaskills/experts)"
   ],
   "repository_evidence": [
    "AI Agent Memory AI Agent Directory to Host All AI Agent Memory related AI Agents Services, Community, Reviews and More.",
    "### AI Agent List",
    "## [experts metaskills](https://github.com/metaskills/experts)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://pypi.org/project/ai-agent-memory",
   "project": "ai",
   "repository": "https://github.com/FatduckAI/ai",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "AI Agent Memory AI Agent Directory to Host All AI Agent Memory related AI Agents Services, Community, Reviews and More.",
    "### AI Agent List",
    "## [ai FatduckAI](https://github.com/FatduckAI/ai)"
   ],
   "repository_evidence": [
    "AI Agent Memory AI Agent Directory to Host All AI Agent Memory related AI Agents Services, Community, Reviews and More.",
    "### AI Agent List",
    "## [ai FatduckAI](https://github.com/FatduckAI/ai)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://pypi.org/project/ai-agent-memory",
   "project": "Aeiva",
   "repository": "https://github.com/chatsci/Aeiva",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "AI Agent Memory AI Agent Directory to Host All AI Agent Memory related AI Agents Services, Community, Reviews and More.",
    "### AI Agent List",
    "## [Aeiva chatsci](https://github.com/chatsci/Aeiva)"
   ],
   "repository_evidence": [
    "AI Agent Memory AI Agent Directory to Host All AI Agent Memory related AI Agents Services, Community, Reviews and More.",
    "### AI Agent List",
    "## [Aeiva chatsci](https://github.com/chatsci/Aeiva)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://pypi.org/project/ai-agent-memory",
   "project": "Mycomind-Daemon-Ollama-Mixture-of-Memory-RAG-Agents",
   "repository": "https://github.com/severian42/Mycomind-Daemon-Ollama-Mixture-of-Memory-RAG-Agents",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "AI Agent Memory AI Agent Directory to Host All AI Agent Memory related AI Agents Services, Community, Reviews and More.",
    "### AI Agent List",
    "## [Mycomind-Daemon-Ollama-Mixture-of-Memory-RAG-Agents severian42](https://github.com/severian42/Mycomind-Daemon-Ollama-Mixture-of-Memory-RAG-Agents)"
   ],
   "repository_evidence": [
    "AI Agent Memory AI Agent Directory to Host All AI Agent Memory related AI Agents Services, Community, Reviews and More.",
    "### AI Agent List",
    "## [Mycomind-Daemon-Ollama-Mixture-of-Memory-RAG-Agents severian42](https://github.com/severian42/Mycomind-Daemon-Ollama-Mixture-of-Memory-RAG-Agents)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://toolradar.com/guides/best-ai-agent-memory-tools",
   "project": "Letta",
   "repository": null,
   "stars": "19K",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Best AI Agent Memory Tools 2026",
    "Persistent, long-term, and contextual memory so your agents remember users, facts, and past interactions across sessions.",
    "[**Letta**](/tools/letta) (formerly MemGPT) is the right choice for developers who want a full stateful agent runtime rather than a memory-only API.",
    "+19K GitHub stars and active research lineage (MemGPT paper) give it strong community and academic credibility"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# Best AI Agent Memory Tools 2026",
    "Persistent, long-term, and contextual memory so your agents remember users, facts, and past interactions across sessions.",
    "+19K GitHub stars and active research lineage (MemGPT paper) give it strong community and academic credibility"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://capy.ai/articles/best-open-source-ai-coding-agents",
   "project": "Aider",
   "repository": null,
   "stars": "41000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Best Open-Source AI Coding Agents in 2026",
    "## CLI agents",
    "### 1. Aider \u2014 The standard-bearer",
    "[Aider](https://aider.chat) (41K+ stars) is one of the earlier open-source AI coding CLIs and has a loyal user base."
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# Best Open-Source AI Coding Agents in 2026",
    "## CLI agents",
    "### 1. Aider \u2014 The standard-bearer",
    "[Aider](https://aider.chat) (41K+ stars) is one of the earlier open-source AI coding CLIs and has a loyal user base."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://capy.ai/articles/best-open-source-ai-coding-agents",
   "project": "Goose",
   "repository": "https://github.com/block/goose",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Best Open-Source AI Coding Agents in 2026",
    "## CLI agents",
    "### 2. Goose \u2014 The autonomous agent",
    "[Goose](https://github.com/block/goose) (Block/Square) is more autonomous than Aider \u2014 it can plan, execute, and iterate on code with less hand-holding."
   ],
   "repository_evidence": [
    "# Best Open-Source AI Coding Agents in 2026",
    "## CLI agents",
    "### 2. Goose \u2014 The autonomous agent",
    "[Goose](https://github.com/block/goose) (Block/Square) is more autonomous than Aider \u2014 it can plan, execute, and iterate on code with less hand-holding."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://capy.ai/articles/best-open-source-ai-coding-agents",
   "project": "OpenCode",
   "repository": "https://github.com/opencode-ai/opencode",
   "stars": "120000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Best Open-Source AI Coding Agents in 2026",
    "## CLI agents",
    "### 3. OpenCode \u2014 The fast-growing terminal agent",
    "[OpenCode](https://github.com/opencode-ai/opencode) is an open-source AI coding agent available as a terminal CLI, desktop app, and IDE extension."
   ],
   "repository_evidence": [
    "# Best Open-Source AI Coding Agents in 2026",
    "## CLI agents",
    "### 3. OpenCode \u2014 The fast-growing terminal agent",
    "[OpenCode](https://github.com/opencode-ai/opencode) is an open-source AI coding agent available as a terminal CLI, desktop app, and IDE extension."
   ],
   "stars_evidence": [
    "# Best Open-Source AI Coding Agents in 2026",
    "## CLI agents",
    "### 3. OpenCode \u2014 The fast-growing terminal agent",
    "With 120K+ GitHub stars and 5M+ monthly developers, it's grown into one of the largest open-source coding agents \u2014 offering a privacy-first approach where no code or context data is stored."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://capy.ai/articles/best-open-source-ai-coding-agents",
   "project": "Forge Code",
   "repository": "https://github.com/antinomyhq/forge",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Best Open-Source AI Coding Agents in 2026",
    "## CLI agents",
    "### 4. Forge Code \u2014 The agentic CLI",
    "[Forge](https://github.com/antinomyhq/forge) is a CLI coding agent with agentic features \u2014 it can browse files, understand context, and make multi-file changes."
   ],
   "repository_evidence": [
    "# Best Open-Source AI Coding Agents in 2026",
    "## CLI agents",
    "### 4. Forge Code \u2014 The agentic CLI",
    "[Forge](https://github.com/antinomyhq/forge) is a CLI coding agent with agentic features \u2014 it can browse files, understand context, and make multi-file changes."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://capy.ai/articles/best-open-source-ai-coding-agents",
   "project": "Roo Code",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Best Open-Source AI Coding Agents in 2026",
    "## IDE extensions",
    "### 5. Roo Code \u2014 Best for VS Code with custom modes",
    "[Roo Code](https://roocode.com) (Cline fork) adds role-based AI modes to VS Code \u2014 Architect, Coder, Debugger, and custom modes you define."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://capy.ai/articles/best-open-source-ai-coding-agents",
   "project": "Kilo Code",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Best Open-Source AI Coding Agents in 2026",
    "## IDE extensions",
    "### 6. Kilo Code \u2014 Largest by usage",
    "[Kilo Code](https://kilo.ai) has 1.5M+ users and supports 500+ models across VS Code, JetBrains, and CLI."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://capy.ai/articles/best-open-source-ai-coding-agents",
   "project": "Continue",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Best Open-Source AI Coding Agents in 2026",
    "## IDE extensions",
    "### 7. Continue \u2014 Best for privacy-focused BYOK",
    "[Continue](https://www.continue.dev) is an open-source AI code assistant for VS Code and JetBrains that emphasizes privacy."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://capy.ai/articles/best-open-source-ai-coding-agents",
   "project": "1Code",
   "repository": "https://github.com/21st-dev/1code",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Best Open-Source AI Coding Agents in 2026",
    "## Desktop / GUI tools",
    "### 8. 1Code \u2014 Best GUI for CLI agents",
    "[1Code](https://github.com/21st-dev/1code) (21st.dev, YC W26) wraps CLI agents like Claude Code and Codex in a desktop UI with parallel worktrees, real-time diffs, and background execution."
   ],
   "repository_evidence": [
    "# Best Open-Source AI Coding Agents in 2026",
    "## Desktop / GUI tools",
    "### 8. 1Code \u2014 Best GUI for CLI agents",
    "[1Code](https://github.com/21st-dev/1code) (21st.dev, YC W26) wraps CLI agents like Claude Code and Codex in a desktop UI with parallel worktrees, real-time diffs, and background execution."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://kernel.sh/ai-library/best-free-agent-browsers-2026",
   "project": "browserbench",
   "repository": "https://github.com/steel-dev/browserbench",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "The best free agent browsers in 2026 \u2014 cloud platforms with free tiers and open-source frameworks \u2014 compared on measured cold-start latency, stealth, framework support, and what each free tier actually includes.",
    "Every latency figure below comes from [browserbench](https://github.com/steel-dev/browserbench), an open-source benchmark tool published by Steel \u2014 one of the vendors compared here \u2014 which runs an identical four-step lifecycle against each provider."
   ],
   "repository_evidence": [
    "The best free agent browsers in 2026 \u2014 cloud platforms with free tiers and open-source frameworks \u2014 compared on measured cold-start latency, stealth, framework support, and what each free tier actually includes.",
    "Every latency figure below comes from [browserbench](https://github.com/steel-dev/browserbench), an open-source benchmark tool published by Steel \u2014 one of the vendors compared here \u2014 which runs an identical four-step lifecycle against each provider."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://kernel.sh/ai-library/best-free-agent-browsers-2026",
   "project": "Browser Use",
   "repository": null,
   "stars": "109000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "The best free agent browsers in 2026 \u2014 cloud platforms with free tiers and open-source frameworks \u2014 compared on measured cold-start latency, stealth, framework support, and what each free tier actually includes.",
    "2. Browser Use: Open-source agent framework, plus a managed browser cloud",
    "Known for.",
    "~109k GitHub stars \u2014 the most-adopted OSS browser-agent framework"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "The best free agent browsers in 2026 \u2014 cloud platforms with free tiers and open-source frameworks \u2014 compared on measured cold-start latency, stealth, framework support, and what each free tier actually includes.",
    "2. Browser Use: Open-source agent framework, plus a managed browser cloud",
    "Known for.",
    "~109k GitHub stars \u2014 the most-adopted OSS browser-agent framework"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://enterprisedna.co/directories/alternatives/auto-gpt",
   "project": "OpenHands",
   "repository": "https://github.com/OpenHands",
   "stars": "75597",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "### OpenHands"
   ],
   "repository_evidence": [
    "![OpenHands logo](https://github.com/OpenHands.png?size=200)"
   ],
   "stars_evidence": [
    "\u2605 75,597 updated 1mo ago"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://enterprisedna.co/directories/alternatives/auto-gpt",
   "project": "babyagi",
   "repository": "https://github.com/yoheinakajima",
   "stars": "22285",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "### babyagi"
   ],
   "repository_evidence": [
    "![babyagi logo](https://github.com/yoheinakajima.png?size=200)"
   ],
   "stars_evidence": [
    "\u2605 22,285 updated 5mo ago"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://enterprisedna.co/directories/alternatives/auto-gpt",
   "project": "OpenAgents",
   "repository": "https://github.com/openagents-org",
   "stars": "3600",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "### OpenAgents"
   ],
   "repository_evidence": [
    "![OpenAgents logo](https://github.com/openagents-org.png?size=200)"
   ],
   "stars_evidence": [
    "\u2605 3,600 updated 1mo ago"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://enterprisedna.co/directories/alternatives/auto-gpt",
   "project": "Agent-LLM",
   "repository": "https://github.com/Josh-XT",
   "stars": "3192",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "### Agent-LLM"
   ],
   "repository_evidence": [
    "![Agent-LLM logo](https://github.com/Josh-XT.png?size=200)"
   ],
   "stars_evidence": [
    "\u2605 3,192 updated 1mo ago"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://enterprisedna.co/directories/alternatives/auto-gpt",
   "project": "Mini Agi",
   "repository": "https://github.com/muellerberndt",
   "stars": "2900",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "### Mini Agi"
   ],
   "repository_evidence": [
    "![Mini Agi logo](https://github.com/muellerberndt.png?size=200)"
   ],
   "stars_evidence": [
    "\u2605 2,900 updated 3y ago"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://enterprisedna.co/directories/alternatives/auto-gpt",
   "project": "BlockAGI",
   "repository": "https://github.com/blockpipe",
   "stars": "320",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "### BlockAGI"
   ],
   "repository_evidence": [
    "![BlockAGI logo](https://github.com/blockpipe.png?size=200)"
   ],
   "stars_evidence": [
    "\u2605 320 updated 2y ago"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://enterprisedna.co/directories/alternatives/auto-gpt",
   "project": "Godmode-GPT",
   "repository": "https://github.com/FOLLGAD",
   "stars": "229",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "### Godmode-GPT"
   ],
   "repository_evidence": [
    "![Godmode-GPT logo](https://github.com/FOLLGAD.png?size=200)"
   ],
   "stars_evidence": [
    "\u2605 229 updated 1y ago"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://arxiv.org/html/2601.15876v1",
   "project": "EvoCUA",
   "repository": "https://github.com/meituan/EvoCUA",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# EvoCUA: Evolving Computer Use Agents via Learning from Scalable Synthetic Experience"
   ],
   "repository_evidence": [
    "# EvoCUA: Evolving Computer Use Agents via Learning from Scalable Synthetic Experience"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://trendingbots.ai/agents/julep",
   "project": "Julep",
   "repository": null,
   "stars": "6606",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Julep \u2014 AI Agent Framework: Live Stats & TrendScore",
    "Julep stands out from other AI workflow platforms due to its unique approach to persistent memory and modular workflows."
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# Julep \u2014 AI Agent Framework: Live Stats & TrendScore",
    "- GitHub Stars: 6,606"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://forum.cloudron.io/topic/13494/openmanus/2",
   "project": "OpenManus",
   "repository": "https://github.com/mannaandpoem/OpenManus",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "OpenManus\n\n- wrote on\n\n[![](https://github.com/mannaandpoem/OpenManus/raw/main/assets/logo.jpg)](https://github.com/mannaandpoem/OpenManus/blob/main/assets/logo.jpg)\n\n[![GitHub stars](https://camo.githubusercontent.com/f8914c5eb0aebcfe318fd5b7972dbc13d7a4fec7725aa35f5416ff7d9e473901/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f6d616e6e61616e64706f656d2f4f70656e4d616e75733f7374796c653d736f6369616c)](https://github.com/mannaandpoem/OpenManus/stargazers)[![License: MIT](https://camo.githubusercontent.com/6cd0120cc4c5ac11d28b2c60f76033b52db98dac641de3b2644bb054b449d60c/68747470733a2f2f696d672e736869656c64732e696f2f62616467652f4c6963656e73652d4d49542d79656c6c6f772e737667)](https://opensource.org/licenses/MIT)[![Discord Follow](https://camo.githubusercontent.com/d016b445b8b73609e6357b96197fda0c36aed31be020640652c0bdc8490ee26b/68747470733a2f2f646362616467652e76657263656c2e6170702f6170692f7365727665722f44596e323977466b397a3f7374796c653d666c6174)](https://discord.gg/DYn29wFk9z)\n\n# ![\ud83d\udc4b](https://forum.cloudron.io/assets/plugins/nodebb-plugin-emoji/emoji/android/1f44b.png?v=11345d81604) OpenManus\n\nManus is incredible, but OpenManus can achieve any idea without an *Invite Code*![\ud83d\udeeb](https://forum.cloudron.io/assets/plugins/nodebb-plugin-emoji/emoji/android/1f6eb.png?v=11345d81604)!"
   ],
   "repository_evidence": [
    "1. Clone the repository:\n\n```shell\n git clone https://github.com/mannaandpoem/OpenManus.git cd OpenManus\n```"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://forum.cloudron.io/topic/13494/openmanus/2",
   "project": "OpenManus-RL",
   "repository": "https://github.com/OpenManus/OpenManus-RL",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "We're also excited to introduce [OpenManus-RL](https://github.com/OpenManus/OpenManus-RL), an open-source project dedicated to reinforcement learning (RL)- based (such as GRPO) tuning methods for LLM agents, developed collaboratively by researchers from UIUC and OpenManus."
   ],
   "repository_evidence": [
    "We're also excited to introduce [OpenManus-RL](https://github.com/OpenManus/OpenManus-RL), an open-source project dedicated to reinforcement learning (RL)- based (such as GRPO) tuning methods for LLM agents, developed collaboratively by researchers from UIUC and OpenManus."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://jacar.es/en/qwen-agent-tool-use",
   "project": "Qwen-Agent",
   "repository": "https://github.com/QwenLM/Qwen-Agent",
   "stars": "16800",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Qwen-Agent: tool use with Qwen models",
    "Qwen-Agent is the Qwen team\u2019s official framework for turning their models into tool-using agents: they call functions, run code, query documents and speak MCP.",
    "- **Qwen-Agent** is an open-source Python framework (**Apache-2.0** licence) built by the Qwen team itself; it has over **16,800 stars** on GitHub and is on version **0.0.34**, released on **16 February 2026** alongside Qwen3.5."
   ],
   "repository_evidence": [
    "# Qwen-Agent: tool use with Qwen models",
    "1. [Qwen-Agent on GitHub](https://github.com/QwenLM/Qwen-Agent)",
    "[ View on GitHub ](https://github.com/QwenLM/Qwen-Agent)"
   ],
   "stars_evidence": [
    "# Qwen-Agent: tool use with Qwen models",
    "- **Qwen-Agent** is an open-source Python framework (**Apache-2.0** licence) built by the Qwen team itself; it has over **16,800 stars** on GitHub and is on version **0.0.34**, released on **16 February 2026** alongside Qwen3.5.",
    "The project is free software under the Apache-2.0 licence, holds more than 16,800 stars on GitHub and is on version 0.0.34, released on 16 February 2026, the same day as Qwen3.5."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://libhunt.com/compare-llama_index-vs-langfuse",
   "project": "llama_index",
   "repository": null,
   "stars": "50218",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "| [llama_index](/r/llama_index) | | [langfuse](/r/langfuse) |",
    "SaaSHub - Software Alternatives and Reviews"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "| 50,218 | | 29,360 |",
    "**Stars** - the number of stars that a project has on GitHub. **Growth** - month over month growth in stars.",
    "SaaSHub - Software Alternatives and Reviews"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://libhunt.com/compare-llama_index-vs-langfuse",
   "project": "langfuse",
   "repository": "https://github.com/langfuse/langfuse/",
   "stars": "29360",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "| [llama_index](/r/llama_index) | | [langfuse](/r/langfuse) |",
    "SaaSHub - Software Alternatives and Reviews"
   ],
   "repository_evidence": [
    "I'm Max, co-founder and CTO of Langfuse (YC W23) - we're building open source LLMOps dev tooling (Github: https://github.com/langfuse/langfuse/).",
    "Ask HN: Who is hiring? (February 2025)"
   ],
   "stars_evidence": [
    "| 50,218 | | 29,360 |",
    "**Stars** - the number of stars that a project has on GitHub. **Growth** - month over month growth in stars.",
    "SaaSHub - Software Alternatives and Reviews"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://medium.com/@techlatest.net/emerging-ai-agent-frameworks-developers-should-watch-in-2026-part-2-92d49e75e867",
   "project": "Pydantic AI",
   "repository": "https://github.com/pydantic/pydantic-ai",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Emerging AI Agent Frameworks Developers Should Watch in 2026 (Part 2)",
    "1. Pydantic AI \u2014 Type-Safe Agent Development That Feels Like FastAPI"
   ],
   "repository_evidence": [
    "Emerging AI Agent Frameworks Developers Should Watch in 2026 (Part 2)",
    "1. Pydantic AI \u2014 Type-Safe Agent Development That Feels Like FastAPI",
    "GitHub: [pydantic/pydantic-ai](https://github.com/pydantic/pydantic-ai)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://medium.com/@techlatest.net/emerging-ai-agent-frameworks-developers-should-watch-in-2026-part-2-92d49e75e867",
   "project": "VoltAgent",
   "repository": "https://github.com/VoltAgent/voltagent",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Emerging AI Agent Frameworks Developers Should Watch in 2026 (Part 2)",
    "2. VoltAgent \u2014 The Full-Stack Platform for Building and Operating AI Agents"
   ],
   "repository_evidence": [
    "Emerging AI Agent Frameworks Developers Should Watch in 2026 (Part 2)",
    "2. VoltAgent \u2014 The Full-Stack Platform for Building and Operating AI Agents",
    "GitHub: [VoltAgent/voltagent](https://github.com/VoltAgent/voltagent)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://medium.com/@techlatest.net/emerging-ai-agent-frameworks-developers-should-watch-in-2026-part-2-92d49e75e867",
   "project": "Google ADK",
   "repository": "google/adk-python",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Emerging AI Agent Frameworks Developers Should Watch in 2026 (Part 2)",
    "3. Google ADK \u2014 The Code-First Framework for Building Production-Grade Agents"
   ],
   "repository_evidence": [
    "Emerging AI Agent Frameworks Developers Should Watch in 2026 (Part 2)",
    "3. Google ADK \u2014 The Code-First Framework for Building Production-Grade Agents",
    "GitHub: google/adk-python"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://medium.com/@techlatest.net/emerging-ai-agent-frameworks-developers-should-watch-in-2026-part-2-92d49e75e867",
   "project": "OpenAI Agents SDK",
   "repository": "https://github.com/openai/openai-agents-python",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Emerging AI Agent Frameworks Developers Should Watch in 2026 (Part 2)",
    "4. OpenAI Agents SDK \u2014 Lightweight Multi-Agent Systems Without the Bloat"
   ],
   "repository_evidence": [
    "Emerging AI Agent Frameworks Developers Should Watch in 2026 (Part 2)",
    "4. OpenAI Agents SDK \u2014 Lightweight Multi-Agent Systems Without the Bloat",
    "GitHub: [openai/openai-agents-python](https://github.com/openai/openai-agents-python)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://medium.com/@techlatest.net/emerging-ai-agent-frameworks-developers-should-watch-in-2026-part-2-92d49e75e867",
   "project": "Haystack",
   "repository": "https://github.com/deepset-ai/haystack",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Emerging AI Agent Frameworks Developers Should Watch in 2026 (Part 2)",
    "5. Haystack \u2014 The Framework That Treats Context as a First-Class System"
   ],
   "repository_evidence": [
    "Emerging AI Agent Frameworks Developers Should Watch in 2026 (Part 2)",
    "5. Haystack \u2014 The Framework That Treats Context as a First-Class System",
    "GitHub: [deepset-ai/haystack](https://github.com/deepset-ai/haystack)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://dev.to/jovan_chan_9500711396d4e6/open-source-coding-agents-2026-which-one-to-run-5g14",
   "project": "Aider",
   "repository": null,
   "stars": "39000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Open-Source Coding Agents 2026: Which One to Run",
    "## The six agents covered here",
    "### Aider"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# Open-Source Coding Agents 2026: Which One to Run",
    "## The six agents covered here",
    "### Aider",
    "- **GitHub stars**: ~39K (June 2026)"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://dev.to/jovan_chan_9500711396d4e6/open-source-coding-agents-2026-which-one-to-run-5g14",
   "project": "Cline",
   "repository": null,
   "stars": "61000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Open-Source Coding Agents 2026: Which One to Run",
    "## The six agents covered here",
    "### Cline"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# Open-Source Coding Agents 2026: Which One to Run",
    "## The six agents covered here",
    "### Cline",
    "- **GitHub stars**: ~61K (June 2026)"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://dev.to/jovan_chan_9500711396d4e6/open-source-coding-agents-2026-which-one-to-run-5g14",
   "project": "OpenHands",
   "repository": "https://github.com/All-Hands-AI/OpenHands.git",
   "stars": "70000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Open-Source Coding Agents 2026: Which One to Run",
    "## The six agents covered here",
    "### OpenHands"
   ],
   "repository_evidence": [
    "# Open-Source Coding Agents 2026: Which One to Run",
    "## The six agents covered here",
    "### OpenHands",
    " git clone https://github.com/All-Hands-AI/OpenHands.git cd OpenHands cp config.template.toml config.toml # edit config.toml: add your LLM API key and model name docker compose up # open http://localhost:3000"
   ],
   "stars_evidence": [
    "# Open-Source Coding Agents 2026: Which One to Run",
    "## The six agents covered here",
    "### OpenHands",
    "- **GitHub stars**: ~70K (June 2026)"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://dev.to/jovan_chan_9500711396d4e6/open-source-coding-agents-2026-which-one-to-run-5g14",
   "project": "Plandex",
   "repository": "https://github.com/plandex-ai/plandex",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Open-Source Coding Agents 2026: Which One to Run",
    "## The six agents covered here",
    "### Plandex"
   ],
   "repository_evidence": [
    "# Open-Source Coding Agents 2026: Which One to Run",
    "## The six agents covered here",
    "### Plandex",
    "- **Version**: CLI v2.2.1 (July 2025; check [github.com/plandex-ai/plandex](https://github.com/plandex-ai/plandex) for current)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://toolsify.ai/blog/ai-browser-automation-stack-2026",
   "project": "Vibium",
   "repository": "https://github.com/steel-dev/vibium",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "AI Browser Automation Stack 2026: Vibium vs Skyvern vs Stagehand vs Browser Use vs MCP-B"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://toolsify.ai/blog/ai-browser-automation-stack-2026",
   "project": "Skyvern",
   "repository": "https://github.com/Skyvern-AI/skyvern",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "AI Browser Automation Stack 2026: Vibium vs Skyvern vs Stagehand vs Browser Use vs MCP-B"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://toolsify.ai/blog/ai-browser-automation-stack-2026",
   "project": "Stagehand",
   "repository": "https://github.com/browserbase/stagehand",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "AI Browser Automation Stack 2026: Vibium vs Skyvern vs Stagehand vs Browser Use vs MCP-B"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://toolsify.ai/blog/ai-browser-automation-stack-2026",
   "project": "Browser Use",
   "repository": "https://github.com/browser-use/browser-use",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "AI Browser Automation Stack 2026: Vibium vs Skyvern vs Stagehand vs Browser Use vs MCP-B"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://toolsify.ai/blog/ai-browser-automation-stack-2026",
   "project": "MCP-B",
   "repository": "https://github.com/BrowserMCP/mcp-browser",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "AI Browser Automation Stack 2026: Vibium vs Skyvern vs Stagehand vs Browser Use vs MCP-B"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://agentlocker.ai/agent/babyagi",
   "project": "BabyAGI",
   "repository": "https://github.com/yoheinakajima/babyagi",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## About BabyAGI",
    "[ BabyAGI ](/agent/babyagi)",
    "BabyAGI represents a new approach to autonomous task management, breaking down complex objectives into manageable tasks and continuously learning from execution."
   ],
   "repository_evidence": [
    "[** View detailed pricing on website ](https://github.com/yoheinakajima/babyagi)",
    "API Endpoint:",
    "`https://github.com/yoheinakajima/babyagi`"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/julep-ai/julep",
   "project": "Julep",
   "repository": "https://github.com/julep-ai/julep",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Julep",
    "Julep \u2014 durable, composable AI agents. Flows that crash and resume, retry safely, and explain every step."
   ],
   "repository_evidence": [
    "Julep v1 (the agents API platform) is preserved on the [`v1` branch](https://github.com/julep-ai/julep/tree/v1) and its docs at v1.docs.julep.ai."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/rxyshww/OpenManus-node",
   "project": "OpenManus-node",
   "repository": "https://github.com/rxyshww/OpenManus-node.git",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# OpenManus-node",
    "OpenManus-node is a Node.js and TypeScript recreation of the [mannaandpoem/OpenManus](https://github.com/mannaandpoem/OpenManus) project."
   ],
   "repository_evidence": [
    "# OpenManus-node",
    " git clone https://github.com/rxyshww/OpenManus-node.git cd OpenManus-node"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/rxyshww/OpenManus-node",
   "project": "OpenManus",
   "repository": "https://github.com/mannaandpoem/OpenManus",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# OpenManus-node",
    "OpenManus-node is a Node.js and TypeScript recreation of the [mannaandpoem/OpenManus](https://github.com/mannaandpoem/OpenManus) project."
   ],
   "repository_evidence": [
    "# OpenManus-node",
    "OpenManus-node is a Node.js and TypeScript recreation of the [mannaandpoem/OpenManus](https://github.com/mannaandpoem/OpenManus) project."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://7wdata.be/tool/haystack-deepset",
   "project": "Haystack",
   "repository": "https://github.com/deepset-ai/haystack",
   "stars": "25500",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Haystack by deepset",
    "Haystack is a Python framework for building production-ready AI agents, RAG systems, and multimodal applications."
   ],
   "repository_evidence": [
    "1. [ github.com ](https://github.com/deepset-ai/haystack) \u2014 25.5k GitHub stars, 24.8k stars confirmed; open-source orchestration framework; recent releases and active development",
    "Reporting on this tool draws on these publicly available sources."
   ],
   "stars_evidence": [
    "With 25.5k GitHub stars and adoption across Airbus, Netflix, Apple, and Oxford University Press, Haystack competes in a crowded space alongside LangChain and LlamaIndex.",
    "# Haystack by deepset"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/syntax-syndicate/letta-ai",
   "project": "Letta Code",
   "repository": "https://github.com/letta-ai/letta-code",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Letta (formerly MemGPT)",
    "- [Letta Code](https://docs.letta.com/letta-code): run agents locally in your terminal",
    "1. Install the [Letta Code](https://github.com/letta-ai/letta-code) CLI tool: `npm install -g @letta-ai/letta-code`"
   ],
   "repository_evidence": [
    "# Letta (formerly MemGPT)",
    "1. Install the [Letta Code](https://github.com/letta-ai/letta-code) CLI tool: `npm install -g @letta-ai/letta-code`"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://futureagi.com/blog/best-ai-agent-orchestration-platforms-2026",
   "project": "LangGraph",
   "repository": "https://github.com/langchain-ai/langgraph",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Best AI Agent Orchestration Platforms in 2026: 5 Compared by Who's Writing the Code",
    "| Use case | Best pick | Category | Why (one phrase) | OSS license |",
    "| Code-first agent with explicit control flow | [LangGraph](https://github.com/langchain-ai/langgraph) | Code-first | Stateful nodes and conditional edges in Python or TS | [MIT](https://github.com/langchain-ai/langgraph) |"
   ],
   "repository_evidence": [
    "# Best AI Agent Orchestration Platforms in 2026: 5 Compared by Who's Writing the Code",
    "| Use case | Best pick | Category | Why (one phrase) | OSS license |",
    "| Code-first agent with explicit control flow | [LangGraph](https://github.com/langchain-ai/langgraph) | Code-first | Stateful nodes and conditional edges in Python or TS | [MIT](https://github.com/langchain-ai/langgraph) |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://futureagi.com/blog/best-ai-agent-orchestration-platforms-2026",
   "project": "OpenAI Agents SDK",
   "repository": "https://github.com/openai/openai-agents-python",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Best AI Agent Orchestration Platforms in 2026: 5 Compared by Who's Writing the Code",
    "| Use case | Best pick | Category | Why (one phrase) | OSS license |",
    "| OpenAI-native handoffs with model-driven routing | [OpenAI Agents SDK](https://github.com/openai/openai-agents-python) | Code-first | Successor to Swarm, native function-calling handoffs | [MIT](https://github.com/openai/openai-agents-python) |"
   ],
   "repository_evidence": [
    "# Best AI Agent Orchestration Platforms in 2026: 5 Compared by Who's Writing the Code",
    "| Use case | Best pick | Category | Why (one phrase) | OSS license |",
    "| OpenAI-native handoffs with model-driven routing | [OpenAI Agents SDK](https://github.com/openai/openai-agents-python) | Code-first | Successor to Swarm, native function-calling handoffs | [MIT](https://github.com/openai/openai-agents-python) |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://futureagi.com/blog/best-ai-agent-orchestration-platforms-2026",
   "project": "Temporal",
   "repository": "https://github.com/temporalio/temporal",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Best AI Agent Orchestration Platforms in 2026: 5 Compared by Who's Writing the Code",
    "| Use case | Best pick | Category | Why (one phrase) | OSS license |",
    "| Production durability across process restarts | [Temporal](https://github.com/temporalio/temporal) | Workflow-first | Event-history replay; six-language SDKs | [MIT](https://github.com/temporalio/temporal) |"
   ],
   "repository_evidence": [
    "# Best AI Agent Orchestration Platforms in 2026: 5 Compared by Who's Writing the Code",
    "| Use case | Best pick | Category | Why (one phrase) | OSS license |",
    "| Production durability across process restarts | [Temporal](https://github.com/temporalio/temporal) | Workflow-first | Event-history replay; six-language SDKs | [MIT](https://github.com/temporalio/temporal) |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://futureagi.com/blog/best-ai-agent-orchestration-platforms-2026",
   "project": "CrewAI",
   "repository": "https://github.com/crewAIInc/crewAI",
   "stars": "30K",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Best AI Agent Orchestration Platforms in 2026: 5 Compared by Who's Writing the Code",
    "| Use case | Best pick | Category | Why (one phrase) | OSS license |",
    "| Role-based multi-agent in minutes | [CrewAI](https://github.com/crewAIInc/crewAI) | Config-first | Roles, tasks, sequential or hierarchical process | [MIT](https://github.com/crewAIInc/crewAI) |"
   ],
   "repository_evidence": [
    "# Best AI Agent Orchestration Platforms in 2026: 5 Compared by Who's Writing the Code",
    "| Use case | Best pick | Category | Why (one phrase) | OSS license |",
    "| Role-based multi-agent in minutes | [CrewAI](https://github.com/crewAIInc/crewAI) | Config-first | Roles, tasks, sequential or hierarchical process | [MIT](https://github.com/crewAIInc/crewAI) |"
   ],
   "stars_evidence": [
    "Recent agent orchestration updates",
    "| Date | Event | Why it matters |",
    "| 2025 | [CrewAI crossed 30K GitHub stars](https://github.com/crewAIInc/crewAI) | Role-based multi-agent reached community maturity; verify production fit against your workload before relying on stars. |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://futureagi.com/blog/best-ai-agent-orchestration-platforms-2026",
   "project": "n8n",
   "repository": "https://github.com/n8n-io/n8n",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Best AI Agent Orchestration Platforms in 2026: 5 Compared by Who's Writing the Code",
    "| Use case | Best pick | Category | Why (one phrase) | OSS license |",
    "| Low-code agent inside a business workflow | [n8n](https://github.com/n8n-io/n8n) | Workflow-first | LangChain-style AI nodes plus 500+ integrations | [Sustainable Use License](https://github.com/n8n-io/n8n) |"
   ],
   "repository_evidence": [
    "# Best AI Agent Orchestration Platforms in 2026: 5 Compared by Who's Writing the Code",
    "| Use case | Best pick | Category | Why (one phrase) | OSS license |",
    "| Low-code agent inside a business workflow | [n8n](https://github.com/n8n-io/n8n) | Workflow-first | LangChain-style AI nodes plus 500+ integrations | [Sustainable Use License](https://github.com/n8n-io/n8n) |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://codex.danielvaughan.com/2026/04/15/coding-agent-pipeline-convergence",
   "project": "Open SWE",
   "repository": "https://github.com/langchain-ai/open-swe",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "The Great Convergence: Why Every AI Coding Agent Now Runs the Same Pipeline",
    "Enterprise Evidence: Four Companies, Same Architecture",
    "LangChain\u2019s **Open SWE** framework, released in April 2026, was built by studying internal coding agents at three companies: Stripe (Minions), Ramp (Inspect), and Coinbase (Cloudbot)."
   ],
   "repository_evidence": [
    "The Great Convergence: Why Every AI Coding Agent Now Runs the Same Pipeline",
    "Enterprise Evidence: Four Companies, Same Architecture",
    "Open SWE architecture: pluggable sandbox providers, curated toolsets (~15 tools), subagent delegation via `task` tool, middleware hooks for safety nets. https://github.com/langchain-ai/open-swe"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://codex.danielvaughan.com/2026/04/15/coding-agent-pipeline-convergence",
   "project": "Agent Skills",
   "repository": null,
   "stars": "10000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "The Great Convergence: Why Every AI Coding Agent Now Runs the Same Pipeline",
    "The Discipline Layer: Agent Skills",
    "Addy Osmani\u2019s **Agent Skills** project (10,000+ GitHub stars) represents the next convergence happening *on top of* the shared pipeline."
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "The Great Convergence: Why Every AI Coding Agent Now Runs the Same Pipeline",
    "The Discipline Layer: Agent Skills",
    "Addy Osmani\u2019s **Agent Skills** project (10,000+ GitHub stars) represents the next convergence happening *on top of* the shared pipeline."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://codex.danielvaughan.com/2026/04/15/coding-agent-pipeline-convergence",
   "project": "ruler",
   "repository": null,
   "stars": "2600",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "The Great Convergence: Why Every AI Coding Agent Now Runs the Same Pipeline",
    "Footnotes",
    "16. Cross-agent interoperability tools: ruler (2.6K stars), cc-switch (35.3K stars) for config sync; mimir and CASS for session sharing across agents. \u21a9"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "The Great Convergence: Why Every AI Coding Agent Now Runs the Same Pipeline",
    "Footnotes",
    "16. Cross-agent interoperability tools: ruler (2.6K stars), cc-switch (35.3K stars) for config sync; mimir and CASS for session sharing across agents. \u21a9"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://codex.danielvaughan.com/2026/04/15/coding-agent-pipeline-convergence",
   "project": "cc-switch",
   "repository": null,
   "stars": "35300",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "The Great Convergence: Why Every AI Coding Agent Now Runs the Same Pipeline",
    "Footnotes",
    "16. Cross-agent interoperability tools: ruler (2.6K stars), cc-switch (35.3K stars) for config sync; mimir and CASS for session sharing across agents. \u21a9"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "The Great Convergence: Why Every AI Coding Agent Now Runs the Same Pipeline",
    "Footnotes",
    "16. Cross-agent interoperability tools: ruler (2.6K stars), cc-switch (35.3K stars) for config sync; mimir and CASS for session sharing across agents. \u21a9"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://product.ferryman.app/en/articles/2026-06-29-skyvern",
   "project": "Skyvern",
   "repository": "https://github.com/Skyvern-AI/skyvern",
   "stars": "22000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Skyvern: How Visual Browser Automation Turns Open Source Into an AI RPA Business",
    "Skyvern replaces fragile DOM-based browser scripts with visual AI agents, then turns open source adoption, AGPL licensing, cloud anti-detection infrastructure, and usage-based plans into a commercial browser automation platform."
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "Skyvern: How Visual Browser Automation Turns Open Source Into an AI RPA Business",
    "A browser automation project written by a 22-year-old student in a dorm room has grown into an AI automation platform with 22,000 GitHub stars, 147 releases, and a clear commercialization path."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://interconnectd.com/forum/thread/16/the-best-open-source-ai-agents-you-can-install-today/view_18",
   "project": "CrewAI",
   "repository": "https://github.com/joaomdmoura/crewai",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Core Categories: The Three Buckets",
    "**CrewAI** (role-based), **AutoGen** (conversational), **LangGraph** (stateful)."
   ],
   "repository_evidence": [
    "3. Deep\u2011Dive: The \"Big Four\" of 2026",
    "### CrewAI (The Manager) \u00b7 [GitHub](https://github.com/joaomdmoura/crewai) GITHUB.COM"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://interconnectd.com/forum/thread/16/the-best-open-source-ai-agents-you-can-install-today/view_18",
   "project": "AutoGen",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Core Categories: The Three Buckets",
    "**CrewAI** (role-based), **AutoGen** (conversational), **LangGraph** (stateful)."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://interconnectd.com/forum/thread/16/the-best-open-source-ai-agents-you-can-install-today/view_18",
   "project": "LangGraph",
   "repository": "https://github.com/langchain-ai/langgraph",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Core Categories: The Three Buckets",
    "**CrewAI** (role-based), **AutoGen** (conversational), **LangGraph** (stateful)."
   ],
   "repository_evidence": [
    "3. Deep\u2011Dive: The \"Big Four\" of 2026",
    "### LangGraph (The Architect) \u00b7 [GitHub](https://github.com/langchain-ai/langgraph) GITHUB.COM"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://interconnectd.com/forum/thread/16/the-best-open-source-ai-agents-you-can-install-today/view_18",
   "project": "OpenClaw",
   "repository": "https://github.com/openclawai/openclaw",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Core Categories: The Three Buckets",
    "**OpenClaw** (the \"Moltbot\" successor), **OpenDevin**."
   ],
   "repository_evidence": [
    "3. Deep\u2011Dive: The \"Big Four\" of 2026",
    "### OpenClaw (The Personal Assistant) \u00b7 [GitHub](https://github.com/openclawai/openclaw) GITHUB.COM"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://interconnectd.com/forum/thread/16/the-best-open-source-ai-agents-you-can-install-today/view_18",
   "project": "OpenDevin",
   "repository": "https://github.com/OpenDevin/OpenDevin",
   "stars": "18k+",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Core Categories: The Three Buckets",
    "**OpenClaw** (the \"Moltbot\" successor), **OpenDevin**."
   ],
   "repository_evidence": [
    "Core Categories: The Three Buckets",
    "The [OpenDevin GitHub repo](https://github.com/OpenDevin/OpenDevin) GITHUB.COM has 18k+ stars \u2014 community\u2011vetted."
   ],
   "stars_evidence": [
    "Core Categories: The Three Buckets",
    "The [OpenDevin GitHub repo](https://github.com/OpenDevin/OpenDevin) GITHUB.COM has 18k+ stars \u2014 community\u2011vetted."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://interconnectd.com/forum/thread/16/the-best-open-source-ai-agents-you-can-install-today/view_18",
   "project": "BabyAGI",
   "repository": "https://github.com/yoheinakajima/babyagi",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Core Categories: The Three Buckets",
    "**BabyAGI**, **GPT-Researcher**."
   ],
   "repository_evidence": [
    "Core Categories: The Three Buckets",
    "The original [BabyAGI repository by Yohei Nakajima](https://github.com/yoheinakajima/babyagi) GITHUB.COM is the canonical starting point."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://interconnectd.com/forum/thread/16/the-best-open-source-ai-agents-you-can-install-today/view_18",
   "project": "GPT-Researcher",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Core Categories: The Three Buckets",
    "**BabyAGI**, **GPT-Researcher**."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/blue-duty/stars/blob/main/README.md",
   "project": "Memoh",
   "repository": "https://github.com/memohai/Memoh",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# stars",
    "- [memohai/Memoh](https://github.com/memohai/Memoh) - \u2728 The open-source multi-agent platform. Every agent gets its own computer, desktop, network, and long-term memory. You can bring your own key, or host your coding agent like Claude Code, Codex and so on."
   ],
   "repository_evidence": [
    "# stars",
    "- [memohai/Memoh](https://github.com/memohai/Memoh) - \u2728 The open-source multi-agent platform. Every agent gets its own computer, desktop, network, and long-term memory. You can bring your own key, or host your coding agent like Claude Code, Codex and so on."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/blue-duty/stars/blob/main/README.md",
   "project": "multica",
   "repository": "https://github.com/multica-ai/multica",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# stars",
    "- [multica-ai/multica](https://github.com/multica-ai/multica) - The open-source managed agents platform. Turn coding agents into real teammates \u2014 assign tasks, track progress, compound skills."
   ],
   "repository_evidence": [
    "# stars",
    "- [multica-ai/multica](https://github.com/multica-ai/multica) - The open-source managed agents platform. Turn coding agents into real teammates \u2014 assign tasks, track progress, compound skills."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/blue-duty/stars/blob/main/README.md",
   "project": "agent-sandbox",
   "repository": "https://github.com/kubernetes-sigs/agent-sandbox",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# stars",
    "- [kubernetes-sigs/agent-sandbox](https://github.com/kubernetes-sigs/agent-sandbox) - agent-sandbox enables easy management of isolated, stateful, singleton workloads, ideal for use cases like AI agent runtimes."
   ],
   "repository_evidence": [
    "# stars",
    "- [kubernetes-sigs/agent-sandbox](https://github.com/kubernetes-sigs/agent-sandbox) - agent-sandbox enables easy management of isolated, stateful, singleton workloads, ideal for use cases like AI agent runtimes."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/blue-duty/stars/blob/main/README.md",
   "project": "adk-go",
   "repository": "https://github.com/google/adk-go",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# stars",
    "- [google/adk-go](https://github.com/google/adk-go) - An open-source, code-first Go toolkit for building, evaluating, and deploying sophisticated AI agents with flexibility and control."
   ],
   "repository_evidence": [
    "# stars",
    "- [google/adk-go](https://github.com/google/adk-go) - An open-source, code-first Go toolkit for building, evaluating, and deploying sophisticated AI agents with flexibility and control."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/blue-duty/stars/blob/main/README.md",
   "project": "langchaingo",
   "repository": "https://github.com/tmc/langchaingo",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# stars",
    "- [tmc/langchaingo](https://github.com/tmc/langchaingo) - LangChain for Go, the easiest way to write LLM-based programs in Go"
   ],
   "repository_evidence": [
    "# stars",
    "- [tmc/langchaingo](https://github.com/tmc/langchaingo) - LangChain for Go, the easiest way to write LLM-based programs in Go"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/blue-duty/stars/blob/main/README.md",
   "project": "gollm",
   "repository": "https://github.com/teilomillet/gollm",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# stars",
    "- [teilomillet/gollm](https://github.com/teilomillet/gollm) - Unified Go interface for Language Model (LLM) providers. Simplifies LLM integration with flexible prompt management and common task functions."
   ],
   "repository_evidence": [
    "# stars",
    "- [teilomillet/gollm](https://github.com/teilomillet/gollm) - Unified Go interface for Language Model (LLM) providers. Simplifies LLM integration with flexible prompt management and common task functions."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/blue-duty/stars/blob/main/README.md",
   "project": "Fabric",
   "repository": "https://github.com/danielmiessler/Fabric",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# stars",
    "- [danielmiessler/Fabric](https://github.com/danielmiessler/Fabric) - Fabric is an open-source framework for augmenting humans using AI. It provides a modular system for solving specific problems using a crowdsourced set of AI prompts that can be used anywhere."
   ],
   "repository_evidence": [
    "# stars",
    "- [danielmiessler/Fabric](https://github.com/danielmiessler/Fabric) - Fabric is an open-source framework for augmenting humans using AI. It provides a modular system for solving specific problems using a crowdsourced set of AI prompts that can be used anywhere."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://ubos.tech/mcp/openmanus-2",
   "project": "OpenManus",
   "repository": "https://github.com/mannaandpoem/OpenManus.git",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Manus is incredible, but OpenManus can achieve any ideas without an Invite Code \ud83d\udeeb!"
   ],
   "repository_evidence": [
    "git clone https://github.com/mannaandpoem/OpenManus.git cd OpenManus"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "http://nerq.ai/compare/ag2ai-fastagency-vs-formio-uag",
   "project": "fastagency",
   "repository": null,
   "stars": "528",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# fastagency vs uag \u2014 Trust Score Comparison",
    "Side-by-side trust comparison of fastagency and uag.",
    "fastagency is a agent_platform agent with 528 stars."
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# fastagency vs uag \u2014 Trust Score Comparison",
    "Side-by-side trust comparison of fastagency and uag.",
    "fastagency is a agent_platform agent with 528 stars."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "http://nerq.ai/compare/ag2ai-fastagency-vs-formio-uag",
   "project": "uag",
   "repository": null,
   "stars": "5",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# fastagency vs uag \u2014 Trust Score Comparison",
    "Side-by-side trust comparison of fastagency and uag.",
    "uag is a agent_platform agent with 5 stars."
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# fastagency vs uag \u2014 Trust Score Comparison",
    "Side-by-side trust comparison of fastagency and uag.",
    "uag is a agent_platform agent with 5 stars."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://toolhalla.ai/blog/langchain-vs-llamaindex-vs-haystack-2026",
   "project": "LangChain",
   "repository": null,
   "stars": "105000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "AI Tools",
    "LangChain vs LlamaIndex vs Haystack in 2026: Best RAG Framework?",
    "LangChain is the general-purpose orchestrator with the largest community.",
    "| Dimension | LangChain | LlamaIndex | Haystack |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "AI Tools",
    "LangChain vs LlamaIndex vs Haystack in 2026: Best RAG Framework?",
    "| **GitHub Stars** | ~105K | ~40K | ~22K |",
    "LangChain has 105K+ GitHub stars and 900+ integrations."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://toolhalla.ai/blog/langchain-vs-llamaindex-vs-haystack-2026",
   "project": "LlamaIndex",
   "repository": null,
   "stars": "40000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "AI Tools",
    "LangChain vs LlamaIndex vs Haystack in 2026: Best RAG Framework?",
    "| Dimension | LangChain | LlamaIndex | Haystack |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "AI Tools",
    "LangChain vs LlamaIndex vs Haystack in 2026: Best RAG Framework?",
    "| **GitHub Stars** | ~105K | ~40K | ~22K |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://toolhalla.ai/blog/langchain-vs-llamaindex-vs-haystack-2026",
   "project": "Haystack",
   "repository": null,
   "stars": "22000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "AI Tools",
    "LangChain vs LlamaIndex vs Haystack in 2026: Best RAG Framework?",
    "| Dimension | LangChain | LlamaIndex | Haystack |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "AI Tools",
    "LangChain vs LlamaIndex vs Haystack in 2026: Best RAG Framework?",
    "| **GitHub Stars** | ~105K | ~40K | ~22K |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://myweirdprompts.com/episode/letta-memgpt-ai-memory-agents",
   "project": "Letta",
   "repository": null,
   "stars": "8500",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# #1708: Why Your AI Agent Forgets Everything (And How to Fix It)",
    "Learn how Letta's memory-first architecture solves the AI context bottleneck for long-term agents.",
    "A prime example is Letta, which evolved from the MemGPT research project out of UC Berkeley."
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# #1708: Why Your AI Agent Forgets Everything (And How to Fix It)",
    "Learn how Letta's memory-first architecture solves the AI context bottleneck for long-term agents.",
    "As of right now, Letta's GitHub repository has about eight thousand five hundred stars."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://myweirdprompts.com/episode/letta-memgpt-ai-memory-agents",
   "project": "CrewAI",
   "repository": null,
   "stars": "15000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# #1708: Why Your AI Agent Forgets Everything (And How to Fix It)",
    "Learn how Letta's memory-first architecture solves the AI context bottleneck for long-term agents.",
    "Compare that to CrewAI, which is sitting around fifteen thousand, and LangGraph, which is near twelve thousand."
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# #1708: Why Your AI Agent Forgets Everything (And How to Fix It)",
    "Learn how Letta's memory-first architecture solves the AI context bottleneck for long-term agents.",
    "Compare that to CrewAI, which is sitting around fifteen thousand, and LangGraph, which is near twelve thousand."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://myweirdprompts.com/episode/letta-memgpt-ai-memory-agents",
   "project": "LangGraph",
   "repository": null,
   "stars": "12000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# #1708: Why Your AI Agent Forgets Everything (And How to Fix It)",
    "Learn how Letta's memory-first architecture solves the AI context bottleneck for long-term agents.",
    "Compare that to CrewAI, which is sitting around fifteen thousand, and LangGraph, which is near twelve thousand."
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# #1708: Why Your AI Agent Forgets Everything (And How to Fix It)",
    "Learn how Letta's memory-first architecture solves the AI context bottleneck for long-term agents.",
    "Compare that to CrewAI, which is sitting around fifteen thousand, and LangGraph, which is near twelve thousand."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://heatdrop.ai/repo/strands-agents/sdk-typescript",
   "project": "strands-agents/sdk-typescript",
   "repository": "https://github.com/strands-agents/sdk-typescript",
   "stars": "693",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "strands-agents/sdk-typescript",
    "What is strands-agents/sdk-typescript?Type-safe AI agents for Node.js and browsers, now living in a monorepo."
   ],
   "repository_evidence": [
    "strands-agents/sdk-typescript",
    "Where can I find sdk-typescript?strands-agents/sdk-typescript is on GitHub at https://github.com/strands-agents/sdk-typescript."
   ],
   "stars_evidence": [
    "strands-agents/sdk-typescript",
    "How popular is sdk-typescript?strands-agents/sdk-typescript has 693 stars on GitHub."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://community.opentextcybersecurity.com/topic/show?fid=245&tid=364859",
   "project": "Continue",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "GuardFall Flaw Hits 10 of 11 Popular Open-Source AI Agents",
    "The one that doesn\u2019t is Continue."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://community.opentextcybersecurity.com/topic/show?fid=245&tid=364859",
   "project": "Hermes",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "GuardFall Flaw Hits 10 of 11 Popular Open-Source AI Agents",
    "The rest include Hermes, opencode, Goose, Cline, Roo-Code, Aider, Plandex, Open Interpreter, OpenHands, and SWE-agent, ranked by GitHub star count, roughly 548,000 combined."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://community.opentextcybersecurity.com/topic/show?fid=245&tid=364859",
   "project": "opencode",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "GuardFall Flaw Hits 10 of 11 Popular Open-Source AI Agents",
    "The rest include Hermes, opencode, Goose, Cline, Roo-Code, Aider, Plandex, Open Interpreter, OpenHands, and SWE-agent, ranked by GitHub star count, roughly 548,000 combined."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://community.opentextcybersecurity.com/topic/show?fid=245&tid=364859",
   "project": "Goose",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "GuardFall Flaw Hits 10 of 11 Popular Open-Source AI Agents",
    "The rest include Hermes, opencode, Goose, Cline, Roo-Code, Aider, Plandex, Open Interpreter, OpenHands, and SWE-agent, ranked by GitHub star count, roughly 548,000 combined."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://community.opentextcybersecurity.com/topic/show?fid=245&tid=364859",
   "project": "Cline",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "GuardFall Flaw Hits 10 of 11 Popular Open-Source AI Agents",
    "The rest include Hermes, opencode, Goose, Cline, Roo-Code, Aider, Plandex, Open Interpreter, OpenHands, and SWE-agent, ranked by GitHub star count, roughly 548,000 combined."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://community.opentextcybersecurity.com/topic/show?fid=245&tid=364859",
   "project": "Roo-Code",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "GuardFall Flaw Hits 10 of 11 Popular Open-Source AI Agents",
    "The rest include Hermes, opencode, Goose, Cline, Roo-Code, Aider, Plandex, Open Interpreter, OpenHands, and SWE-agent, ranked by GitHub star count, roughly 548,000 combined."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://community.opentextcybersecurity.com/topic/show?fid=245&tid=364859",
   "project": "Aider",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "GuardFall Flaw Hits 10 of 11 Popular Open-Source AI Agents",
    "The rest include Hermes, opencode, Goose, Cline, Roo-Code, Aider, Plandex, Open Interpreter, OpenHands, and SWE-agent, ranked by GitHub star count, roughly 548,000 combined."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://community.opentextcybersecurity.com/topic/show?fid=245&tid=364859",
   "project": "Plandex",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "GuardFall Flaw Hits 10 of 11 Popular Open-Source AI Agents",
    "The rest include Hermes, opencode, Goose, Cline, Roo-Code, Aider, Plandex, Open Interpreter, OpenHands, and SWE-agent, ranked by GitHub star count, roughly 548,000 combined."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://community.opentextcybersecurity.com/topic/show?fid=245&tid=364859",
   "project": "Open Interpreter",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "GuardFall Flaw Hits 10 of 11 Popular Open-Source AI Agents",
    "The rest include Hermes, opencode, Goose, Cline, Roo-Code, Aider, Plandex, Open Interpreter, OpenHands, and SWE-agent, ranked by GitHub star count, roughly 548,000 combined."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://community.opentextcybersecurity.com/topic/show?fid=245&tid=364859",
   "project": "OpenHands",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "GuardFall Flaw Hits 10 of 11 Popular Open-Source AI Agents",
    "The rest include Hermes, opencode, Goose, Cline, Roo-Code, Aider, Plandex, Open Interpreter, OpenHands, and SWE-agent, ranked by GitHub star count, roughly 548,000 combined."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://community.opentextcybersecurity.com/topic/show?fid=245&tid=364859",
   "project": "SWE-agent",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "GuardFall Flaw Hits 10 of 11 Popular Open-Source AI Agents",
    "The rest include Hermes, opencode, Goose, Cline, Roo-Code, Aider, Plandex, Open Interpreter, OpenHands, and SWE-agent, ranked by GitHub star count, roughly 548,000 combined."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://winbuzzer.com/2025/02/06/hugging-face-takes-on-openais-deep-research-with-open-source-alternative-xcxwbn",
   "project": "OpenDeepResearcher",
   "repository": "https://github.com/mshumer/OpenDeepResearcher",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Hugging Face Takes on OpenAI\u2019s Deep Research with Open-Source Alternative",
    "Independent developers are also building their own AI research agents, with projects from [Jina-AI](http://Jina-AI), *mshumer* with [a project called OpenDeepResearcher](https://github.com/mshumer/OpenDeepResearcher), and Aomni Co-founder & CEO David Zhang (*dzhng*) with [another open source implementation of OpenAI\u2019s new Deep Research agent](https://winbuzzer.com/2024/12/18/openai-opens-o1-model-api-access-improves-realtime-voice-api-and-finetuning-xcxwbn/)."
   ],
   "repository_evidence": [
    "# Hugging Face Takes on OpenAI\u2019s Deep Research with Open-Source Alternative",
    "Independent developers are also building their own AI research agents, with projects from [Jina-AI](http://Jina-AI), *mshumer* with [a project called OpenDeepResearcher](https://github.com/mshumer/OpenDeepResearcher), and Aomni Co-founder & CEO David Zhang (*dzhng*) with [another open source implementation of OpenAI\u2019s new Deep Research agent](https://winbuzzer.com/2024/12/18/openai-opens-o1-model-api-access-improves-realtime-voice-api-and-finetuning-xcxwbn/)."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://volksdroid.app/software/browser-computer-use/ufo",
   "project": "UFO",
   "repository": null,
   "stars": "9.2",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# UFO",
    "UFO\u00b3: Weaving the Digital Agent Galaxy"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "## Key metrics",
    " 9.2k\u2605 GitHub stars"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://pypi.org/project/composio-julep/0.7.16",
   "project": "Composio",
   "repository": "https://github.com/ComposioHQ/composio",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "###### Project links",
    "- [ Homepage](https://github.com/ComposioHQ/composio)",
    "Use Composio to get an array of tools with your Julep workflow."
   ],
   "repository_evidence": [
    "###### Project links",
    "- [ Homepage](https://github.com/ComposioHQ/composio)",
    "Use Composio to get an array of tools with your Julep workflow."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://ubos.tech/mcp/openmanus",
   "project": "OpenManus",
   "repository": "https://github.com/mannaandpoem/OpenManus.git",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# \ud83d\udc4b OpenManus",
    "OpenManus\n\nManus is incredible, but OpenManus can achieve any ideas without an Invite Code \ud83d\udeeb!"
   ],
   "repository_evidence": [
    "# \ud83d\udc4b OpenManus",
    "1. Clone the repository:\n\n```bash\n git clone https://github.com/mannaandpoem/OpenManus.git cd OpenManus\n```"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://agentfilter.com/agents/fastagency",
   "project": "fastagency",
   "repository": "https://github.com/ag2ai/fastagency",
   "stars": "540",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Source[github \u2197](https://github.com/ag2ai/fastagency)",
    "## About"
   ],
   "repository_evidence": [
    "Source[github \u2197](https://github.com/ag2ai/fastagency)",
    "## About"
   ],
   "stars_evidence": [
    "GitHub stars\u2605 540",
    "## About"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://dev.to/ultraduneai/eval-004-ai-agent-frameworks-langgraph-vs-crewai-vs-autogen-vs-smolagents-vs-openai-agents-sdk-190l",
   "project": "AutoGen",
   "repository": null,
   "stars": "55600",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# EVAL #004: AI Agent Frameworks \u2014 LangGraph vs CrewAI vs AutoGen vs Smolagents vs OpenAI Agents SDK",
    "Every week there's a new AI agent framework on Hacker News.",
    "| AutoGen (MSFT) | 55.6K | v0.7.5 | Sep 2025 | Multi-agent conversation | Research, complex multi-agent |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# EVAL #004: AI Agent Frameworks \u2014 LangGraph vs CrewAI vs AutoGen vs Smolagents vs OpenAI Agents SDK",
    "Every week there's a new AI agent framework on Hacker News.",
    "| Framework | GitHub Stars | Latest Version | Last Release | Philosophy | Best For |",
    "| AutoGen (MSFT) | 55.6K | v0.7.5 | Sep 2025 | Multi-agent conversation | Research, complex multi-agent |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://dev.to/ultraduneai/eval-004-ai-agent-frameworks-langgraph-vs-crewai-vs-autogen-vs-smolagents-vs-openai-agents-sdk-190l",
   "project": "CrewAI",
   "repository": null,
   "stars": "46000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# EVAL #004: AI Agent Frameworks \u2014 LangGraph vs CrewAI vs AutoGen vs Smolagents vs OpenAI Agents SDK",
    "Every week there's a new AI agent framework on Hacker News.",
    "| CrewAI | 46K | v1.10.1 | Mar 2026 | Role-based agent teams | Business workflows, rapid prototyping |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# EVAL #004: AI Agent Frameworks \u2014 LangGraph vs CrewAI vs AutoGen vs Smolagents vs OpenAI Agents SDK",
    "Every week there's a new AI agent framework on Hacker News.",
    "| Framework | GitHub Stars | Latest Version | Last Release | Philosophy | Best For |",
    "| CrewAI | 46K | v1.10.1 | Mar 2026 | Role-based agent teams | Business workflows, rapid prototyping |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://dev.to/ultraduneai/eval-004-ai-agent-frameworks-langgraph-vs-crewai-vs-autogen-vs-smolagents-vs-openai-agents-sdk-190l",
   "project": "LangGraph",
   "repository": null,
   "stars": "26300",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# EVAL #004: AI Agent Frameworks \u2014 LangGraph vs CrewAI vs AutoGen vs Smolagents vs OpenAI Agents SDK",
    "Every week there's a new AI agent framework on Hacker News.",
    "| LangGraph | 26.3K | v1.1.2 | Mar 2026 | Stateful agent graphs | Production systems, complex control flow |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# EVAL #004: AI Agent Frameworks \u2014 LangGraph vs CrewAI vs AutoGen vs Smolagents vs OpenAI Agents SDK",
    "Every week there's a new AI agent framework on Hacker News.",
    "| Framework | GitHub Stars | Latest Version | Last Release | Philosophy | Best For |",
    "| LangGraph | 26.3K | v1.1.2 | Mar 2026 | Stateful agent graphs | Production systems, complex control flow |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://dev.to/ultraduneai/eval-004-ai-agent-frameworks-langgraph-vs-crewai-vs-autogen-vs-smolagents-vs-openai-agents-sdk-190l",
   "project": "Smolagents",
   "repository": null,
   "stars": "26000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# EVAL #004: AI Agent Frameworks \u2014 LangGraph vs CrewAI vs AutoGen vs Smolagents vs OpenAI Agents SDK",
    "Every week there's a new AI agent framework on Hacker News.",
    "| Smolagents (HF) | 26K | v1.24.0 | Jan 2026 | Code-first, minimal | HF ecosystem, code agents |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# EVAL #004: AI Agent Frameworks \u2014 LangGraph vs CrewAI vs AutoGen vs Smolagents vs OpenAI Agents SDK",
    "Every week there's a new AI agent framework on Hacker News.",
    "| Framework | GitHub Stars | Latest Version | Last Release | Philosophy | Best For |",
    "| Smolagents (HF) | 26K | v1.24.0 | Jan 2026 | Code-first, minimal | HF ecosystem, code agents |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://dev.to/ultraduneai/eval-004-ai-agent-frameworks-langgraph-vs-crewai-vs-autogen-vs-smolagents-vs-openai-agents-sdk-190l",
   "project": "OpenAI Agents SDK",
   "repository": null,
   "stars": "20000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# EVAL #004: AI Agent Frameworks \u2014 LangGraph vs CrewAI vs AutoGen vs Smolagents vs OpenAI Agents SDK",
    "Every week there's a new AI agent framework on Hacker News.",
    "| OpenAI Agents SDK | 20K | v0.12.1 | Mar 2026 | Lightweight, opinionated | OpenAI-native apps, fast shipping |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# EVAL #004: AI Agent Frameworks \u2014 LangGraph vs CrewAI vs AutoGen vs Smolagents vs OpenAI Agents SDK",
    "Every week there's a new AI agent framework on Hacker News.",
    "| Framework | GitHub Stars | Latest Version | Last Release | Philosophy | Best For |",
    "| OpenAI Agents SDK | 20K | v0.12.1 | Mar 2026 | Lightweight, opinionated | OpenAI-native apps, fast shipping |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "http://zenml.io/blog/haystack-vs-llamaindex",
   "project": "Haystack",
   "repository": null,
   "stars": "22700",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Both Haystack and LlamaIndex help you build agentic AI workflows.",
    "Haystack vs LlamaIndex: Key Takeaways",
    "**\ud83e\uddd1\ud83d\udcbb **[Haystack](https://haystack.deepset.ai/)**:** An AI orchestration framework for building customizable, production-ready LLM applications."
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "The table below compares the framework maturity of Haystack vs LlamaIndex:",
    "| Metric | Haystack | LlamaIndex |",
    "| GitHub Stars | 22,700 | 44,300 |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "http://zenml.io/blog/haystack-vs-llamaindex",
   "project": "LlamaIndex",
   "repository": null,
   "stars": "44300",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Both Haystack and LlamaIndex help you build agentic AI workflows.",
    "Haystack vs LlamaIndex: Key Takeaways",
    "**\ud83e\uddd1\ud83d\udcbb** [LlamaIndex](https://www.llamaindex.ai/)**:** A RAG-first toolkit designed to build LLM-powered applications and agents over your data."
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "The table below compares the framework maturity of Haystack vs LlamaIndex:",
    "| Metric | Haystack | LlamaIndex |",
    "| GitHub Stars | 22,700 | 44,300 |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://dreaming.press/best/memory",
   "project": "Mem0",
   "repository": null,
   "stars": "63000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "The Stack \u00b7 Roundup",
    "# The best agent memory for AI agents",
    "**Short answer:** the best agent memory for AI agents by community traction is **Mem0** (\u2605 63k), followed by Letta (MemGPT) and Zep."
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "The Stack \u00b7 Roundup",
    "# The best agent memory for AI agents",
    "**Short answer:** the best agent memory for AI agents by community traction is **Mem0** (\u2605 63k), followed by Letta (MemGPT) and Zep."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://tinyagents.dev/vs/aws-strands-vs-llamaindex",
   "project": "AWS Strands Agents",
   "repository": "https://github.com/strands-agents/sdk-python",
   "stars": "4200",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# AWS Strands Agents vs LlamaIndex: Which Agent Framework to Use?",
    "### AWS Strands Agents",
    "AWS Strands Agents"
   ],
   "repository_evidence": [
    "# AWS Strands Agents vs LlamaIndex: Which Agent Framework to Use?",
    "### AWS Strands Agents",
    "[github.com/strands-agents/sdk-python\u2192](https://github.com/strands-agents/sdk-python)"
   ],
   "stars_evidence": [
    "# AWS Strands Agents vs LlamaIndex: Which Agent Framework to Use?",
    "### AWS Strands Agents",
    "GitHub Stars\n4.2k"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://tinyagents.dev/vs/aws-strands-vs-llamaindex",
   "project": "LlamaIndex",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# AWS Strands Agents vs LlamaIndex: Which Agent Framework to Use?",
    "## Pick LlamaIndex if"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://marktechpost.com/2026/05/15/best-ai-agents-for-software-development-ranked-a-benchmark-driven-look-at-the-current-field/amp?noamp=mobile",
   "project": "Codex CLI",
   "repository": "https://github.com/openai/codex",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "This article features the most important AI coding agents by the metrics that actually matter for production software development, while being honest about where those metrics have broken down.",
    "## **#2. [OpenAI Codex (OpenAI)](https://openai.com/codex/)**",
    "An important correction to many comparisons of Codex: **the Codex CLI is a local tool that runs on your machine**, not a cloud-sandboxed system."
   ],
   "repository_evidence": [
    "This article features the most important AI coding agents by the metrics that actually matter for production software development, while being honest about where those metrics have broken down.",
    "## **#2. [OpenAI Codex (OpenAI)](https://openai.com/codex/)**",
    "The Codex CLI (available on GitHub as [`openai/codex`](https://github.com/openai/codex)) runs a local agent loop in your terminal, using OpenAI\u2019s API for model inference."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://marktechpost.com/2026/05/15/best-ai-agents-for-software-development-ranked-a-benchmark-driven-look-at-the-current-field/amp?noamp=mobile",
   "project": "OpenHands",
   "repository": "https://github.com/OpenHands/OpenHands",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "This article features the most important AI coding agents by the metrics that actually matter for production software development, while being honest about where those metrics have broken down.",
    "### **#7. [OpenHands](https://github.com/OpenHands/OpenHands) / OpenDevin (All-Hands AI)**"
   ],
   "repository_evidence": [
    "This article features the most important AI coding agents by the metrics that actually matter for production software development, while being honest about where those metrics have broken down.",
    "### **#7. [OpenHands](https://github.com/OpenHands/OpenHands) / OpenDevin (All-Hands AI)**"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://marktechpost.com/2026/05/15/best-ai-agents-for-software-development-ranked-a-benchmark-driven-look-at-the-current-field/amp?noamp=mobile",
   "project": "Gemini CLI",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "This article features the most important AI coding agents by the metrics that actually matter for production software development, while being honest about where those metrics have broken down.",
    "### #**4. [Gemini CLI (Google DeepMind)](https://geminicli.com/)**"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/GAIR-NLP/DeepResearcher",
   "project": "DeepResearcher",
   "repository": "https://github.com/GAIR-NLP/DeepResearcher.git",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# DeepResearcher: Scaling Deep Research via Reinforcement Learning in Real-world Environments",
    "This is the official repository for [DeepResearcher](https://arxiv.org/abs/2504.03160)."
   ],
   "repository_evidence": [
    "# DeepResearcher: Scaling Deep Research via Reinforcement Learning in Real-world Environments",
    " git clone https://github.com/GAIR-NLP/DeepResearcher.git conda create -n deepresearcher python=3.10 conda activate deepresearcher cd DeepResearcher pip3 install torch==2.4.0 --index-url https://download.pytorch.org/whl/cu124 pip3 install flash-attn --no-build-isolation pip3 install -e . pip3 install -r requirements.txt"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/GAIR-NLP/DeepResearcher",
   "project": "DeepSeek-R1",
   "repository": "https://github.com/deepseek-ai/DeepSeek-R1",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# DeepResearcher: Scaling Deep Research via Reinforcement Learning in Real-world Environments",
    "DeepResearcher is inspired by [Deepseek-R1](https://github.com/deepseek-ai/DeepSeek-R1) with its implementation based on [veRL](https://github.com/volcengine/verl) and [Search-r1](https://github.com/PeterGriffinJin/Search-R1)."
   ],
   "repository_evidence": [
    "# DeepResearcher: Scaling Deep Research via Reinforcement Learning in Real-world Environments",
    "DeepResearcher is inspired by [Deepseek-R1](https://github.com/deepseek-ai/DeepSeek-R1) with its implementation based on [veRL](https://github.com/volcengine/verl) and [Search-r1](https://github.com/PeterGriffinJin/Search-R1)."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/GAIR-NLP/DeepResearcher",
   "project": "veRL",
   "repository": "https://github.com/volcengine/verl",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# DeepResearcher: Scaling Deep Research via Reinforcement Learning in Real-world Environments",
    "DeepResearcher is inspired by [Deepseek-R1](https://github.com/deepseek-ai/DeepSeek-R1) with its implementation based on [veRL](https://github.com/volcengine/verl) and [Search-r1](https://github.com/PeterGriffinJin/Search-R1)."
   ],
   "repository_evidence": [
    "# DeepResearcher: Scaling Deep Research via Reinforcement Learning in Real-world Environments",
    "DeepResearcher is inspired by [Deepseek-R1](https://github.com/deepseek-ai/DeepSeek-R1) with its implementation based on [veRL](https://github.com/volcengine/verl) and [Search-r1](https://github.com/PeterGriffinJin/Search-R1)."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/GAIR-NLP/DeepResearcher",
   "project": "Search-R1",
   "repository": "https://github.com/PeterGriffinJin/Search-R1",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# DeepResearcher: Scaling Deep Research via Reinforcement Learning in Real-world Environments",
    "DeepResearcher is inspired by [Deepseek-R1](https://github.com/deepseek-ai/DeepSeek-R1) with its implementation based on [veRL](https://github.com/volcengine/verl) and [Search-r1](https://github.com/PeterGriffinJin/Search-R1)."
   ],
   "repository_evidence": [
    "# DeepResearcher: Scaling Deep Research via Reinforcement Learning in Real-world Environments",
    "DeepResearcher is inspired by [Deepseek-R1](https://github.com/deepseek-ai/DeepSeek-R1) with its implementation based on [veRL](https://github.com/volcengine/verl) and [Search-r1](https://github.com/PeterGriffinJin/Search-R1)."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://weeklygeek.net/tech/hype-grows-over-autonomous-ai-agents-that-loop-gpt-4-outputs",
   "project": "Auto-GPT",
   "repository": "https://github.com/Torantulino/Auto-GPT",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Hype grows over \u201cautonomous\u201d AI agents that loop GPT-4 outputs",
    "Two experimental open source projects, in particular, have captured much attention on social media, especially among those who [hype](https://twitter.com/rowancheung/status/1646747370644709376?s=20) AI projects relentlessly:[ Auto-GPT](https://github.com/Torantulino/Auto-GPT), created by Toran Bruce Richards, and [BabyAGI](https://github.com/yoheinakajima/babyagi), created by Yohei Nakajima."
   ],
   "repository_evidence": [
    "# Hype grows over \u201cautonomous\u201d AI agents that loop GPT-4 outputs",
    "Two experimental open source projects, in particular, have captured much attention on social media, especially among those who [hype](https://twitter.com/rowancheung/status/1646747370644709376?s=20) AI projects relentlessly:[ Auto-GPT](https://github.com/Torantulino/Auto-GPT), created by Toran Bruce Richards, and [BabyAGI](https://github.com/yoheinakajima/babyagi), created by Yohei Nakajima."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://weeklygeek.net/tech/hype-grows-over-autonomous-ai-agents-that-loop-gpt-4-outputs",
   "project": "BabyAGI",
   "repository": "https://github.com/yoheinakajima/babyagi",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Hype grows over \u201cautonomous\u201d AI agents that loop GPT-4 outputs",
    "Two experimental open source projects, in particular, have captured much attention on social media, especially among those who [hype](https://twitter.com/rowancheung/status/1646747370644709376?s=20) AI projects relentlessly:[ Auto-GPT](https://github.com/Torantulino/Auto-GPT), created by Toran Bruce Richards, and [BabyAGI](https://github.com/yoheinakajima/babyagi), created by Yohei Nakajima."
   ],
   "repository_evidence": [
    "# Hype grows over \u201cautonomous\u201d AI agents that loop GPT-4 outputs",
    "Two experimental open source projects, in particular, have captured much attention on social media, especially among those who [hype](https://twitter.com/rowancheung/status/1646747370644709376?s=20) AI projects relentlessly:[ Auto-GPT](https://github.com/Torantulino/Auto-GPT), created by Toran Bruce Richards, and [BabyAGI](https://github.com/yoheinakajima/babyagi), created by Yohei Nakajima."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/lglove/OpenManus",
   "project": "OpenManus",
   "repository": "https://github.com/mannaandpoem/OpenManus.git",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "title = {OpenManus: An open-source framework for building general AI agents}",
    "Enjoy your own agent with OpenManus!"
   ],
   "repository_evidence": [
    "Clone the repository: git clone https://github.com/mannaandpoem/OpenManus.git"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/lglove/OpenManus",
   "project": "OpenManus-RL",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "We're also excited to introduce OpenManus-RL, an open-source project dedicated to reinforcement learning (RL)- based (such as GRPO) tuning methods for LLM agents, developed collaboratively by researchers from UIUC and OpenManus."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://7busyboss.com/skills/pydantic-pydantic-ai",
   "project": "Pydantic AI",
   "repository": "https://github.com/pydantic",
   "stars": "8000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Pydantic AI",
    "**Pydantic AI** is a Python open-source ai frameworks project by pydantic."
   ],
   "repository_evidence": [
    "[by pydantic](https://github.com/pydantic)"
   ],
   "stars_evidence": [
    "\u2b50 8,000 stars\ud83c\udf74 0 forksPythonpydantictype-safeagents",
    "It reached 8,000 GitHub stars and 0 forks before the repository was taken down."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://7busyboss.com/skills/pydantic-pydantic-ai",
   "project": "LlamaIndex",
   "repository": null,
   "stars": "38000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Try [LlamaIndex](/skills/run-llama-llama-index), [Semantic Kernel](/skills/microsoft-semantic-kernel) or [DSPy](/skills/stanfordnlp-dspy) instead, or browse all [ai frameworks tools](/skills?category=ai-frameworks).",
    "[LlamaIndex\u2b50 38,000\nData framework for LLM applications \u2014 ingest, structure, and access private or domain-specific data via RAG and indexing.](/skills/run-llama-llama-index)"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "[LlamaIndex\u2b50 38,000\nData framework for LLM applications \u2014 ingest, structure, and access private or domain-specific data via RAG and indexing.](/skills/run-llama-llama-index)"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://7busyboss.com/skills/pydantic-pydantic-ai",
   "project": "Semantic Kernel",
   "repository": null,
   "stars": "22000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Try [LlamaIndex](/skills/run-llama-llama-index), [Semantic Kernel](/skills/microsoft-semantic-kernel) or [DSPy](/skills/stanfordnlp-dspy) instead, or browse all [ai frameworks tools](/skills?category=ai-frameworks).",
    "[Semantic Kernel\u2b50 22,000\nMicrosoft's lightweight SDK to integrate LLMs (OpenAI, Azure OpenAI, Hugging Face) with conventional programming languages \u2014 C#, Python, Java.](/skills/microsoft-semantic-kernel)"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "[Semantic Kernel\u2b50 22,000\nMicrosoft's lightweight SDK to integrate LLMs (OpenAI, Azure OpenAI, Hugging Face) with conventional programming languages \u2014 C#, Python, Java.](/skills/microsoft-semantic-kernel)"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://7busyboss.com/skills/pydantic-pydantic-ai",
   "project": "DSPy",
   "repository": null,
   "stars": "19000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Try [LlamaIndex](/skills/run-llama-llama-index), [Semantic Kernel](/skills/microsoft-semantic-kernel) or [DSPy](/skills/stanfordnlp-dspy) instead, or browse all [ai frameworks tools](/skills?category=ai-frameworks).",
    "[DSPy\u2b50 19,000\nFramework for programming \u2014 rather than prompting \u2014 language models. Compiles LLM pipelines into self-improving, reproducible programs.](/skills/stanfordnlp-dspy)"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "[DSPy\u2b50 19,000\nFramework for programming \u2014 rather than prompting \u2014 language models. Compiles LLM pipelines into self-improving, reproducible programs.](/skills/stanfordnlp-dspy)"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://7busyboss.com/skills/pydantic-pydantic-ai",
   "project": "Haystack",
   "repository": null,
   "stars": "17000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "[Haystack\u2b50 17,000\nProduction-ready LLM framework focused on RAG pipelines. Modular components for retrieval, generation and evaluation.](/skills/deepset-ai-haystack)"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "[Haystack\u2b50 17,000\nProduction-ready LLM framework focused on RAG pipelines. Modular components for retrieval, generation and evaluation.](/skills/deepset-ai-haystack)"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://7busyboss.com/skills/pydantic-pydantic-ai",
   "project": "MemGPT (Letta)",
   "repository": null,
   "stars": "16000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "[MemGPT (Letta)\u2b50 16,000\nStateful agents with long-term memory. OS-inspired hierarchical memory lets agents remember across sessions far beyond the context window.](/skills/cpacker-mem-gpt)"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "[MemGPT (Letta)\u2b50 16,000\nStateful agents with long-term memory. OS-inspired hierarchical memory lets agents remember across sessions far beyond the context window.](/skills/cpacker-mem-gpt)"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://gitmemories.com/joylarkin/AI-Coding-Landscape",
   "project": "Aider",
   "repository": "https://github.com/Aider-AI/aider",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# AI-Coding-Landscape",
    "## External AI Coding Tools & Platforms",
    "### Open Source AI Coding Agents/CLI Tools",
    "- [Aider](https://github.com/Aider-AI/aider) - Terminal pair-programming"
   ],
   "repository_evidence": [
    "# AI-Coding-Landscape",
    "## External AI Coding Tools & Platforms",
    "### Open Source AI Coding Agents/CLI Tools",
    "- [Aider](https://github.com/Aider-AI/aider) - Terminal pair-programming"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://gitmemories.com/joylarkin/AI-Coding-Landscape",
   "project": "Continue",
   "repository": "https://continue.dev/",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# AI-Coding-Landscape",
    "## External AI Coding Tools & Platforms",
    "### Open Source AI Coding Agents/CLI Tools",
    "- [Continue](https://continue.dev/) - IDE extensions + CLI"
   ],
   "repository_evidence": [
    "# AI-Coding-Landscape",
    "## External AI Coding Tools & Platforms",
    "### Open Source AI Coding Agents/CLI Tools",
    "- [Continue](https://continue.dev/) - IDE extensions + CLI"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://gitmemories.com/joylarkin/AI-Coding-Landscape",
   "project": "Cline",
   "repository": "https://cline.bot/",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# AI-Coding-Landscape",
    "## External AI Coding Tools & Platforms",
    "### Open Source AI Coding Agents/CLI Tools",
    "- [Cline](https://cline.bot/) - Autonomous IDE agent"
   ],
   "repository_evidence": [
    "# AI-Coding-Landscape",
    "## External AI Coding Tools & Platforms",
    "### Open Source AI Coding Agents/CLI Tools",
    "- [Cline](https://cline.bot/) - Autonomous IDE agent"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://gitmemories.com/joylarkin/AI-Coding-Landscape",
   "project": "Roo Code",
   "repository": "https://github.com/RooCodeInc/Roo-Code",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# AI-Coding-Landscape",
    "## External AI Coding Tools & Platforms",
    "### Open Source AI Coding Agents/CLI Tools",
    "- [Roo Code](https://github.com/RooCodeInc/Roo-Code) - Cline fork, VS Code extension"
   ],
   "repository_evidence": [
    "# AI-Coding-Landscape",
    "## External AI Coding Tools & Platforms",
    "### Open Source AI Coding Agents/CLI Tools",
    "- [Roo Code](https://github.com/RooCodeInc/Roo-Code) - Cline fork, VS Code extension"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://gitmemories.com/joylarkin/AI-Coding-Landscape",
   "project": "Kilo Code",
   "repository": "https://kilocode.ai/",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# AI-Coding-Landscape",
    "## External AI Coding Tools & Platforms",
    "### Open Source AI Coding Agents/CLI Tools",
    "- [Kilo Code](https://kilocode.ai/) - AI coding agent for VS Code and JetBrains"
   ],
   "repository_evidence": [
    "# AI-Coding-Landscape",
    "## External AI Coding Tools & Platforms",
    "### Open Source AI Coding Agents/CLI Tools",
    "- [Kilo Code](https://kilocode.ai/) - AI coding agent for VS Code and JetBrains"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://gitmemories.com/joylarkin/AI-Coding-Landscape",
   "project": "Gemini CLI",
   "repository": "https://github.com/google-gemini/gemini-cli",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# AI-Coding-Landscape",
    "## External AI Coding Tools & Platforms",
    "### Open Source AI Coding Agents/CLI Tools",
    "- [Gemini CLI](https://github.com/google-gemini/gemini-cli) - An open-source AI agent for Google Gemini"
   ],
   "repository_evidence": [
    "# AI-Coding-Landscape",
    "## External AI Coding Tools & Platforms",
    "### Open Source AI Coding Agents/CLI Tools",
    "- [Gemini CLI](https://github.com/google-gemini/gemini-cli) - An open-source AI agent for Google Gemini"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://gitmemories.com/joylarkin/AI-Coding-Landscape",
   "project": "OpenAI Codex CLI",
   "repository": "https://help.openai.com/en/articles/11096431-openai-codex-cli-getting-started",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# AI-Coding-Landscape",
    "## External AI Coding Tools & Platforms",
    "### Open Source AI Coding Agents/CLI Tools",
    "- [OpenAI Codex CLI](https://help.openai.com/en/articles/11096431-openai-codex-cli-getting-started) - Open\u2011source command\u2011line agent for OpenAI"
   ],
   "repository_evidence": [
    "# AI-Coding-Landscape",
    "## External AI Coding Tools & Platforms",
    "### Open Source AI Coding Agents/CLI Tools",
    "- [OpenAI Codex CLI](https://help.openai.com/en/articles/11096431-openai-codex-cli-getting-started) - Open\u2011source command\u2011line agent for OpenAI"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://gitmemories.com/joylarkin/AI-Coding-Landscape",
   "project": "OpenHands",
   "repository": "https://github.com/All-Hands-AI/OpenHands",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# AI-Coding-Landscape",
    "## External AI Coding Tools & Platforms",
    "### Open Source AI Coding Agents/CLI Tools",
    "- [OpenHands](https://github.com/All-Hands-AI/OpenHands) - Multi-tool coding agent"
   ],
   "repository_evidence": [
    "# AI-Coding-Landscape",
    "## External AI Coding Tools & Platforms",
    "### Open Source AI Coding Agents/CLI Tools",
    "- [OpenHands](https://github.com/All-Hands-AI/OpenHands) - Multi-tool coding agent"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://gitmemories.com/joylarkin/AI-Coding-Landscape",
   "project": "Qwen Code",
   "repository": "https://github.com/QwenLM/qwen-code",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# AI-Coding-Landscape",
    "## External AI Coding Tools & Platforms",
    "### Open Source AI Coding Agents/CLI Tools",
    "- [Qwen Code](https://github.com/QwenLM/qwen-code) - A command-line AI workflow tool for Qwen3-Coder"
   ],
   "repository_evidence": [
    "# AI-Coding-Landscape",
    "## External AI Coding Tools & Platforms",
    "### Open Source AI Coding Agents/CLI Tools",
    "- [Qwen Code](https://github.com/QwenLM/qwen-code) - A command-line AI workflow tool for Qwen3-Coder"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://gitmemories.com/joylarkin/AI-Coding-Landscape",
   "project": "Ruler",
   "repository": "https://github.com/intellectronica/ruler",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# AI-Coding-Landscape",
    "## External AI Coding Tools & Platforms",
    "### Open Source AI Coding Agents/CLI Tools",
    "- [Ruler](https://github.com/intellectronica/ruler) - Central AI agent rule registry"
   ],
   "repository_evidence": [
    "# AI-Coding-Landscape",
    "## External AI Coding Tools & Platforms",
    "### Open Source AI Coding Agents/CLI Tools",
    "- [Ruler](https://github.com/intellectronica/ruler) - Central AI agent rule registry"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://gitmemories.com/joylarkin/AI-Coding-Landscape",
   "project": "OpenCode",
   "repository": "https://github.com/opencode-ai/opencode",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# AI-Coding-Landscape",
    "## External AI Coding Tools & Platforms",
    "### Open Source AI Coding Agents/CLI Tools",
    "- [OpenCode](https://github.com/opencode-ai/opencode) - OSS terminal assistant"
   ],
   "repository_evidence": [
    "# AI-Coding-Landscape",
    "## External AI Coding Tools & Platforms",
    "### Open Source AI Coding Agents/CLI Tools",
    "- [OpenCode](https://github.com/opencode-ai/opencode) - OSS terminal assistant"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://gitmemories.com/joylarkin/AI-Coding-Landscape",
   "project": "Vibe Kanban",
   "repository": "https://vibekanban.com/",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# AI-Coding-Landscape",
    "## External AI Coding Tools & Platforms",
    "### Open Source AI Coding Agents/CLI Tools",
    "- [Vibe Kanban](https://vibekanban.com/) - Orchestrate multiple agents"
   ],
   "repository_evidence": [
    "# AI-Coding-Landscape",
    "## External AI Coding Tools & Platforms",
    "### Open Source AI Coding Agents/CLI Tools",
    "- [Vibe Kanban](https://vibekanban.com/) - Orchestrate multiple agents"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://gitmemories.com/joylarkin/AI-Coding-Landscape",
   "project": "Charm",
   "repository": "https://charm.land/",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# AI-Coding-Landscape",
    "## External AI Coding Tools & Platforms",
    "### Open Source AI Coding Agents/CLI Tools",
    "- [Charm](https://charm.land/) - A charming terminal agent, your new coding bestie"
   ],
   "repository_evidence": [
    "# AI-Coding-Landscape",
    "## External AI Coding Tools & Platforms",
    "### Open Source AI Coding Agents/CLI Tools",
    "- [Charm](https://charm.land/) - A charming terminal agent, your new coding bestie"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://gitmemories.com/joylarkin/AI-Coding-Landscape",
   "project": "Goose",
   "repository": "https://block.github.io/goose/",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# AI-Coding-Landscape",
    "## External AI Coding Tools & Platforms",
    "### Open Source AI Coding Agents/CLI Tools",
    "- [Goose](https://block.github.io/goose/) - An open source, extensible AI agent that goes beyond code suggestions"
   ],
   "repository_evidence": [
    "# AI-Coding-Landscape",
    "## External AI Coding Tools & Platforms",
    "### Open Source AI Coding Agents/CLI Tools",
    "- [Goose](https://block.github.io/goose/) - An open source, extensible AI agent that goes beyond code suggestions"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://gitmemories.com/joylarkin/AI-Coding-Landscape",
   "project": "DeepCode",
   "repository": "https://github.com/HKUDS/DeepCode",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# AI-Coding-Landscape",
    "## External AI Coding Tools & Platforms",
    "### Open Source AI Coding Agents/CLI Tools",
    "- [DeepCode](https://github.com/HKUDS/DeepCode) - Transforms research papers and natural language into production-ready code"
   ],
   "repository_evidence": [
    "# AI-Coding-Landscape",
    "## External AI Coding Tools & Platforms",
    "### Open Source AI Coding Agents/CLI Tools",
    "- [DeepCode](https://github.com/HKUDS/DeepCode) - Transforms research papers and natural language into production-ready code"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://gitmemories.com/joylarkin/AI-Coding-Landscape",
   "project": "Mistral Vibe CLI",
   "repository": "https://github.com/mistralai/mistral-vibe",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# AI-Coding-Landscape",
    "## External AI Coding Tools & Platforms",
    "### Open Source AI Coding Agents/CLI Tools",
    "- [Mistral Vibe CLI](https://github.com/mistralai/mistral-vibe) - Mistral Vibe is a command-line coding assistant powered by Mistral's models"
   ],
   "repository_evidence": [
    "# AI-Coding-Landscape",
    "## External AI Coding Tools & Platforms",
    "### Open Source AI Coding Agents/CLI Tools",
    "- [Mistral Vibe CLI](https://github.com/mistralai/mistral-vibe) - Mistral Vibe is a command-line coding assistant powered by Mistral's models"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://gitmemories.com/joylarkin/AI-Coding-Landscape",
   "project": "Hugging Face DeepSite",
   "repository": "https://huggingface.co/deepsite",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# AI-Coding-Landscape",
    "## External AI Coding Tools & Platforms",
    "### Open Source AI App Builders",
    "- [Hugging Face DeepSite](https://huggingface.co/deepsite) - Access the most simple and powerful AI Vibe Code Editor to create your next project"
   ],
   "repository_evidence": [
    "# AI-Coding-Landscape",
    "## External AI Coding Tools & Platforms",
    "### Open Source AI App Builders",
    "- [Hugging Face DeepSite](https://huggingface.co/deepsite) - Access the most simple and powerful AI Vibe Code Editor to create your next project"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://gitmemories.com/joylarkin/AI-Coding-Landscape",
   "project": "Dyad",
   "repository": "https://github.com/dyad-sh/dyad",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# AI-Coding-Landscape",
    "## External AI Coding Tools & Platforms",
    "### Open Source AI App Builders",
    "- [Dyad](https://github.com/dyad-sh/dyad) - A local, open-source AI app builder"
   ],
   "repository_evidence": [
    "# AI-Coding-Landscape",
    "## External AI Coding Tools & Platforms",
    "### Open Source AI App Builders",
    "- [Dyad](https://github.com/dyad-sh/dyad) - A local, open-source AI app builder"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://gitmemories.com/joylarkin/AI-Coding-Landscape",
   "project": "Open Lovable",
   "repository": "https://github.com/firecrawl/open-lovable",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# AI-Coding-Landscape",
    "## External AI Coding Tools & Platforms",
    "### Open Source AI App Builders",
    "- [Open Lovable](https://github.com/firecrawl/open-lovable) - Clone and recreate any website as a modern React app in seconds"
   ],
   "repository_evidence": [
    "# AI-Coding-Landscape",
    "## External AI Coding Tools & Platforms",
    "### Open Source AI App Builders",
    "- [Open Lovable](https://github.com/firecrawl/open-lovable) - Clone and recreate any website as a modern React app in seconds"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://gitmemories.com/joylarkin/AI-Coding-Landscape",
   "project": "bolt.diy",
   "repository": "https://github.com/stackblitz-labs/bolt.diy",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# AI-Coding-Landscape",
    "## External AI Coding Tools & Platforms",
    "### Open Source AI App Builders",
    "- [bolt.diy](https://github.com/stackblitz-labs/bolt.diy) - Bolt.new OSS version, AI-powered full-stack web dev for NodeJS based apps, choose the LLM you use for each prompt"
   ],
   "repository_evidence": [
    "# AI-Coding-Landscape",
    "## External AI Coding Tools & Platforms",
    "### Open Source AI App Builders",
    "- [bolt.diy](https://github.com/stackblitz-labs/bolt.diy) - Bolt.new OSS version, AI-powered full-stack web dev for NodeJS based apps, choose the LLM you use for each prompt"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://gitmemories.com/joylarkin/AI-Coding-Landscape",
   "project": "app.build",
   "repository": "https://www.app.build/",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# AI-Coding-Landscape",
    "## External AI Coding Tools & Platforms",
    "### Open Source AI App Builders",
    "- [app.build](https://www.app.build/) - An open-source AI agent that builds full-stack apps"
   ],
   "repository_evidence": [
    "# AI-Coding-Landscape",
    "## External AI Coding Tools & Platforms",
    "### Open Source AI App Builders",
    "- [app.build](https://www.app.build/) - An open-source AI agent that builds full-stack apps"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://gitmemories.com/joylarkin/AI-Coding-Landscape",
   "project": "ToolJet",
   "repository": "https://github.com/ToolJet/ToolJet",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# AI-Coding-Landscape",
    "## External AI Coding Tools & Platforms",
    "### Open Source AI App Builders",
    "- [ToolJet](https://github.com/ToolJet/ToolJet) - An open-source low-code framework to build and deploy internal tools"
   ],
   "repository_evidence": [
    "# AI-Coding-Landscape",
    "## External AI Coding Tools & Platforms",
    "### Open Source AI App Builders",
    "- [ToolJet](https://github.com/ToolJet/ToolJet) - An open-source low-code framework to build and deploy internal tools"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://gitmemories.com/joylarkin/AI-Coding-Landscape",
   "project": "Adorable",
   "repository": "https://github.com/freestyle-sh/Adorable",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# AI-Coding-Landscape",
    "## External AI Coding Tools & Platforms",
    "### Open Source AI App Builders",
    "- [Adorable](https://github.com/freestyle-sh/Adorable) - Another open source Lovable version"
   ],
   "repository_evidence": [
    "# AI-Coding-Landscape",
    "## External AI Coding Tools & Platforms",
    "### Open Source AI App Builders",
    "- [Adorable](https://github.com/freestyle-sh/Adorable) - Another open source Lovable version"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://gitmemories.com/joylarkin/AI-Coding-Landscape",
   "project": "Vercel",
   "repository": "https://oss-vibe-coding-platform.vercel.app/",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# AI-Coding-Landscape",
    "## External AI Coding Tools & Platforms",
    "### Open Source AI App Builders",
    "- [Vercel](https://oss-vibe-coding-platform.vercel.app/) - OSS Vibe Coding Platform"
   ],
   "repository_evidence": [
    "# AI-Coding-Landscape",
    "## External AI Coding Tools & Platforms",
    "### Open Source AI App Builders",
    "- [Vercel](https://oss-vibe-coding-platform.vercel.app/) - OSS Vibe Coding Platform"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://gitmemories.com/joylarkin/AI-Coding-Landscape",
   "project": "Cloudflare VibeSDK",
   "repository": "https://build.cloudflare.dev/",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# AI-Coding-Landscape",
    "## External AI Coding Tools & Platforms",
    "### Open Source AI App Builders",
    "- [Cloudflare VibeSDK](https://build.cloudflare.dev/) - Run an entire vibe coding platform end-to-end, with just one click"
   ],
   "repository_evidence": [
    "# AI-Coding-Landscape",
    "## External AI Coding Tools & Platforms",
    "### Open Source AI App Builders",
    "- [Cloudflare VibeSDK](https://build.cloudflare.dev/) - Run an entire vibe coding platform end-to-end, with just one click"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://gitmemories.com/joylarkin/AI-Coding-Landscape",
   "project": "Fabric",
   "repository": "https://github.com/danielmiessler/Fabric",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# AI-Coding-Landscape",
    "## External AI Coding Tools & Platforms",
    "### Other Useful AI DevTools",
    "- [Fabric](https://github.com/danielmiessler/Fabric) - An open-source modular system for solving specific problems using crowdsourced AI prompts that can be used anywhere"
   ],
   "repository_evidence": [
    "# AI-Coding-Landscape",
    "## External AI Coding Tools & Platforms",
    "### Other Useful AI DevTools",
    "- [Fabric](https://github.com/danielmiessler/Fabric) - An open-source modular system for solving specific problems using crowdsourced AI prompts that can be used anywhere"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://libhunt.com/compare-shandu-vs-gpt-researcher",
   "project": "shandu",
   "repository": "https://github.com/jolovicdev/shandu",
   "stars": "635",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## [shandu](/r/shandu)",
    "| [shandu](/r/shandu) | | [gpt-researcher](/r/gpt-researcher) |"
   ],
   "repository_evidence": [
    "Here\u2019s the result: https://github.com/jolovicdev/shandu."
   ],
   "stars_evidence": [
    "| [shandu](/r/shandu) | | [gpt-researcher](/r/gpt-researcher) |",
    "| 635 | | 27,776 |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://libhunt.com/compare-shandu-vs-gpt-researcher",
   "project": "gpt-researcher",
   "repository": "https://github.com/assafelovic/gpt-researcher",
   "stars": "27776",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "| [shandu](/r/shandu) | | [gpt-researcher](/r/gpt-researcher) |",
    "## gpt-researcher"
   ],
   "repository_evidence": [
    "Github link: https://github.com/assafelovic/gpt-researcher"
   ],
   "stars_evidence": [
    "| [shandu](/r/shandu) | | [gpt-researcher](/r/gpt-researcher) |",
    "| 635 | | 27,776 |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://getreadyforagents.com/tools/babyagi",
   "project": "BabyAGI",
   "repository": null,
   "stars": "22000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Autonomous Assistants",
    "# BabyAGI",
    "The minimal task-driven autonomous agent experiment that kicked off the 2023 agent wave."
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "Autonomous Assistants",
    "22kGitHub stars"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://vibecrowd.fund/repos/julep-ai--julep",
   "project": "langchain",
   "repository": "https://github.com/langchain-ai/langchain",
   "stars": "144000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Alternatives & relatedmatched by topic overlap",
    "[![](https://github.com/langchain-ai.png?size=64)\nlangchain-ai/\nlangchain\n\u25b2 595/wk\nThe agent engineering platform.\n144k24kPython](/repos/langchain-ai--langchain)"
   ],
   "repository_evidence": [
    "Alternatives & relatedmatched by topic overlap",
    "[![](https://github.com/langchain-ai.png?size=64)\nlangchain-ai/\nlangchain\n\u25b2 595/wk\nThe agent engineering platform.\n144k24kPython](/repos/langchain-ai--langchain)"
   ],
   "stars_evidence": [
    "Alternatives & relatedmatched by topic overlap",
    "[![](https://github.com/langchain-ai.png?size=64)\nlangchain-ai/\nlangchain\n\u25b2 595/wk\nThe agent engineering platform.\n144k24kPython](/repos/langchain-ai--langchain)"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://vibecrowd.fund/repos/julep-ai--julep",
   "project": "graphify",
   "repository": "https://github.com/Graphify-Labs/graphify",
   "stars": "106000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Alternatives & relatedmatched by topic overlap",
    "[![](https://github.com/Graphify-Labs.png?size=64)\nGraphify-Labs/\ngraphify\n\u25b2 4.6k/wk\nTurn any codebase, with its docs, SQL schemas, configs, and PDFs, into a queryable knowledge graph. A /graphify skill for Claude Code, Cursor, Codex, and Gemini CLI: local deterministic AST parsing, every edge explained, no vector store.\n106k10kPython](/repos/graphify-labs--graphify)"
   ],
   "repository_evidence": [
    "Alternatives & relatedmatched by topic overlap",
    "[![](https://github.com/Graphify-Labs.png?size=64)\nGraphify-Labs/\ngraphify\n\u25b2 4.6k/wk\nTurn any codebase, with its docs, SQL schemas, configs, and PDFs, into a queryable knowledge graph. A /graphify skill for Claude Code, Cursor, Codex, and Gemini CLI: local deterministic AST parsing, every edge explained, no vector store.\n106k10kPython](/repos/graphify-labs--graphify)"
   ],
   "stars_evidence": [
    "Alternatives & relatedmatched by topic overlap",
    "[![](https://github.com/Graphify-Labs.png?size=64)\nGraphify-Labs/\ngraphify\n\u25b2 4.6k/wk\nTurn any codebase, with its docs, SQL schemas, configs, and PDFs, into a queryable knowledge graph. A /graphify skill for Claude Code, Cursor, Codex, and Gemini CLI: local deterministic AST parsing, every edge explained, no vector store.\n106k10kPython](/repos/graphify-labs--graphify)"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://vibecrowd.fund/repos/julep-ai--julep",
   "project": "mem0",
   "repository": "https://github.com/mem0ai/mem0",
   "stars": "63000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Alternatives & relatedmatched by topic overlap",
    "[![](https://github.com/mem0ai.png?size=64)\nmem0ai/\nmem0\n\u25b2 565/wk\nUniversal memory layer for AI Agents\n63k7.4kPython](/repos/mem0ai--mem0)"
   ],
   "repository_evidence": [
    "Alternatives & relatedmatched by topic overlap",
    "[![](https://github.com/mem0ai.png?size=64)\nmem0ai/\nmem0\n\u25b2 565/wk\nUniversal memory layer for AI Agents\n63k7.4kPython](/repos/mem0ai--mem0)"
   ],
   "stars_evidence": [
    "Alternatives & relatedmatched by topic overlap",
    "[![](https://github.com/mem0ai.png?size=64)\nmem0ai/\nmem0\n\u25b2 565/wk\nUniversal memory layer for AI Agents\n63k7.4kPython](/repos/mem0ai--mem0)"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://vibecrowd.fund/repos/julep-ai--julep",
   "project": "ECC",
   "repository": "https://github.com/affaan-m/ECC",
   "stars": "240000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Alternatives & relatedmatched by topic overlap",
    "[![](https://github.com/affaan-m.png?size=64)\naffaan-m/\nECC\n\u25b2 2.9k/wk\nThe agent harness performance optimization system. Skills, instincts, memory, security, and research-first development for Claude Code, Codex, Opencode, Cursor and beyond.\n240k36kJavaScript](/repos/affaan-m--ecc)"
   ],
   "repository_evidence": [
    "Alternatives & relatedmatched by topic overlap",
    "[![](https://github.com/affaan-m.png?size=64)\naffaan-m/\nECC\n\u25b2 2.9k/wk\nThe agent harness performance optimization system. Skills, instincts, memory, security, and research-first development for Claude Code, Codex, Opencode, Cursor and beyond.\n240k36kJavaScript](/repos/affaan-m--ecc)"
   ],
   "stars_evidence": [
    "Alternatives & relatedmatched by topic overlap",
    "[![](https://github.com/affaan-m.png?size=64)\naffaan-m/\nECC\n\u25b2 2.9k/wk\nThe agent harness performance optimization system. Skills, instincts, memory, security, and research-first development for Claude Code, Codex, Opencode, Cursor and beyond.\n240k36kJavaScript](/repos/affaan-m--ecc)"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://vibecrowd.fund/repos/julep-ai--julep",
   "project": "AutoGPT",
   "repository": "https://github.com/Significant-Gravitas/AutoGPT",
   "stars": "187000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Alternatives & relatedmatched by topic overlap",
    "[![](https://github.com/Significant-Gravitas.png?size=64)\nSignificant-Gravitas/\nAutoGPT\n\u25b2 72/wk\nAutoGPT is the vision of accessible AI for everyone, to use and to build on. Our mission is to provide the tools, so that you can focus on what matters.\n187k46kPython](/repos/significant-gravitas--autogpt)"
   ],
   "repository_evidence": [
    "Alternatives & relatedmatched by topic overlap",
    "[![](https://github.com/Significant-Gravitas.png?size=64)\nSignificant-Gravitas/\nAutoGPT\n\u25b2 72/wk\nAutoGPT is the vision of accessible AI for everyone, to use and to build on. Our mission is to provide the tools, so that you can focus on what matters.\n187k46kPython](/repos/significant-gravitas--autogpt)"
   ],
   "stars_evidence": [
    "Alternatives & relatedmatched by topic overlap",
    "[![](https://github.com/Significant-Gravitas.png?size=64)\nSignificant-Gravitas/\nAutoGPT\n\u25b2 72/wk\nAutoGPT is the vision of accessible AI for everyone, to use and to build on. Our mission is to provide the tools, so that you can focus on what matters.\n187k46kPython](/repos/significant-gravitas--autogpt)"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://vibecrowd.fund/repos/julep-ai--julep",
   "project": "ponytail",
   "repository": "https://github.com/DietrichGebert/ponytail",
   "stars": "102000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Alternatives & relatedmatched by topic overlap",
    "[![](https://github.com/DietrichGebert.png?size=64)\nDietrichGebert/\nponytail\n\u25b2 4.8k/wk\nMakes your AI agent think like the laziest senior dev in the room. The best code is the code you never wrote.\n102k5.6kJavaScriptnew](/repos/dietrichgebert--ponytail)"
   ],
   "repository_evidence": [
    "Alternatives & relatedmatched by topic overlap",
    "[![](https://github.com/DietrichGebert.png?size=64)\nDietrichGebert/\nponytail\n\u25b2 4.8k/wk\nMakes your AI agent think like the laziest senior dev in the room. The best code is the code you never wrote.\n102k5.6kJavaScriptnew](/repos/dietrichgebert--ponytail)"
   ],
   "stars_evidence": [
    "Alternatives & relatedmatched by topic overlap",
    "[![](https://github.com/DietrichGebert.png?size=64)\nDietrichGebert/\nponytail\n\u25b2 4.8k/wk\nMakes your AI agent think like the laziest senior dev in the room. The best code is the code you never wrote.\n102k5.6kJavaScriptnew](/repos/dietrichgebert--ponytail)"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/shobrook/awesome-ai-agents",
   "project": "01",
   "repository": "https://github.com/OpenInterpreter/01",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Here's an awesome list of AI agents:",
    "### 01",
    "The '01 Project' by Open Interpreter is an open-source initiative focused on creating an ecosystem for AI devices, aiming to become the GNU/Linux in this domain, with details on its experimental status, software, hardware, and a speech-to-speech interface based on a code-interpreting language model for dynamic interactions"
   ],
   "repository_evidence": [
    "Here's an awesome list of AI agents:",
    "### 01",
    "[announcement](https://changes.openinterpreter.com/log/introducing-the-01-developer-preview) | [demo](https://twitter.com/OpenInterpreter/status/1770821439458840846) | [github](https://github.com/OpenInterpreter/01) | [website](http://openinterpreter.com/01) | [docs](https://01.openinterpreter.com/)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/shobrook/awesome-ai-agents",
   "project": "Adala",
   "repository": "https://github.com/HumanSignal/Adala",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Here's an awesome list of AI agents:",
    "### Adala",
    "Adala is a framework for autonomous data labeling agents, supporting Python 3.8 to 3.11, with features for customizable, intelligent data processing and integration into Python Notebooks"
   ],
   "repository_evidence": [
    "Here's an awesome list of AI agents:",
    "### Adala",
    "[github](https://github.com/HumanSignal/Adala)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/shobrook/awesome-ai-agents",
   "project": "Agency Swarm",
   "repository": "https://github.com/VRSEN/agency-swarm",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Here's an awesome list of AI agents:",
    "### Agency Swarm by VRSEN",
    "Agency Swarm is a framework designed to automate AI agencies by creating a swarm of collaborative agents with customizable roles and functionalities, aiming to simplify the agent creation process and make automation more intuitive"
   ],
   "repository_evidence": [
    "Here's an awesome list of AI agents:",
    "### Agency Swarm by VRSEN",
    "[github](https://github.com/VRSEN/agency-swarm)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/shobrook/awesome-ai-agents",
   "project": "Stately Agent",
   "repository": "https://github.com/statelyai/agent/",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Here's an awesome list of AI agents:",
    "### Agent by Stately AI",
    "Stately Agent is a software for building intelligent agents that interact via chat and events, with examples including joke generation, tic-tac-toe, and weather querying, requiring installation and an OpenAI API key"
   ],
   "repository_evidence": [
    "Here's an awesome list of AI agents:",
    "### Agent by Stately AI",
    "[github](https://github.com/statelyai/agent/) | [website](https://stately.ai/agent) | [twitter](https://twitter.com/statelyai) | [discord](https://discord.gg/xstate) | [youtube](https://youtube.com/c/statelyai)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/shobrook/awesome-ai-agents",
   "project": "Agent Tools",
   "repository": "https://github.com/aibtcdev/agent-tools-ts",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Here's an awesome list of AI agents:",
    "### Agent Tools",
    "Typescript tools for Bitcoin/Stacks blockchain interaction, utilizing Bun.js and Stacks.js, with a focus on AI integration"
   ],
   "repository_evidence": [
    "Here's an awesome list of AI agents:",
    "### Agent Tools",
    "[github](https://github.com/aibtcdev/agent-tools-ts) | [github profile](https://github.com/aibtcdev) | [website](https://aibtc.dev/) | [discord](https://discord.gg/5DJaBrf)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/shobrook/awesome-ai-agents",
   "project": "AgentBench",
   "repository": "https://github.com/THUDM/AgentBench",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Here's an awesome list of AI agents:",
    "### AgentBench",
    "AgentBench v0.2 is a benchmark designed to evaluate Large Language Models as agents across a diverse set of environments, enhancing framework usability and extending model evaluations"
   ],
   "repository_evidence": [
    "Here's an awesome list of AI agents:",
    "### AgentBench",
    "[github](https://github.com/THUDM/AgentBench)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/shobrook/awesome-ai-agents",
   "project": "AgentGPT",
   "repository": "https://github.com/reworkd/AgentGPT",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Here's an awesome list of AI agents:",
    "### AgentGPT by Reworkd",
    "AgentGPT allows users to configure and deploy autonomous AI agents, enabling them to name their own custom AI and guide it towards any desired goal through task execution and learning"
   ],
   "repository_evidence": [
    "Here's an awesome list of AI agents:",
    "### AgentGPT by Reworkd",
    "[github](https://github.com/reworkd/AgentGPT) | [github profile](https://github.com/reworkd)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/shobrook/awesome-ai-agents",
   "project": "AgentLabs",
   "repository": "https://github.com/agentlabs-inc/agentlabs",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Here's an awesome list of AI agents:",
    "### AgentLabs",
    "AgentLabs is an open-source, universal frontend solution for AI agents, offering an authentication portal, chat interface, analytics, and payment features to streamline the deployment of AI agents to public users"
   ],
   "repository_evidence": [
    "Here's an awesome list of AI agents:",
    "### AgentLabs",
    "[github](https://github.com/agentlabs-inc/agentlabs) | [website](https://www.agentlabs.dev/) | [docs](https://docs.agentlabs.dev/)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/shobrook/awesome-ai-agents",
   "project": "AgentOps",
   "repository": "https://github.com/AgentOps-AI/agentops",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Here's an awesome list of AI agents:",
    "### AgentOps",
    "AgentOps aims to improve AI agent development with tools for observability, evaluations, and replay analytics, offering a streamlined process for testing and debugging compliant AI agents through a user-friendly interface and comprehensive documentation"
   ],
   "repository_evidence": [
    "Here's an awesome list of AI agents:",
    "### AgentOps",
    "[github](https://github.com/AgentOps-AI/agentops) | [website](https://www.agentops.ai/) | [docs](https://docs.agentops.ai) | [discord](https://discord.gg/mKW3ZhN9p2) | [demo](https://x.com/AlexReibman/status/1772771418780176674)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/shobrook/awesome-ai-agents",
   "project": "AgentOS",
   "repository": "https://github.com/smartcomputer-ai/agent-os",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Here's an awesome list of AI agents:",
    "### AgentOS",
    "The Agent OS is an experimental platform for creating self-evolving, autonomous AI agents capable of writing and executing their own code, designed to be a long-term environment for such agents and supports various programming languages"
   ],
   "repository_evidence": [
    "Here's an awesome list of AI agents:",
    "### AgentOS",
    "[github](https://github.com/smartcomputer-ai/agent-os)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/shobrook/awesome-ai-agents",
   "project": "Agents by AI Waves",
   "repository": "https://github.com/aiwaves-cn/agents",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Here's an awesome list of AI agents:",
    "### Agents by AI Waves",
    "Agents is an open-source framework for building autonomous language agents with features including long-short term memory, tool usage, web navigation, multi-agent communication, human-agent interaction, and symbolic control, allowing customization through natural language config files and deployment in various interfaces"
   ],
   "repository_evidence": [
    "Here's an awesome list of AI agents:",
    "### Agents by AI Waves",
    "[github](https://github.com/aiwaves-cn/agents) | [github profile](https://github.com/aiwaves-cn)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/shobrook/awesome-ai-agents",
   "project": "AgentVerse",
   "repository": "https://github.com/OpenBMB/AgentVerse",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Here's an awesome list of AI agents:",
    "### AgentVerse",
    "AgentVerse is an Apache2-licensed Python framework for deploying multiple LLM-based agents in various applications, offering task-solving and simulation frameworks for collaborative task accomplishment and behavior observation among agents"
   ],
   "repository_evidence": [
    "Here's an awesome list of AI agents:",
    "### AgentVerse",
    "[github](https://github.com/OpenBMB/AgentVerse) | [github profile](https://github.com/OpenBMB)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/shobrook/awesome-ai-agents",
   "project": "AGiXT",
   "repository": "https://github.com/Josh-XT/AGiXT",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Here's an awesome list of AI agents:",
    "### AGiXT",
    "AGiXT is an advanced AI Automation Platform designed to enhance AI instruction management and task execution across various providers, incorporating features like adaptive memory, smart instruct, and a versatile plugin system to push the boundaries of AI technology towards achieving Artificial General Intelligence (AGI)"
   ],
   "repository_evidence": [
    "Here's an awesome list of AI agents:",
    "### AGiXT",
    "[github](https://github.com/Josh-XT/AGiXT) | [website](https://agixt.com/)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/shobrook/awesome-ai-agents",
   "project": "AI Agent Crew",
   "repository": "https://github.com/aibtcdev/ai-agent-crew",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Here's an awesome list of AI agents:",
    "### AI Agent Crew",
    "Langchain and CrewAI have launched AI agents equipped with Bitcoin wallets, facilitating automated operations within a blockchain environment"
   ],
   "repository_evidence": [
    "Here's an awesome list of AI agents:",
    "### AI Agent Crew",
    "[github](https://github.com/aibtcdev/ai-agent-crew) | [github profile](https://github.com/aibtcdev) | [website](https://aibtc.dev/) | [discord](https://discord.gg/5DJaBrf)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/shobrook/awesome-ai-agents",
   "project": "AI Researcher",
   "repository": "https://github.com/mshumer/ai-researcher",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Here's an awesome list of AI agents:",
    "### AI Researcher",
    "The AI Researcher is an AI agent leveraging Claude 3 and SERPAPI for in-depth topic research, refining subtopic analyses into a comprehensive report, customizable and requiring API keys for functionality"
   ],
   "repository_evidence": [
    "Here's an awesome list of AI agents:",
    "### AI Researcher",
    "[github](https://github.com/mshumer/ai-researcher) | [announcement](https://twitter.com/i/web/status/1776341679617745126) | [website](https://app.hyperwriteai.com/personalassistant/tool/b40d5925-4780-4eed-9f69-a03ae931de37)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/shobrook/awesome-ai-agents",
   "project": "AI SDK by Vercel",
   "repository": "https://github.com/vercel/ai",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Here's an awesome list of AI agents:",
    "### AI SDK by Vercel",
    "The Vercel AI SDK is an open-source library for creating AI-powered conversational interfaces, supporting multiple frameworks and languages, with built-in adapters for major AI services"
   ],
   "repository_evidence": [
    "Here's an awesome list of AI agents:",
    "### AI SDK by Vercel",
    "[announcement](https://vercel.com/blog/introducing-the-vercel-ai-sdk) | [website](https://sdk.vercel.ai/docs) | [github](https://github.com/vercel/ai) | [github examples](https://github.com/vercel/ai/tree/main/examples)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/shobrook/awesome-ai-agents",
   "project": "ai-artifacts",
   "repository": "https://github.com/e2b-dev/ai-artifacts",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Here's an awesome list of AI agents:",
    "### ai-artifacts",
    "This project implements Anthropic's Artifacts UI, using E2B's Code Interpreter SDK for secure AI code execution and Claude Sonnet 3.5 for code generation"
   ],
   "repository_evidence": [
    "Here's an awesome list of AI agents:",
    "### ai-artifacts",
    "[github example](https://github.com/e2b-dev/ai-artifacts) | [reddit announcement](https://www.reddit.com/r/ClaudeAI/comments/1dmy6y2/open_source_version_of_anthropics_artifacts_ui/) | [github](https://github.com/e2b-dev/ai-artifacts)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/shobrook/awesome-ai-agents",
   "project": "Aider",
   "repository": "https://github.com/paul-gauthier/aider",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Here's an awesome list of AI agents:",
    "### Aider",
    "Aider is a command-line tool for AI-assisted pair programming, allowing code editing in local git repositories with GPT-3.5/GPT-4, featuring direct file edits, automatic git commits, and support for most popular programming languages"
   ],
   "repository_evidence": [
    "Here's an awesome list of AI agents:",
    "### Aider",
    "[github](https://github.com/paul-gauthier/aider)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/shobrook/awesome-ai-agents",
   "project": "aifs",
   "repository": "https://github.com/OpenInterpreter/aifs",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Here's an awesome list of AI agents:",
    "### aifs",
    "AIFS offers a simple and efficient local semantic search capability for folders, leveraging Unstructured.IO for advanced data processing and ChromaDB for fast, similarity-based searching of embeddings"
   ],
   "repository_evidence": [
    "Here's an awesome list of AI agents:",
    "### aifs",
    "[github](https://github.com/OpenInterpreter/aifs)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/shobrook/awesome-ai-agents",
   "project": "AIOS",
   "repository": "https://github.com/agiresearch/AIOS",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Here's an awesome list of AI agents:",
    "### AIOS",
    "AIOS by AGI Research is an LLM Agent Operating System which enables an operating system 'with soul' -- an important step towards AGI"
   ],
   "repository_evidence": [
    "Here's an awesome list of AI agents:",
    "### AIOS",
    "[github](https://github.com/agiresearch/AIOS) | [github profile](https://github.com/agiresearch)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/shobrook/awesome-ai-agents",
   "project": "AppAgent",
   "repository": "https://github.com/mnotgod96/AppAgent",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Here's an awesome list of AI agents:",
    "### AppAgent",
    "AppAgent is a mobile-friendly LLM-based multimodal agent framework developed to operate smartphone apps, enabling human-like interactions for a wide range of applications without system back-end access"
   ],
   "repository_evidence": [
    "Here's an awesome list of AI agents:",
    "### AppAgent",
    "[github](https://github.com/mnotgod96/AppAgent) | [github profile](https://github.com/mnotgod96)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/shobrook/awesome-ai-agents",
   "project": "Astra Assistants API",
   "repository": "https://github.com/datastax/astra-assistants-api",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Here's an awesome list of AI agents:",
    "### Astra Assistants API",
    "The `astra-assistants-api` provides a backend implementation of the OpenAI Assistants API with support for various features like persistent threads, files, assistants, streaming, function calling, and more, utilizing AstraDB powered by Apache Cassandra and jvector, and is compatible with existing OpenAI apps by changing a single line of code"
   ],
   "repository_evidence": [
    "Here's an awesome list of AI agents:",
    "### Astra Assistants API",
    "[github](https://github.com/datastax/astra-assistants-api)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/shobrook/awesome-ai-agents",
   "project": "AutoAct",
   "repository": "https://github.com/zjunlp/AutoAct",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Here's an awesome list of AI agents:",
    "### AutoAct",
    "AutoAct is an automatic agent learning framework that synthesizes planning trajectories without large-scale data or closed-source models, using a division-of-labor strategy for task completion, demonstrating superior or comparable performance in experiments"
   ],
   "repository_evidence": [
    "Here's an awesome list of AI agents:",
    "### AutoAct",
    "[github](https://github.com/zjunlp/AutoAct) | [website](https://www.zjukg.org/project/AutoAct/)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/shobrook/awesome-ai-agents",
   "project": "AutoDev",
   "repository": "https://github.com/unit-mesh/auto-dev",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Here's an awesome list of AI agents:",
    "### AutoDev",
    "AutoDev is an AI-powered coding assistant offering multilingual support, automatic code generation, and debugging assistance, featuring customizable prompts and specialized tools for development, testing, documentation, and the integration of custom AI agents, with a focus on experimenting and building AI agents using its UI framework"
   ],
   "repository_evidence": [
    "Here's an awesome list of AI agents:",
    "### AutoDev",
    "[github](https://github.com/unit-mesh/auto-dev) | [docs](https://ide.unitmesh.cc)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/shobrook/awesome-ai-agents",
   "project": "AutoGen by Microsoft",
   "repository": "https://github.com/microsoft/autogen",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Here's an awesome list of AI agents:",
    "### AutoGen by Microsoft",
    "AutoGen is a multi-agent conversation framework facilitating the development of next-gen LLM applications, highlighted by various accomplishments and offering enhanced LLM inferences, customizable agents, and comprehensive documentation"
   ],
   "repository_evidence": [
    "Here's an awesome list of AI agents:",
    "### AutoGen by Microsoft",
    "[github](https://github.com/microsoft/autogen) | [video](https://www.youtube.com/watch?v=DXhqhpHWRuM)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/shobrook/awesome-ai-agents",
   "project": "AutoGen Studio by Microsoft",
   "repository": "https://github.com/microsoft/autogen",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Here's an awesome list of AI agents:",
    "### AutoGen Studio by Microsoft",
    "AutoGen Studio 2.0 is Microsoft's advanced AI development tool, offering a user-friendly interface, powerful Python API, and comprehensive features for creating and controlling AI agents and workflows"
   ],
   "repository_evidence": [
    "Here's an awesome list of AI agents:",
    "### AutoGen Studio by Microsoft",
    "[github](https://github.com/microsoft/autogen) | [website](https://autogen-studio.com) | [landing page](https://www.microsoft.com/en-us/research/project/autogen/) | [research paper](https://www.microsoft.com/en-us/research/publication/autogen-enabling-next-gen-llm-applications-via-multi-agent-conversation-framework/)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/shobrook/awesome-ai-agents",
   "project": "AutoGPT",
   "repository": "https://github.com/Significant-Gravitas/AutoGPT",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Here's an awesome list of AI agents:",
    "### AutoGPT",
    "AutoGPT provides accessible AI tools for building and using AI agents, offering a comprehensive framework including Forge for agent creation, agbenchmark for performance evaluation, a leaderboard for competition, a user-friendly UI, and CLI for seamless integration and management"
   ],
   "repository_evidence": [
    "Here's an awesome list of AI agents:",
    "### AutoGPT",
    "[github](https://github.com/Significant-Gravitas/AutoGPT) | [github profile](https://github.com/Significant-Gravitas)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/shobrook/awesome-ai-agents",
   "project": "Axflow",
   "repository": "https://github.com/axflow/axflow",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Here's an awesome list of AI agents:",
    "### Axflow",
    "Axflow is a TypeScript framework designed for AI development, offering a modular collection of tools for building natural language applications, and it emphasizes a code-first approach to simplify the integration of LLMs into scalable solutions"
   ],
   "repository_evidence": [
    "Here's an awesome list of AI agents:",
    "### Axflow",
    "[website](https://axflow.dev/) | [github](https://github.com/axflow/axflow)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/shobrook/awesome-ai-agents",
   "project": "BabyAGI",
   "repository": "https://github.com/yoheinakajima/babyagi",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Here's an awesome list of AI agents:",
    "### BabyAGI",
    "BabyAGI exemplifies an AI-powered task management system utilizing OpenAI and vector databases like Chroma or Weaviate, creating, prioritizing, and executing tasks based on previous outcomes and predefined objectives, with the main function involving an infinite loop where tasks are processed, enriched, and stored using OpenAI's NLP capabilities and Chroma/Weaviate, inspired by the Task-Driven Autonomous Agent concept"
   ],
   "repository_evidence": [
    "Here's an awesome list of AI agents:",
    "### BabyAGI",
    "[github](https://github.com/yoheinakajima/babyagi) | [github profile](https://github.com/yoheinakajima)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/shobrook/awesome-ai-agents",
   "project": "Bananalyzer by Reworkd",
   "repository": "https://github.com/reworkd/bananalyzer",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Here's an awesome list of AI agents:",
    "### Bananalyzer by Reworkd",
    "Bananalyzer is a framework for evaluating AI agents on web tasks, utilizing Playwright for creating diverse datasets of website snapshots for reliable and varied web task assessments"
   ],
   "repository_evidence": [
    "Here's an awesome list of AI agents:",
    "### Bananalyzer by Reworkd",
    "[website](https://reworkd.ai) | [github](https://github.com/reworkd/bananalyzer)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/shobrook/awesome-ai-agents",
   "project": "Bazed",
   "repository": "https://github.com/bazed-ai/bazed-af",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Here's an awesome list of AI agents:",
    "### Bazed",
    "Bazed Agent Framework, aimed at empowering developers to build autonomous agent swarms without requiring deep Python ML knowledge, is facilitating the creation of sophisticated systems through TypeScript for enhanced autonomy and reliability"
   ],
   "repository_evidence": [
    "Here's an awesome list of AI agents:",
    "### Bazed",
    "[github](https://github.com/bazed-ai/bazed-af) | [website](https://bazed.ai/) | [discord](https://discord.gg/VmEEUrc7dg)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/shobrook/awesome-ai-agents",
   "project": "Bloop",
   "repository": "https://github.com/BloopAI/bloop",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Here's an awesome list of AI agents:",
    "### Bloop",
    "Bloop is a GPT-4-based coding assistant that boosts engineer productivity by allowing natural language interactions with codebases for explanations, feature writing, error troubleshooting, and more, featuring a code-centric AI playground, fast regex search, and comprehensive code navigation tools"
   ],
   "repository_evidence": [
    "Here's an awesome list of AI agents:",
    "### Bloop",
    "[github](https://github.com/BloopAI/bloop)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/shobrook/awesome-ai-agents",
   "project": "BrowserGPT",
   "repository": "https://github.com/mayt/BrowserGPT",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Here's an awesome list of AI agents:",
    "### BrowserGPT",
    "BrowserGPT is a project that combines OpenAI's GPT-4 and the Playwright library to control browsers via natural language, enabling code snippet generation for browser tasks"
   ],
   "repository_evidence": [
    "Here's an awesome list of AI agents:",
    "### BrowserGPT",
    "[github](https://github.com/mayt/BrowserGPT) | [github profile](https://github.com/mayt)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/shobrook/awesome-ai-agents",
   "project": "BrowsingAgent by Agency Swarm",
   "repository": "https://github.com/VRSEN/agency-swarm/tree/main/agency_swarm/agents/BrowsingAgent",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Here's an awesome list of AI agents:",
    "### BrowsingAgent by Agency Swarm",
    "BrowsingAgent, an AI web navigation tool, has been integrated into the Agency Swarm framework to enable human-like browsing capabilities for automated AI operations"
   ],
   "repository_evidence": [
    "Here's an awesome list of AI agents:",
    "### BrowsingAgent by Agency Swarm",
    "[code](https://github.com/VRSEN/agency-swarm/tree/main/agency_swarm/agents/BrowsingAgent) | [video](https://www.youtube.com/watch?v=Yidy_ePo7pE)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/shobrook/awesome-ai-agents",
   "project": "Cal.ai",
   "repository": "https://github.com/calcom/cal.com/tree/main/apps/ai",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Here's an awesome list of AI agents:",
    "### Cal.ai",
    "Cal.ai is an open-source AI scheduling assistant that manages email communications for booking, rearranging, and inquiring about meetings, leveraging a LangChain Agent Executor and MailParser for efficient scheduling without API key exposure"
   ],
   "repository_evidence": [
    "Here's an awesome list of AI agents:",
    "### Cal.ai",
    "[website](https://cal.com/ai) | [github](https://github.com/calcom/cal.com/tree/main/apps/ai)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/shobrook/awesome-ai-agents",
   "project": "CAMEL",
   "repository": "https://github.com/camel-ai/camel",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Here's an awesome list of AI agents:",
    "### CAMEL",
    "CAMEL (Communicative Agents for Mind Exploration of Large Language Model Society) is an open-source library designed for studying autonomous and communicative agents, facilitating research in understanding their behaviors, capabilities, and potential risks through scalable techniques and cooperative frameworks, including role-playing, with extensive documentation, examples, and datasets, while also supporting integration with open-source models as backends for diverse applications"
   ],
   "repository_evidence": [
    "Here's an awesome list of AI agents:",
    "### CAMEL",
    "[github](https://github.com/camel-ai/camel) | [github profile](https://github.com/camel-ai)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/shobrook/awesome-ai-agents",
   "project": "ChatDev",
   "repository": "https://github.com/OpenBMB/ChatDev",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Here's an awesome list of AI agents:",
    "### ChatDev",
    "ChatDev is a virtual software company utilizing intelligent agents to revolutionize the digital world through programming, offering a highly customizable framework and integrating innovative approaches like Experiential Co-Learning, Docker support, Git management, and Human-Agent Interaction"
   ],
   "repository_evidence": [
    "Here's an awesome list of AI agents:",
    "### ChatDev",
    "[github](https://github.com/OpenBMB/ChatDev) | [github profile](https://github.com/OpenBMB)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/shobrook/awesome-ai-agents",
   "project": "chatgpt-artifacts",
   "repository": "https://github.com/ozgrozer/chatgpt-artifacts",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Here's an awesome list of AI agents:",
    "### chatgpt-artifacts",
    "Bring Claude's Artifacts feature to ChatGPT which allows you to execute Node.js commands on your ChatGPT Artifacts projects, inspired by Claude's Artifacts"
   ],
   "repository_evidence": [
    "Here's an awesome list of AI agents:",
    "### chatgpt-artifacts",
    "[github](https://github.com/ozgrozer/chatgpt-artifacts) | [twitter announcement](https://x.com/ozgrozer/status/1808677091996541251)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/shobrook/awesome-ai-agents",
   "project": "ChatGPT-code-preview",
   "repository": "https://github.com/ykyritsis/ChatGPT-code-preview",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Here's an awesome list of AI agents:",
    "### ChatGPT-code-preview",
    "Artifacts-like chrome extension for ChatGPT, inspired by Claude 3.5 Sonnet, which requires CSP unblocker for JS to function"
   ],
   "repository_evidence": [
    "Here's an awesome list of AI agents:",
    "### ChatGPT-code-preview",
    "[github](https://github.com/ykyritsis/ChatGPT-code-preview)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/shobrook/awesome-ai-agents",
   "project": "Claude 3 Artifacts by PierrunoYT",
   "repository": "https://github.com/PierrunoYT/claude-3-artifacts",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Here's an awesome list of AI agents:",
    "### Claude 3 Artifacts by PierrunoYT",
    "An open-source Flask-React chat application that interacts with Claude AI, featuring file uploads, Markdown rendering, and code highlighting, seeking contributors to expand its capabilities, inspired by Claude Artifacts"
   ],
   "repository_evidence": [
    "Here's an awesome list of AI agents:",
    "### Claude 3 Artifacts by PierrunoYT",
    "[github](https://github.com/PierrunoYT/claude-3-artifacts) | [reddit announcement](https://www.reddit.com/r/ClaudeAI/comments/1dqhta5/help_me_buiild_claude_3_artifacs_opensource/)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/shobrook/awesome-ai-agents",
   "project": "claude-artifacts-react",
   "repository": "https://github.com/risonsimon/claude-artifacts-react",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Here's an awesome list of AI agents:",
    "### claude-artifacts-react",
    "This project provides a streamlined solution for deploying and testing React code generated by Claude Artifacts, offering one-click deployment options to Vercel or Cloudflare Pages and easy code editing through a central ArtifactCode.jsx file"
   ],
   "repository_evidence": [
    "Here's an awesome list of AI agents:",
    "### claude-artifacts-react",
    "[github](https://github.com/risonsimon/claude-artifacts-react) | [reddit announcement](https://www.reddit.com/r/ClaudeAI/comments/1dtquuh/i_made_an_opensource_template_for_sharing_claudes/)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/shobrook/awesome-ai-agents",
   "project": "Claude-React-Jumpstart",
   "repository": "https://github.com/Bklieger/Claude-React-Jumpstart",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Here's an awesome list of AI agents:",
    "### Claude-React-Jumpstart",
    "This project offers a tutorial for beginners to set up and run React code generated by Claude's Artifacts feature locally, providing step-by-step instructions for creating a React app with Vite, installing necessary dependencies, and integrating Claude-generated code"
   ],
   "repository_evidence": [
    "Here's an awesome list of AI agents:",
    "### Claude-React-Jumpstart",
    "[github](https://github.com/Bklieger/Claude-React-Jumpstart) | [twitter announcement](https://x.com/BenjaminKlieger/status/1804264035464155220)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/shobrook/awesome-ai-agents",
   "project": "CLIN",
   "repository": "https://github.com/allenai/clin",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Here's an awesome list of AI agents:",
    "### CLIN",
    "CLIN by Allen Institute for AI is an interactive continual learning agent that adapts rapidly to tasks, using a setup process involving Java, Python, and the ScienceWorld environment, supported by models like GPT-3.5-turbo and GPT-4"
   ],
   "repository_evidence": [
    "Here's an awesome list of AI agents:",
    "### CLIN",
    "[website](https://allenai.github.io/clin/) | [github](https://github.com/allenai/clin) | [research paper](https://arxiv.org/pdf/2310.10134.pdf)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/shobrook/awesome-ai-agents",
   "project": "CodeActAgent",
   "repository": "https://github.com/xingyaoww/code-act",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Here's an awesome list of AI agents:",
    "### CodeActAgent",
    "CodeActAgent, trained on CodeActInstruct, showcases superior performance in both in-domain and out-of-domain tasks, enabling dynamic code execution and multi-turn interactions for more effective LLM agents"
   ],
   "repository_evidence": [
    "Here's an awesome list of AI agents:",
    "### CodeActAgent",
    "[github](https://github.com/xingyaoww/code-act)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/shobrook/awesome-ai-agents",
   "project": "Codel",
   "repository": "https://github.com/semanser/codel",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Here's an awesome list of AI agents:",
    "### Codel",
    "Autonomous AI agent, inspired by Devin, designed for complex task execution with features like a secure sandboxed Docker environment, integrated browser for real-time web information, text editor, and PostgreSQL database for history tracking, highlighting its relevance to agentic AI through its ability to autonomously navigate and perform actions across terminal, browser, and editor interfaces"
   ],
   "repository_evidence": [
    "Here's an awesome list of AI agents:",
    "### Codel",
    "[github](https://github.com/semanser/codel) | [announcement](https://news.ycombinator.com/item?id=39799296)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/shobrook/awesome-ai-agents",
   "project": "Cody",
   "repository": "https://github.com/sourcegraph/cody",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Here's an awesome list of AI agents:",
    "### Cody",
    "Cody, an AI coding assistant, now offers an enterprise version with enhanced security, scalability, and control for organizations, supporting various IDEs and providing AI-powered autocomplete, chat assistance, and custom command capabilities"
   ],
   "repository_evidence": [
    "Here's an awesome list of AI agents:",
    "### Cody",
    "[website](https://sourcegraph.com/cody) | [github](https://github.com/sourcegraph/cody)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/shobrook/awesome-ai-agents",
   "project": "Cognee",
   "repository": "https://github.com/topoteretes/cognee",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Here's an awesome list of AI agents:",
    "### Cognee",
    "Cognee is an open-source framework aimed at simplifying data processing for large language models (LLMs) by creating knowledge graphs and data models, offering tools for information addition, knowledge creation, and similarity-based search"
   ],
   "repository_evidence": [
    "Here's an awesome list of AI agents:",
    "### Cognee",
    "[github](https://github.com/topoteretes/cognee)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/shobrook/awesome-ai-agents",
   "project": "Continue",
   "repository": "https://github.com/continuedev/continue",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Here's an awesome list of AI agents:",
    "### Continue",
    "Continue is an open-source autopilot plugin for VS Code and JetBrains, enhancing coding with LLMs through features like task and tab autocomplete, natural language edits, file generation, and customization options, available under the Apache 2.0 license"
   ],
   "repository_evidence": [
    "Here's an awesome list of AI agents:",
    "### Continue",
    "[github](https://github.com/continuedev/continue) | [website](https://continue.dev)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/shobrook/awesome-ai-agents",
   "project": "crewAI by Jo\u00e3o Moura",
   "repository": "https://github.com/joaomdmoura/crewai",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Here's an awesome list of AI agents:",
    "### crewAI by Jo\u00e3o Moura",
    "crewAI is a cutting-edge AI framework designed for orchestrating role-playing, autonomous AI agents, enabling seamless collaboration and complex task handling"
   ],
   "repository_evidence": [
    "Here's an awesome list of AI agents:",
    "### crewAI by Jo\u00e3o Moura",
    "[github](https://github.com/joaomdmoura/crewai) | [github profile](https://github.com/joaomdmoura)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/shobrook/awesome-ai-agents",
   "project": "crewAI Tools",
   "repository": "https://github.com/joaomdmoura/crewai-tools",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Here's an awesome list of AI agents:",
    "### crewAI Tools",
    "crewAI Tools is a library that provides a framework for developing sophisticated tools to enhance crewAI agents, with methods for subclassing BaseTool, utilizing the tool decorator, and guidelines for contributing to the ecosystem"
   ],
   "repository_evidence": [
    "Here's an awesome list of AI agents:",
    "### crewAI Tools",
    "[github](https://github.com/joaomdmoura/crewai-tools)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://arxiv.org/pdf/2603.20278v1.pdf",
   "project": "OPENRESEARCHER",
   "repository": "https://github.com/TIGER-AI-Lab/OpenResearcher",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "We release\nthe pipeline, synthesized trajectories, model checkpoints, and the offline search\nenvironment at https://github.com/TIGER-AI-Lab/OpenResearcher.",
    "Abstract",
    "OpenResearcher: A Fully Open Pipeline for Long-Horizon Deep\nResearch Trajectory Synthesis"
   ],
   "repository_evidence": [
    "We release\nthe pipeline, synthesized trajectories, model checkpoints, and the offline search\nenvironment at https://github.com/TIGER-AI-Lab/OpenResearcher.",
    "Abstract",
    "OpenResearcher: A Fully Open Pipeline for Long-Horizon Deep\nResearch Trajectory Synthesis"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/trycua/cua/blob/main/blog/clawdbot-computer-use-history.md",
   "project": "Cua",
   "repository": "https://github.com/trycua",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "A Story of Computer-Use: Where We Started, Where We're Headed",
    "I co-authored Windows Agent Arena at Microsoft, and now I'm building Cua ([@trycua](https://x.com/@trycua)) \u2014 open-source infrastructure for computer-use agents \u2014 alongside Dillon Dupont ([@ddupont808](https://x.com/@ddupont808)), who built one of the very first browser agents back in 2023."
   ],
   "repository_evidence": [
    "A Story of Computer-Use: Where We Started, Where We're Headed"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/trycua/cua/blob/main/blog/clawdbot-computer-use-history.md",
   "project": "GPT-4V-Act",
   "repository": "https://github.com/ddupont808/GPT-4V-Act",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "A Story of Computer-Use: Where We Started, Where We're Headed"
   ],
   "repository_evidence": [
    "A Story of Computer-Use: Where We Started, Where We're Headed"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/trycua/cua/blob/main/blog/clawdbot-computer-use-history.md",
   "project": "Windows Agent Arena",
   "repository": "https://github.com/microsoft/WindowsAgentArena",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "A Story of Computer-Use: Where We Started, Where We're Headed",
    "In September 2024, [Windows Agent Arena](https://github.com/microsoft/WindowsAgentArena) arrived \u2014 a project I co-authored with Dillon ([@ddupont808](https://x.com/@ddupont808)) while at Microsoft."
   ],
   "repository_evidence": [
    "A Story of Computer-Use: Where We Started, Where We're Headed",
    "In September 2024, [Windows Agent Arena](https://github.com/microsoft/WindowsAgentArena) arrived \u2014 a project I co-authored with Dillon ([@ddupont808](https://x.com/@ddupont808)) while at Microsoft."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/trycua/cua/blob/main/blog/clawdbot-computer-use-history.md",
   "project": "browser-use",
   "repository": null,
   "stars": "77000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "A Story of Computer-Use: Where We Started, Where We're Headed",
    "Nine days later, the open-source community responded. Browser-use ([@gregpr07](https://x.com/@gregpr07)) launched on November 5, 2024 \u2014 a Python library for AI browser automation that would eventually accumulate over 77,000 GitHub stars."
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "A Story of Computer-Use: Where We Started, Where We're Headed",
    "Nine days later, the open-source community responded. Browser-use ([@gregpr07](https://x.com/@gregpr07)) launched on November 5, 2024 \u2014 a Python library for AI browser automation that would eventually accumulate over 77,000 GitHub stars."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/trycua/cua/blob/main/blog/clawdbot-computer-use-history.md",
   "project": "Cua-Bench",
   "repository": "https://github.com/trycua/cua",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "A Story of Computer-Use: Where We Started, Where We're Headed"
   ],
   "repository_evidence": [
    "A Story of Computer-Use: Where We Started, Where We're Headed"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/trycua/cua/blob/main/blog/clawdbot-computer-use-history.md",
   "project": "Clawdbot",
   "repository": "https://github.com/clawdbot",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "A Story of Computer-Use: Where We Started, Where We're Headed",
    "Which brings us to today \u2014 and to Clawdbot. Created by Austrian developer Peter Steinberger, [Clawdbot](https://github.com/clawdbot) (now Moltbot after a trademark-driven rebrand) represents the next paradigm: composable, self-hosted, extensible agents."
   ],
   "repository_evidence": [
    "A Story of Computer-Use: Where We Started, Where We're Headed",
    "Which brings us to today \u2014 and to Clawdbot. Created by Austrian developer Peter Steinberger, [Clawdbot](https://github.com/clawdbot) (now Moltbot after a trademark-driven rebrand) represents the next paradigm: composable, self-hosted, extensible agents."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://pypi.org/project/composio-julep/0.5.18",
   "project": "Composio",
   "repository": "https://github.com/ComposioHQ/composio",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Use Composio to get an array of tools with your Julep wokflow.",
    "Project links",
    "- [ Homepage](https://github.com/ComposioHQ/composio)"
   ],
   "repository_evidence": [
    "Use Composio to get an array of tools with your Julep wokflow.",
    "Project links",
    "- [ Homepage](https://github.com/ComposioHQ/composio)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://thetoolsverse.com/alternatives/heroz",
   "project": "OpenManus",
   "repository": null,
   "stars": "52000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Best Alternatives to HEROZ",
    "## Quick Comparison",
    "| Tool | Pricing | Best For |",
    "| [OpenManus](/tools/openmanus) | free | Open-source Python framework with 52k+ GitHub stars for buil... |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# Best Alternatives to HEROZ",
    "## Quick Comparison",
    "| Tool | Pricing | Best For |",
    "| [OpenManus](/tools/openmanus) | free | Open-source Python framework with 52k+ GitHub stars for buil... |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://thetoolsverse.com/alternatives/heroz",
   "project": "Magentic-One",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Best Alternatives to HEROZ",
    "## Quick Comparison",
    "| Tool | Pricing | Best For |",
    "| [Magentic-One](/tools/magentic-one) | free | Microsoft Research's open-source generalist multi-agent syst... |",
    "### Magentic-One",
    "Microsoft Research's open-source generalist multi-agent system with an Orchestrator directing four specialized sub-agents for web navigation, file handling, coding, and terminal execution."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://thetoolsverse.com/alternatives/heroz",
   "project": "Firebase Studio",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Best Alternatives to HEROZ",
    "## Quick Comparison",
    "| Tool | Pricing | Best For |",
    "| [Firebase Studio](/tools/firebase-studio-ai) | free | Google's browser-based agentic development environment power... |"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://thetoolsverse.com/alternatives/heroz",
   "project": "Manus AI Agent",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Best Alternatives to HEROZ",
    "## Quick Comparison",
    "| Tool | Pricing | Best For |",
    "| [Manus AI Agent](/tools/manus-ai-agent) | free | Autonomous AI agent by Butterfly Effect that independently e... |",
    "### Manus AI Agent",
    "Autonomous AI agent by Butterfly Effect that independently executes multi-step workflows including web research, file management, code execution, slide creation, and report generation, with a credit-based freemium model."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://thetoolsverse.com/alternatives/heroz",
   "project": "Kiro AI",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Best Alternatives to HEROZ",
    "## Quick Comparison",
    "| Tool | Pricing | Best For |",
    "| [Kiro AI](/tools/kiro-ai) | free | Amazon's agentic AI IDE that autonomously converts specifica... |"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://libhunt.com/compare-vision-agent-vs-TaskingAI",
   "project": "vision-agent",
   "repository": null,
   "stars": "511",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "| [vision-agent](/r/vision-agent) | | [TaskingAI](/r/TaskingAI) |",
    "## vision-agent",
    "SaaSHub - Software Alternatives and Reviews"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "| 511 | | 5,378 |",
    "|---|---|---|",
    "**Stars** - the number of stars that a project has on GitHub.",
    "SaaSHub - Software Alternatives and Reviews"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://libhunt.com/compare-vision-agent-vs-TaskingAI",
   "project": "TaskingAI",
   "repository": null,
   "stars": "5,378",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "| [vision-agent](/r/vision-agent) | | [TaskingAI](/r/TaskingAI) |",
    "## TaskingAI",
    "SaaSHub - Software Alternatives and Reviews"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "| 511 | | 5,378 |",
    "|---|---|---|",
    "**Stars** - the number of stars that a project has on GitHub.",
    "SaaSHub - Software Alternatives and Reviews"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://7busyboss.com/skills/deepset-ai-haystack",
   "project": "Haystack",
   "repository": "https://github.com/deepset-ai/haystack",
   "stars": "17000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Haystack",
    "**Haystack** is a Python open-source ai frameworks project by [deepset-ai](https://github.com/deepset-ai)."
   ],
   "repository_evidence": [
    "You can [download the source](https://github.com/deepset-ai/Haystack/archive/refs/heads/main.zip), browse it [on GitHub](https://github.com/deepset-ai/haystack), or read the full setup guide in the README below.",
    "# Haystack"
   ],
   "stars_evidence": [
    "\u2b50 17,000 stars\ud83c\udf74 0 forksPythonragpipelinesproduction",
    "# Haystack"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://7busyboss.com/skills/deepset-ai-haystack",
   "project": "LlamaIndex",
   "repository": null,
   "stars": "38000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "[LlamaIndex\u2b50 38,000\nData framework for LLM applications \u2014 ingest, structure, and access private or domain-specific data via RAG and indexing.](/skills/run-llama-llama-index)",
    "# Haystack",
    "## More AI Frameworks skills"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "[LlamaIndex\u2b50 38,000\nData framework for LLM applications \u2014 ingest, structure, and access private or domain-specific data via RAG and indexing.](/skills/run-llama-llama-index)",
    "# Haystack",
    "## More AI Frameworks skills"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://7busyboss.com/skills/deepset-ai-haystack",
   "project": "Semantic Kernel",
   "repository": null,
   "stars": "22000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "[Semantic Kernel\u2b50 22,000\nMicrosoft's lightweight SDK to integrate LLMs (OpenAI, Azure OpenAI, Hugging Face) with conventional programming languages \u2014 C#, Python, Java.](/skills/microsoft-semantic-kernel)",
    "# Haystack",
    "## More AI Frameworks skills"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "[Semantic Kernel\u2b50 22,000\nMicrosoft's lightweight SDK to integrate LLMs (OpenAI, Azure OpenAI, Hugging Face) with conventional programming languages \u2014 C#, Python, Java.](/skills/microsoft-semantic-kernel)",
    "# Haystack",
    "## More AI Frameworks skills"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://7busyboss.com/skills/deepset-ai-haystack",
   "project": "DSPy",
   "repository": null,
   "stars": "19000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "[DSPy\u2b50 19,000\nFramework for programming \u2014 rather than prompting \u2014 language models. Compiles LLM pipelines into self-improving, reproducible programs.](/skills/stanfordnlp-dspy)",
    "# Haystack",
    "## More AI Frameworks skills"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "[DSPy\u2b50 19,000\nFramework for programming \u2014 rather than prompting \u2014 language models. Compiles LLM pipelines into self-improving, reproducible programs.](/skills/stanfordnlp-dspy)",
    "# Haystack",
    "## More AI Frameworks skills"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://7busyboss.com/skills/deepset-ai-haystack",
   "project": "MemGPT (Letta)",
   "repository": null,
   "stars": "16000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "[MemGPT (Letta)\u2b50 16,000\nStateful agents with long-term memory. OS-inspired hierarchical memory lets agents remember across sessions far beyond the context window.](/skills/cpacker-mem-gpt)",
    "# Haystack",
    "## More AI Frameworks skills"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "[MemGPT (Letta)\u2b50 16,000\nStateful agents with long-term memory. OS-inspired hierarchical memory lets agents remember across sessions far beyond the context window.](/skills/cpacker-mem-gpt)",
    "# Haystack",
    "## More AI Frameworks skills"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://7busyboss.com/skills/deepset-ai-haystack",
   "project": "Pydantic AI",
   "repository": null,
   "stars": "8000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "[Pydantic AI\u2b50 8,000\nType-safe agent framework from the Pydantic team. Structured outputs, dependency injection, model-agnostic.](/skills/pydantic-pydantic-ai)",
    "# Haystack",
    "## More AI Frameworks skills"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "[Pydantic AI\u2b50 8,000\nType-safe agent framework from the Pydantic team. Structured outputs, dependency injection, model-agnostic.](/skills/pydantic-pydantic-ai)",
    "# Haystack",
    "## More AI Frameworks skills"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://pypi.org/project/letta-nightly/0.16.1.dev20251218013816",
   "project": "Letta",
   "repository": "https://github.com/letta-ai/letta",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Create LLM agents with long-term memory and custom tools",
    "# Letta (formerly MemGPT)",
    "Letta is the platform for building stateful agents: open AI with advanced memory that can learn and self-improve over time."
   ],
   "repository_evidence": [
    "Create LLM agents with long-term memory and custom tools",
    "### [One-Shot \u2728 Vibecoding \u26a1\ufe0f Prompts](https://github.com/letta-ai/letta/blob/main/fern/pages/getting-started/prompts.mdx)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://pypi.org/project/letta-nightly/0.16.1.dev20251218013816",
   "project": "Letta Python SDK",
   "repository": "https://github.com/letta-ai/letta-python",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Create LLM agents with long-term memory and custom tools",
    "### [Python SDK](https://github.com/letta-ai/letta-python)"
   ],
   "repository_evidence": [
    "Create LLM agents with long-term memory and custom tools",
    "### [Python SDK](https://github.com/letta-ai/letta-python)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://pypi.org/project/letta-nightly/0.16.1.dev20251218013816",
   "project": "Letta TypeScript SDK",
   "repository": "https://github.com/letta-ai/letta-node",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Create LLM agents with long-term memory and custom tools",
    "### [TypeScript / Node.js SDK](https://github.com/letta-ai/letta-node)"
   ],
   "repository_evidence": [
    "Create LLM agents with long-term memory and custom tools",
    "### [TypeScript / Node.js SDK](https://github.com/letta-ai/letta-node)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://pypi.org/project/letta-nightly/0.16.1.dev20251218013816",
   "project": "Agent File",
   "repository": "https://github.com/letta-ai/agent-file",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Create LLM agents with long-term memory and custom tools",
    "## Saving and sharing agents with Agent File (`.af`) ([full guide](https://docs.letta.com/guides/agents/agent-file))",
    "In Letta, all agent data is persisted to disk (Postgres or SQLite), and can be easily imported and exported using the open source [Agent File](https://github.com/letta-ai/agent-file) (`.af`) file format."
   ],
   "repository_evidence": [
    "Create LLM agents with long-term memory and custom tools",
    "## Saving and sharing agents with Agent File (`.af`) ([full guide](https://docs.letta.com/guides/agents/agent-file))",
    "In Letta, all agent data is persisted to disk (Postgres or SQLite), and can be easily imported and exported using the open source [Agent File](https://github.com/letta-ai/agent-file) (`.af`) file format."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://trustvector.guard0.ai/agents/strands-agents",
   "project": "Strands Agents",
   "repository": "https://github.com/strands-agents/harness-sdk",
   "stars": "6500",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Evaluation record \u00b7 strands-agents",
    "# Strands Agents",
    "Open-source, model-driven AI agent SDK from AWS, used internally by Amazon Q Developer."
   ],
   "repository_evidence": [
    "Evaluation record \u00b7 strands-agents",
    "github repo: https://github.com/strands-agents/harness-sdk (renamed from sdk-python, June 2026)"
   ],
   "stars_evidence": [
    "Evaluation record \u00b7 strands-agents",
    "github stars: 6500+ (harness-sdk monorepo, July 2026)"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://repositoryradar.dev/repo/browserbase/stagehand",
   "project": "Stagehand",
   "repository": "https://github.com/browserbase/stagehand",
   "stars": "23k",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# \ud83e\uddedStagehand",
    "[Search & Research](/repos?category=Search%20%26%20Research)"
   ],
   "repository_evidence": [
    "[View on GitHub \u2197](https://github.com/browserbase/stagehand)",
    "[Search & Research](/repos?category=Search%20%26%20Research)"
   ],
   "stars_evidence": [
    "\u2b50 Very popular: 23k stars, gaining about 113 a week",
    "[Search & Research](/repos?category=Search%20%26%20Research)"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://repositoryradar.dev/repo/browserbase/stagehand",
   "project": "Skyvern",
   "repository": null,
   "stars": "22k",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "- [ \ud83c\udfaf Skyvern ](/repo/skyvern-ai/skyvern)",
    "## covered in",
    "[Search & Research](/repos?category=Search%20%26%20Research)"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    " 22k ACTIVE",
    "## covered in",
    "[Search & Research](/repos?category=Search%20%26%20Research)"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://repositoryradar.dev/repo/browserbase/stagehand",
   "project": "HumanLayer / CodeLayer",
   "repository": null,
   "stars": "11k",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "- [ \ud83e\udde0 HumanLayer / CodeLayer ](/repo/humanlayer/humanlayer)",
    "## covered in",
    "[Search & Research](/repos?category=Search%20%26%20Research)"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    " 11k ACTIVE",
    "## covered in",
    "[Search & Research](/repos?category=Search%20%26%20Research)"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://repositoryradar.dev/repo/browserbase/stagehand",
   "project": "crewAI",
   "repository": null,
   "stars": "55k",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "- [ \ud83e\uddbe crewAI ](/repo/crewaiinc/crewai)",
    "## covered in",
    "[Search & Research](/repos?category=Search%20%26%20Research)"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    " 55k ACTIVE",
    "## covered in",
    "[Search & Research](/repos?category=Search%20%26%20Research)"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://huggingface.co/Speedofmastery/yyuu/blob/main/README.md",
   "project": "OpenManus",
   "repository": "https://github.com/FoundationAgents/OpenManus",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "title: HHH - Complete AI Platform",
    "# \ud83d\udc4b OpenManus - Complete AI Platform"
   ],
   "repository_evidence": [
    "[![GitHub stars](https://img.shields.io/github/stars/FoundationAgents/OpenManus?style=social)](https://github.com/FoundationAgents/OpenManus/stargazers)",
    "title: HHH - Complete AI Platform",
    "# \ud83d\udc4b OpenManus - Complete AI Platform"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://huggingface.co/Speedofmastery/yyuu/blob/main/README.md",
   "project": "OpenManus-RL",
   "repository": "https://github.com/OpenManus/OpenManus-RL",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "We're also excited to introduce [OpenManus-RL](https://github.com/OpenManus/OpenManus-RL), an open-source project dedicated to reinforcement learning (RL)- based (such as GRPO) tuning methods for LLM agents, developed collaboratively by researchers from UIUC and OpenManus.",
    "title: HHH - Complete AI Platform",
    "# \ud83d\udc4b OpenManus - Complete AI Platform"
   ],
   "repository_evidence": [
    "We're also excited to introduce [OpenManus-RL](https://github.com/OpenManus/OpenManus-RL), an open-source project dedicated to reinforcement learning (RL)- based (such as GRPO) tuning methods for LLM agents, developed collaboratively by researchers from UIUC and OpenManus.",
    "title: HHH - Complete AI Platform",
    "# \ud83d\udc4b OpenManus - Complete AI Platform"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://huggingface.co/Speedofmastery/yyuu/blob/main/README.md",
   "project": "anthropic-computer-use",
   "repository": "https://github.com/anthropics/anthropic-quickstarts/tree/main/computer-use-demo",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Thanks to [anthropic-computer-use](https://github.com/anthropics/anthropic-quickstarts/tree/main/computer-use-demo), [browser-use](https://github.com/browser-use/browser-use) and [crawl4ai](https://github.com/unclecode/crawl4ai) for providing basic support for this project!",
    "title: HHH - Complete AI Platform",
    "# \ud83d\udc4b OpenManus - Complete AI Platform"
   ],
   "repository_evidence": [
    "Thanks to [anthropic-computer-use](https://github.com/anthropics/anthropic-quickstarts/tree/main/computer-use-demo), [browser-use](https://github.com/browser-use/browser-use) and [crawl4ai](https://github.com/unclecode/crawl4ai) for providing basic support for this project!",
    "title: HHH - Complete AI Platform",
    "# \ud83d\udc4b OpenManus - Complete AI Platform"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://huggingface.co/Speedofmastery/yyuu/blob/main/README.md",
   "project": "browser-use",
   "repository": "https://github.com/browser-use/browser-use",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Thanks to [anthropic-computer-use](https://github.com/anthropics/anthropic-quickstarts/tree/main/computer-use-demo), [browser-use](https://github.com/browser-use/browser-use) and [crawl4ai](https://github.com/unclecode/crawl4ai) for providing basic support for this project!",
    "title: HHH - Complete AI Platform",
    "# \ud83d\udc4b OpenManus - Complete AI Platform"
   ],
   "repository_evidence": [
    "Thanks to [anthropic-computer-use](https://github.com/anthropics/anthropic-quickstarts/tree/main/computer-use-demo), [browser-use](https://github.com/browser-use/browser-use) and [crawl4ai](https://github.com/unclecode/crawl4ai) for providing basic support for this project!",
    "title: HHH - Complete AI Platform",
    "# \ud83d\udc4b OpenManus - Complete AI Platform"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://huggingface.co/Speedofmastery/yyuu/blob/main/README.md",
   "project": "crawl4ai",
   "repository": "https://github.com/unclecode/crawl4ai",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Thanks to [anthropic-computer-use](https://github.com/anthropics/anthropic-quickstarts/tree/main/computer-use-demo), [browser-use](https://github.com/browser-use/browser-use) and [crawl4ai](https://github.com/unclecode/crawl4ai) for providing basic support for this project!",
    "title: HHH - Complete AI Platform",
    "# \ud83d\udc4b OpenManus - Complete AI Platform"
   ],
   "repository_evidence": [
    "Thanks to [anthropic-computer-use](https://github.com/anthropics/anthropic-quickstarts/tree/main/computer-use-demo), [browser-use](https://github.com/browser-use/browser-use) and [crawl4ai](https://github.com/unclecode/crawl4ai) for providing basic support for this project!",
    "title: HHH - Complete AI Platform",
    "# \ud83d\udc4b OpenManus - Complete AI Platform"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://huggingface.co/Speedofmastery/yyuu/blob/main/README.md",
   "project": "AAAJ",
   "repository": "https://github.com/metauto-ai/agent-as-a-judge",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Additionally, we are grateful to [AAAJ](https://github.com/metauto-ai/agent-as-a-judge), [MetaGPT](https://github.com/geekan/MetaGPT), [OpenHands](https://github.com/All-Hands-AI/OpenHands) and [SWE-agent](https://github.com/SWE-agent/SWE-agent).",
    "title: HHH - Complete AI Platform",
    "# \ud83d\udc4b OpenManus - Complete AI Platform"
   ],
   "repository_evidence": [
    "Additionally, we are grateful to [AAAJ](https://github.com/metauto-ai/agent-as-a-judge), [MetaGPT](https://github.com/geekan/MetaGPT), [OpenHands](https://github.com/All-Hands-AI/OpenHands) and [SWE-agent](https://github.com/SWE-agent/SWE-agent).",
    "title: HHH - Complete AI Platform",
    "# \ud83d\udc4b OpenManus - Complete AI Platform"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://huggingface.co/Speedofmastery/yyuu/blob/main/README.md",
   "project": "MetaGPT",
   "repository": "https://github.com/geekan/MetaGPT",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Additionally, we are grateful to [AAAJ](https://github.com/metauto-ai/agent-as-a-judge), [MetaGPT](https://github.com/geekan/MetaGPT), [OpenHands](https://github.com/All-Hands-AI/OpenHands) and [SWE-agent](https://github.com/SWE-agent/SWE-agent).",
    "title: HHH - Complete AI Platform",
    "# \ud83d\udc4b OpenManus - Complete AI Platform"
   ],
   "repository_evidence": [
    "Additionally, we are grateful to [AAAJ](https://github.com/metauto-ai/agent-as-a-judge), [MetaGPT](https://github.com/geekan/MetaGPT), [OpenHands](https://github.com/All-Hands-AI/OpenHands) and [SWE-agent](https://github.com/SWE-agent/SWE-agent).",
    "title: HHH - Complete AI Platform",
    "# \ud83d\udc4b OpenManus - Complete AI Platform"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://huggingface.co/Speedofmastery/yyuu/blob/main/README.md",
   "project": "OpenHands",
   "repository": "https://github.com/All-Hands-AI/OpenHands",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Additionally, we are grateful to [AAAJ](https://github.com/metauto-ai/agent-as-a-judge), [MetaGPT](https://github.com/geekan/MetaGPT), [OpenHands](https://github.com/All-Hands-AI/OpenHands) and [SWE-agent](https://github.com/SWE-agent/SWE-agent).",
    "title: HHH - Complete AI Platform",
    "# \ud83d\udc4b OpenManus - Complete AI Platform"
   ],
   "repository_evidence": [
    "Additionally, we are grateful to [AAAJ](https://github.com/metauto-ai/agent-as-a-judge), [MetaGPT](https://github.com/geekan/MetaGPT), [OpenHands](https://github.com/All-Hands-AI/OpenHands) and [SWE-agent](https://github.com/SWE-agent/SWE-agent).",
    "title: HHH - Complete AI Platform",
    "# \ud83d\udc4b OpenManus - Complete AI Platform"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://huggingface.co/Speedofmastery/yyuu/blob/main/README.md",
   "project": "SWE-agent",
   "repository": "https://github.com/SWE-agent/SWE-agent",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Additionally, we are grateful to [AAAJ](https://github.com/metauto-ai/agent-as-a-judge), [MetaGPT](https://github.com/geekan/MetaGPT), [OpenHands](https://github.com/All-Hands-AI/OpenHands) and [SWE-agent](https://github.com/SWE-agent/SWE-agent).",
    "title: HHH - Complete AI Platform",
    "# \ud83d\udc4b OpenManus - Complete AI Platform"
   ],
   "repository_evidence": [
    "Additionally, we are grateful to [AAAJ](https://github.com/metauto-ai/agent-as-a-judge), [MetaGPT](https://github.com/geekan/MetaGPT), [OpenHands](https://github.com/All-Hands-AI/OpenHands) and [SWE-agent](https://github.com/SWE-agent/SWE-agent).",
    "title: HHH - Complete AI Platform",
    "# \ud83d\udc4b OpenManus - Complete AI Platform"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://yuxiaopeng.com/Github-Ranking-AI/Top100/RAG.html",
   "project": "dify",
   "repository": "https://github.com/langgenius/dify",
   "stars": "153664",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## Top 100 Stars in RAG",
    "Top 100 Stars in RAG",
    "| Ranking | Project Name | Stars | Forks | Language | Open Issues | Description | Last Commit |",
    "| 1 | [dify](https://github.com/langgenius/dify) | 153664 | 24287 | TypeScript | 296 | Build Agentic workflows, RAG pipelines, with rich AI model and tool support on one collaborative workspace. Deploy on cloud, VPC, or self-hosted, so teams move from prototype to production without rebuilding the stack. | 2026-08-27T14:04:06Z |"
   ],
   "repository_evidence": [
    "## Top 100 Stars in RAG",
    "Top 100 Stars in RAG",
    "| Ranking | Project Name | Stars | Forks | Language | Open Issues | Description | Last Commit |",
    "| 1 | [dify](https://github.com/langgenius/dify) | 153664 | 24287 | TypeScript | 296 | Build Agentic workflows, RAG pipelines, with rich AI model and tool support on one collaborative workspace. Deploy on cloud, VPC, or self-hosted, so teams move from prototype to production without rebuilding the stack. | 2026-08-27T14:04:06Z |"
   ],
   "stars_evidence": [
    "## Top 100 Stars in RAG",
    "Top 100 Stars in RAG",
    "| Ranking | Project Name | Stars | Forks | Language | Open Issues | Description | Last Commit |",
    "| 1 | [dify](https://github.com/langgenius/dify) | 153664 | 24287 | TypeScript | 296 | Build Agentic workflows, RAG pipelines, with rich AI model and tool support on one collaborative workspace. Deploy on cloud, VPC, or self-hosted, so teams move from prototype to production without rebuilding the stack. | 2026-08-27T14:04:06Z |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/backblaze-labs/awesome-agent-infrastructure",
   "project": "Microsoft AutoGen",
   "repository": "https://microsoft.github.io/autogen/",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome Agent Infrastructure",
    "Libraries for building LLM agents \u2014 planning, tool use, multi-agent orchestration.",
    "## Agent Frameworks",
    "- **[Microsoft AutoGen](https://microsoft.github.io/autogen/)** \u2013 Multi-agent conversation framework from Microsoft Research."
   ],
   "repository_evidence": [
    "# Awesome Agent Infrastructure",
    "Libraries for building LLM agents \u2014 planning, tool use, multi-agent orchestration.",
    "## Agent Frameworks",
    "- **[Microsoft AutoGen](https://microsoft.github.io/autogen/)** \u2013 Multi-agent conversation framework from Microsoft Research."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/backblaze-labs/awesome-agent-infrastructure",
   "project": "CrewAI",
   "repository": "https://www.crewai.com",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome Agent Infrastructure",
    "Libraries for building LLM agents \u2014 planning, tool use, multi-agent orchestration.",
    "## Agent Frameworks",
    "- **[CrewAI](https://www.crewai.com)** \u2013 Role-based multi-agent framework."
   ],
   "repository_evidence": [
    "# Awesome Agent Infrastructure",
    "Libraries for building LLM agents \u2014 planning, tool use, multi-agent orchestration.",
    "## Agent Frameworks",
    "- **[CrewAI](https://www.crewai.com)** \u2013 Role-based multi-agent framework."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/backblaze-labs/awesome-agent-infrastructure",
   "project": "Agno",
   "repository": "https://www.agno.com",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome Agent Infrastructure",
    "Libraries for building LLM agents \u2014 planning, tool use, multi-agent orchestration.",
    "## Agent Frameworks",
    "- **[Agno](https://www.agno.com)** \u2013 Lightweight Python framework for building multimodal agents and agentic systems."
   ],
   "repository_evidence": [
    "# Awesome Agent Infrastructure",
    "Libraries for building LLM agents \u2014 planning, tool use, multi-agent orchestration.",
    "## Agent Frameworks",
    "- **[Agno](https://www.agno.com)** \u2013 Lightweight Python framework for building multimodal agents and agentic systems."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/backblaze-labs/awesome-agent-infrastructure",
   "project": "LangGraph",
   "repository": "https://langchain-ai.github.io/langgraph/",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome Agent Infrastructure",
    "Libraries for building LLM agents \u2014 planning, tool use, multi-agent orchestration.",
    "## Agent Frameworks",
    "- **[LangGraph](https://langchain-ai.github.io/langgraph/)** \u2013 Graph-based agent runtime from the LangChain team."
   ],
   "repository_evidence": [
    "# Awesome Agent Infrastructure",
    "Libraries for building LLM agents \u2014 planning, tool use, multi-agent orchestration.",
    "## Agent Frameworks",
    "- **[LangGraph](https://langchain-ai.github.io/langgraph/)** \u2013 Graph-based agent runtime from the LangChain team."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/backblaze-labs/awesome-agent-infrastructure",
   "project": "HuggingFace smolagents",
   "repository": "https://huggingface.co/docs/smolagents",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome Agent Infrastructure",
    "Libraries for building LLM agents \u2014 planning, tool use, multi-agent orchestration.",
    "## Agent Frameworks",
    "- **[HuggingFace smolagents](https://huggingface.co/docs/smolagents)** \u2013 Minimal \"code agent\" library \u2014 agents write Python to solve tasks."
   ],
   "repository_evidence": [
    "# Awesome Agent Infrastructure",
    "Libraries for building LLM agents \u2014 planning, tool use, multi-agent orchestration.",
    "## Agent Frameworks",
    "- **[HuggingFace smolagents](https://huggingface.co/docs/smolagents)** \u2013 Minimal \"code agent\" library \u2014 agents write Python to solve tasks."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/backblaze-labs/awesome-agent-infrastructure",
   "project": "Mastra",
   "repository": "https://mastra.ai",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome Agent Infrastructure",
    "Libraries for building LLM agents \u2014 planning, tool use, multi-agent orchestration.",
    "## Agent Frameworks",
    "- **[Mastra](https://mastra.ai)** \u2013 TypeScript-first agent framework with workflows, RAG, and evals."
   ],
   "repository_evidence": [
    "# Awesome Agent Infrastructure",
    "Libraries for building LLM agents \u2014 planning, tool use, multi-agent orchestration.",
    "## Agent Frameworks",
    "- **[Mastra](https://mastra.ai)** \u2013 TypeScript-first agent framework with workflows, RAG, and evals."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/backblaze-labs/awesome-agent-infrastructure",
   "project": "OpenAI Agents SDK",
   "repository": "https://openai.github.io/openai-agents-python/",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome Agent Infrastructure",
    "Libraries for building LLM agents \u2014 planning, tool use, multi-agent orchestration.",
    "## Agent Frameworks",
    "- **[OpenAI Agents SDK](https://openai.github.io/openai-agents-python/)** \u2013 Official OpenAI agent framework."
   ],
   "repository_evidence": [
    "# Awesome Agent Infrastructure",
    "Libraries for building LLM agents \u2014 planning, tool use, multi-agent orchestration.",
    "## Agent Frameworks",
    "- **[OpenAI Agents SDK](https://openai.github.io/openai-agents-python/)** \u2013 Official OpenAI agent framework."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/backblaze-labs/awesome-agent-infrastructure",
   "project": "Pydantic AI",
   "repository": "https://ai.pydantic.dev",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome Agent Infrastructure",
    "Libraries for building LLM agents \u2014 planning, tool use, multi-agent orchestration.",
    "## Agent Frameworks",
    "- **[Pydantic AI](https://ai.pydantic.dev)** \u2013 Agent framework from the Pydantic team."
   ],
   "repository_evidence": [
    "# Awesome Agent Infrastructure",
    "Libraries for building LLM agents \u2014 planning, tool use, multi-agent orchestration.",
    "## Agent Frameworks",
    "- **[Pydantic AI](https://ai.pydantic.dev)** \u2013 Agent framework from the Pydantic team."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/backblaze-labs/awesome-agent-infrastructure",
   "project": "AG2",
   "repository": "https://ag2.ai",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome Agent Infrastructure",
    "Libraries for building LLM agents \u2014 planning, tool use, multi-agent orchestration.",
    "## Agent Frameworks",
    "- **[AG2](https://ag2.ai)** \u2013 Community-maintained fork of AutoGen 0.2."
   ],
   "repository_evidence": [
    "# Awesome Agent Infrastructure",
    "Libraries for building LLM agents \u2014 planning, tool use, multi-agent orchestration.",
    "## Agent Frameworks",
    "- **[AG2](https://ag2.ai)** \u2013 Community-maintained fork of AutoGen 0.2."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/backblaze-labs/awesome-agent-infrastructure",
   "project": "DeerFlow",
   "repository": "https://github.com/bytedance/deer-flow",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome Agent Infrastructure",
    "Libraries for building LLM agents \u2014 planning, tool use, multi-agent orchestration.",
    "## Agent Frameworks",
    "- **[DeerFlow](https://github.com/bytedance/deer-flow)** \u2013 ByteDance's open-source super-agent harness built on LangGraph."
   ],
   "repository_evidence": [
    "# Awesome Agent Infrastructure",
    "Libraries for building LLM agents \u2014 planning, tool use, multi-agent orchestration.",
    "## Agent Frameworks",
    "- **[DeerFlow](https://github.com/bytedance/deer-flow)** \u2013 ByteDance's open-source super-agent harness built on LangGraph."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/backblaze-labs/awesome-agent-infrastructure",
   "project": "Flowise",
   "repository": "https://flowiseai.com",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome Agent Infrastructure",
    "Libraries for building LLM agents \u2014 planning, tool use, multi-agent orchestration.",
    "## Agent Frameworks",
    "- **[Flowise](https://flowiseai.com)** \u2013 Open-source visual builder for LLM agents and workflows."
   ],
   "repository_evidence": [
    "# Awesome Agent Infrastructure",
    "Libraries for building LLM agents \u2014 planning, tool use, multi-agent orchestration.",
    "## Agent Frameworks",
    "- **[Flowise](https://flowiseai.com)** \u2013 Open-source visual builder for LLM agents and workflows."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/backblaze-labs/awesome-agent-infrastructure",
   "project": "Google ADK",
   "repository": "https://adk.dev",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome Agent Infrastructure",
    "Libraries for building LLM agents \u2014 planning, tool use, multi-agent orchestration.",
    "## Agent Frameworks",
    "- **[Google ADK](https://adk.dev)** \u2013 Google's open-source agent development kit."
   ],
   "repository_evidence": [
    "# Awesome Agent Infrastructure",
    "Libraries for building LLM agents \u2014 planning, tool use, multi-agent orchestration.",
    "## Agent Frameworks",
    "- **[Google ADK](https://adk.dev)** \u2013 Google's open-source agent development kit."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/backblaze-labs/awesome-agent-infrastructure",
   "project": "Langroid",
   "repository": "https://langroid.github.io/langroid/",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome Agent Infrastructure",
    "Libraries for building LLM agents \u2014 planning, tool use, multi-agent orchestration.",
    "## Agent Frameworks",
    "- **[Langroid](https://langroid.github.io/langroid/)** \u2013 Lightweight Python multi-agent framework from CMU/UW-Madison."
   ],
   "repository_evidence": [
    "# Awesome Agent Infrastructure",
    "Libraries for building LLM agents \u2014 planning, tool use, multi-agent orchestration.",
    "## Agent Frameworks",
    "- **[Langroid](https://langroid.github.io/langroid/)** \u2013 Lightweight Python multi-agent framework from CMU/UW-Madison."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/backblaze-labs/awesome-agent-infrastructure",
   "project": "MetaGPT",
   "repository": "https://github.com/FoundationAgents/MetaGPT",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome Agent Infrastructure",
    "Libraries for building LLM agents \u2014 planning, tool use, multi-agent orchestration.",
    "## Agent Frameworks",
    "- **[MetaGPT](https://github.com/FoundationAgents/MetaGPT)** \u2013 Multi-agent framework that assigns software-company roles (PM, architect, engineer) to LLMs."
   ],
   "repository_evidence": [
    "# Awesome Agent Infrastructure",
    "Libraries for building LLM agents \u2014 planning, tool use, multi-agent orchestration.",
    "## Agent Frameworks",
    "- **[MetaGPT](https://github.com/FoundationAgents/MetaGPT)** \u2013 Multi-agent framework that assigns software-company roles (PM, architect, engineer) to LLMs."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/backblaze-labs/awesome-agent-infrastructure",
   "project": "Microsoft Agent Framework",
   "repository": "https://devblogs.microsoft.com/agent-framework/",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome Agent Infrastructure",
    "Libraries for building LLM agents \u2014 planning, tool use, multi-agent orchestration.",
    "## Agent Frameworks",
    "- **[Microsoft Agent Framework](https://devblogs.microsoft.com/agent-framework/)** \u2013 Microsoft's production-ready open-source agent SDK and runtime for Python and .NET."
   ],
   "repository_evidence": [
    "# Awesome Agent Infrastructure",
    "Libraries for building LLM agents \u2014 planning, tool use, multi-agent orchestration.",
    "## Agent Frameworks",
    "- **[Microsoft Agent Framework](https://devblogs.microsoft.com/agent-framework/)** \u2013 Microsoft's production-ready open-source agent SDK and runtime for Python and .NET."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/backblaze-labs/awesome-agent-infrastructure",
   "project": "open-multi-agent",
   "repository": "https://github.com/JackChen-me/open-multi-agent",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome Agent Infrastructure",
    "Libraries for building LLM agents \u2014 planning, tool use, multi-agent orchestration.",
    "## Agent Frameworks",
    "- **[open-multi-agent](https://github.com/JackChen-me/open-multi-agent)** \u2013 TypeScript multi-agent orchestration with automatic goal-to-DAG decomposition, parallel task execution, MCP integration, and live tracing."
   ],
   "repository_evidence": [
    "# Awesome Agent Infrastructure",
    "Libraries for building LLM agents \u2014 planning, tool use, multi-agent orchestration.",
    "## Agent Frameworks",
    "- **[open-multi-agent](https://github.com/JackChen-me/open-multi-agent)** \u2013 TypeScript multi-agent orchestration with automatic goal-to-DAG decomposition, parallel task execution, MCP integration, and live tracing."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/backblaze-labs/awesome-agent-infrastructure",
   "project": "OpenAI Agents SDK (TypeScript)",
   "repository": "https://openai.github.io/openai-agents-js/",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome Agent Infrastructure",
    "Libraries for building LLM agents \u2014 planning, tool use, multi-agent orchestration.",
    "## Agent Frameworks",
    "- **[OpenAI Agents SDK (TypeScript)](https://openai.github.io/openai-agents-js/)** \u2013 Official OpenAI agent framework for TypeScript and JavaScript."
   ],
   "repository_evidence": [
    "# Awesome Agent Infrastructure",
    "Libraries for building LLM agents \u2014 planning, tool use, multi-agent orchestration.",
    "## Agent Frameworks",
    "- **[OpenAI Agents SDK (TypeScript)](https://openai.github.io/openai-agents-js/)** \u2013 Official OpenAI agent framework for TypeScript and JavaScript."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/backblaze-labs/awesome-agent-infrastructure",
   "project": "OpenSRE",
   "repository": "https://github.com/Tracer-Cloud/opensre",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome Agent Infrastructure",
    "Libraries for building LLM agents \u2014 planning, tool use, multi-agent orchestration.",
    "## Agent Frameworks",
    "- **[OpenSRE](https://github.com/Tracer-Cloud/opensre)** \u2013 Open-source toolkit for building AI SRE agents."
   ],
   "repository_evidence": [
    "# Awesome Agent Infrastructure",
    "Libraries for building LLM agents \u2014 planning, tool use, multi-agent orchestration.",
    "## Agent Frameworks",
    "- **[OpenSRE](https://github.com/Tracer-Cloud/opensre)** \u2013 Open-source toolkit for building AI SRE agents."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/backblaze-labs/awesome-agent-infrastructure",
   "project": "Semantic Kernel",
   "repository": "https://learn.microsoft.com/en-us/semantic-kernel/overview/",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome Agent Infrastructure",
    "Libraries for building LLM agents \u2014 planning, tool use, multi-agent orchestration.",
    "## Agent Frameworks",
    "- **[Semantic Kernel](https://learn.microsoft.com/en-us/semantic-kernel/overview/)** \u2013 Microsoft's open-source SDK for building LLM agents and multi-agent systems."
   ],
   "repository_evidence": [
    "# Awesome Agent Infrastructure",
    "Libraries for building LLM agents \u2014 planning, tool use, multi-agent orchestration.",
    "## Agent Frameworks",
    "- **[Semantic Kernel](https://learn.microsoft.com/en-us/semantic-kernel/overview/)** \u2013 Microsoft's open-source SDK for building LLM agents and multi-agent systems."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/backblaze-labs/awesome-agent-infrastructure",
   "project": "Strands Agents",
   "repository": "https://strandsagents.com",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome Agent Infrastructure",
    "Libraries for building LLM agents \u2014 planning, tool use, multi-agent orchestration.",
    "## Agent Frameworks",
    "- **[Strands Agents](https://strandsagents.com)** \u2013 AWS-backed open-source agent SDK."
   ],
   "repository_evidence": [
    "# Awesome Agent Infrastructure",
    "Libraries for building LLM agents \u2014 planning, tool use, multi-agent orchestration.",
    "## Agent Frameworks",
    "- **[Strands Agents](https://strandsagents.com)** \u2013 AWS-backed open-source agent SDK."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/backblaze-labs/awesome-agent-infrastructure",
   "project": "VoltAgent",
   "repository": "https://voltagent.dev",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Awesome Agent Infrastructure",
    "Libraries for building LLM agents \u2014 planning, tool use, multi-agent orchestration.",
    "## Agent Frameworks",
    "- **[VoltAgent](https://voltagent.dev)** \u2013 TypeScript agent framework with memory adapters, RAG, tool registry, multi-agent supervisor coordination, voice support, and built-in evals."
   ],
   "repository_evidence": [
    "# Awesome Agent Infrastructure",
    "Libraries for building LLM agents \u2014 planning, tool use, multi-agent orchestration.",
    "## Agent Frameworks",
    "- **[VoltAgent](https://voltagent.dev)** \u2013 TypeScript agent framework with memory adapters, RAG, tool registry, multi-agent supervisor coordination, voice support, and built-in evals."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://pypi.org/project/letta-nightly/0.13.1.dev20251031234110",
   "project": "Letta",
   "repository": "https://github.com/letta-ai/letta",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Create LLM agents with long-term memory and custom tools",
    "# Letta (formerly MemGPT)"
   ],
   "repository_evidence": [
    "### [One-Shot \u2728 Vibecoding \u26a1\ufe0f Prompts](https://github.com/letta-ai/letta/blob/main/fern/pages/getting-started/prompts.mdx)",
    "Create LLM agents with long-term memory and custom tools"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://pypi.org/project/letta-nightly/0.13.1.dev20251031234110",
   "project": "Agent File",
   "repository": "https://github.com/letta-ai/agent-file",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Create LLM agents with long-term memory and custom tools",
    "## Saving and sharing agents with Agent File (`.af`) ([full guide](https://docs.letta.com/guides/agents/agent-file))",
    "In Letta, all agent data is persisted to disk (Postgres or SQLite), and can be easily imported and exported using the open source [Agent File](https://github.com/letta-ai/agent-file) (`.af`) file format."
   ],
   "repository_evidence": [
    "Create LLM agents with long-term memory and custom tools",
    "## Saving and sharing agents with Agent File (`.af`) ([full guide](https://docs.letta.com/guides/agents/agent-file))",
    "In Letta, all agent data is persisted to disk (Postgres or SQLite), and can be easily imported and exported using the open source [Agent File](https://github.com/letta-ai/agent-file) (`.af`) file format."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://shareuhack.com/en/posts/openai-agents-sdk-indie-maker-guide-2026",
   "project": "OpenAI Agents SDK",
   "repository": "https://openai.github.io/openai-agents-python/",
   "stars": "26000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# OpenAI Agents SDK: The Indie Maker's Practical Guide (May 2026 Update)",
    "| Decision Criteria | OpenAI Agents SDK | Claude Agent SDK | AWS Strands | LangGraph | CrewAI |",
    "| **GitHub stars** | 26K+ | Fast-growing | Growing | Mature | Active |"
   ],
   "repository_evidence": [
    "Just install it and go. The Agents SDK is currently at v0.17.5 (released June 11, 2026; the default model has switched to gpt-5.4-mini. The SDK is still rapidly evolving, so check the [official docs](https://openai.github.io/openai-agents-python/) for the latest API). Requires Python 3.10+:"
   ],
   "stars_evidence": [
    "## 2026 Agent Framework Selection: Five Frameworks Compared",
    "| Decision Criteria | OpenAI Agents SDK | Claude Agent SDK | AWS Strands | LangGraph | CrewAI |",
    "| **GitHub stars** | 26K+ | Fast-growing | Growing | Mature | Active |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://shareuhack.com/en/posts/openai-agents-sdk-indie-maker-guide-2026",
   "project": "openai-agents-js",
   "repository": "https://github.com/openai/openai-agents-js",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Good news: as of May 2026, the TypeScript Agents SDK ([openai-agents-js](https://github.com/openai/openai-agents-js)) now supports **sandbox functionality in beta**, including isolated filesystem workspaces, shell command execution, file editing, and snapshots."
   ],
   "repository_evidence": [
    "Good news: as of May 2026, the TypeScript Agents SDK ([openai-agents-js](https://github.com/openai/openai-agents-js)) now supports **sandbox functionality in beta**, including isolated filesystem workspaces, shell command execution, file editing, and snapshots."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://shareuhack.com/en/posts/openai-agents-sdk-indie-maker-guide-2026",
   "project": "Claude Agent SDK",
   "repository": "https://github.com/anthropics/claude-agent-sdk-python",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# OpenAI Agents SDK: The Indie Maker's Practical Guide (May 2026 Update)",
    "## 2026 Agent Framework Selection: Five Frameworks Compared",
    "| Decision Criteria | OpenAI Agents SDK | Claude Agent SDK | AWS Strands | LangGraph | CrewAI |",
    "| **GitHub stars** | 26K+ | Fast-growing | Growing | Mature | Active |"
   ],
   "repository_evidence": [
    "- **Already using Claude / Claude Code**: [Claude Agent SDK](https://github.com/anthropics/claude-agent-sdk-python)."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://community.opentextcybersecurity.com/ai-threats-security-245/guardfall-flaw-hits-10-of-11-popular-open-source-ai-agents-364859",
   "project": "Continue",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "GuardFall Flaw Hits 10 of 11 Popular Open-Source AI Agents",
    "The one that doesn\u2019t is Continue."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://community.opentextcybersecurity.com/ai-threats-security-245/guardfall-flaw-hits-10-of-11-popular-open-source-ai-agents-364859",
   "project": "Hermes",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "GuardFall Flaw Hits 10 of 11 Popular Open-Source AI Agents",
    "The rest include Hermes, opencode, Goose, Cline, Roo-Code, Aider, Plandex, Open Interpreter, OpenHands, and SWE-agent, ranked by GitHub star count, roughly 548,000 combined."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://community.opentextcybersecurity.com/ai-threats-security-245/guardfall-flaw-hits-10-of-11-popular-open-source-ai-agents-364859",
   "project": "opencode",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "GuardFall Flaw Hits 10 of 11 Popular Open-Source AI Agents",
    "The rest include Hermes, opencode, Goose, Cline, Roo-Code, Aider, Plandex, Open Interpreter, OpenHands, and SWE-agent, ranked by GitHub star count, roughly 548,000 combined."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://community.opentextcybersecurity.com/ai-threats-security-245/guardfall-flaw-hits-10-of-11-popular-open-source-ai-agents-364859",
   "project": "Goose",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "GuardFall Flaw Hits 10 of 11 Popular Open-Source AI Agents",
    "The rest include Hermes, opencode, Goose, Cline, Roo-Code, Aider, Plandex, Open Interpreter, OpenHands, and SWE-agent, ranked by GitHub star count, roughly 548,000 combined."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://community.opentextcybersecurity.com/ai-threats-security-245/guardfall-flaw-hits-10-of-11-popular-open-source-ai-agents-364859",
   "project": "Cline",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "GuardFall Flaw Hits 10 of 11 Popular Open-Source AI Agents",
    "The rest include Hermes, opencode, Goose, Cline, Roo-Code, Aider, Plandex, Open Interpreter, OpenHands, and SWE-agent, ranked by GitHub star count, roughly 548,000 combined."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://community.opentextcybersecurity.com/ai-threats-security-245/guardfall-flaw-hits-10-of-11-popular-open-source-ai-agents-364859",
   "project": "Roo-Code",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "GuardFall Flaw Hits 10 of 11 Popular Open-Source AI Agents",
    "The rest include Hermes, opencode, Goose, Cline, Roo-Code, Aider, Plandex, Open Interpreter, OpenHands, and SWE-agent, ranked by GitHub star count, roughly 548,000 combined."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://community.opentextcybersecurity.com/ai-threats-security-245/guardfall-flaw-hits-10-of-11-popular-open-source-ai-agents-364859",
   "project": "Aider",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "GuardFall Flaw Hits 10 of 11 Popular Open-Source AI Agents",
    "The rest include Hermes, opencode, Goose, Cline, Roo-Code, Aider, Plandex, Open Interpreter, OpenHands, and SWE-agent, ranked by GitHub star count, roughly 548,000 combined."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://community.opentextcybersecurity.com/ai-threats-security-245/guardfall-flaw-hits-10-of-11-popular-open-source-ai-agents-364859",
   "project": "Plandex",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "GuardFall Flaw Hits 10 of 11 Popular Open-Source AI Agents",
    "The rest include Hermes, opencode, Goose, Cline, Roo-Code, Aider, Plandex, Open Interpreter, OpenHands, and SWE-agent, ranked by GitHub star count, roughly 548,000 combined."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://community.opentextcybersecurity.com/ai-threats-security-245/guardfall-flaw-hits-10-of-11-popular-open-source-ai-agents-364859",
   "project": "Open Interpreter",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "GuardFall Flaw Hits 10 of 11 Popular Open-Source AI Agents",
    "The rest include Hermes, opencode, Goose, Cline, Roo-Code, Aider, Plandex, Open Interpreter, OpenHands, and SWE-agent, ranked by GitHub star count, roughly 548,000 combined."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://community.opentextcybersecurity.com/ai-threats-security-245/guardfall-flaw-hits-10-of-11-popular-open-source-ai-agents-364859",
   "project": "OpenHands",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "GuardFall Flaw Hits 10 of 11 Popular Open-Source AI Agents",
    "The rest include Hermes, opencode, Goose, Cline, Roo-Code, Aider, Plandex, Open Interpreter, OpenHands, and SWE-agent, ranked by GitHub star count, roughly 548,000 combined."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://community.opentextcybersecurity.com/ai-threats-security-245/guardfall-flaw-hits-10-of-11-popular-open-source-ai-agents-364859",
   "project": "SWE-agent",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "GuardFall Flaw Hits 10 of 11 Popular Open-Source AI Agents",
    "The rest include Hermes, opencode, Goose, Cline, Roo-Code, Aider, Plandex, Open Interpreter, OpenHands, and SWE-agent, ranked by GitHub star count, roughly 548,000 combined."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://toknow.ai/posts/openresearcher-offline-deep-research-agent-tiger-lab/index.pdf",
   "project": "OpenResearcher",
   "repository": null,
   "stars": "585",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "OpenResearcher: An Open-Source Agent That\nBeats GPT-4.1 at Deep Research, Trained\nEntirely Offline",
    "TIGER-Lab at the University of Waterloo released OpenResearcher, a fully open pipeline\nfor training deep research agents, the kind that can search, read, and reason across dozens\nof web pages to answer hard questions.",
    "\u2022 OpenResearcher GitHub (585 stars)"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "OpenResearcher: An Open-Source Agent That\nBeats GPT-4.1 at Deep Research, Trained\nEntirely Offline",
    "TIGER-Lab at the University of Waterloo released OpenResearcher, a fully open pipeline\nfor training deep research agents, the kind that can search, read, and reason across dozens\nof web pages to answer hard questions.",
    "\u2022 OpenResearcher GitHub (585 stars)"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://tokrepo.com/zh/workflows/babyagi-task-driven-autonomous-agent-framework-f3ff673a",
   "project": "BabyAGI",
   "repository": "https://github.com/yoheinakajima/babyagi",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# BabyAGI \u2014 Task-Driven Autonomous Agent Framework",
    "BabyAGI is a minimalist autonomous agent that runs a continuous loop of task creation, prioritization, and execution."
   ],
   "repository_evidence": [
    "## Sources",
    "- [https://github.com/yoheinakajima/babyagi](https://github.com/yoheinakajima/babyagi)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://mcpservers.org/ja/clients",
   "project": "5ire",
   "repository": "https://github.com/nanbingxyz/5ire",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# MCP\u30af\u30e9\u30a4\u30a2\u30f3\u30c8",
    "MCP\u30b5\u30fc\u30d0\u30fc\u306b\u5bfe\u5fdc\u3059\u308b\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u3084\u30c4\u30fc\u30eb\u3092\u767a\u898b",
    "5ire\n\nOpen source cross-platform desktop AI assistant that supports tools through MCP servers\n\n"
   ],
   "repository_evidence": [
    "# MCP\u30af\u30e9\u30a4\u30a2\u30f3\u30c8",
    "MCP\u30b5\u30fc\u30d0\u30fc\u306b\u5bfe\u5fdc\u3059\u308b\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u3084\u30c4\u30fc\u30eb\u3092\u767a\u898b",
    "5ire\n\nOpen source cross-platform desktop AI assistant that supports tools through MCP servers\n\n"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://mcpservers.org/ja/clients",
   "project": "AgentAI",
   "repository": "https://github.com/AdamStrojek/rust-agentai",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# MCP\u30af\u30e9\u30a4\u30a2\u30f3\u30c8",
    "MCP\u30b5\u30fc\u30d0\u30fc\u306b\u5bfe\u5fdc\u3059\u308b\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u3084\u30c4\u30fc\u30eb\u3092\u767a\u898b",
    "AgentAI\n\nRust library designed to simplify AI agent creation with MCP server integration\n\n"
   ],
   "repository_evidence": [
    "# MCP\u30af\u30e9\u30a4\u30a2\u30f3\u30c8",
    "MCP\u30b5\u30fc\u30d0\u30fc\u306b\u5bfe\u5fdc\u3059\u308b\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u3084\u30c4\u30fc\u30eb\u3092\u767a\u898b",
    "AgentAI\n\nRust library designed to simplify AI agent creation with MCP server integration\n\n"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://mcpservers.org/ja/clients",
   "project": "Amazon Q CLI",
   "repository": "https://github.com/aws/amazon-q-developer-cli",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# MCP\u30af\u30e9\u30a4\u30a2\u30f3\u30c8",
    "MCP\u30b5\u30fc\u30d0\u30fc\u306b\u5bfe\u5fdc\u3059\u308b\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u3084\u30c4\u30fc\u30eb\u3092\u767a\u898b",
    "Amazon Q CLI\n\nOpen-source agentic coding assistant for terminals with full MCP server support\n\n"
   ],
   "repository_evidence": [
    "# MCP\u30af\u30e9\u30a4\u30a2\u30f3\u30c8",
    "MCP\u30b5\u30fc\u30d0\u30fc\u306b\u5bfe\u5fdc\u3059\u308b\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u3084\u30c4\u30fc\u30eb\u3092\u767a\u898b",
    "Amazon Q CLI\n\nOpen-source agentic coding assistant for terminals with full MCP server support\n\n"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://mcpservers.org/ja/clients",
   "project": "Apify MCP Tester",
   "repository": "https://apify.com/jiri.spilka/tester-mcp-client",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# MCP\u30af\u30e9\u30a4\u30a2\u30f3\u30c8",
    "MCP\u30b5\u30fc\u30d0\u30fc\u306b\u5bfe\u5fdc\u3059\u308b\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u3084\u30c4\u30fc\u30eb\u3092\u767a\u898b",
    "Apify MCP Tester\n\nOpen-source client connecting to MCP servers using Server-Sent Events\n\n"
   ],
   "repository_evidence": [
    "# MCP\u30af\u30e9\u30a4\u30a2\u30f3\u30c8",
    "MCP\u30b5\u30fc\u30d0\u30fc\u306b\u5bfe\u5fdc\u3059\u308b\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u3084\u30c4\u30fc\u30eb\u3092\u767a\u898b",
    "Apify MCP Tester\n\nOpen-source client connecting to MCP servers using Server-Sent Events\n\n"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://mcpservers.org/ja/clients",
   "project": "BeeAI Framework",
   "repository": "https://i-am-bee.github.io/beeai-framework",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# MCP\u30af\u30e9\u30a4\u30a2\u30f3\u30c8",
    "MCP\u30b5\u30fc\u30d0\u30fc\u306b\u5bfe\u5fdc\u3059\u308b\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u3084\u30c4\u30fc\u30eb\u3092\u767a\u898b",
    "BeeAI Framework\n\nOpen-source framework for building, deploying, and serving powerful agentic workflows with MCP integration\n\n"
   ],
   "repository_evidence": [
    "# MCP\u30af\u30e9\u30a4\u30a2\u30f3\u30c8",
    "MCP\u30b5\u30fc\u30d0\u30fc\u306b\u5bfe\u5fdc\u3059\u308b\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u3084\u30c4\u30fc\u30eb\u3092\u767a\u898b",
    "BeeAI Framework\n\nOpen-source framework for building, deploying, and serving powerful agentic workflows with MCP integration\n\n"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://mcpservers.org/ja/clients",
   "project": "Cline",
   "repository": "https://github.com/cline/cline",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# MCP\u30af\u30e9\u30a4\u30a2\u30f3\u30c8",
    "MCP\u30b5\u30fc\u30d0\u30fc\u306b\u5bfe\u5fdc\u3059\u308b\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u3084\u30c4\u30fc\u30eb\u3092\u767a\u898b",
    "Cline\n\nAutonomous coding agent in VS Code that edits files, runs commands, and uses MCP servers\n\n"
   ],
   "repository_evidence": [
    "# MCP\u30af\u30e9\u30a4\u30a2\u30f3\u30c8",
    "MCP\u30b5\u30fc\u30d0\u30fc\u306b\u5bfe\u5fdc\u3059\u308b\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u3084\u30c4\u30fc\u30eb\u3092\u767a\u898b",
    "Cline\n\nAutonomous coding agent in VS Code that edits files, runs commands, and uses MCP servers\n\n"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://mcpservers.org/ja/clients",
   "project": "Continue",
   "repository": "https://github.com/continuedev/continue",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# MCP\u30af\u30e9\u30a4\u30a2\u30f3\u30c8",
    "MCP\u30b5\u30fc\u30d0\u30fc\u306b\u5bfe\u5fdc\u3059\u308b\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u3084\u30c4\u30fc\u30eb\u3092\u767a\u898b",
    "Continue\n\nOpen-source AI code assistant with built-in support for all MCP features\n\n"
   ],
   "repository_evidence": [
    "# MCP\u30af\u30e9\u30a4\u30a2\u30f3\u30c8",
    "MCP\u30b5\u30fc\u30d0\u30fc\u306b\u5bfe\u5fdc\u3059\u308b\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u3084\u30c4\u30fc\u30eb\u3092\u767a\u898b",
    "Continue\n\nOpen-source AI code assistant with built-in support for all MCP features\n\n"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://mcpservers.org/ja/clients",
   "project": "Copilot-MCP",
   "repository": "https://github.com/VikashLoomba/copilot-mcp",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# MCP\u30af\u30e9\u30a4\u30a2\u30f3\u30c8",
    "MCP\u30b5\u30fc\u30d0\u30fc\u306b\u5bfe\u5fdc\u3059\u308b\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u3084\u30c4\u30fc\u30eb\u3092\u767a\u898b",
    "Copilot-MCP\n\nAI coding assistance tool that enables integration with MCP servers\n\n"
   ],
   "repository_evidence": [
    "# MCP\u30af\u30e9\u30a4\u30a2\u30f3\u30c8",
    "MCP\u30b5\u30fc\u30d0\u30fc\u306b\u5bfe\u5fdc\u3059\u308b\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u3084\u30c4\u30fc\u30eb\u3092\u767a\u898b",
    "Copilot-MCP\n\nAI coding assistance tool that enables integration with MCP servers\n\n"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://mcpservers.org/ja/clients",
   "project": "Daydreams Agents",
   "repository": "https://github.com/daydreamsai/daydreams",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# MCP\u30af\u30e9\u30a4\u30a2\u30f3\u30c8",
    "MCP\u30b5\u30fc\u30d0\u30fc\u306b\u5bfe\u5fdc\u3059\u308b\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u3084\u30c4\u30fc\u30eb\u3092\u767a\u898b",
    "Daydreams Agents\n\nGenerative agent framework for executing anything onchain with MCP server support\n\n"
   ],
   "repository_evidence": [
    "# MCP\u30af\u30e9\u30a4\u30a2\u30f3\u30c8",
    "MCP\u30b5\u30fc\u30d0\u30fc\u306b\u5bfe\u5fdc\u3059\u308b\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u3084\u30c4\u30fc\u30eb\u3092\u767a\u898b",
    "Daydreams Agents\n\nGenerative agent framework for executing anything onchain with MCP server support\n\n"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://mcpservers.org/ja/clients",
   "project": "Emacs Mcp",
   "repository": "https://github.com/lizqwerscott/mcp.el",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# MCP\u30af\u30e9\u30a4\u30a2\u30f3\u30c8",
    "MCP\u30b5\u30fc\u30d0\u30fc\u306b\u5bfe\u5fdc\u3059\u308b\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u3084\u30c4\u30fc\u30eb\u3092\u767a\u898b",
    "Emacs Mcp\n\nEmacs client for interfacing with MCP servers and providing tool support\n\n"
   ],
   "repository_evidence": [
    "# MCP\u30af\u30e9\u30a4\u30a2\u30f3\u30c8",
    "MCP\u30b5\u30fc\u30d0\u30fc\u306b\u5bfe\u5fdc\u3059\u308b\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u3084\u30c4\u30fc\u30eb\u3092\u767a\u898b",
    "Emacs Mcp\n\nEmacs client for interfacing with MCP servers and providing tool support\n\n"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://mcpservers.org/ja/clients",
   "project": "fast-agent",
   "repository": "https://github.com/evalstate/fast-agent",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# MCP\u30af\u30e9\u30a4\u30a2\u30f3\u30c8",
    "MCP\u30b5\u30fc\u30d0\u30fc\u306b\u5bfe\u5fdc\u3059\u308b\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u3084\u30c4\u30fc\u30eb\u3092\u767a\u898b",
    "fast-agent\n\nPython Agent framework with full multi-modal MCP support and end-to-end tests\n\n"
   ],
   "repository_evidence": [
    "# MCP\u30af\u30e9\u30a4\u30a2\u30f3\u30c8",
    "MCP\u30b5\u30fc\u30d0\u30fc\u306b\u5bfe\u5fdc\u3059\u308b\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u3084\u30c4\u30fc\u30eb\u3092\u767a\u898b",
    "fast-agent\n\nPython Agent framework with full multi-modal MCP support and end-to-end tests\n\n"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://mcpservers.org/ja/clients",
   "project": "FLUJO",
   "repository": "https://github.com/mario-andreschak/flujo",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# MCP\u30af\u30e9\u30a4\u30a2\u30f3\u30c8",
    "MCP\u30b5\u30fc\u30d0\u30fc\u306b\u5bfe\u5fdc\u3059\u308b\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u3084\u30c4\u30fc\u30eb\u3092\u767a\u898b",
    "FLUJO\n\nDesktop application integrating MCP to provide workflow-builder interface for AI interactions\n\n"
   ],
   "repository_evidence": [
    "# MCP\u30af\u30e9\u30a4\u30a2\u30f3\u30c8",
    "MCP\u30b5\u30fc\u30d0\u30fc\u306b\u5bfe\u5fdc\u3059\u308b\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u3084\u30c4\u30fc\u30eb\u3092\u767a\u898b",
    "FLUJO\n\nDesktop application integrating MCP to provide workflow-builder interface for AI interactions\n\n"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://mcpservers.org/ja/clients",
   "project": "Genkit",
   "repository": "https://github.com/firebase/genkit",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# MCP\u30af\u30e9\u30a4\u30a2\u30f3\u30c8",
    "MCP\u30b5\u30fc\u30d0\u30fc\u306b\u5bfe\u5fdc\u3059\u308b\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u3084\u30c4\u30fc\u30eb\u3092\u767a\u898b",
    "Genkit\n\nCross-language SDK for building GenAI features with MCP server integration\n\n"
   ],
   "repository_evidence": [
    "# MCP\u30af\u30e9\u30a4\u30a2\u30f3\u30c8",
    "MCP\u30b5\u30fc\u30d0\u30fc\u306b\u5bfe\u5fdc\u3059\u308b\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u3084\u30c4\u30fc\u30eb\u3092\u767a\u898b",
    "Genkit\n\nCross-language SDK for building GenAI features with MCP server integration\n\n"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://mcpservers.org/ja/clients",
   "project": "Goose",
   "repository": "https://github.com/block/goose",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# MCP\u30af\u30e9\u30a4\u30a2\u30f3\u30c8",
    "MCP\u30b5\u30fc\u30d0\u30fc\u306b\u5bfe\u5fdc\u3059\u308b\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u3084\u30c4\u30fc\u30eb\u3092\u767a\u898b",
    "Goose\n\nOpen source AI agent for software development with MCP functionality through tools\n\n"
   ],
   "repository_evidence": [
    "# MCP\u30af\u30e9\u30a4\u30a2\u30f3\u30c8",
    "MCP\u30b5\u30fc\u30d0\u30fc\u306b\u5bfe\u5fdc\u3059\u308b\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u3084\u30c4\u30fc\u30eb\u3092\u767a\u898b",
    "Goose\n\nOpen source AI agent for software development with MCP functionality through tools\n\n"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://mcpservers.org/ja/clients",
   "project": "gptme",
   "repository": "https://github.com/gptme/gptme",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# MCP\u30af\u30e9\u30a4\u30a2\u30f3\u30c8",
    "MCP\u30b5\u30fc\u30d0\u30fc\u306b\u5bfe\u5fdc\u3059\u308b\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u3084\u30c4\u30fc\u30eb\u3092\u767a\u898b",
    "gptme\n\nOpen-source terminal-based personal AI assistant with MCP tool support\n\n"
   ],
   "repository_evidence": [
    "# MCP\u30af\u30e9\u30a4\u30a2\u30f3\u30c8",
    "MCP\u30b5\u30fc\u30d0\u30fc\u306b\u5bfe\u5fdc\u3059\u308b\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u3084\u30c4\u30fc\u30eb\u3092\u767a\u898b",
    "gptme\n\nOpen-source terminal-based personal AI assistant with MCP tool support\n\n"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://mcpservers.org/ja/clients",
   "project": "HyperAgent",
   "repository": "https://github.com/hyperbrowserai/HyperAgent",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# MCP\u30af\u30e9\u30a4\u30a2\u30f3\u30c8",
    "MCP\u30b5\u30fc\u30d0\u30fc\u306b\u5bfe\u5fdc\u3059\u308b\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u3084\u30c4\u30fc\u30eb\u3092\u767a\u898b",
    "HyperAgent\n\nPlaywright supercharged with AI, extensible with MCP servers for enhanced capabilities\n\n"
   ],
   "repository_evidence": [
    "# MCP\u30af\u30e9\u30a4\u30a2\u30f3\u30c8",
    "MCP\u30b5\u30fc\u30d0\u30fc\u306b\u5bfe\u5fdc\u3059\u308b\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u3084\u30c4\u30fc\u30eb\u3092\u767a\u898b",
    "HyperAgent\n\nPlaywright supercharged with AI, extensible with MCP servers for enhanced capabilities\n\n"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://mcpservers.org/ja/clients",
   "project": "LibreChat",
   "repository": "https://github.com/danny-avila/LibreChat",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# MCP\u30af\u30e9\u30a4\u30a2\u30f3\u30c8",
    "MCP\u30b5\u30fc\u30d0\u30fc\u306b\u5bfe\u5fdc\u3059\u308b\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u3084\u30c4\u30fc\u30eb\u3092\u767a\u898b",
    "LibreChat\n\nOpen-source, customizable AI chat UI with MCP integration for agent tools\n\n"
   ],
   "repository_evidence": [
    "# MCP\u30af\u30e9\u30a4\u30a2\u30f3\u30c8",
    "MCP\u30b5\u30fc\u30d0\u30fc\u306b\u5bfe\u5fdc\u3059\u308b\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u3084\u30c4\u30fc\u30eb\u3092\u767a\u898b",
    "LibreChat\n\nOpen-source, customizable AI chat UI with MCP integration for agent tools\n\n"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://mcpservers.org/ja/clients",
   "project": "mcp-agent",
   "repository": "https://github.com/lastmile-ai/mcp-agent",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# MCP\u30af\u30e9\u30a4\u30a2\u30f3\u30c8",
    "MCP\u30b5\u30fc\u30d0\u30fc\u306b\u5bfe\u5fdc\u3059\u308b\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u3084\u30c4\u30fc\u30eb\u3092\u767a\u898b",
    "mcp-agent\n\nSimple, composable framework to build agents using Model Context Protocol\n\n"
   ],
   "repository_evidence": [
    "# MCP\u30af\u30e9\u30a4\u30a2\u30f3\u30c8",
    "MCP\u30b5\u30fc\u30d0\u30fc\u306b\u5bfe\u5fdc\u3059\u308b\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u3084\u30c4\u30fc\u30eb\u3092\u767a\u898b",
    "mcp-agent\n\nSimple, composable framework to build agents using Model Context Protocol\n\n"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://mcpservers.org/ja/clients",
   "project": "mcp-use",
   "repository": "https://github.com/pietrozullo/mcp-use",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# MCP\u30af\u30e9\u30a4\u30a2\u30f3\u30c8",
    "MCP\u30b5\u30fc\u30d0\u30fc\u306b\u5bfe\u5fdc\u3059\u308b\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u3084\u30c4\u30fc\u30eb\u3092\u767a\u898b",
    "mcp-use\n\nOpen source Python library to easily connect any LLM to any MCP server\n\n"
   ],
   "repository_evidence": [
    "# MCP\u30af\u30e9\u30a4\u30a2\u30f3\u30c8",
    "MCP\u30b5\u30fc\u30d0\u30fc\u306b\u5bfe\u5fdc\u3059\u308b\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u3084\u30c4\u30fc\u30eb\u3092\u767a\u898b",
    "mcp-use\n\nOpen source Python library to easily connect any LLM to any MCP server\n\n"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://mcpservers.org/ja/clients",
   "project": "MCPHub",
   "repository": "https://github.com/ravitemer/mcphub.nvim",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# MCP\u30af\u30e9\u30a4\u30a2\u30f3\u30c8",
    "MCP\u30b5\u30fc\u30d0\u30fc\u306b\u5bfe\u5fdc\u3059\u308b\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u3084\u30c4\u30fc\u30eb\u3092\u767a\u898b",
    "MCPHub\n\nPowerful Neovim plugin that integrates MCP servers into your workflow\n\n"
   ],
   "repository_evidence": [
    "# MCP\u30af\u30e9\u30a4\u30a2\u30f3\u30c8",
    "MCP\u30b5\u30fc\u30d0\u30fc\u306b\u5bfe\u5fdc\u3059\u308b\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u3084\u30c4\u30fc\u30eb\u3092\u767a\u898b",
    "MCPHub\n\nPowerful Neovim plugin that integrates MCP servers into your workflow\n\n"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://mcpservers.org/ja/clients",
   "project": "MCPOmni-Connect",
   "repository": "https://github.com/Abiorh001/mcp_omni_connect",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# MCP\u30af\u30e9\u30a4\u30a2\u30f3\u30c8",
    "MCP\u30b5\u30fc\u30d0\u30fc\u306b\u5bfe\u5fdc\u3059\u308b\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u3084\u30c4\u30fc\u30eb\u3092\u767a\u898b",
    "MCPOmni-Connect\n\nVersatile CLI client for connecting to MCP servers with agentic mode and orchestrator capabilities\n\n"
   ],
   "repository_evidence": [
    "# MCP\u30af\u30e9\u30a4\u30a2\u30f3\u30c8",
    "MCP\u30b5\u30fc\u30d0\u30fc\u306b\u5bfe\u5fdc\u3059\u308b\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u3084\u30c4\u30fc\u30eb\u3092\u767a\u898b",
    "MCPOmni-Connect\n\nVersatile CLI client for connecting to MCP servers with agentic mode and orchestrator capabilities\n\n"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://mcpservers.org/ja/clients",
   "project": "NVIDIA Agent Intelligence (AIQ) toolkit",
   "repository": "https://github.com/NVIDIA/AIQToolkit",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# MCP\u30af\u30e9\u30a4\u30a2\u30f3\u30c8",
    "MCP\u30b5\u30fc\u30d0\u30fc\u306b\u5bfe\u5fdc\u3059\u308b\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u3084\u30c4\u30fc\u30eb\u3092\u767a\u898b",
    "NVIDIA Agent Intelligence (AIQ) toolkit\n\nFlexible library for connecting enterprise agents to data sources and tools with MCP support\n\n"
   ],
   "repository_evidence": [
    "# MCP\u30af\u30e9\u30a4\u30a2\u30f3\u30c8",
    "MCP\u30b5\u30fc\u30d0\u30fc\u306b\u5bfe\u5fdc\u3059\u308b\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u3084\u30c4\u30fc\u30eb\u3092\u767a\u898b",
    "NVIDIA Agent Intelligence (AIQ) toolkit\n\nFlexible library for connecting enterprise agents to data sources and tools with MCP support\n\n"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://mcpservers.org/ja/clients",
   "project": "OpenSumi",
   "repository": "https://github.com/opensumi/core",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# MCP\u30af\u30e9\u30a4\u30a2\u30f3\u30c8",
    "MCP\u30b5\u30fc\u30d0\u30fc\u306b\u5bfe\u5fdc\u3059\u308b\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u3084\u30c4\u30fc\u30eb\u3092\u767a\u898b",
    "OpenSumi\n\nFramework for building AI Native IDE products with MCP tool support\n\n"
   ],
   "repository_evidence": [
    "# MCP\u30af\u30e9\u30a4\u30a2\u30f3\u30c8",
    "MCP\u30b5\u30fc\u30d0\u30fc\u306b\u5bfe\u5fdc\u3059\u308b\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u3084\u30c4\u30fc\u30eb\u3092\u767a\u898b",
    "OpenSumi\n\nFramework for building AI Native IDE products with MCP tool support\n\n"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://mcpservers.org/ja/clients",
   "project": "oterm",
   "repository": "https://github.com/ggozad/oterm",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# MCP\u30af\u30e9\u30a4\u30a2\u30f3\u30c8",
    "MCP\u30b5\u30fc\u30d0\u30fc\u306b\u5bfe\u5fdc\u3059\u308b\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u3084\u30c4\u30fc\u30eb\u3092\u767a\u898b",
    "oterm\n\nTerminal client for Ollama with support for MCP tools and multiple chat sessions\n\n"
   ],
   "repository_evidence": [
    "# MCP\u30af\u30e9\u30a4\u30a2\u30f3\u30c8",
    "MCP\u30b5\u30fc\u30d0\u30fc\u306b\u5bfe\u5fdc\u3059\u308b\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u3084\u30c4\u30fc\u30eb\u3092\u767a\u898b",
    "oterm\n\nTerminal client for Ollama with support for MCP tools and multiple chat sessions\n\n"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://mcpservers.org/ja/clients",
   "project": "Slack MCP Client",
   "repository": "https://github.com/tuannvm/slack-mcp-client",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# MCP\u30af\u30e9\u30a4\u30a2\u30f3\u30c8",
    "MCP\u30b5\u30fc\u30d0\u30fc\u306b\u5bfe\u5fdc\u3059\u308b\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u3084\u30c4\u30fc\u30eb\u3092\u767a\u898b",
    "Slack MCP Client\n\nBridge between Slack and MCP servers enabling LLMs to interact through Slack interface\n\n"
   ],
   "repository_evidence": [
    "# MCP\u30af\u30e9\u30a4\u30a2\u30f3\u30c8",
    "MCP\u30b5\u30fc\u30d0\u30fc\u306b\u5bfe\u5fdc\u3059\u308b\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u3084\u30c4\u30fc\u30eb\u3092\u767a\u898b",
    "Slack MCP Client\n\nBridge between Slack and MCP servers enabling LLMs to interact through Slack interface\n\n"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://mcpservers.org/ja/clients",
   "project": "SpinAI",
   "repository": "https://spinai.dev",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# MCP\u30af\u30e9\u30a4\u30a2\u30f3\u30c8",
    "MCP\u30b5\u30fc\u30d0\u30fc\u306b\u5bfe\u5fdc\u3059\u308b\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u3084\u30c4\u30fc\u30eb\u3092\u767a\u898b",
    "SpinAI\n\nOpen-source TypeScript framework for building observable AI agents with native MCP support\n\n"
   ],
   "repository_evidence": [
    "# MCP\u30af\u30e9\u30a4\u30a2\u30f3\u30c8",
    "MCP\u30b5\u30fc\u30d0\u30fc\u306b\u5bfe\u5fdc\u3059\u308b\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u3084\u30c4\u30fc\u30eb\u3092\u767a\u898b",
    "SpinAI\n\nOpen-source TypeScript framework for building observable AI agents with native MCP support\n\n"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://mcpservers.org/ja/clients",
   "project": "Tome",
   "repository": "https://github.com/runebookai/tome",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# MCP\u30af\u30e9\u30a4\u30a2\u30f3\u30c8",
    "MCP\u30b5\u30fc\u30d0\u30fc\u306b\u5bfe\u5fdc\u3059\u308b\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u3084\u30c4\u30fc\u30eb\u3092\u767a\u898b",
    "Tome\n\nOpen source cross-platform desktop app for working with local LLMs and MCP servers\n\n"
   ],
   "repository_evidence": [
    "# MCP\u30af\u30e9\u30a4\u30a2\u30f3\u30c8",
    "MCP\u30b5\u30fc\u30d0\u30fc\u306b\u5bfe\u5fdc\u3059\u308b\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u3084\u30c4\u30fc\u30eb\u3092\u767a\u898b",
    "Tome\n\nOpen source cross-platform desktop app for working with local LLMs and MCP servers\n\n"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://mcpservers.org/ja/clients",
   "project": "Witsy",
   "repository": "https://github.com/nbonamy/witsy",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# MCP\u30af\u30e9\u30a4\u30a2\u30f3\u30c8",
    "MCP\u30b5\u30fc\u30d0\u30fc\u306b\u5bfe\u5fdc\u3059\u308b\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u3084\u30c4\u30fc\u30eb\u3092\u767a\u898b",
    "Witsy\n\nAI desktop assistant supporting Anthropic models and MCP servers as LLM tools\n\n"
   ],
   "repository_evidence": [
    "# MCP\u30af\u30e9\u30a4\u30a2\u30f3\u30c8",
    "MCP\u30b5\u30fc\u30d0\u30fc\u306b\u5bfe\u5fdc\u3059\u308b\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u3084\u30c4\u30fc\u30eb\u3092\u767a\u898b",
    "Witsy\n\nAI desktop assistant supporting Anthropic models and MCP servers as LLM tools\n\n"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://aiuntilidie.blog/will-your-agent-framework-still-be-maintained",
   "project": "AutoGen",
   "repository": "https://github.com/microsoft/autogen",
   "stars": "60442",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Playbook",
    "# I Checked 20 Agent Frameworks for a Published Support Window. Zero Have One.",
    "The one that did not is AutoGen, which has 60,442 stars and has not cut a release since 30 September 2025."
   ],
   "repository_evidence": [
    "Playbook",
    "# I Checked 20 Agent Frameworks for a Published Support Window. Zero Have One.",
    "Its GitHub repository still carries 60,442 stars and 444 contributors by GitHub's own contributors API, plus 992 open issues."
   ],
   "stars_evidence": [
    "Playbook",
    "# I Checked 20 Agent Frameworks for a Published Support Window. Zero Have One.",
    "The one that did not is AutoGen, which has 60,442 stars and has not cut a release since 30 September 2025."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://aiuntilidie.blog/will-your-agent-framework-still-be-maintained",
   "project": "AG2",
   "repository": "https://github.com/ag2ai/ag2",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Playbook",
    "# I Checked 20 Agent Frameworks for a Published Support Window. Zero Have One.",
    "Maintenance mode is not death. AutoGen still takes bug fixes and security patches, and the fork line is very much alive: [AG2](https://github.com/ag2ai/ag2) shipped v1.0.2 on the day I ran this, and its README says the project is \"maintained by a dynamic group of volunteers from several organizations,\" naming Chi Wang and Qingyun Wu as administrators."
   ],
   "repository_evidence": [
    "Playbook",
    "# I Checked 20 Agent Frameworks for a Published Support Window. Zero Have One.",
    "Maintenance mode is not death. AutoGen still takes bug fixes and security patches, and the fork line is very much alive: [AG2](https://github.com/ag2ai/ag2) shipped v1.0.2 on the day I ran this, and its README says the project is \"maintained by a dynamic group of volunteers from several organizations,\" naming Chi Wang and Qingyun Wu as administrators."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://devtk.ai/en/directory/ai-tools",
   "project": "AutoGen",
   "repository": null,
   "stars": "58k",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# AI Tools & Repos",
    "Curated picks of the most impactful AI tools and repositories for developers. Updated regularly.",
    "### AutoGen"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# AI Tools & Repos",
    "Curated picks of the most impactful AI tools and repositories for developers. Updated regularly.",
    "### AutoGen",
    "58k"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://devtk.ai/en/directory/ai-tools",
   "project": "CrewAI",
   "repository": null,
   "stars": "51k",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# AI Tools & Repos",
    "Curated picks of the most impactful AI tools and repositories for developers. Updated regularly.",
    "### CrewAI"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# AI Tools & Repos",
    "Curated picks of the most impactful AI tools and repositories for developers. Updated regularly.",
    "### CrewAI",
    "51k"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://devtk.ai/en/directory/ai-tools",
   "project": "OpenAI Swarm",
   "repository": null,
   "stars": "21k",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# AI Tools & Repos",
    "Curated picks of the most impactful AI tools and repositories for developers. Updated regularly.",
    "### OpenAI Swarm"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# AI Tools & Repos",
    "Curated picks of the most impactful AI tools and repositories for developers. Updated regularly.",
    "### OpenAI Swarm",
    "21k"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://devtk.ai/en/directory/ai-tools",
   "project": "Pydantic AI",
   "repository": null,
   "stars": "17k",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# AI Tools & Repos",
    "Curated picks of the most impactful AI tools and repositories for developers. Updated regularly.",
    "### Pydantic AI"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# AI Tools & Repos",
    "Curated picks of the most impactful AI tools and repositories for developers. Updated regularly.",
    "### Pydantic AI",
    "17k"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://devtk.ai/en/directory/ai-tools",
   "project": "LangGraph",
   "repository": null,
   "stars": "32k",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# AI Tools & Repos",
    "Curated picks of the most impactful AI tools and repositories for developers. Updated regularly.",
    "### LangGraph"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# AI Tools & Repos",
    "Curated picks of the most impactful AI tools and repositories for developers. Updated regularly.",
    "### LangGraph",
    "32k"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://devtk.ai/en/directory/ai-tools",
   "project": "AutoGPT",
   "repository": null,
   "stars": "184k",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# AI Tools & Repos",
    "Curated picks of the most impactful AI tools and repositories for developers. Updated regularly.",
    "### AutoGPT"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# AI Tools & Repos",
    "Curated picks of the most impactful AI tools and repositories for developers. Updated regularly.",
    "### AutoGPT",
    "184k"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://devtk.ai/en/directory/ai-tools",
   "project": "MetaGPT",
   "repository": null,
   "stars": "68k",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# AI Tools & Repos",
    "Curated picks of the most impactful AI tools and repositories for developers. Updated regularly.",
    "### MetaGPT"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# AI Tools & Repos",
    "Curated picks of the most impactful AI tools and repositories for developers. Updated regularly.",
    "### MetaGPT",
    "68k"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://openaitoolshub.org/ai-product-research/letta",
   "project": "Letta",
   "repository": null,
   "stars": "16000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Letta Teardown \u2014 Agent Memory Framework from MemGPT Researchers ($10M Seed, Felicis-Backed)",
    "Letta is the commercial productization of MemGPT \u2014 a 2023 UC Berkeley research paper that argued LLM agents shouldn't rely on context windows for memory, they should have an operating-system-style memory hierarchy with paging between fast in-context blocks and slower archival storage."
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "Quick Facts",
    "| Field | Value |",
    "| GitHub | 16K+ Letta + 12K+ legacy MemGPT |",
    "Letta Teardown \u2014 Agent Memory Framework from MemGPT Researchers ($10M Seed, Felicis-Backed)",
    "The three authors (Charles Packer, Vivian Fang, Sarah Wooders) spun out, raised $10M seed from Felicis September 2024, and shipped Letta as both open-source framework (Apache 2.0, 16K+ GitHub stars) and hosted cloud SaaS."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://openaitoolshub.org/ai-product-research/letta",
   "project": "MemGPT",
   "repository": null,
   "stars": "12000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Letta Teardown \u2014 Agent Memory Framework from MemGPT Researchers ($10M Seed, Felicis-Backed)",
    "Letta is the commercial productization of MemGPT \u2014 a 2023 UC Berkeley research paper that argued LLM agents shouldn't rely on context windows for memory, they should have an operating-system-style memory hierarchy with paging between fast in-context blocks and slower archival storage."
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "Quick Facts",
    "| Field | Value |",
    "| GitHub | 16K+ Letta + 12K+ legacy MemGPT |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://pivotnews.ai/five/strands-agents-sdk-python-typescript",
   "project": "Strands Agents",
   "repository": null,
   "stars": "6100",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# AI Agent SDK for Python and TypeScript Simplifies Production Agent Building",
    "Strands Agents, a startup built from production systems inside Amazon, has released an open-source SDK for Python and TypeScript that lets developers build AI agents with minimal code."
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# AI Agent SDK for Python and TypeScript Simplifies Production Agent Building",
    "The project has already accumulated 6,100 GitHub stars, suggesting early traction among developers exploring agent architectures."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://practicaldev-herokuapp-com.global.ssl.fastly.net/jovan_chan_9500711396d4e6/open-source-coding-agents-2026-which-one-to-run-5g14",
   "project": "Aider",
   "repository": null,
   "stars": "39000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Open-Source Coding Agents 2026: Which One to Run",
    "### Aider"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# Open-Source Coding Agents 2026: Which One to Run",
    "### Aider",
    "- **GitHub stars**: ~39K (June 2026)"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://practicaldev-herokuapp-com.global.ssl.fastly.net/jovan_chan_9500711396d4e6/open-source-coding-agents-2026-which-one-to-run-5g14",
   "project": "Cline",
   "repository": null,
   "stars": "61000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Open-Source Coding Agents 2026: Which One to Run",
    "### Cline"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# Open-Source Coding Agents 2026: Which One to Run",
    "### Cline",
    "- **GitHub stars**: ~61K (June 2026)"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://practicaldev-herokuapp-com.global.ssl.fastly.net/jovan_chan_9500711396d4e6/open-source-coding-agents-2026-which-one-to-run-5g14",
   "project": "OpenHands",
   "repository": "https://github.com/All-Hands-AI/OpenHands.git",
   "stars": "70000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Open-Source Coding Agents 2026: Which One to Run",
    "### OpenHands"
   ],
   "repository_evidence": [
    "# Open-Source Coding Agents 2026: Which One to Run",
    "### OpenHands",
    "```",
    " git clone https://github.com/All-Hands-AI/OpenHands.git cd OpenHands cp config.template.toml config.toml # edit config.toml: add your LLM API key and model name docker compose up # open http://localhost:3000"
   ],
   "stars_evidence": [
    "# Open-Source Coding Agents 2026: Which One to Run",
    "### OpenHands",
    "- **GitHub stars**: ~70K (June 2026)"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://practicaldev-herokuapp-com.global.ssl.fastly.net/jovan_chan_9500711396d4e6/open-source-coding-agents-2026-which-one-to-run-5g14",
   "project": "Plandex",
   "repository": "https://github.com/plandex-ai/plandex",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Open-Source Coding Agents 2026: Which One to Run",
    "### Plandex"
   ],
   "repository_evidence": [
    "# Open-Source Coding Agents 2026: Which One to Run",
    "### Plandex",
    "- **Version**: CLI v2.2.1 (July 2025; check [github.com/plandex-ai/plandex](https://github.com/plandex-ai/plandex) for current)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://aiagent.club/p/github/yoheinakajima/babyagi",
   "project": "babyagi",
   "repository": "https://github.com/yoheinakajima/babyagi",
   "stars": "22300",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "GitHub repo",
    "# yoheinakajima/babyagi",
    "The original BabyAGI from March 2023 introduced task planning as a method for developing autonomous agents."
   ],
   "repository_evidence": [
    "GitHub repo",
    "Python Tracked since 2023-04-03 Updated 2026-08-09 [View source \u2197](https://github.com/yoheinakajima/babyagi)"
   ],
   "stars_evidence": [
    "GitHub repo",
    "**22.3k** Stars",
    "| Stars | 22.3k | 2026-08-09 |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://alphaxiv.org/abs/2402.07939",
   "project": "UFO",
   "repository": "https://github.com/microsoft/UFO",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# UFO: A UI-Focused Agent for Windows OS Interaction",
    "The open-source code for UFO is available on https://github.com/microsoft/UFO."
   ],
   "repository_evidence": [
    "# UFO: A UI-Focused Agent for Windows OS Interaction",
    "The open-source code for UFO is available on https://github.com/microsoft/UFO."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://pypi.org/project/composio-julep/0.5.19",
   "project": "Composio",
   "repository": "https://github.com/ComposioHQ/composio",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "- [ Homepage](https://github.com/ComposioHQ/composio)",
    "Use Composio to get an array of tools with your Julep wokflow.",
    "###### Project links"
   ],
   "repository_evidence": [
    "- [ Homepage](https://github.com/ComposioHQ/composio)",
    "Use Composio to get an array of tools with your Julep wokflow.",
    "###### Project links"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://pypi.org/project/composio-julep/0.5.19",
   "project": "Julep",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Use Composio to get an array of tools with your Julep wokflow.",
    "Streamline the integration of Composio within the Julep agentic framework to enhance the interaction capabilities of Julep agents with external applications, significantly extending their operational range and efficiency."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/obiscr/OpenManus",
   "project": "OpenManus",
   "repository": "https://github.com/mannaandpoem/OpenManus.git",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# OpenManus \ud83d\ude4b",
    "OpenManus is built by contributors from MetaGPT. Huge thanks to this agent community!"
   ],
   "repository_evidence": [
    "1. Clone the repository:",
    " git clone https://github.com/mannaandpoem/OpenManus.git cd OpenManus",
    "# OpenManus \ud83d\ude4b",
    "OpenManus is built by contributors from MetaGPT. Huge thanks to this agent community!"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/obiscr/OpenManus",
   "project": "MetaGPT",
   "repository": "https://github.com/geekan/MetaGPT",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Our team members [@mannaandpoem](https://github.com/mannaandpoem)[@XiangJinyu](https://github.com/XiangJinyu)[@MoshiQAQ](https://github.com/MoshiQAQ)[@didiforgithub](https://github.com/didiforgithub) from [@MetaGPT](https://github.com/geekan/MetaGPT) built it within 3 hours!",
    "# OpenManus \ud83d\ude4b",
    "OpenManus is built by contributors from MetaGPT. Huge thanks to this agent community!"
   ],
   "repository_evidence": [
    "Our team members [@mannaandpoem](https://github.com/mannaandpoem)[@XiangJinyu](https://github.com/XiangJinyu)[@MoshiQAQ](https://github.com/MoshiQAQ)[@didiforgithub](https://github.com/didiforgithub) from [@MetaGPT](https://github.com/geekan/MetaGPT) built it within 3 hours!",
    "# OpenManus \ud83d\ude4b",
    "OpenManus is built by contributors from MetaGPT. Huge thanks to this agent community!"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/obiscr/OpenManus",
   "project": "anthropic-computer-use",
   "repository": "https://github.com/anthropics/anthropic-quickstarts/tree/main/computer-use-demo",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Thanks to [anthropic-computer-use](https://github.com/anthropics/anthropic-quickstarts/tree/main/computer-use-demo) and [broswer-use](https://github.com/browser-use/browser-use) for providing basic support for this project!",
    "# OpenManus \ud83d\ude4b",
    "OpenManus is built by contributors from MetaGPT. Huge thanks to this agent community!"
   ],
   "repository_evidence": [
    "Thanks to [anthropic-computer-use](https://github.com/anthropics/anthropic-quickstarts/tree/main/computer-use-demo) and [broswer-use](https://github.com/browser-use/browser-use) for providing basic support for this project!",
    "# OpenManus \ud83d\ude4b",
    "OpenManus is built by contributors from MetaGPT. Huge thanks to this agent community!"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/obiscr/OpenManus",
   "project": "broswer-use",
   "repository": "https://github.com/browser-use/browser-use",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Thanks to [anthropic-computer-use](https://github.com/anthropics/anthropic-quickstarts/tree/main/computer-use-demo) and [broswer-use](https://github.com/browser-use/browser-use) for providing basic support for this project!",
    "# OpenManus \ud83d\ude4b",
    "OpenManus is built by contributors from MetaGPT. Huge thanks to this agent community!"
   ],
   "repository_evidence": [
    "Thanks to [anthropic-computer-use](https://github.com/anthropics/anthropic-quickstarts/tree/main/computer-use-demo) and [broswer-use](https://github.com/browser-use/browser-use) for providing basic support for this project!",
    "# OpenManus \ud83d\ude4b",
    "OpenManus is built by contributors from MetaGPT. Huge thanks to this agent community!"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://vantaige.io/ai-tool/smolagents",
   "project": "smolagents",
   "repository": null,
   "stars": "27000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "smolagents is Hugging Face's open-source Python library for building AI agents that write code as actions rather than JSON tool calls."
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "Licensed under Apache 2.0, smolagents has grown to 27,000 GitHub stars by May 2026, making it one of the fastest-adopted agent frameworks since LangChain.",
    "smolagents is Hugging Face's open-source Python library for building AI agents that write code as actions rather than JSON tool calls."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://jacar.es/en/haystack-pipelines-and-agents",
   "project": "Haystack",
   "repository": "https://github.com/deepset-ai/haystack",
   "stars": "25900",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Haystack: Pipelines and Agents",
    "Haystack is deepset\u2019s framework for building AI applications as connected pieces: you plug a retriever into a generator and a router, and get a system you can test, swap and deploy to production."
   ],
   "repository_evidence": [
    "2. [deepset-ai/haystack repository on GitHub](https://github.com/deepset-ai/haystack)",
    "# Haystack: Pipelines and Agents",
    "It is a mature project: the `deepset-ai/haystack` repository sits near **25,900** stars and dates back to **2019**, and it serves both [RAG](/en/vector-databases-qdrant-pinecone-and-weaviate/) and agents."
   ],
   "stars_evidence": [
    "# Haystack: Pipelines and Agents",
    "It is a mature project: the `deepset-ai/haystack` repository sits near **25,900** stars and dates back to **2019**, and it serves both [RAG](/en/vector-databases-qdrant-pinecone-and-weaviate/) and agents."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://claudewave.com/en/repo/strands-agents-sdk-python",
   "project": "sdk-python",
   "repository": "https://github.com/strands-agents/sdk-python",
   "stars": "5.9k",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "A model-driven approach to building AI agents in just a few lines of code.",
    "\ud83d\udca1 Clone https://github.com/strands-agents/sdk-python and follow its README for install instructions.",
    "### What is strands-agents/sdk-python?"
   ],
   "repository_evidence": [
    "A model-driven approach to building AI agents in just a few lines of code.",
    "\ud83d\udca1 Clone https://github.com/strands-agents/sdk-python and follow its README for install instructions.",
    "### What is strands-agents/sdk-python?"
   ],
   "stars_evidence": [
    "A model-driven approach to building AI agents in just a few lines of code.",
    " Subagents5.9k stars843 forks\u25cf PythonApache-2.0Updated yesterday",
    "strands-agents/sdk-python is subagents for the Claude AI ecosystem. A model-driven approach to building AI agents in just a few lines of code. It has 5.9k GitHub stars and was last updated yesterday."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://claudewave.com/en/repo/strands-agents-sdk-python",
   "project": "ECC",
   "repository": null,
   "stars": "187.7k",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "More Subagents",
    "affaan-m\n\nECC\n\ntoday\n\nThe agent harness performance optimization system. Skills, instincts, memory, security, and research-first development for Claude Code, Codex, Opencode, Cursor and beyond.\n\n187.7k29.1kJavaScript\n\nSubagentsai-agentsanthropic"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "More Subagents",
    "affaan-m\n\nECC\n\ntoday\n\nThe agent harness performance optimization system. Skills, instincts, memory, security, and research-first development for Claude Code, Codex, Opencode, Cursor and beyond.\n\n187.7k29.1kJavaScript\n\nSubagentsai-agentsanthropic"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://claudewave.com/en/repo/strands-agents-sdk-python",
   "project": "hermes-agent",
   "repository": null,
   "stars": "159.8k",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "More Subagents",
    "NousResearch\n\nhermes-agent\n\ntoday\n\nThe agent that grows with you\n\n159.8k26kPython\n\nSubagentsaiai-agent"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "More Subagents",
    "NousResearch\n\nhermes-agent\n\ntoday\n\nThe agent that grows with you\n\n159.8k26kPython\n\nSubagentsaiai-agent"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://claudewave.com/en/repo/strands-agents-sdk-python",
   "project": "JavaGuide",
   "repository": null,
   "stars": "155.8k",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "More Subagents",
    "Snailclimb\n\nJavaGuide\n\n2d ago\n\nJava \u9762\u8bd5 & \u540e\u7aef\u901a\u7528\u9762\u8bd5\u6307\u5357\uff0c\u8986\u76d6\u8ba1\u7b97\u673a\u57fa\u7840\u3001\u6570\u636e\u5e93\u3001\u5206\u5e03\u5f0f\u3001\u9ad8\u5e76\u53d1\u3001\u7cfb\u7edf\u8bbe\u8ba1\u4e0e AI \u5e94\u7528\u5f00\u53d1\n\n155.8k46.1kJavaScript\n\nSubagentsagentcontext-engineering"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "More Subagents",
    "Snailclimb\n\nJavaGuide\n\n2d ago\n\nJava \u9762\u8bd5 & \u540e\u7aef\u901a\u7528\u9762\u8bd5\u6307\u5357\uff0c\u8986\u76d6\u8ba1\u7b97\u673a\u57fa\u7840\u3001\u6570\u636e\u5e93\u3001\u5206\u5e03\u5f0f\u3001\u9ad8\u5e76\u53d1\u3001\u7cfb\u7edf\u8bbe\u8ba1\u4e0e AI \u5e94\u7528\u5f00\u53d1\n\n155.8k46.1kJavaScript\n\nSubagentsagentcontext-engineering"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://claudewave.com/en/repo/strands-agents-sdk-python",
   "project": "dify",
   "repository": null,
   "stars": "142.1k",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "More Subagents",
    "langgenius\n\ndify\n\ntoday\n\nProduction-ready platform for agentic workflow development.\n\n142.1k22.3kTypeScript\n\nSubagentsagentagentic-ai"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "More Subagents",
    "langgenius\n\ndify\n\ntoday\n\nProduction-ready platform for agentic workflow development.\n\n142.1k22.3kTypeScript\n\nSubagentsagentagentic-ai"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://claudewave.com/en/repo/strands-agents-sdk-python",
   "project": "langchain",
   "repository": null,
   "stars": "137.2k",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "More Subagents",
    "langchain-ai\n\nlangchain\n\ntoday\n\nThe agent engineering platform.\n\n137.2k22.7kPython\n\nSubagentsagentsai"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "More Subagents",
    "langchain-ai\n\nlangchain\n\ntoday\n\nThe agent engineering platform.\n\n137.2k22.7kPython\n\nSubagentsagentsai"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://claudewave.com/en/repo/strands-agents-sdk-python",
   "project": "lobehub",
   "repository": null,
   "stars": "77.4k",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "More Subagents",
    "lobehub\n\nlobehub\n\ntoday\n\n\ud83e\udd2f LobeHub is your Chief Agent Operator, organizing your agents into 7\u00d724 operations by hiring, scheduling, and reporting on your entire AI team.\n\n77.4k15.2kTypeScript\n\nSubagentsagentagent-collaboration"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "More Subagents",
    "lobehub\n\nlobehub\n\ntoday\n\n\ud83e\udd2f LobeHub is your Chief Agent Operator, organizing your agents into 7\u00d724 operations by hiring, scheduling, and reporting on your entire AI team.\n\n77.4k15.2kTypeScript\n\nSubagentsagentagent-collaboration"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://cc.bruniaux.com/guide/agentic-tools",
   "project": "Codex CLI",
   "repository": "https://github.com/openai/codex",
   "stars": "86200",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "### 1.1 Codex CLI (OpenAI)",
    "Section titled \u201c1.1 Codex CLI (OpenAI)\u201d",
    "OpenAI\u2019s direct answer to Claude Code. Launched April 2025, built in Rust, open-sourced under Apache 2.0."
   ],
   "repository_evidence": [
    "| **GitHub** | [openai/codex](https://github.com/openai/codex) |",
    "Section titled \u201c1.1 Codex CLI (OpenAI)\u201d",
    "| Attribute | Details |"
   ],
   "stars_evidence": [
    "| **Stars** | 86,200+ (May 2026) |",
    "Section titled \u201c1.1 Codex CLI (OpenAI)\u201d",
    "| Attribute | Details |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://cc.bruniaux.com/guide/agentic-tools",
   "project": "Hermes Agent",
   "repository": "https://github.com/NousResearch/hermes-agent",
   "stars": "170000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "### 1.2 Hermes Agent (formerly OpenClaw)",
    "Section titled \u201c1.2 Hermes Agent (formerly OpenClaw)\u201d",
    "The most starred open-source agent framework as of May 2026."
   ],
   "repository_evidence": [
    "| **GitHub** | [NousResearch/hermes-agent](https://github.com/NousResearch/hermes-agent) |",
    "Section titled \u201c1.2 Hermes Agent (formerly OpenClaw)\u201d",
    "| Attribute | Details |"
   ],
   "stars_evidence": [
    "| **Stars** | 170,000+ (May 2026) |",
    "Section titled \u201c1.2 Hermes Agent (formerly OpenClaw)\u201d",
    "| Attribute | Details |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://cc.bruniaux.com/guide/agentic-tools",
   "project": "Aider",
   "repository": "https://github.com/Aider-AI/aider",
   "stars": "45400",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "### 1.3 Aider",
    "Section titled \u201c1.3 Aider\u201d",
    "The original terminal AI pair programmer."
   ],
   "repository_evidence": [
    "| **GitHub** | [Aider-AI/aider](https://github.com/Aider-AI/aider) |",
    "Section titled \u201c1.3 Aider\u201d",
    "| Attribute | Details |"
   ],
   "stars_evidence": [
    "| **Stars** | 45,400+ (May 2026) |",
    "Section titled \u201c1.3 Aider\u201d",
    "| Attribute | Details |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://cc.bruniaux.com/guide/agentic-tools",
   "project": "Goose",
   "repository": null,
   "stars": "51819",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "### 1.4 Goose (AAIF/Block)",
    "Section titled \u201c1.4 Goose (AAIF/Block)\u201d",
    "A general-purpose agent, not just a coding tool."
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "Quick stats: 51,819 stars as of 2026-07-27 (45,900+ in May 2026), Rust (63%) + TypeScript (30%), Apache 2.0, daily active development, 368+ contributors.",
    "Section titled \u201c1.4 Goose (AAIF/Block)\u201d"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://cc.bruniaux.com/guide/agentic-tools",
   "project": "opencode",
   "repository": "https://github.com/anomalyco/opencode",
   "stars": "199400",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "### 1.5 opencode (Anomaly, formerly SST)",
    "Section titled \u201c1.5 opencode (Anomaly, formerly SST)\u201d",
    "The single most-starred tool in this category, betting on provider neutrality and a client/server split instead of a fixed terminal UI."
   ],
   "repository_evidence": [
    "| **GitHub** | [anomalyco/opencode](https://github.com/anomalyco/opencode) |",
    "Section titled \u201c1.5 opencode (Anomaly, formerly SST)\u201d",
    "| Attribute | Details |"
   ],
   "stars_evidence": [
    "| **Stars** | 199,400+ (Aug 2026) |",
    "Section titled \u201c1.5 opencode (Anomaly, formerly SST)\u201d",
    "| Attribute | Details |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://cc.bruniaux.com/guide/agentic-tools",
   "project": "Gemini CLI",
   "repository": "https://github.com/google-gemini/gemini-cli",
   "stars": "106600",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "### 1.6 Gemini CLI (Google)",
    "Section titled \u201c1.6 Gemini CLI (Google)\u201d",
    "Google\u2019s first-party terminal agent, built for Gemini models with a free tier generous enough to be the primary reason to pick it."
   ],
   "repository_evidence": [
    "| **GitHub** | [google-gemini/gemini-cli](https://github.com/google-gemini/gemini-cli) |",
    "Section titled \u201c1.6 Gemini CLI (Google)\u201d",
    "| Attribute | Details |"
   ],
   "stars_evidence": [
    "| **Stars** | 106,600+ (Aug 2026) |",
    "Section titled \u201c1.6 Gemini CLI (Google)\u201d",
    "| Attribute | Details |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://cc.bruniaux.com/guide/agentic-tools",
   "project": "crush",
   "repository": "https://github.com/charmbracelet/crush",
   "stars": "27500",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "### 1.7 crush (Charm)",
    "Section titled \u201c1.7 crush (Charm)\u201d",
    "Charm\u2019s terminal coding agent, built by the team behind Bubble Tea and Lip Gloss, the TUI libraries much of this category\u2019s terminal interfaces are built on."
   ],
   "repository_evidence": [
    "| **GitHub** | [charmbracelet/crush](https://github.com/charmbracelet/crush) |",
    "Section titled \u201c1.7 crush (Charm)\u201d",
    "| Attribute | Details |"
   ],
   "stars_evidence": [
    "| **Stars** | 27,500+ (Aug 2026) |",
    "Section titled \u201c1.7 crush (Charm)\u201d",
    "| Attribute | Details |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://cc.bruniaux.com/guide/agentic-tools",
   "project": "DeepSeek Harness",
   "repository": "https://github.com/deepseek-ai/deepseek-harness",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "### 1.8 DeepSeek Harness (dsh)",
    "Section titled \u201c1.8 DeepSeek Harness (dsh)\u201d",
    "DeepSeek\u2019s official agent runtime."
   ],
   "repository_evidence": [
    "| **GitHub** | [deepseek-ai/deepseek-harness](https://github.com/deepseek-ai/deepseek-harness) |",
    "Section titled \u201c1.8 DeepSeek Harness (dsh)\u201d"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://cc.bruniaux.com/guide/agentic-tools",
   "project": "SWE-agent",
   "repository": "https://github.com/SWE-agent/SWE-agent",
   "stars": "19300",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "### 2.2 SWE-agent (Princeton)",
    "Section titled \u201c2.2 SWE-agent (Princeton)\u201d",
    "An academic agent designed specifically for resolving GitHub issues from an issue description alone."
   ],
   "repository_evidence": [
    "| **GitHub** | [SWE-agent/SWE-agent](https://github.com/SWE-agent/SWE-agent) |",
    "Section titled \u201c2.2 SWE-agent (Princeton)\u201d",
    "| Attribute | Details |"
   ],
   "stars_evidence": [
    "| **Stars** | 19,300+ (May 2026) |",
    "Section titled \u201c2.2 SWE-agent (Princeton)\u201d",
    "| Attribute | Details |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://cc.bruniaux.com/guide/agentic-tools",
   "project": "OpenHands",
   "repository": "https://github.com/OpenHands/OpenHands",
   "stars": "79900",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "### 2.4 OpenHands (All Hands AI)",
    "Section titled \u201c2.4 OpenHands (All Hands AI)\u201d",
    "Open source autonomous coding platform, formerly OpenDevin."
   ],
   "repository_evidence": [
    "| **GitHub** | [OpenHands/OpenHands](https://github.com/OpenHands/OpenHands) |",
    "Section titled \u201c2.4 OpenHands (All Hands AI)\u201d",
    "| Attribute | Details |"
   ],
   "stars_evidence": [
    "| **Stars** | 79,900+ (July 2026) |",
    "Section titled \u201c2.4 OpenHands (All Hands AI)\u201d",
    "| Attribute | Details |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://cc.bruniaux.com/guide/agentic-tools",
   "project": "CrewAI",
   "repository": "https://github.com/crewAIInc/crewAI",
   "stars": "52300",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "### 3.1 CrewAI",
    "Section titled \u201c3.1 CrewAI\u201d",
    "Role-based multi-agent orchestration."
   ],
   "repository_evidence": [
    "| **GitHub** | [crewAIInc/crewAI](https://github.com/crewAIInc/crewAI) |",
    "Section titled \u201c3.1 CrewAI\u201d",
    "| Attribute | Details |"
   ],
   "stars_evidence": [
    "| **Stars** | 52,300+ (May 2026) |",
    "Section titled \u201c3.1 CrewAI\u201d",
    "| Attribute | Details |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://cc.bruniaux.com/guide/agentic-tools",
   "project": "LangGraph",
   "repository": "https://github.com/langchain-ai/langgraph",
   "stars": "33100",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "### 3.2 LangGraph",
    "Section titled \u201c3.2 LangGraph\u201d",
    "Graph-based agent orchestration from LangChain."
   ],
   "repository_evidence": [
    "| **GitHub** | [langchain-ai/langgraph](https://github.com/langchain-ai/langgraph) |",
    "Section titled \u201c3.2 LangGraph\u201d",
    "| Attribute | Details |"
   ],
   "stars_evidence": [
    "| **Stars** | 33,100+ (May 2026) |",
    "Section titled \u201c3.2 LangGraph\u201d",
    "| Attribute | Details |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://cc.bruniaux.com/guide/agentic-tools",
   "project": "Microsoft Agent Framework",
   "repository": "https://github.com/microsoft/agent-framework",
   "stars": "12444",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "### 3.3 AutoGen / Microsoft Agent Framework",
    "Section titled \u201c3.3 AutoGen / Microsoft Agent Framework\u201d",
    "Microsoft\u2019s multi-agent framework, mid-transition from the original AutoGen library (maintenance mode since September 2025) to the Microsoft Agent Framework (MAF), which merges AutoGen and Semantic Kernel into one SDK."
   ],
   "repository_evidence": [
    "| **GitHub** | [microsoft/agent-framework](https://github.com/microsoft/agent-framework) |",
    "Section titled \u201c3.3 AutoGen / Microsoft Agent Framework\u201d"
   ],
   "stars_evidence": [
    "| **Stars** | 12,444 (MAF, active, verified 2026-07-27; was 10,800+ earlier) |",
    "Section titled \u201c3.3 AutoGen / Microsoft Agent Framework\u201d"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://cc.bruniaux.com/guide/agentic-tools",
   "project": "AutoGen",
   "repository": "https://github.com/microsoft/autogen",
   "stars": "60033",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "### 3.3 AutoGen / Microsoft Agent Framework",
    "Section titled \u201c3.3 AutoGen / Microsoft Agent Framework\u201d",
    "Microsoft\u2019s multi-agent framework, mid-transition from the original AutoGen library (maintenance mode since September 2025) to the Microsoft Agent Framework (MAF), which merges AutoGen and Semantic Kernel into one SDK."
   ],
   "repository_evidence": [
    "| **Legacy GitHub** | [microsoft/autogen](https://github.com/microsoft/autogen) (60,033 stars as of 2026-07-27, was 58,400, maintenance mode since Sep 2025) |",
    "Section titled \u201c3.3 AutoGen / Microsoft Agent Framework\u201d"
   ],
   "stars_evidence": [
    "| **Legacy GitHub** | [microsoft/autogen](https://github.com/microsoft/autogen) (60,033 stars as of 2026-07-27, was 58,400, maintenance mode since Sep 2025) |",
    "Section titled \u201c3.3 AutoGen / Microsoft Agent Framework\u201d"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://cc.bruniaux.com/guide/agentic-tools",
   "project": "MetaGPT",
   "repository": "https://github.com/FoundationAgents/MetaGPT",
   "stars": "69384",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "### 3.5 MetaGPT",
    "Section titled \u201c3.5 MetaGPT\u201d",
    "The original \u201cAI software company\u201d framework: five fixed roles (Product Manager, Architect, Project Manager, Engineer, QA) chained into a pipeline that turns a one-line request into PRDs, diagrams, and code."
   ],
   "repository_evidence": [
    "| **GitHub** | [FoundationAgents/MetaGPT](https://github.com/FoundationAgents/MetaGPT) |",
    "Section titled \u201c3.5 MetaGPT\u201d",
    "| Attribute | Details |"
   ],
   "stars_evidence": [
    "| **Stars** | 69,384 (July 2026) |",
    "Section titled \u201c3.5 MetaGPT\u201d",
    "| Attribute | Details |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://cc.bruniaux.com/guide/agentic-tools",
   "project": "Conductor",
   "repository": "https://github.com/gemini-cli-extensions/conductor",
   "stars": "3600",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "### 4.1 Conductor (Gemini CLI methodology)",
    "Section titled \u201c4.1 Conductor (Gemini CLI methodology)\u201d",
    "A development methodology, not a product."
   ],
   "repository_evidence": [
    "| **GitHub** | [gemini-cli-extensions/conductor](https://github.com/gemini-cli-extensions/conductor) |",
    "Section titled \u201c4.1 Conductor (Gemini CLI methodology)\u201d",
    "| Attribute | Details |"
   ],
   "stars_evidence": [
    "| **Stars** | 3,600+ (May 2026) |",
    "Section titled \u201c4.1 Conductor (Gemini CLI methodology)\u201d",
    "| Attribute | Details |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://cc.bruniaux.com/guide/agentic-tools",
   "project": "Conductor",
   "repository": "https://github.com/microsoft/conductor",
   "stars": "350",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "### 4.2 Conductor (Microsoft CLI)",
    "Section titled \u201c4.2 Conductor (Microsoft CLI)\u201d",
    "An entirely separate project from the Gemini one."
   ],
   "repository_evidence": [
    "| **GitHub** | [microsoft/conductor](https://github.com/microsoft/conductor) |",
    "Section titled \u201c4.2 Conductor (Microsoft CLI)\u201d",
    "| Attribute | Details |"
   ],
   "stars_evidence": [
    "| **Stars** | 350 (2026-07-27, was 158 in May 2026, brand new at the time) |",
    "Section titled \u201c4.2 Conductor (Microsoft CLI)\u201d",
    "| Attribute | Details |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://cc.bruniaux.com/guide/agentic-tools",
   "project": "Hermes Control Room",
   "repository": "https://github.com/shannhk/hermes-agent-control-room",
   "stars": "474",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "### 4.3 Hermes Control Room",
    "Section titled \u201c4.3 Hermes Control Room\u201d",
    "A community template by Shann (@shannhk, Lisbon) for managing a fleet of Hermes agents on a VPS."
   ],
   "repository_evidence": [
    "| **GitHub** | [shannhk/hermes-agent-control-room](https://github.com/shannhk/hermes-agent-control-room) |",
    "Section titled \u201c4.3 Hermes Control Room\u201d",
    "| Attribute | Details |"
   ],
   "stars_evidence": [
    "| **Stars** | 474 (May 2026) |",
    "Section titled \u201c4.3 Hermes Control Room\u201d",
    "| Attribute | Details |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://cc.bruniaux.com/guide/agentic-tools",
   "project": "Symphony",
   "repository": "https://github.com/openai/symphony",
   "stars": "25969",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "### 4.4 Symphony (OpenAI)",
    "Section titled \u201c4.4 Symphony (OpenAI)\u201d",
    "OpenAI\u2019s answer to \u201cwhat do you build on top of Codex?\u201d"
   ],
   "repository_evidence": [
    "| **GitHub** | [openai/symphony](https://github.com/openai/symphony) |",
    "Section titled \u201c4.4 Symphony (OpenAI)\u201d",
    "| Attribute | Details |"
   ],
   "stars_evidence": [
    "| **Stars** | 25,969 (July 2026) |",
    "Section titled \u201c4.4 Symphony (OpenAI)\u201d",
    "| Attribute | Details |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://cc.bruniaux.com/guide/agentic-tools",
   "project": "Paperclip",
   "repository": "https://github.com/paperclipai/paperclip",
   "stars": "74900",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "### 4.5 Paperclip",
    "Section titled \u201c4.5 Paperclip\u201d",
    "An org chart for agents."
   ],
   "repository_evidence": [
    "| **GitHub** | [paperclipai/paperclip](https://github.com/paperclipai/paperclip) |",
    "Section titled \u201c4.5 Paperclip\u201d",
    "| Attribute | Details |"
   ],
   "stars_evidence": [
    "| **Stars** | 74,900 (2026-07-27), 13,956 forks |",
    "Section titled \u201c4.5 Paperclip\u201d",
    "| Attribute | Details |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://cc.bruniaux.com/guide/agentic-tools",
   "project": "cli-agent-orchestrator",
   "repository": "https://github.com/awslabs/cli-agent-orchestrator",
   "stars": "954",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "A supervisor agent that delegates to worker agents, each one a real CLI process in its own tmux session, coordinated over MCP.",
    "Section titled \u201cSection 4: Agent Orchestration Tools\u201d"
   ],
   "repository_evidence": [
    "| **GitHub** | [awslabs/cli-agent-orchestrator](https://github.com/awslabs/cli-agent-orchestrator) |",
    "Section titled \u201cSection 4: Agent Orchestration Tools\u201d",
    "| Attribute | Details |"
   ],
   "stars_evidence": [
    "| **Stars** | 954 (2026-07-27), 184 forks, 73 open issues (was 893 / 172 / 71 in July 2026) |",
    "Section titled \u201cSection 4: Agent Orchestration Tools\u201d",
    "| Attribute | Details |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://cc.bruniaux.com/guide/agentic-tools",
   "project": "Nimbalyst",
   "repository": "https://github.com/nimbalyst/nimbalyst",
   "stars": "1558",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "### 4.7 Nimbalyst",
    "Section titled \u201c4.7 Nimbalyst\u201d",
    "A desktop workspace for running Claude Code and Codex side by side, built around visual review rather than terminal output."
   ],
   "repository_evidence": [
    "| **GitHub** | [nimbalyst/nimbalyst](https://github.com/nimbalyst/nimbalyst) |",
    "Section titled \u201c4.7 Nimbalyst\u201d",
    "| Attribute | Details |"
   ],
   "stars_evidence": [
    "| **Stars** | 1,558 (2026-08-24), 223 forks |",
    "Section titled \u201c4.7 Nimbalyst\u201d",
    "| Attribute | Details |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://cc.bruniaux.com/guide/agentic-tools",
   "project": "Liza",
   "repository": "https://github.com/liza-mas/liza",
   "stars": "363",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "### 4.8 Liza",
    "Section titled \u201c4.8 Liza\u201d",
    "Liza is a code-enforced multi-agent control plane for coding work."
   ],
   "repository_evidence": [
    "| **GitHub** | [liza-mas/liza](https://github.com/liza-mas/liza) |",
    "Section titled \u201c4.8 Liza\u201d",
    "| Attribute | Details |"
   ],
   "stars_evidence": [
    "| **Stars** | 363 (2026-08-28), 49 forks |",
    "Section titled \u201c4.8 Liza\u201d",
    "| Attribute | Details |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://openagentskill.com/alternatives/skyvern-ai-skyvern",
   "project": "Skyvern",
   "repository": null,
   "stars": "23K",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Alternatives",
    "# Skyvern alternatives for AI agents.",
    "## Skyvern"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "Alternatives",
    "# Skyvern alternatives for AI agents.",
    "23K\n\nStars"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://openagentskill.com/alternatives/skyvern-ai-skyvern",
   "project": "page-agent",
   "repository": "https://github.com/alibaba/page-agent",
   "stars": "29K",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Alternatives",
    "# Skyvern alternatives for AI agents.",
    "`$ npx skills add alibaba/page-agent`"
   ],
   "repository_evidence": [
    "Alternatives",
    "# Skyvern alternatives for AI agents.",
    "`$ npx skills add alibaba/page-agent`"
   ],
   "stars_evidence": [
    "Alternatives",
    "# Skyvern alternatives for AI agents.",
    "29K starsAug 12, 2026 pushweb-automationTypeScriptBrowser"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://openagentskill.com/alternatives/skyvern-ai-skyvern",
   "project": "maxun",
   "repository": "https://github.com/getmaxun/maxun",
   "stars": "16K",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Alternatives",
    "# Skyvern alternatives for AI agents.",
    "[## Maxun](/skills/getmaxun-maxun)Similarity 112Trust 88Excellent 100"
   ],
   "repository_evidence": [
    "Alternatives",
    "# Skyvern alternatives for AI agents.",
    "`$ npx skills add getmaxun/maxun`"
   ],
   "stars_evidence": [
    "Alternatives",
    "# Skyvern alternatives for AI agents.",
    "16K starsJul 2, 2026 pushweb-automationTypeScriptBrowser Automation"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://openagentskill.com/alternatives/skyvern-ai-skyvern",
   "project": "browser-use",
   "repository": "https://github.com/browser-use/browser-use",
   "stars": "101K",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Alternatives",
    "# Skyvern alternatives for AI agents.",
    "`$ npx skills add browser-use/browser-use`"
   ],
   "repository_evidence": [
    "Alternatives",
    "# Skyvern alternatives for AI agents.",
    "`$ npx skills add browser-use/browser-use`"
   ],
   "stars_evidence": [
    "Alternatives",
    "# Skyvern alternatives for AI agents.",
    "101K starsJun 20, 2026 pushweb-automationClaudeGPT-4"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://openagentskill.com/alternatives/skyvern-ai-skyvern",
   "project": "Browser",
   "repository": "https://github.com/lightpanda-io/browser",
   "stars": "31K",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Alternatives",
    "# Skyvern alternatives for AI agents.",
    "[## Browser](/skills/lightpanda-io-browser)Similarity 104Trust 86Excellent 100"
   ],
   "repository_evidence": [
    "Alternatives",
    "# Skyvern alternatives for AI agents.",
    "`$ npx skills add lightpanda-io/browser`"
   ],
   "stars_evidence": [
    "Alternatives",
    "# Skyvern alternatives for AI agents.",
    "31K starsJun 19, 2026 pushweb-automationZigBrowser Automation"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://openagentskill.com/alternatives/skyvern-ai-skyvern",
   "project": "stagehand",
   "repository": "https://github.com/browserbase/stagehand",
   "stars": "24K",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Alternatives",
    "# Skyvern alternatives for AI agents.",
    "`$ npx skills add browserbase/stagehand`"
   ],
   "repository_evidence": [
    "Alternatives",
    "# Skyvern alternatives for AI agents.",
    "`$ npx skills add browserbase/stagehand`"
   ],
   "stars_evidence": [
    "Alternatives",
    "# Skyvern alternatives for AI agents.",
    "24K starsJul 17, 2026 pushweb-automationTypeScriptBrowserbase"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://openagentskill.com/alternatives/skyvern-ai-skyvern",
   "project": "Obscura",
   "repository": "https://github.com/h4ckf0r0day/obscura",
   "stars": "16K",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Alternatives",
    "# Skyvern alternatives for AI agents.",
    "[## Obscura](/skills/h4ckf0r0day-obscura)Similarity 103Trust 86Excellent 100"
   ],
   "repository_evidence": [
    "Alternatives",
    "# Skyvern alternatives for AI agents.",
    "`$ npx skills add h4ckf0r0day/obscura`"
   ],
   "stars_evidence": [
    "Alternatives",
    "# Skyvern alternatives for AI agents.",
    "16K starsJun 18, 2026 pushweb-automationRustBrowser Automation"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://openagentskill.com/alternatives/skyvern-ai-skyvern",
   "project": "Pinchtab",
   "repository": "https://github.com/pinchtab/pinchtab",
   "stars": "9.3K",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Alternatives",
    "# Skyvern alternatives for AI agents.",
    "[## Pinchtab](/skills/pinchtab-pinchtab)Similarity 102Trust 87Excellent 99"
   ],
   "repository_evidence": [
    "Alternatives",
    "# Skyvern alternatives for AI agents.",
    "`$ npx skills add pinchtab/pinchtab`"
   ],
   "stars_evidence": [
    "Alternatives",
    "# Skyvern alternatives for AI agents.",
    "9.3K starsJun 16, 2026 pushweb-automationGoBrowser Automation"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://openagentskill.com/alternatives/skyvern-ai-skyvern",
   "project": "automa",
   "repository": "https://github.com/AutomaApp/automa",
   "stars": "21K",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Alternatives",
    "# Skyvern alternatives for AI agents.",
    "[## Automa](/skills/automaapp-automa)Similarity 102Trust 82Excellent 95"
   ],
   "repository_evidence": [
    "Alternatives",
    "# Skyvern alternatives for AI agents.",
    "`$ npx skills add AutomaApp/automa`"
   ],
   "stars_evidence": [
    "Alternatives",
    "# Skyvern alternatives for AI agents.",
    "21K starsMar 2, 2026 pushweb-automationVueBrowser Automation"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://openagentskill.com/alternatives/skyvern-ai-skyvern",
   "project": "Scrapling",
   "repository": "https://github.com/D4Vinci/Scrapling",
   "stars": "70K",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Alternatives",
    "# Skyvern alternatives for AI agents.",
    "`$ npx skills add D4Vinci/Scrapling`"
   ],
   "repository_evidence": [
    "Alternatives",
    "# Skyvern alternatives for AI agents.",
    "`$ npx skills add D4Vinci/Scrapling`"
   ],
   "stars_evidence": [
    "Alternatives",
    "# Skyvern alternatives for AI agents.",
    "70K starsJul 15, 2026 pushweb-automationPythonWeb Automation"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://openagentskill.com/alternatives/skyvern-ai-skyvern",
   "project": "playwright-skill",
   "repository": "https://github.com/lackeyjb/playwright-skill",
   "stars": "3.0K",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Alternatives",
    "# Skyvern alternatives for AI agents.",
    "`$ npx skills add lackeyjb/playwright-skill`"
   ],
   "repository_evidence": [
    "Alternatives",
    "# Skyvern alternatives for AI agents.",
    "`$ npx skills add lackeyjb/playwright-skill`"
   ],
   "stars_evidence": [
    "Alternatives",
    "# Skyvern alternatives for AI agents.",
    "3.0K starsAug 11, 2026 pushweb-automationJavaScriptBrowser Automation"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://openagentskill.com/alternatives/skyvern-ai-skyvern",
   "project": "autoscraper",
   "repository": "https://github.com/alirezamika/autoscraper",
   "stars": "7.9K",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Alternatives",
    "# Skyvern alternatives for AI agents.",
    "`$ npx skills add alirezamika/autoscraper`"
   ],
   "repository_evidence": [
    "Alternatives",
    "# Skyvern alternatives for AI agents.",
    "`$ npx skills add alirezamika/autoscraper`"
   ],
   "stars_evidence": [
    "Alternatives",
    "# Skyvern alternatives for AI agents.",
    "7.9K starsJul 29, 2026 pushweb-automationPythonWeb Automation"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://openagentskill.com/alternatives/skyvern-ai-skyvern",
   "project": "changedetection.io",
   "repository": "https://github.com/dgtlmoon/changedetection.io",
   "stars": "32K",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Alternatives",
    "# Skyvern alternatives for AI agents.",
    "`$ npx skills add dgtlmoon/changedetection.io`"
   ],
   "repository_evidence": [
    "Alternatives",
    "# Skyvern alternatives for AI agents.",
    "`$ npx skills add dgtlmoon/changedetection.io`"
   ],
   "stars_evidence": [
    "Alternatives",
    "# Skyvern alternatives for AI agents.",
    "32K starsJun 3, 2026 pushweb-automationPythonWeb Automation"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://openagentskill.com/alternatives/skyvern-ai-skyvern",
   "project": "Scrapy",
   "repository": "https://github.com/scrapy/scrapy",
   "stars": "63K",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Alternatives",
    "# Skyvern alternatives for AI agents.",
    "[## Scrapy](/skills/scrapy-scrapy)Similarity 95Trust 88Excellent 100"
   ],
   "repository_evidence": [
    "Alternatives",
    "# Skyvern alternatives for AI agents.",
    "`$ npx skills add scrapy/scrapy`"
   ],
   "stars_evidence": [
    "Alternatives",
    "# Skyvern alternatives for AI agents.",
    "63K starsJun 25, 2026 pushweb-automationPythonWeb Automation"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://openagentskill.com/alternatives/skyvern-ai-skyvern",
   "project": "Scrapegraph-ai",
   "repository": "https://github.com/ScrapeGraphAI/Scrapegraph-ai",
   "stars": "27K",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Alternatives",
    "# Skyvern alternatives for AI agents.",
    "`$ npx skills add ScrapeGraphAI/Scrapegraph-ai`"
   ],
   "repository_evidence": [
    "Alternatives",
    "# Skyvern alternatives for AI agents.",
    "`$ npx skills add ScrapeGraphAI/Scrapegraph-ai`"
   ],
   "stars_evidence": [
    "Alternatives",
    "# Skyvern alternatives for AI agents.",
    "27K starsJun 15, 2026 pushweb-automationPythonWeb Automation"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://openagentskill.com/alternatives/skyvern-ai-skyvern",
   "project": "proxy_pool",
   "repository": "https://github.com/jhao104/proxy_pool",
   "stars": "23K",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Alternatives",
    "# Skyvern alternatives for AI agents.",
    "`$ npx skills add jhao104/proxy_pool`"
   ],
   "repository_evidence": [
    "Alternatives",
    "# Skyvern alternatives for AI agents.",
    "`$ npx skills add jhao104/proxy_pool`"
   ],
   "stars_evidence": [
    "Alternatives",
    "# Skyvern alternatives for AI agents.",
    "23K starsJun 9, 2026 pushweb-automationPythonCrawler"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://openagentskill.com/alternatives/skyvern-ai-skyvern",
   "project": "newspaper",
   "repository": "https://github.com/codelucas/newspaper",
   "stars": "15K",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Alternatives",
    "# Skyvern alternatives for AI agents.",
    "`$ npx skills add codelucas/newspaper`"
   ],
   "repository_evidence": [
    "Alternatives",
    "# Skyvern alternatives for AI agents.",
    "`$ npx skills add codelucas/newspaper`"
   ],
   "stars_evidence": [
    "Alternatives",
    "# Skyvern alternatives for AI agents.",
    "15K starsJul 8, 2026 pushweb-automationPythonCrawler"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://arxiv.org/html/2603.15594v1",
   "project": "OpenSeeker",
   "repository": "https://github.com/rui-ye/OpenSeeker",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# OpenSeeker: Democratizing Frontier Search Agents by Fully Open-Sourcing Training Data",
    "To bridge this gap, we introduce OpenSeeker, the first fully open-source search agent (i.e., model and data) that achieves frontier-level performance through two core technical innovations:"
   ],
   "repository_evidence": [
    "| ![[Uncaptioned image]](2603.15594v1/figs/icons/github.png)Code | [https://github.com/rui-ye/OpenSeeker](https://github.com/rui-ye/OpenSeeker) |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/Leoooooli/ACI",
   "project": "ACI",
   "repository": "https://github.com/Leoooooli/ACI.git",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# ACI \u2014 Agent-Computer Interface",
    "git clone https://github.com/Leoooooli/ACI.git cd ACI pip install -r requirements.txt playwright install chromium"
   ],
   "repository_evidence": [
    "git clone https://github.com/Leoooooli/ACI.git cd ACI pip install -r requirements.txt playwright install chromium",
    "# ACI \u2014 Agent-Computer Interface"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://dibi8.com/zh/resources/llm-frameworks/llamaindex",
   "project": "LlamaIndex",
   "repository": "https://github.com/run-llama/llama_index",
   "stars": "49517",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# LlamaIndex\uff1a49K+ \u661f \u2014 2026 \u5e74\u751f\u4ea7 RAG \u90e8\u7f72\u6307\u5357",
    "LlamaIndex is a data framework for building production RAG systems with LLMs."
   ],
   "repository_evidence": [
    "- [LlamaIndex](https://github.com/run-llama/llama_index)",
    "References & Sources"
   ],
   "stars_evidence": [
    "With **49,517 GitHub stars**, **1,866 contributors**, and a release cadence that ships version 0.14.22 in May 2026, the project moves fast.",
    "## Introduction #"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://dibi8.com/zh/resources/llm-frameworks/llamaindex",
   "project": "GraphRAG",
   "repository": null,
   "stars": "33000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "[GraphRAG: Microsoft\u2019\u2019s Graph-Based RAG for Better LLM Answers (33K Stars) \u2014 Practical 2026 Guide](https://dibi8.com/zh/resources/llm-frameworks/graphrag-llm-frameworks-2026/)"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "[GraphRAG: Microsoft\u2019\u2019s Graph-Based RAG for Better LLM Answers (33K Stars) \u2014 Practical 2026 Guide](https://dibi8.com/zh/resources/llm-frameworks/graphrag-llm-frameworks-2026/)"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://dibi8.com/zh/resources/llm-frameworks/llamaindex",
   "project": "LangChain",
   "repository": "https://github.com/langchain-ai/langchain",
   "stars": "95000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "- [LangChain](https://github.com/langchain-ai/langchain)",
    "References & Sources"
   ],
   "repository_evidence": [
    "- [LangChain](https://github.com/langchain-ai/langchain)",
    "References & Sources"
   ],
   "stars_evidence": [
    "| **GitHub Stars** | 49.5k | 95k | 25.3k | 80.9k |",
    "Comparison with Alternatives"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://dibi8.com/zh/resources/llm-frameworks/llamaindex",
   "project": "Haystack",
   "repository": "https://github.com/deepset-ai/haystack",
   "stars": "25300",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "- [Haystack](https://github.com/deepset-ai/haystack)",
    "References & Sources"
   ],
   "repository_evidence": [
    "- [Haystack](https://github.com/deepset-ai/haystack)",
    "References & Sources"
   ],
   "stars_evidence": [
    "| **GitHub Stars** | 49.5k | 95k | 25.3k | 80.9k |",
    "Comparison with Alternatives"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://dibi8.com/zh/resources/llm-frameworks/llamaindex",
   "project": "RAGFlow",
   "repository": "https://github.com/infiniflow/ragflow",
   "stars": "80900",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "- [RAGFlow](https://github.com/infiniflow/ragflow)",
    "References & Sources"
   ],
   "repository_evidence": [
    "- [RAGFlow](https://github.com/infiniflow/ragflow)",
    "References & Sources"
   ],
   "stars_evidence": [
    "| **GitHub Stars** | 49.5k | 95k | 25.3k | 80.9k |",
    "Comparison with Alternatives"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://dibi8.com/zh/resources/llm-frameworks/llamaindex",
   "project": "Qdrant",
   "repository": "https://github.com/qdrant/qdrant",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "- [Qdrant](https://github.com/qdrant/qdrant)",
    "References & Sources"
   ],
   "repository_evidence": [
    "- [Qdrant](https://github.com/qdrant/qdrant)",
    "References & Sources"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://dibi8.com/zh/resources/llm-frameworks/llamaindex",
   "project": "Weaviate",
   "repository": "https://github.com/weaviate/weaviate",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "- [Weaviate](https://github.com/weaviate/weaviate)",
    "References & Sources"
   ],
   "repository_evidence": [
    "- [Weaviate](https://github.com/weaviate/weaviate)",
    "References & Sources"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://dibi8.com/zh/resources/llm-frameworks/llamaindex",
   "project": "Chroma",
   "repository": "https://github.com/chroma-core/chroma",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "- [Chroma](https://github.com/chroma-core/chroma)",
    "References & Sources"
   ],
   "repository_evidence": [
    "- [Chroma](https://github.com/chroma-core/chroma)",
    "References & Sources"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://dibi8.com/zh/resources/llm-frameworks/llamaindex",
   "project": "Ollama",
   "repository": "https://github.com/ollama/ollama",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "- [Ollama](https://github.com/ollama/ollama)",
    "References & Sources"
   ],
   "repository_evidence": [
    "- [Ollama](https://github.com/ollama/ollama)",
    "References & Sources"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://dibi8.com/zh/resources/llm-frameworks/llamaindex",
   "project": "FastAPI",
   "repository": "https://github.com/fastapi/fastapi",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "- [FastAPI](https://github.com/fastapi/fastapi)",
    "References & Sources"
   ],
   "repository_evidence": [
    "- [FastAPI](https://github.com/fastapi/fastapi)",
    "References & Sources"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://dibi8.com/zh/resources/llm-frameworks/llamaindex",
   "project": "txtai",
   "repository": "https://github.com/neuml/txtai",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "- [txtai](https://github.com/neuml/txtai)",
    "References & Sources"
   ],
   "repository_evidence": [
    "- [txtai](https://github.com/neuml/txtai)",
    "References & Sources"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://toolerific.ai/ai-tools/opensource/letta-ai-letta",
   "project": "letta",
   "repository": null,
   "stars": "18501",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Letta is the platform for building stateful agents: open AI with advanced memory that can learn and self-improve over time.",
    "Alternative AI tools for letta"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "Stars: 18501",
    "Alternative AI tools for letta"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://toolerific.ai/ai-tools/opensource/letta-ai-letta",
   "project": "magma",
   "repository": null,
   "stars": "69",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Alternative AI tools for letta",
    "[###### magma](/ai-tools/opensource/pompeii-labs-magma)"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "Alternative AI tools for letta",
    "**: 69"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://toolerific.ai/ai-tools/opensource/letta-ai-letta",
   "project": "sparkle",
   "repository": null,
   "stars": "56",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Alternative AI tools for letta",
    "[###### sparkle](/ai-tools/opensource/echolabsdev-sparkle)"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "Alternative AI tools for letta",
    "**: 56"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://toolerific.ai/ai-tools/opensource/letta-ai-letta",
   "project": "swarmzero",
   "repository": null,
   "stars": "218",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Alternative AI tools for letta",
    "[###### swarmzero](/ai-tools/opensource/swarmzero-swarmzero)"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "Alternative AI tools for letta",
    "**: 218"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://toolerific.ai/ai-tools/opensource/letta-ai-letta",
   "project": "aiavatarkit",
   "repository": null,
   "stars": "538",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Alternative AI tools for letta",
    "[###### aiavatarkit](/ai-tools/opensource/uezo-aiavatarkit)"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "Alternative AI tools for letta",
    "**: 538"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://toolerific.ai/ai-tools/opensource/letta-ai-letta",
   "project": "agent-mimir",
   "repository": null,
   "stars": "103",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Alternative AI tools for letta",
    "[###### agent-mimir](/ai-tools/opensource/Altaflux-agent-mimir)"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "Alternative AI tools for letta",
    "**: 103"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://toolerific.ai/ai-tools/opensource/letta-ai-letta",
   "project": "agent-toolkit",
   "repository": null,
   "stars": "605",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Alternative AI tools for letta",
    "[###### agent-toolkit](/ai-tools/opensource/stripe-agent-toolkit)"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "Alternative AI tools for letta",
    "**: 605"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://toolerific.ai/ai-tools/opensource/letta-ai-letta",
   "project": "UniChat",
   "repository": null,
   "stars": "62",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Alternative AI tools for letta",
    "[###### UniChat](/ai-tools/opensource/AkiKurisu-UniChat)"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "Alternative AI tools for letta",
    "**: 62"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://toolerific.ai/ai-tools/opensource/letta-ai-letta",
   "project": "parea-sdk-py",
   "repository": null,
   "stars": "59",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Alternative AI tools for letta",
    "[###### parea-sdk-py](/ai-tools/opensource/parea-ai-parea-sdk-py)"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "Alternative AI tools for letta",
    "**: 59"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://toolerific.ai/ai-tools/opensource/letta-ai-letta",
   "project": "vinagent",
   "repository": null,
   "stars": "65",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Alternative AI tools for letta",
    "[###### vinagent](/ai-tools/opensource/datascienceworld-kan-vinagent)"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "Alternative AI tools for letta",
    "**: 65"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://toolerific.ai/ai-tools/opensource/letta-ai-letta",
   "project": "FlashLearn",
   "repository": null,
   "stars": "574",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Alternative AI tools for letta",
    "[###### FlashLearn](/ai-tools/opensource/Pravko-Solutions-FlashLearn)"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "Alternative AI tools for letta",
    "**: 574"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://toolerific.ai/ai-tools/opensource/letta-ai-letta",
   "project": "agentic-rag-for-dummies",
   "repository": null,
   "stars": "2.1k",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Alternative AI tools for letta",
    "[###### agentic-rag-for-dummies](/ai-tools/opensource/GiovanniPasq-agentic-rag-for-dummies)"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "Alternative AI tools for letta",
    "**: 2.1k"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://toolerific.ai/ai-tools/opensource/letta-ai-letta",
   "project": "langchainrb",
   "repository": null,
   "stars": "1.7k",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Alternative AI tools for letta",
    "[###### langchainrb](/ai-tools/opensource/patterns-ai-core-langchainrb)"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "Alternative AI tools for letta",
    "**: 1.7k"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://toolerific.ai/ai-tools/opensource/letta-ai-letta",
   "project": "deep-searcher",
   "repository": null,
   "stars": "4.7k",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Alternative AI tools for letta",
    "[###### deep-searcher](/ai-tools/opensource/zilliztech-deep-searcher)"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "Alternative AI tools for letta",
    "**: 4.7k"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://toolerific.ai/ai-tools/opensource/letta-ai-letta",
   "project": "promptic",
   "repository": null,
   "stars": "223",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Alternative AI tools for letta",
    "[###### promptic](/ai-tools/opensource/knowsuchagency-promptic)"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "Alternative AI tools for letta",
    "**: 223"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://toolerific.ai/ai-tools/opensource/letta-ai-letta",
   "project": "daggr",
   "repository": null,
   "stars": "534",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Alternative AI tools for letta",
    "[###### daggr](/ai-tools/opensource/gradio-app-daggr)"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "Alternative AI tools for letta",
    "**: 534"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://toolerific.ai/ai-tools/opensource/letta-ai-letta",
   "project": "SuperAGI",
   "repository": null,
   "stars": "14.7k",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Alternative AI tools for letta",
    "[###### SuperAGI](/ai-tools/opensource/TransformerOptimus-SuperAGI)"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "Alternative AI tools for letta",
    "**: 14.7k"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://toolerific.ai/ai-tools/opensource/letta-ai-letta",
   "project": "AutoAgent",
   "repository": null,
   "stars": "1.9k",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Alternative AI tools for letta",
    "[###### AutoAgent](/ai-tools/opensource/HKUDS-AutoAgent)"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "Alternative AI tools for letta",
    "**: 1.9k"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://toolerific.ai/ai-tools/opensource/letta-ai-letta",
   "project": "AgentUp",
   "repository": null,
   "stars": "69",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Alternative AI tools for letta",
    "[###### AgentUp](/ai-tools/opensource/RedDotRocket-AgentUp)"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "Alternative AI tools for letta",
    "**: 69"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://toolerific.ai/ai-tools/opensource/letta-ai-letta",
   "project": "NeMo-Agent-Toolkit",
   "repository": null,
   "stars": "1.8k",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Alternative AI tools for letta",
    "[###### NeMo-Agent-Toolkit](/ai-tools/opensource/NVIDIA-NeMo-Agent-Toolkit)"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "Alternative AI tools for letta",
    "**: 1.8k"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://toolerific.ai/ai-tools/opensource/letta-ai-letta",
   "project": "agent-service-toolkit",
   "repository": null,
   "stars": "3.6k",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Alternative AI tools for letta",
    "[###### agent-service-toolkit](/ai-tools/opensource/JoshuaC215-agent-service-toolkit)"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "Alternative AI tools for letta",
    "**: 3.6k"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://toolerific.ai/ai-tools/opensource/letta-ai-letta",
   "project": "agent-shell",
   "repository": null,
   "stars": "792",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Alternative AI tools for letta",
    "[###### agent-shell](/ai-tools/opensource/xenodium-agent-shell)"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "Alternative AI tools for letta",
    "**: 792"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://toolerific.ai/ai-tools/opensource/letta-ai-letta",
   "project": "openclaw-nerve",
   "repository": null,
   "stars": "143",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Alternative AI tools for letta",
    "[###### openclaw-nerve](/ai-tools/opensource/daggerhashimoto-openclaw-nerve)"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "Alternative AI tools for letta",
    "**: 143"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://toolerific.ai/ai-tools/opensource/letta-ai-letta",
   "project": "sweep",
   "repository": null,
   "stars": "7.1k",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Alternative AI tools for letta",
    "[###### sweep](/ai-tools/opensource/sweepai-sweep)"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "Alternative AI tools for letta",
    "**: 7.1k"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://toolerific.ai/ai-tools/opensource/letta-ai-letta",
   "project": "teams-ai",
   "repository": null,
   "stars": "502",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Alternative AI tools for letta",
    "[###### teams-ai](/ai-tools/opensource/microsoft-teams-ai)"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "Alternative AI tools for letta",
    "**: 502"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://toolerific.ai/ai-tools/opensource/letta-ai-letta",
   "project": "ai-guide",
   "repository": null,
   "stars": "159",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Alternative AI tools for letta",
    "[###### ai-guide](/ai-tools/opensource/Crataco-ai-guide)"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "Alternative AI tools for letta",
    "**: 159"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://toolerific.ai/ai-tools/opensource/letta-ai-letta",
   "project": "classifai",
   "repository": null,
   "stars": "697",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Alternative AI tools for letta",
    "[###### classifai](/ai-tools/opensource/10up-classifai)"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "Alternative AI tools for letta",
    "**: 697"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://toolerific.ai/ai-tools/opensource/letta-ai-letta",
   "project": "chatbot-ui",
   "repository": null,
   "stars": "27.7k",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Alternative AI tools for letta",
    "[###### chatbot-ui](/ai-tools/opensource/mckaywrigley-chatbot-ui)"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "Alternative AI tools for letta",
    "**: 27.7k"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://toolerific.ai/ai-tools/opensource/letta-ai-letta",
   "project": "BricksLLM",
   "repository": null,
   "stars": "953",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Alternative AI tools for letta",
    "[###### BricksLLM](/ai-tools/opensource/bricks-cloud-BricksLLM)"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "Alternative AI tools for letta",
    "**: 953"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://toolerific.ai/ai-tools/opensource/letta-ai-letta",
   "project": "uAgents",
   "repository": null,
   "stars": "1.6k",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Alternative AI tools for letta",
    "[###### uAgents](/ai-tools/opensource/fetchai-uAgents)"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "Alternative AI tools for letta",
    "**: 1.6k"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://toolerific.ai/ai-tools/opensource/letta-ai-letta",
   "project": "griptape",
   "repository": null,
   "stars": "2.5k",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Alternative AI tools for letta",
    "[###### griptape](/ai-tools/opensource/griptape-ai-griptape)"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "Alternative AI tools for letta",
    "**: 2.5k"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://trendingbots.ai/agents/agentscope",
   "project": "AgentScope",
   "repository": null,
   "stars": "27217",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# AgentScope \u2014 AI Agent Framework: Live Stats & TrendScore",
    "Live GitHub stats, community sentiment, and trend data for AgentScope."
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# AgentScope \u2014 AI Agent Framework: Live Stats & TrendScore",
    "- GitHub Stars: 27,217"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://context-awesome.com/list/pathonaiorg/awesome-ai-agents",
   "project": "Adala",
   "repository": "https://github.com/HumanSignal/Adala",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-ai-agents",
    "### 1. Review",
    "- [Adala](https://github.com/HumanSignal/Adala)1.2 Open Source Projects"
   ],
   "repository_evidence": [
    "# awesome-ai-agents",
    "### 1. Review",
    "- [Adala](https://github.com/HumanSignal/Adala)1.2 Open Source Projects"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://context-awesome.com/list/pathonaiorg/awesome-ai-agents",
   "project": "Awesome AI Agents",
   "repository": "https://github.com/e2b-dev/awesome-ai-agents",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-ai-agents",
    "### 1. Review",
    "- [Awesome AI Agents](https://github.com/e2b-dev/awesome-ai-agents)1.2 Open Source Projects"
   ],
   "repository_evidence": [
    "# awesome-ai-agents",
    "### 1. Review",
    "- [Awesome AI Agents](https://github.com/e2b-dev/awesome-ai-agents)1.2 Open Source Projects"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://context-awesome.com/list/pathonaiorg/awesome-ai-agents",
   "project": "LLMAgentPapers",
   "repository": "https://github.com/zjunlp/LLMAgentPapers",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-ai-agents",
    "### 1. Review",
    "- [LLMAgentPapers](https://github.com/zjunlp/LLMAgentPapers)1.1 Papers"
   ],
   "repository_evidence": [
    "# awesome-ai-agents",
    "### 1. Review",
    "- [LLMAgentPapers](https://github.com/zjunlp/LLMAgentPapers)1.1 Papers"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://context-awesome.com/list/pathonaiorg/awesome-ai-agents",
   "project": "AgentLite",
   "repository": "https://github.com/SalesforceAIResearch/AgentLite",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-ai-agents",
    "### 2. Agent Framework",
    "- [AgentLite](https://github.com/SalesforceAIResearch/AgentLite)2.1 Multi Agent Framework"
   ],
   "repository_evidence": [
    "# awesome-ai-agents",
    "### 2. Agent Framework",
    "- [AgentLite](https://github.com/SalesforceAIResearch/AgentLite)2.1 Multi Agent Framework"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://context-awesome.com/list/pathonaiorg/awesome-ai-agents",
   "project": "Agent Protocol",
   "repository": "https://github.com/AI-Engineer-Foundation/agent-protocol",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-ai-agents",
    "### 2. Agent Framework",
    "- [Agent Protocol](https://github.com/AI-Engineer-Foundation/agent-protocol)2.1 Multi Agent Framework"
   ],
   "repository_evidence": [
    "# awesome-ai-agents",
    "### 2. Agent Framework",
    "- [Agent Protocol](https://github.com/AI-Engineer-Foundation/agent-protocol)2.1 Multi Agent Framework"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://context-awesome.com/list/pathonaiorg/awesome-ai-agents",
   "project": "AutoGen",
   "repository": "https://github.com/microsoft/autogen",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-ai-agents",
    "### 2. Agent Framework",
    "- [AutoGen](https://github.com/microsoft/autogen)2.1 Multi Agent Framework"
   ],
   "repository_evidence": [
    "# awesome-ai-agents",
    "### 2. Agent Framework",
    "- [AutoGen](https://github.com/microsoft/autogen)2.1 Multi Agent Framework"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://context-awesome.com/list/pathonaiorg/awesome-ai-agents",
   "project": "CrewAI",
   "repository": "https://github.com/joaomdmoura/crewAI",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-ai-agents",
    "### 2. Agent Framework",
    "- [CrewAI](https://github.com/joaomdmoura/crewAI)2.1 Multi Agent Framework"
   ],
   "repository_evidence": [
    "# awesome-ai-agents",
    "### 2. Agent Framework",
    "- [CrewAI](https://github.com/joaomdmoura/crewAI)2.1 Multi Agent Framework"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://context-awesome.com/list/pathonaiorg/awesome-ai-agents",
   "project": "Giselle",
   "repository": "https://github.com/giselles-ai/giselle",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-ai-agents",
    "### 2. Agent Framework",
    "- [Giselle](https://github.com/giselles-ai/giselle)2.1 Multi Agent Framework"
   ],
   "repository_evidence": [
    "# awesome-ai-agents",
    "### 2. Agent Framework",
    "- [Giselle](https://github.com/giselles-ai/giselle)2.1 Multi Agent Framework"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://context-awesome.com/list/pathonaiorg/awesome-ai-agents",
   "project": "GolemCore Bot",
   "repository": "https://github.com/alexk-dev/golemcore-bot",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-ai-agents",
    "### 2. Agent Framework",
    "- [GolemCore Bot](https://github.com/alexk-dev/golemcore-bot)"
   ],
   "repository_evidence": [
    "# awesome-ai-agents",
    "### 2. Agent Framework",
    "- [GolemCore Bot](https://github.com/alexk-dev/golemcore-bot)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://context-awesome.com/list/pathonaiorg/awesome-ai-agents",
   "project": "AI-Employee",
   "repository": "https://github.com/vignshwarar/AI-Employe",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-ai-agents",
    "### 4. Web Browsing Agents",
    "- [AI-Employee](https://github.com/vignshwarar/AI-Employe)4.1 Open Source Web Browsing Agents"
   ],
   "repository_evidence": [
    "# awesome-ai-agents",
    "### 4. Web Browsing Agents",
    "- [AI-Employee](https://github.com/vignshwarar/AI-Employe)4.1 Open Source Web Browsing Agents"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://context-awesome.com/list/pathonaiorg/awesome-ai-agents",
   "project": "BrowserGym",
   "repository": "https://github.com/ServiceNow/BrowserGym",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-ai-agents",
    "### 4. Web Browsing Agents",
    "- [BrowserGym](https://github.com/ServiceNow/BrowserGym)4.2 Research Oriented Web Browsing Framework"
   ],
   "repository_evidence": [
    "# awesome-ai-agents",
    "### 4. Web Browsing Agents",
    "- [BrowserGym](https://github.com/ServiceNow/BrowserGym)4.2 Research Oriented Web Browsing Framework"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://context-awesome.com/list/pathonaiorg/awesome-ai-agents",
   "project": "BrowserPilot",
   "repository": "https://github.com/handrew/browserpilot",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-ai-agents",
    "### 4. Web Browsing Agents",
    "- [BrowserPilot](https://github.com/handrew/browserpilot)4.1 Open Source Web Browsing Agents"
   ],
   "repository_evidence": [
    "# awesome-ai-agents",
    "### 4. Web Browsing Agents",
    "- [BrowserPilot](https://github.com/handrew/browserpilot)4.1 Open Source Web Browsing Agents"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://context-awesome.com/list/pathonaiorg/awesome-ai-agents",
   "project": "Browser-Use",
   "repository": "https://github.com/browser-use/browser-use",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-ai-agents",
    "### 4. Web Browsing Agents",
    "- [Browser-Use](https://github.com/browser-use/browser-use)4.1 Open Source Web Browsing Agents"
   ],
   "repository_evidence": [
    "# awesome-ai-agents",
    "### 4. Web Browsing Agents",
    "- [Browser-Use](https://github.com/browser-use/browser-use)4.1 Open Source Web Browsing Agents"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://context-awesome.com/list/pathonaiorg/awesome-ai-agents",
   "project": "LaVague",
   "repository": "https://github.com/lavague-ai/LaVague",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-ai-agents",
    "### 4. Web Browsing Agents",
    "- [LaVague](https://github.com/lavague-ai/LaVague)4.1 Open Source Web Browsing Agents"
   ],
   "repository_evidence": [
    "# awesome-ai-agents",
    "### 4. Web Browsing Agents",
    "- [LaVague](https://github.com/lavague-ai/LaVague)4.1 Open Source Web Browsing Agents"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://context-awesome.com/list/pathonaiorg/awesome-ai-agents",
   "project": "LiteWebAgent",
   "repository": "https://github.com/PathOnAIOrg/LiteWebAgent",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-ai-agents",
    "### 4. Web Browsing Agents",
    "- [LiteWebAgent](https://github.com/PathOnAIOrg/LiteWebAgent)4.1 Open Source Web Browsing Agents"
   ],
   "repository_evidence": [
    "# awesome-ai-agents",
    "### 4. Web Browsing Agents",
    "- [LiteWebAgent](https://github.com/PathOnAIOrg/LiteWebAgent)4.1 Open Source Web Browsing Agents"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://context-awesome.com/list/pathonaiorg/awesome-ai-agents",
   "project": "AIOS",
   "repository": "https://github.com/agiresearch/AIOS",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-ai-agents",
    "### 7. OS",
    "- [AIOS](https://github.com/agiresearch/AIOS)"
   ],
   "repository_evidence": [
    "# awesome-ai-agents",
    "### 7. OS",
    "- [AIOS](https://github.com/agiresearch/AIOS)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://context-awesome.com/list/pathonaiorg/awesome-ai-agents",
   "project": "AutoNode",
   "repository": "https://superagi.com/introducing-autonode-advancing-rpa-with-a-multi-expert-ai-system/",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-ai-agents",
    "### 7. OS",
    "- [AutoNode](https://superagi.com/introducing-autonode-advancing-rpa-with-a-multi-expert-ai-system/)"
   ],
   "repository_evidence": [
    "# awesome-ai-agents",
    "### 7. OS",
    "- [AutoNode](https://superagi.com/introducing-autonode-advancing-rpa-with-a-multi-expert-ai-system/)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://context-awesome.com/list/pathonaiorg/awesome-ai-agents",
   "project": "MemGPT",
   "repository": "https://github.com/cpacker/MemGPT",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-ai-agents",
    "### 7. OS",
    "- [MemGPT](https://github.com/cpacker/MemGPT)"
   ],
   "repository_evidence": [
    "# awesome-ai-agents",
    "### 7. OS",
    "- [MemGPT](https://github.com/cpacker/MemGPT)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://context-awesome.com/list/pathonaiorg/awesome-ai-agents",
   "project": "Phidata",
   "repository": "https://github.com/phidatahq/phidata/tree/main/cookbook/llm_os",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-ai-agents",
    "### 7. OS",
    "- [Phidata](https://github.com/phidatahq/phidata/tree/main/cookbook/llm_os)"
   ],
   "repository_evidence": [
    "# awesome-ai-agents",
    "### 7. OS",
    "- [Phidata](https://github.com/phidatahq/phidata/tree/main/cookbook/llm_os)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://blog.danielrosehill.com/resources/lists/aggregated-resource-lists/deep-research-projects-0425",
   "project": "deep-research",
   "repository": "https://github.com/dzhng/deep-research",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Deep Research Projects",
    "- [ dzhng/**deep-research** View on GitHub ](https://github.com/dzhng/deep-research)"
   ],
   "repository_evidence": [
    "# Deep Research Projects",
    "- [ dzhng/**deep-research** View on GitHub ](https://github.com/dzhng/deep-research)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://blog.danielrosehill.com/resources/lists/aggregated-resource-lists/deep-research-projects-0425",
   "project": "local-deep-researcher",
   "repository": "https://github.com/langchain-ai/local-deep-researcher",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Deep Research Projects",
    "- [ langchain-ai/**local-deep-researcher** View on GitHub ](https://github.com/langchain-ai/local-deep-researcher)"
   ],
   "repository_evidence": [
    "# Deep Research Projects",
    "- [ langchain-ai/**local-deep-researcher** View on GitHub ](https://github.com/langchain-ai/local-deep-researcher)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://blog.danielrosehill.com/resources/lists/aggregated-resource-lists/deep-research-projects-0425",
   "project": "node-DeepResearch",
   "repository": "https://github.com/jina-ai/node-DeepResearch",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Deep Research Projects",
    "- [ jina-ai/**node-DeepResearch** View on GitHub ](https://github.com/jina-ai/node-DeepResearch)"
   ],
   "repository_evidence": [
    "# Deep Research Projects",
    "- [ jina-ai/**node-DeepResearch** View on GitHub ](https://github.com/jina-ai/node-DeepResearch)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://blog.danielrosehill.com/resources/lists/aggregated-resource-lists/deep-research-projects-0425",
   "project": "open-deep-research",
   "repository": "https://github.com/btahir/open-deep-research",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Deep Research Projects",
    "- [ btahir/**open-deep-research** View on GitHub ](https://github.com/btahir/open-deep-research)"
   ],
   "repository_evidence": [
    "# Deep Research Projects",
    "- [ btahir/**open-deep-research** View on GitHub ](https://github.com/btahir/open-deep-research)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://blog.danielrosehill.com/resources/lists/aggregated-resource-lists/deep-research-projects-0425",
   "project": "Agentic-Reasoning",
   "repository": "https://github.com/theworldofagents/Agentic-Reasoning",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Deep Research Projects",
    "### OpenAI-Based",
    "- [ theworldofagents/**Agentic-Reasoning** View on GitHub ](https://github.com/theworldofagents/Agentic-Reasoning)"
   ],
   "repository_evidence": [
    "# Deep Research Projects",
    "### OpenAI-Based",
    "- [ theworldofagents/**Agentic-Reasoning** View on GitHub ](https://github.com/theworldofagents/Agentic-Reasoning)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://blog.danielrosehill.com/resources/lists/aggregated-resource-lists/deep-research-projects-0425",
   "project": "deep_research_agent",
   "repository": "https://github.com/grapeot/deep_research_agent",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Deep Research Projects",
    "### OpenAI-Based",
    "- [ grapeot/**deep_research_agent** View on GitHub ](https://github.com/grapeot/deep_research_agent)"
   ],
   "repository_evidence": [
    "# Deep Research Projects",
    "### OpenAI-Based",
    "- [ grapeot/**deep_research_agent** View on GitHub ](https://github.com/grapeot/deep_research_agent)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://blog.danielrosehill.com/resources/lists/aggregated-resource-lists/deep-research-projects-0425",
   "project": "PlanExe",
   "repository": "https://github.com/neoneye/PlanExe",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Deep Research Projects",
    "### OpenAI-Based",
    "- [ neoneye/**PlanExe** View on GitHub ](https://github.com/neoneye/PlanExe)"
   ],
   "repository_evidence": [
    "# Deep Research Projects",
    "### OpenAI-Based",
    "- [ neoneye/**PlanExe** View on GitHub ](https://github.com/neoneye/PlanExe)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://blog.danielrosehill.com/resources/lists/aggregated-resource-lists/deep-research-projects-0425",
   "project": "deep-research",
   "repository": "https://github.com/u14app/deep-research",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Deep Research Projects",
    "### Google Gemini-Based",
    "- [ u14app/**deep-research** View on GitHub ](https://github.com/u14app/deep-research)"
   ],
   "repository_evidence": [
    "# Deep Research Projects",
    "### Google Gemini-Based",
    "- [ u14app/**deep-research** View on GitHub ](https://github.com/u14app/deep-research)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://blog.danielrosehill.com/resources/lists/aggregated-resource-lists/deep-research-projects-0425",
   "project": "open-gemini-deep-research",
   "repository": "https://github.com/eRuaro/open-gemini-deep-research",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Deep Research Projects",
    "### Google Gemini-Based",
    "- [ eRuaro/**open-gemini-deep-research** View on GitHub ](https://github.com/eRuaro/open-gemini-deep-research)"
   ],
   "repository_evidence": [
    "# Deep Research Projects",
    "### Google Gemini-Based",
    "- [ eRuaro/**open-gemini-deep-research** View on GitHub ](https://github.com/eRuaro/open-gemini-deep-research)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://blog.danielrosehill.com/resources/lists/aggregated-resource-lists/deep-research-projects-0425",
   "project": "Deep-Research-AI-Agent",
   "repository": "https://github.com/codebucks27/Deep-Research-AI-Agent",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Deep Research Projects",
    "### Google Gemini-Based",
    "- [ codebucks27/**Deep-Research-AI-Agent** View on GitHub ](https://github.com/codebucks27/Deep-Research-AI-Agent)"
   ],
   "repository_evidence": [
    "# Deep Research Projects",
    "### Google Gemini-Based",
    "- [ codebucks27/**Deep-Research-AI-Agent** View on GitHub ](https://github.com/codebucks27/Deep-Research-AI-Agent)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://blog.danielrosehill.com/resources/lists/aggregated-resource-lists/deep-research-projects-0425",
   "project": "workers-research",
   "repository": "https://github.com/G4brym/workers-research",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Deep Research Projects",
    "### Google Gemini-Based",
    "- [ G4brym/**workers-research** View on GitHub ](https://github.com/G4brym/workers-research)"
   ],
   "repository_evidence": [
    "# Deep Research Projects",
    "### Google Gemini-Based",
    "- [ G4brym/**workers-research** View on GitHub ](https://github.com/G4brym/workers-research)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://blog.danielrosehill.com/resources/lists/aggregated-resource-lists/deep-research-projects-0425",
   "project": "lens-deep-research",
   "repository": "https://github.com/julianofirme/lens-deep-research",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Deep Research Projects",
    "### Google Gemini-Based",
    "- [ julianofirme/**lens-deep-research** View on GitHub ](https://github.com/julianofirme/lens-deep-research)"
   ],
   "repository_evidence": [
    "# Deep Research Projects",
    "### Google Gemini-Based",
    "- [ julianofirme/**lens-deep-research** View on GitHub ](https://github.com/julianofirme/lens-deep-research)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://blog.danielrosehill.com/resources/lists/aggregated-resource-lists/deep-research-projects-0425",
   "project": "Deep-Research-using-Gemini-api",
   "repository": "https://github.com/kvcops/Deep-Research-using-Gemini-api",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Deep Research Projects",
    "### Google Gemini-Based",
    "- [ kvcops/**Deep-Research-using-Gemini-api** View on GitHub ](https://github.com/kvcops/Deep-Research-using-Gemini-api)"
   ],
   "repository_evidence": [
    "# Deep Research Projects",
    "### Google Gemini-Based",
    "- [ kvcops/**Deep-Research-using-Gemini-api** View on GitHub ](https://github.com/kvcops/Deep-Research-using-Gemini-api)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://blog.danielrosehill.com/resources/lists/aggregated-resource-lists/deep-research-projects-0425",
   "project": "deep-research-web-ui",
   "repository": "https://github.com/AnotiaWang/deep-research-web-ui",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Deep Research Projects",
    "### DeepSeek-Based",
    "- [ AnotiaWang/**deep-research-web-ui** View on GitHub ](https://github.com/AnotiaWang/deep-research-web-ui)"
   ],
   "repository_evidence": [
    "# Deep Research Projects",
    "### DeepSeek-Based",
    "- [ AnotiaWang/**deep-research-web-ui** View on GitHub ](https://github.com/AnotiaWang/deep-research-web-ui)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://blog.danielrosehill.com/resources/lists/aggregated-resource-lists/deep-research-projects-0425",
   "project": "local-rag-researcher-deepseek",
   "repository": "https://github.com/kaymen99/local-rag-researcher-deepseek",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Deep Research Projects",
    "### DeepSeek-Based",
    "- [ kaymen99/**local-rag-researcher-deepseek** View on GitHub ](https://github.com/kaymen99/local-rag-researcher-deepseek)"
   ],
   "repository_evidence": [
    "# Deep Research Projects",
    "### DeepSeek-Based",
    "- [ kaymen99/**local-rag-researcher-deepseek** View on GitHub ](https://github.com/kaymen99/local-rag-researcher-deepseek)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://blog.danielrosehill.com/resources/lists/aggregated-resource-lists/deep-research-projects-0425",
   "project": "Deeper-Seeker",
   "repository": "https://github.com/HarshJ23/Deeper-Seeker",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Deep Research Projects",
    "### DeepSeek-Based",
    "- [ HarshJ23/**Deeper-Seeker** View on GitHub ](https://github.com/HarshJ23/Deeper-Seeker)"
   ],
   "repository_evidence": [
    "# Deep Research Projects",
    "### DeepSeek-Based",
    "- [ HarshJ23/**Deeper-Seeker** View on GitHub ](https://github.com/HarshJ23/Deeper-Seeker)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://blog.danielrosehill.com/resources/lists/aggregated-resource-lists/deep-research-projects-0425",
   "project": "Multi-Agent-AI-Researcher-Powered-by-DeepSeek-R1",
   "repository": "https://github.com/siddharth-Kharche/Multi-Agent-AI-Researcher-Powered-by-DeepSeek-R1",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Deep Research Projects",
    "### DeepSeek-Based",
    "- [ siddharth-Kharche/**Multi-Agent-AI-Researcher-Powered-by-DeepSeek-R1** View on GitHub ](https://github.com/siddharth-Kharche/Multi-Agent-AI-Researcher-Powered-by-DeepSeek-R1)"
   ],
   "repository_evidence": [
    "# Deep Research Projects",
    "### DeepSeek-Based",
    "- [ siddharth-Kharche/**Multi-Agent-AI-Researcher-Powered-by-DeepSeek-R1** View on GitHub ](https://github.com/siddharth-Kharche/Multi-Agent-AI-Researcher-Powered-by-DeepSeek-R1)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://blog.danielrosehill.com/resources/lists/aggregated-resource-lists/deep-research-projects-0425",
   "project": "DeepSeekDeepResearch",
   "repository": "https://github.com/rasmurtech/DeepSeekDeepResearch",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Deep Research Projects",
    "### DeepSeek-Based",
    "- [ rasmurtech/**DeepSeekDeepResearch** View on GitHub ](https://github.com/rasmurtech/DeepSeekDeepResearch)"
   ],
   "repository_evidence": [
    "# Deep Research Projects",
    "### DeepSeek-Based",
    "- [ rasmurtech/**DeepSeekDeepResearch** View on GitHub ](https://github.com/rasmurtech/DeepSeekDeepResearch)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://blog.danielrosehill.com/resources/lists/aggregated-resource-lists/deep-research-projects-0425",
   "project": "sample-bedrock-deep-researcher",
   "repository": "https://github.com/aws-samples/sample-bedrock-deep-researcher",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Deep Research Projects",
    "### AWS Bedrock-Based",
    "- [ aws-samples/**sample-bedrock-deep-researcher** View on GitHub ](https://github.com/aws-samples/sample-bedrock-deep-researcher)"
   ],
   "repository_evidence": [
    "# Deep Research Projects",
    "### AWS Bedrock-Based",
    "- [ aws-samples/**sample-bedrock-deep-researcher** View on GitHub ](https://github.com/aws-samples/sample-bedrock-deep-researcher)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://blog.danielrosehill.com/resources/lists/aggregated-resource-lists/deep-research-projects-0425",
   "project": "deep-research-mcp",
   "repository": "https://github.com/Ozamatash/deep-research-mcp",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Deep Research Projects",
    "## MCP Server Implementations",
    "- [ Ozamatash/**deep-research-mcp** View on GitHub ](https://github.com/Ozamatash/deep-research-mcp)"
   ],
   "repository_evidence": [
    "# Deep Research Projects",
    "## MCP Server Implementations",
    "- [ Ozamatash/**deep-research-mcp** View on GitHub ](https://github.com/Ozamatash/deep-research-mcp)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://blog.danielrosehill.com/resources/lists/aggregated-resource-lists/deep-research-projects-0425",
   "project": "mcp-DEEPwebresearch",
   "repository": "https://github.com/qpd-v/mcp-DEEPwebresearch",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Deep Research Projects",
    "## MCP Server Implementations",
    "- [ qpd-v/**mcp-DEEPwebresearch** View on GitHub ](https://github.com/qpd-v/mcp-DEEPwebresearch)"
   ],
   "repository_evidence": [
    "# Deep Research Projects",
    "## MCP Server Implementations",
    "- [ qpd-v/**mcp-DEEPwebresearch** View on GitHub ](https://github.com/qpd-v/mcp-DEEPwebresearch)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://blog.danielrosehill.com/resources/lists/aggregated-resource-lists/deep-research-projects-0425",
   "project": "deep-research-mcp-server",
   "repository": "https://github.com/ssdeanx/deep-research-mcp-server",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Deep Research Projects",
    "## MCP Server Implementations",
    "- [ ssdeanx/**deep-research-mcp-server** View on GitHub ](https://github.com/ssdeanx/deep-research-mcp-server)"
   ],
   "repository_evidence": [
    "# Deep Research Projects",
    "## MCP Server Implementations",
    "- [ ssdeanx/**deep-research-mcp-server** View on GitHub ](https://github.com/ssdeanx/deep-research-mcp-server)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://blog.danielrosehill.com/resources/lists/aggregated-resource-lists/deep-research-projects-0425",
   "project": "mcp-server-ollama-deep-researcher",
   "repository": "https://github.com/Cam10001110101/mcp-server-ollama-deep-researcher",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Deep Research Projects",
    "## MCP Server Implementations",
    "- [ Cam10001110101/**mcp-server-ollama-deep-researcher** View on GitHub ](https://github.com/Cam10001110101/mcp-server-ollama-deep-researcher)"
   ],
   "repository_evidence": [
    "# Deep Research Projects",
    "## MCP Server Implementations",
    "- [ Cam10001110101/**mcp-server-ollama-deep-researcher** View on GitHub ](https://github.com/Cam10001110101/mcp-server-ollama-deep-researcher)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://blog.danielrosehill.com/resources/lists/aggregated-resource-lists/deep-research-projects-0425",
   "project": "local-deep-researcher",
   "repository": "https://github.com/langchain-ai/local-deep-researcher",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Deep Research Projects",
    "## Local-First Implementations",
    "- [ langchain-ai/**local-deep-researcher** View on GitHub ](https://github.com/langchain-ai/local-deep-researcher)"
   ],
   "repository_evidence": [
    "# Deep Research Projects",
    "## Local-First Implementations",
    "- [ langchain-ai/**local-deep-researcher** View on GitHub ](https://github.com/langchain-ai/local-deep-researcher)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://blog.danielrosehill.com/resources/lists/aggregated-resource-lists/deep-research-projects-0425",
   "project": "local-deep-research",
   "repository": "https://github.com/LearningCircuit/local-deep-research",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Deep Research Projects",
    "## Local-First Implementations",
    "- [ LearningCircuit/**local-deep-research** View on GitHub ](https://github.com/LearningCircuit/local-deep-research)"
   ],
   "repository_evidence": [
    "# Deep Research Projects",
    "## Local-First Implementations",
    "- [ LearningCircuit/**local-deep-research** View on GitHub ](https://github.com/LearningCircuit/local-deep-research)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://blog.danielrosehill.com/resources/lists/aggregated-resource-lists/deep-research-projects-0425",
   "project": "deep-research-py",
   "repository": "https://github.com/epuerta9/deep-research-py",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Deep Research Projects",
    "## Local-First Implementations",
    "- [ epuerta9/**deep-research-py** View on GitHub ](https://github.com/epuerta9/deep-research-py)"
   ],
   "repository_evidence": [
    "# Deep Research Projects",
    "## Local-First Implementations",
    "- [ epuerta9/**deep-research-py** View on GitHub ](https://github.com/epuerta9/deep-research-py)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://blog.danielrosehill.com/resources/lists/aggregated-resource-lists/deep-research-projects-0425",
   "project": "local-rag-researcher-deepseek",
   "repository": "https://github.com/kaymen99/local-rag-researcher-deepseek",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Deep Research Projects",
    "## Local-First Implementations",
    "- [ kaymen99/**local-rag-researcher-deepseek** View on GitHub ](https://github.com/kaymen99/local-rag-researcher-deepseek)"
   ],
   "repository_evidence": [
    "# Deep Research Projects",
    "## Local-First Implementations",
    "- [ kaymen99/**local-rag-researcher-deepseek** View on GitHub ](https://github.com/kaymen99/local-rag-researcher-deepseek)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://blog.danielrosehill.com/resources/lists/aggregated-resource-lists/deep-research-projects-0425",
   "project": "deep-searcher",
   "repository": "https://github.com/zilliztech/deep-searcher",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Deep Research Projects",
    "## Specialized Research Tools",
    "- [ zilliztech/**deep-searcher** View on GitHub ](https://github.com/zilliztech/deep-searcher)"
   ],
   "repository_evidence": [
    "# Deep Research Projects",
    "## Specialized Research Tools",
    "- [ zilliztech/**deep-searcher** View on GitHub ](https://github.com/zilliztech/deep-searcher)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://blog.danielrosehill.com/resources/lists/aggregated-resource-lists/deep-research-projects-0425",
   "project": "DeepGit",
   "repository": "https://github.com/zamalali/DeepGit",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Deep Research Projects",
    "## Specialized Research Tools",
    "- [ zamalali/**DeepGit** View on GitHub ](https://github.com/zamalali/DeepGit)"
   ],
   "repository_evidence": [
    "# Deep Research Projects",
    "## Specialized Research Tools",
    "- [ zamalali/**DeepGit** View on GitHub ](https://github.com/zamalali/DeepGit)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://blog.danielrosehill.com/resources/lists/aggregated-resource-lists/deep-research-projects-0425",
   "project": "Deep-Research-Arxiv",
   "repository": "https://github.com/GitsSaikat/Deep-Research-Arxiv",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Deep Research Projects",
    "## Specialized Research Tools",
    "- [ GitsSaikat/**Deep-Research-Arxiv** View on GitHub ](https://github.com/GitsSaikat/Deep-Research-Arxiv)"
   ],
   "repository_evidence": [
    "# Deep Research Projects",
    "## Specialized Research Tools",
    "- [ GitsSaikat/**Deep-Research-Arxiv** View on GitHub ](https://github.com/GitsSaikat/Deep-Research-Arxiv)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://blog.danielrosehill.com/resources/lists/aggregated-resource-lists/deep-research-projects-0425",
   "project": "Open-Deep-Research-App",
   "repository": "https://github.com/GitsSaikat/Open-Deep-Research-App",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Deep Research Projects",
    "## Specialized Research Tools",
    "- [ GitsSaikat/**Open-Deep-Research-App** View on GitHub ](https://github.com/GitsSaikat/Open-Deep-Research-App)"
   ],
   "repository_evidence": [
    "# Deep Research Projects",
    "## Specialized Research Tools",
    "- [ GitsSaikat/**Open-Deep-Research-App** View on GitHub ](https://github.com/GitsSaikat/Open-Deep-Research-App)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://blog.danielrosehill.com/resources/lists/aggregated-resource-lists/deep-research-projects-0425",
   "project": "smartrag",
   "repository": "https://github.com/aymenfurter/smartrag",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Deep Research Projects",
    "## Specialized Research Tools",
    "- [ aymenfurter/**smartrag** View on GitHub ](https://github.com/aymenfurter/smartrag)"
   ],
   "repository_evidence": [
    "# Deep Research Projects",
    "## Specialized Research Tools",
    "- [ aymenfurter/**smartrag** View on GitHub ](https://github.com/aymenfurter/smartrag)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://blog.danielrosehill.com/resources/lists/aggregated-resource-lists/deep-research-projects-0425",
   "project": "DeepLiterature",
   "repository": "https://github.com/ScienceOne-AI/DeepLiterature",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Deep Research Projects",
    "## Specialized Research Tools",
    "- [ ScienceOne-AI/**DeepLiterature** View on GitHub ](https://github.com/ScienceOne-AI/DeepLiterature)"
   ],
   "repository_evidence": [
    "# Deep Research Projects",
    "## Specialized Research Tools",
    "- [ ScienceOne-AI/**DeepLiterature** View on GitHub ](https://github.com/ScienceOne-AI/DeepLiterature)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://blog.danielrosehill.com/resources/lists/aggregated-resource-lists/deep-research-projects-0425",
   "project": "company-research-agent",
   "repository": "https://github.com/pogjester/company-research-agent",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Deep Research Projects",
    "## Specialized Research Tools",
    "- [ pogjester/**company-research-agent** View on GitHub ](https://github.com/pogjester/company-research-agent)"
   ],
   "repository_evidence": [
    "# Deep Research Projects",
    "## Specialized Research Tools",
    "- [ pogjester/**company-research-agent** View on GitHub ](https://github.com/pogjester/company-research-agent)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://blog.danielrosehill.com/resources/lists/aggregated-resource-lists/deep-research-projects-0425",
   "project": "open-deep-research",
   "repository": "https://github.com/nickscamara/open-deep-research",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Deep Research Projects",
    "## Specialized Research Tools",
    "- [ nickscamara/**open-deep-research** View on GitHub ](https://github.com/nickscamara/open-deep-research)"
   ],
   "repository_evidence": [
    "# Deep Research Projects",
    "## Specialized Research Tools",
    "- [ nickscamara/**open-deep-research** View on GitHub ](https://github.com/nickscamara/open-deep-research)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://blog.danielrosehill.com/resources/lists/aggregated-resource-lists/deep-research-projects-0425",
   "project": "open-deep-research",
   "repository": "https://github.com/fdarkaou/open-deep-research",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Deep Research Projects",
    "## Specialized Research Tools",
    "- [ fdarkaou/**open-deep-research** View on GitHub ](https://github.com/fdarkaou/open-deep-research)"
   ],
   "repository_evidence": [
    "# Deep Research Projects",
    "## Specialized Research Tools",
    "- [ fdarkaou/**open-deep-research** View on GitHub ](https://github.com/fdarkaou/open-deep-research)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://blog.danielrosehill.com/resources/lists/aggregated-resource-lists/deep-research-projects-0425",
   "project": "deep_research-",
   "repository": "https://github.com/omni-georgio/deep_research-",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Deep Research Projects",
    "## Specialized Research Tools",
    "- [ omni-georgio/**deep_research-** View on GitHub ](https://github.com/omni-georgio/deep_research-)"
   ],
   "repository_evidence": [
    "# Deep Research Projects",
    "## Specialized Research Tools",
    "- [ omni-georgio/**deep_research-** View on GitHub ](https://github.com/omni-georgio/deep_research-)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://blog.danielrosehill.com/resources/lists/aggregated-resource-lists/deep-research-projects-0425",
   "project": "apify-deep-research",
   "repository": "https://github.com/mluggy/apify-deep-research",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Deep Research Projects",
    "## Specialized Research Tools",
    "- [ mluggy/**apify-deep-research** View on GitHub ](https://github.com/mluggy/apify-deep-research)"
   ],
   "repository_evidence": [
    "# Deep Research Projects",
    "## Specialized Research Tools",
    "- [ mluggy/**apify-deep-research** View on GitHub ](https://github.com/mluggy/apify-deep-research)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://blog.danielrosehill.com/resources/lists/aggregated-resource-lists/deep-research-projects-0425",
   "project": "deep-research",
   "repository": "https://github.com/shibing624/deep-research",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Deep Research Projects",
    "## Specialized Research Tools",
    "- [ shibing624/**deep-research** View on GitHub ](https://github.com/shibing624/deep-research)"
   ],
   "repository_evidence": [
    "# Deep Research Projects",
    "## Specialized Research Tools",
    "- [ shibing624/**deep-research** View on GitHub ](https://github.com/shibing624/deep-research)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "http://whitepapers.virtualprivatelibrary.net/AI_Agent_Spot.pdf",
   "project": "AutoGPT",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Some popular open-source AI agents and \nframeworks include:",
    "AutoGPT: One of the first and most well-known autonomous AI agents"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "http://whitepapers.virtualprivatelibrary.net/AI_Agent_Spot.pdf",
   "project": "BabyAGI",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Some popular open-source AI agents and \nframeworks include:",
    "BabyAGI: A simple framework for AI-powered task management"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "http://whitepapers.virtualprivatelibrary.net/AI_Agent_Spot.pdf",
   "project": "SuperAGI",
   "repository": "https://github.com/TransformerOptimus/SuperAGI",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Some popular open-source AI agents and \nframeworks include:",
    "SuperAGI: An open-source framework for building, managing, and running autonomous \nAI agents. It offers features like concurrent agent running, tool extensions, and \nperformance telemetry"
   ],
   "repository_evidence": [
    "Additional Artificial Intelligence (AI) Agent Resources:",
    "https://github.com/TransformerOptimus/SuperAGI"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "http://whitepapers.virtualprivatelibrary.net/AI_Agent_Spot.pdf",
   "project": "Langchain",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Some popular open-source AI agents and \nframeworks include:",
    "Langchain: Considered to have one of the strongest agent frameworks available"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "http://whitepapers.virtualprivatelibrary.net/AI_Agent_Spot.pdf",
   "project": "CAMEL",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Some popular open-source AI agents and \nframeworks include:",
    "CAMEL: An open-source library for studying autonomous and communicative agents"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://pypi.org/project/composio-julep/0.5.46",
   "project": "Composio",
   "repository": "https://github.com/ComposioHQ/composio",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "###### Project links",
    "- [ Homepage](https://github.com/ComposioHQ/composio)",
    "Use Composio to get an array of tools with your Julep wokflow."
   ],
   "repository_evidence": [
    "###### Project links",
    "- [ Homepage](https://github.com/ComposioHQ/composio)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://pypi.org/project/composio-julep/0.5.46",
   "project": "Julep",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Streamline the integration of Composio within the Julep agentic framework to enhance the interaction capabilities of Julep agents with external applications, significantly extending their operational range and efficiency.",
    "Use Composio to get an array of tools with your Julep wokflow."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.1485827954.workers.dev/FoundationAgents/OpenManus/blob/main/README.md",
   "project": "OpenManus",
   "repository": "https://github.1485827954.workers.dev/FoundationAgents/OpenManus",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# \ud83d\udc4b OpenManus"
   ],
   "repository_evidence": [
    "# \ud83d\udc4b OpenManus",
    "git clone https://github.1485827954.workers.dev/FoundationAgents/OpenManus.git cd OpenManus"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.1485827954.workers.dev/FoundationAgents/OpenManus/blob/main/README.md",
   "project": "OpenManus-RL",
   "repository": "https://github.1485827954.workers.dev/OpenManus/OpenManus-RL",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# \ud83d\udc4b OpenManus",
    "We're also excited to introduce [OpenManus-RL](https://github.1485827954.workers.dev/OpenManus/OpenManus-RL), an open-source project dedicated to reinforcement learning (RL)- based (such as GRPO) tuning methods for LLM agents, developed collaboratively by researchers from UIUC and OpenManus."
   ],
   "repository_evidence": [
    "# \ud83d\udc4b OpenManus",
    "We're also excited to introduce [OpenManus-RL](https://github.1485827954.workers.dev/OpenManus/OpenManus-RL), an open-source project dedicated to reinforcement learning (RL)- based (such as GRPO) tuning methods for LLM agents, developed collaboratively by researchers from UIUC and OpenManus."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.1485827954.workers.dev/FoundationAgents/OpenManus/blob/main/README.md",
   "project": "anthropic-computer-use",
   "repository": "https://github.1485827954.workers.dev/anthropics/anthropic-quickstarts/tree/main/computer-use-demo",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## Acknowledgement",
    "Thanks to [anthropic-computer-use](https://github.1485827954.workers.dev/anthropics/anthropic-quickstarts/tree/main/computer-use-demo), [browser-use](https://github.1485827954.workers.dev/browser-use/browser-use) and [crawl4ai](https://github.1485827954.workers.dev/unclecode/crawl4ai) for providing basic support for this project!"
   ],
   "repository_evidence": [
    "## Acknowledgement",
    "Thanks to [anthropic-computer-use](https://github.1485827954.workers.dev/anthropics/anthropic-quickstarts/tree/main/computer-use-demo), [browser-use](https://github.1485827954.workers.dev/browser-use/browser-use) and [crawl4ai](https://github.1485827954.workers.dev/unclecode/crawl4ai) for providing basic support for this project!"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.1485827954.workers.dev/FoundationAgents/OpenManus/blob/main/README.md",
   "project": "browser-use",
   "repository": "https://github.1485827954.workers.dev/browser-use/browser-use",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## Acknowledgement",
    "Thanks to [anthropic-computer-use](https://github.1485827954.workers.dev/anthropics/anthropic-quickstarts/tree/main/computer-use-demo), [browser-use](https://github.1485827954.workers.dev/browser-use/browser-use) and [crawl4ai](https://github.1485827954.workers.dev/unclecode/crawl4ai) for providing basic support for this project!"
   ],
   "repository_evidence": [
    "## Acknowledgement",
    "Thanks to [anthropic-computer-use](https://github.1485827954.workers.dev/anthropics/anthropic-quickstarts/tree/main/computer-use-demo), [browser-use](https://github.1485827954.workers.dev/browser-use/browser-use) and [crawl4ai](https://github.1485827954.workers.dev/unclecode/crawl4ai) for providing basic support for this project!"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.1485827954.workers.dev/FoundationAgents/OpenManus/blob/main/README.md",
   "project": "crawl4ai",
   "repository": "https://github.1485827954.workers.dev/unclecode/crawl4ai",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## Acknowledgement",
    "Thanks to [anthropic-computer-use](https://github.1485827954.workers.dev/anthropics/anthropic-quickstarts/tree/main/computer-use-demo), [browser-use](https://github.1485827954.workers.dev/browser-use/browser-use) and [crawl4ai](https://github.1485827954.workers.dev/unclecode/crawl4ai) for providing basic support for this project!"
   ],
   "repository_evidence": [
    "## Acknowledgement",
    "Thanks to [anthropic-computer-use](https://github.1485827954.workers.dev/anthropics/anthropic-quickstarts/tree/main/computer-use-demo), [browser-use](https://github.1485827954.workers.dev/browser-use/browser-use) and [crawl4ai](https://github.1485827954.workers.dev/unclecode/crawl4ai) for providing basic support for this project!"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.1485827954.workers.dev/FoundationAgents/OpenManus/blob/main/README.md",
   "project": "AAAJ",
   "repository": "https://github.1485827954.workers.dev/metauto-ai/agent-as-a-judge",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## Acknowledgement",
    "Additionally, we are grateful to [AAAJ](https://github.1485827954.workers.dev/metauto-ai/agent-as-a-judge), [MetaGPT](https://github.1485827954.workers.dev/geekan/MetaGPT), [OpenHands](https://github.1485827954.workers.dev/All-Hands-AI/OpenHands) and [SWE-agent](https://github.1485827954.workers.dev/SWE-agent/SWE-agent)."
   ],
   "repository_evidence": [
    "## Acknowledgement",
    "Additionally, we are grateful to [AAAJ](https://github.1485827954.workers.dev/metauto-ai/agent-as-a-judge), [MetaGPT](https://github.1485827954.workers.dev/geekan/MetaGPT), [OpenHands](https://github.1485827954.workers.dev/All-Hands-AI/OpenHands) and [SWE-agent](https://github.1485827954.workers.dev/SWE-agent/SWE-agent)."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.1485827954.workers.dev/FoundationAgents/OpenManus/blob/main/README.md",
   "project": "MetaGPT",
   "repository": "https://github.1485827954.workers.dev/geekan/MetaGPT",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## Acknowledgement",
    "Additionally, we are grateful to [AAAJ](https://github.1485827954.workers.dev/metauto-ai/agent-as-a-judge), [MetaGPT](https://github.1485827954.workers.dev/geekan/MetaGPT), [OpenHands](https://github.1485827954.workers.dev/All-Hands-AI/OpenHands) and [SWE-agent](https://github.1485827954.workers.dev/SWE-agent/SWE-agent)."
   ],
   "repository_evidence": [
    "## Acknowledgement",
    "Additionally, we are grateful to [AAAJ](https://github.1485827954.workers.dev/metauto-ai/agent-as-a-judge), [MetaGPT](https://github.1485827954.workers.dev/geekan/MetaGPT), [OpenHands](https://github.1485827954.workers.dev/All-Hands-AI/OpenHands) and [SWE-agent](https://github.1485827954.workers.dev/SWE-agent/SWE-agent)."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.1485827954.workers.dev/FoundationAgents/OpenManus/blob/main/README.md",
   "project": "OpenHands",
   "repository": "https://github.1485827954.workers.dev/All-Hands-AI/OpenHands",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## Acknowledgement",
    "Additionally, we are grateful to [AAAJ](https://github.1485827954.workers.dev/metauto-ai/agent-as-a-judge), [MetaGPT](https://github.1485827954.workers.dev/geekan/MetaGPT), [OpenHands](https://github.1485827954.workers.dev/All-Hands-AI/OpenHands) and [SWE-agent](https://github.1485827954.workers.dev/SWE-agent/SWE-agent)."
   ],
   "repository_evidence": [
    "## Acknowledgement",
    "Additionally, we are grateful to [AAAJ](https://github.1485827954.workers.dev/metauto-ai/agent-as-a-judge), [MetaGPT](https://github.1485827954.workers.dev/geekan/MetaGPT), [OpenHands](https://github.1485827954.workers.dev/All-Hands-AI/OpenHands) and [SWE-agent](https://github.1485827954.workers.dev/SWE-agent/SWE-agent)."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.1485827954.workers.dev/FoundationAgents/OpenManus/blob/main/README.md",
   "project": "SWE-agent",
   "repository": "https://github.1485827954.workers.dev/SWE-agent/SWE-agent",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## Acknowledgement",
    "Additionally, we are grateful to [AAAJ](https://github.1485827954.workers.dev/metauto-ai/agent-as-a-judge), [MetaGPT](https://github.1485827954.workers.dev/geekan/MetaGPT), [OpenHands](https://github.1485827954.workers.dev/All-Hands-AI/OpenHands) and [SWE-agent](https://github.1485827954.workers.dev/SWE-agent/SWE-agent)."
   ],
   "repository_evidence": [
    "## Acknowledgement",
    "Additionally, we are grateful to [AAAJ](https://github.1485827954.workers.dev/metauto-ai/agent-as-a-judge), [MetaGPT](https://github.1485827954.workers.dev/geekan/MetaGPT), [OpenHands](https://github.1485827954.workers.dev/All-Hands-AI/OpenHands) and [SWE-agent](https://github.1485827954.workers.dev/SWE-agent/SWE-agent)."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "http://nerq.ai/compare/ag2ai-fastagency-vs-memories-with-lessons",
   "project": "fastagency",
   "repository": null,
   "stars": "528",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# fastagency vs Memories with Lessons \u2014 Trust Score Comparison",
    "Side-by-side trust comparison of fastagency and Memories with Lessons. Scores based on security, compliance, maintenance, popularity, and ecosystem signals.",
    "fastagency is a agent_platform agent with 528 stars."
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# fastagency vs Memories with Lessons \u2014 Trust Score Comparison",
    "Side-by-side trust comparison of fastagency and Memories with Lessons. Scores based on security, compliance, maintenance, popularity, and ecosystem signals.",
    "fastagency is a agent_platform agent with 528 stars."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "http://nerq.ai/compare/ag2ai-fastagency-vs-memories-with-lessons",
   "project": "Memories with Lessons",
   "repository": null,
   "stars": "52",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# fastagency vs Memories with Lessons \u2014 Trust Score Comparison",
    "Side-by-side trust comparison of fastagency and Memories with Lessons. Scores based on security, compliance, maintenance, popularity, and ecosystem signals.",
    "Memories with Lessons is a agent_platform agent with 52 stars."
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# fastagency vs Memories with Lessons \u2014 Trust Score Comparison",
    "Side-by-side trust comparison of fastagency and Memories with Lessons. Scores based on security, compliance, maintenance, popularity, and ecosystem signals.",
    "Memories with Lessons is a agent_platform agent with 52 stars."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://pypi.org/project/atomic-agents-stack",
   "project": "atomic-agents-stack",
   "repository": "https://github.com/dep0we/atomic-agents-stack.git",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Spec + reference implementation for vault-native, multi-runtime AI agents",
    "# atomic-agents-stack"
   ],
   "repository_evidence": [
    "git clone https://github.com/dep0we/atomic-agents-stack.git cd atomic-agents-stack uv sync uv run pytest",
    "## Quick start"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://skillget.dev/listings/strands-agents-sdk-python",
   "project": "Strands Agents",
   "repository": "https://github.com/strands-agents/harness-sdk",
   "stars": "5999",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# harness-sdk",
    "Strands Agents is a simple yet powerful SDK that takes a model-driven approach to building and running AI agents.",
    "- **License** \u00e2\u20ac\u201d License: Apache-2.0",
    "- **Community trust** \u00e2\u20ac\u201d 5999 GitHub stars"
   ],
   "repository_evidence": [
    "# harness-sdk",
    "We welcome contributions! See our [Contributing Guide](https://github.com/strands-agents/harness-sdk/blob/main/CONTRIBUTING.md) for details on:"
   ],
   "stars_evidence": [
    "# harness-sdk",
    "- **Community trust** \u00e2\u20ac\u201d 5999 GitHub stars"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://gunbark.dev/content/b11efb97-ec71-4c81-b4d3-ee0ed8a96c9b",
   "project": "aider",
   "repository": "https://github.com/Aider-AI/aider",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## [aider](https://github.com/Aider-AI/aider)",
    "# Awesome Open-Source AI Developer Tools [![Awesome](https://awesome.re/badge.svg)](https://awesome.re) **English** Coding agents \u00b7 local inference \u00b7 agent frameworks \u00b7 vector DBs \u00b7 RAG \u00b7 evals \u00b7 observability **A curated guide to the open-source AI stack \u2014 every layer, every proprietary tool you can replace.** \u00b7 [T\u00fcrk\u00e7e](README.tr.md) \u00b7 [\u7b80\u4f53\u4e2d\u6587](README.zh-CN.md) \u00b7 [Espa\u00f1ol](README.es.md) \u00b7 [add your language](TRANSLATIONS.md)"
   ],
   "repository_evidence": [
    "## [aider](https://github.com/Aider-AI/aider)",
    "# Awesome Open-Source AI Developer Tools [![Awesome](https://awesome.re/badge.svg)](https://awesome.re) **English** Coding agents \u00b7 local inference \u00b7 agent frameworks \u00b7 vector DBs \u00b7 RAG \u00b7 evals \u00b7 observability **A curated guide to the open-source AI stack \u2014 every layer, every proprietary tool you can replace.** \u00b7 [T\u00fcrk\u00e7e](README.tr.md) \u00b7 [\u7b80\u4f53\u4e2d\u6587](README.zh-CN.md) \u00b7 [Espa\u00f1ol](README.es.md) \u00b7 [add your language](TRANSLATIONS.md)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://gunbark.dev/content/b11efb97-ec71-4c81-b4d3-ee0ed8a96c9b",
   "project": "OpenCode",
   "repository": "https://github.com/sst/opencode",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "### [OpenCode](https://github.com/sst/opencode)",
    "# Awesome Open-Source AI Developer Tools [![Awesome](https://awesome.re/badge.svg)](https://awesome.re) **English** Coding agents \u00b7 local inference \u00b7 agent frameworks \u00b7 vector DBs \u00b7 RAG \u00b7 evals \u00b7 observability **A curated guide to the open-source AI stack \u2014 every layer, every proprietary tool you can replace.** \u00b7 [T\u00fcrk\u00e7e](README.tr.md) \u00b7 [\u7b80\u4f53\u4e2d\u6587](README.zh-CN.md) \u00b7 [Espa\u00f1ol](README.es.md) \u00b7 [add your language](TRANSLATIONS.md)"
   ],
   "repository_evidence": [
    "### [OpenCode](https://github.com/sst/opencode)",
    "# Awesome Open-Source AI Developer Tools [![Awesome](https://awesome.re/badge.svg)](https://awesome.re) **English** Coding agents \u00b7 local inference \u00b7 agent frameworks \u00b7 vector DBs \u00b7 RAG \u00b7 evals \u00b7 observability **A curated guide to the open-source AI stack \u2014 every layer, every proprietary tool you can replace.** \u00b7 [T\u00fcrk\u00e7e](README.tr.md) \u00b7 [\u7b80\u4f53\u4e2d\u6587](README.zh-CN.md) \u00b7 [Espa\u00f1ol](README.es.md) \u00b7 [add your language](TRANSLATIONS.md)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://gunbark.dev/content/b11efb97-ec71-4c81-b4d3-ee0ed8a96c9b",
   "project": "Cline",
   "repository": "https://github.com/cline/cline",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "### [Cline](https://github.com/cline/cline)",
    "# Awesome Open-Source AI Developer Tools [![Awesome](https://awesome.re/badge.svg)](https://awesome.re) **English** Coding agents \u00b7 local inference \u00b7 agent frameworks \u00b7 vector DBs \u00b7 RAG \u00b7 evals \u00b7 observability **A curated guide to the open-source AI stack \u2014 every layer, every proprietary tool you can replace.** \u00b7 [T\u00fcrk\u00e7e](README.tr.md) \u00b7 [\u7b80\u4f53\u4e2d\u6587](README.zh-CN.md) \u00b7 [Espa\u00f1ol](README.es.md) \u00b7 [add your language](TRANSLATIONS.md)"
   ],
   "repository_evidence": [
    "### [Cline](https://github.com/cline/cline)",
    "# Awesome Open-Source AI Developer Tools [![Awesome](https://awesome.re/badge.svg)](https://awesome.re) **English** Coding agents \u00b7 local inference \u00b7 agent frameworks \u00b7 vector DBs \u00b7 RAG \u00b7 evals \u00b7 observability **A curated guide to the open-source AI stack \u2014 every layer, every proprietary tool you can replace.** \u00b7 [T\u00fcrk\u00e7e](README.tr.md) \u00b7 [\u7b80\u4f53\u4e2d\u6587](README.zh-CN.md) \u00b7 [Espa\u00f1ol](README.es.md) \u00b7 [add your language](TRANSLATIONS.md)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://gunbark.dev/content/b11efb97-ec71-4c81-b4d3-ee0ed8a96c9b",
   "project": "OpenHands",
   "repository": "https://github.com/All-Hands-AI/OpenHands",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "### [OpenHands](https://github.com/All-Hands-AI/OpenHands)",
    "# Awesome Open-Source AI Developer Tools [![Awesome](https://awesome.re/badge.svg)](https://awesome.re) **English** Coding agents \u00b7 local inference \u00b7 agent frameworks \u00b7 vector DBs \u00b7 RAG \u00b7 evals \u00b7 observability **A curated guide to the open-source AI stack \u2014 every layer, every proprietary tool you can replace.** \u00b7 [T\u00fcrk\u00e7e](README.tr.md) \u00b7 [\u7b80\u4f53\u4e2d\u6587](README.zh-CN.md) \u00b7 [Espa\u00f1ol](README.es.md) \u00b7 [add your language](TRANSLATIONS.md)"
   ],
   "repository_evidence": [
    "### [OpenHands](https://github.com/All-Hands-AI/OpenHands)",
    "# Awesome Open-Source AI Developer Tools [![Awesome](https://awesome.re/badge.svg)](https://awesome.re) **English** Coding agents \u00b7 local inference \u00b7 agent frameworks \u00b7 vector DBs \u00b7 RAG \u00b7 evals \u00b7 observability **A curated guide to the open-source AI stack \u2014 every layer, every proprietary tool you can replace.** \u00b7 [T\u00fcrk\u00e7e](README.tr.md) \u00b7 [\u7b80\u4f53\u4e2d\u6587](README.zh-CN.md) \u00b7 [Espa\u00f1ol](README.es.md) \u00b7 [add your language](TRANSLATIONS.md)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://gunbark.dev/content/b11efb97-ec71-4c81-b4d3-ee0ed8a96c9b",
   "project": "Continue",
   "repository": "https://github.com/continuedev/continue",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "### [Continue](https://github.com/continuedev/continue)",
    "# Awesome Open-Source AI Developer Tools [![Awesome](https://awesome.re/badge.svg)](https://awesome.re) **English** Coding agents \u00b7 local inference \u00b7 agent frameworks \u00b7 vector DBs \u00b7 RAG \u00b7 evals \u00b7 observability **A curated guide to the open-source AI stack \u2014 every layer, every proprietary tool you can replace.** \u00b7 [T\u00fcrk\u00e7e](README.tr.md) \u00b7 [\u7b80\u4f53\u4e2d\u6587](README.zh-CN.md) \u00b7 [Espa\u00f1ol](README.es.md) \u00b7 [add your language](TRANSLATIONS.md)"
   ],
   "repository_evidence": [
    "### [Continue](https://github.com/continuedev/continue)",
    "# Awesome Open-Source AI Developer Tools [![Awesome](https://awesome.re/badge.svg)](https://awesome.re) **English** Coding agents \u00b7 local inference \u00b7 agent frameworks \u00b7 vector DBs \u00b7 RAG \u00b7 evals \u00b7 observability **A curated guide to the open-source AI stack \u2014 every layer, every proprietary tool you can replace.** \u00b7 [T\u00fcrk\u00e7e](README.tr.md) \u00b7 [\u7b80\u4f53\u4e2d\u6587](README.zh-CN.md) \u00b7 [Espa\u00f1ol](README.es.md) \u00b7 [add your language](TRANSLATIONS.md)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://gunbark.dev/content/b11efb97-ec71-4c81-b4d3-ee0ed8a96c9b",
   "project": "Goose",
   "repository": "https://github.com/block/goose",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "### [Goose](https://github.com/block/goose)",
    "# Awesome Open-Source AI Developer Tools [![Awesome](https://awesome.re/badge.svg)](https://awesome.re) **English** Coding agents \u00b7 local inference \u00b7 agent frameworks \u00b7 vector DBs \u00b7 RAG \u00b7 evals \u00b7 observability **A curated guide to the open-source AI stack \u2014 every layer, every proprietary tool you can replace.** \u00b7 [T\u00fcrk\u00e7e](README.tr.md) \u00b7 [\u7b80\u4f53\u4e2d\u6587](README.zh-CN.md) \u00b7 [Espa\u00f1ol](README.es.md) \u00b7 [add your language](TRANSLATIONS.md)"
   ],
   "repository_evidence": [
    "### [Goose](https://github.com/block/goose)",
    "# Awesome Open-Source AI Developer Tools [![Awesome](https://awesome.re/badge.svg)](https://awesome.re) **English** Coding agents \u00b7 local inference \u00b7 agent frameworks \u00b7 vector DBs \u00b7 RAG \u00b7 evals \u00b7 observability **A curated guide to the open-source AI stack \u2014 every layer, every proprietary tool you can replace.** \u00b7 [T\u00fcrk\u00e7e](README.tr.md) \u00b7 [\u7b80\u4f53\u4e2d\u6587](README.zh-CN.md) \u00b7 [Espa\u00f1ol](README.es.md) \u00b7 [add your language](TRANSLATIONS.md)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://gunbark.dev/content/b11efb97-ec71-4c81-b4d3-ee0ed8a96c9b",
   "project": "Kilo Code",
   "repository": "https://github.com/Kilo-Org/kilocode",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "### [Kilo Code](https://github.com/Kilo-Org/kilocode)",
    "# Awesome Open-Source AI Developer Tools [![Awesome](https://awesome.re/badge.svg)](https://awesome.re) **English** Coding agents \u00b7 local inference \u00b7 agent frameworks \u00b7 vector DBs \u00b7 RAG \u00b7 evals \u00b7 observability **A curated guide to the open-source AI stack \u2014 every layer, every proprietary tool you can replace.** \u00b7 [T\u00fcrk\u00e7e](README.tr.md) \u00b7 [\u7b80\u4f53\u4e2d\u6587](README.zh-CN.md) \u00b7 [Espa\u00f1ol](README.es.md) \u00b7 [add your language](TRANSLATIONS.md)"
   ],
   "repository_evidence": [
    "### [Kilo Code](https://github.com/Kilo-Org/kilocode)",
    "# Awesome Open-Source AI Developer Tools [![Awesome](https://awesome.re/badge.svg)](https://awesome.re) **English** Coding agents \u00b7 local inference \u00b7 agent frameworks \u00b7 vector DBs \u00b7 RAG \u00b7 evals \u00b7 observability **A curated guide to the open-source AI stack \u2014 every layer, every proprietary tool you can replace.** \u00b7 [T\u00fcrk\u00e7e](README.tr.md) \u00b7 [\u7b80\u4f53\u4e2d\u6587](README.zh-CN.md) \u00b7 [Espa\u00f1ol](README.es.md) \u00b7 [add your language](TRANSLATIONS.md)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://gunbark.dev/content/b11efb97-ec71-4c81-b4d3-ee0ed8a96c9b",
   "project": "SWE-agent",
   "repository": "https://github.com/SWE-agent/SWE-agent",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "### [SWE-agent](https://github.com/SWE-agent/SWE-agent)",
    "# Awesome Open-Source AI Developer Tools [![Awesome](https://awesome.re/badge.svg)](https://awesome.re) **English** Coding agents \u00b7 local inference \u00b7 agent frameworks \u00b7 vector DBs \u00b7 RAG \u00b7 evals \u00b7 observability **A curated guide to the open-source AI stack \u2014 every layer, every proprietary tool you can replace.** \u00b7 [T\u00fcrk\u00e7e](README.tr.md) \u00b7 [\u7b80\u4f53\u4e2d\u6587](README.zh-CN.md) \u00b7 [Espa\u00f1ol](README.es.md) \u00b7 [add your language](TRANSLATIONS.md)"
   ],
   "repository_evidence": [
    "### [SWE-agent](https://github.com/SWE-agent/SWE-agent)",
    "# Awesome Open-Source AI Developer Tools [![Awesome](https://awesome.re/badge.svg)](https://awesome.re) **English** Coding agents \u00b7 local inference \u00b7 agent frameworks \u00b7 vector DBs \u00b7 RAG \u00b7 evals \u00b7 observability **A curated guide to the open-source AI stack \u2014 every layer, every proprietary tool you can replace.** \u00b7 [T\u00fcrk\u00e7e](README.tr.md) \u00b7 [\u7b80\u4f53\u4e2d\u6587](README.zh-CN.md) \u00b7 [Espa\u00f1ol](README.es.md) \u00b7 [add your language](TRANSLATIONS.md)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://gunbark.dev/content/b11efb97-ec71-4c81-b4d3-ee0ed8a96c9b",
   "project": "Tabby",
   "repository": "https://github.com/TabbyML/tabby",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "### [Tabby](https://github.com/TabbyML/tabby)",
    "# Awesome Open-Source AI Developer Tools [![Awesome](https://awesome.re/badge.svg)](https://awesome.re) **English** Coding agents \u00b7 local inference \u00b7 agent frameworks \u00b7 vector DBs \u00b7 RAG \u00b7 evals \u00b7 observability **A curated guide to the open-source AI stack \u2014 every layer, every proprietary tool you can replace.** \u00b7 [T\u00fcrk\u00e7e](README.tr.md) \u00b7 [\u7b80\u4f53\u4e2d\u6587](README.zh-CN.md) \u00b7 [Espa\u00f1ol](README.es.md) \u00b7 [add your language](TRANSLATIONS.md)"
   ],
   "repository_evidence": [
    "### [Tabby](https://github.com/TabbyML/tabby)",
    "# Awesome Open-Source AI Developer Tools [![Awesome](https://awesome.re/badge.svg)](https://awesome.re) **English** Coding agents \u00b7 local inference \u00b7 agent frameworks \u00b7 vector DBs \u00b7 RAG \u00b7 evals \u00b7 observability **A curated guide to the open-source AI stack \u2014 every layer, every proprietary tool you can replace.** \u00b7 [T\u00fcrk\u00e7e](README.tr.md) \u00b7 [\u7b80\u4f53\u4e2d\u6587](README.zh-CN.md) \u00b7 [Espa\u00f1ol](README.es.md) \u00b7 [add your language](TRANSLATIONS.md)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://gunbark.dev/content/b11efb97-ec71-4c81-b4d3-ee0ed8a96c9b",
   "project": "gpt-engineer",
   "repository": "https://github.com/gpt-engineer-org/gpt-engineer",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "### [gpt-engineer](https://github.com/gpt-engineer-org/gpt-engineer)",
    "# Awesome Open-Source AI Developer Tools [![Awesome](https://awesome.re/badge.svg)](https://awesome.re) **English** Coding agents \u00b7 local inference \u00b7 agent frameworks \u00b7 vector DBs \u00b7 RAG \u00b7 evals \u00b7 observability **A curated guide to the open-source AI stack \u2014 every layer, every proprietary tool you can replace.** \u00b7 [T\u00fcrk\u00e7e](README.tr.md) \u00b7 [\u7b80\u4f53\u4e2d\u6587](README.zh-CN.md) \u00b7 [Espa\u00f1ol](README.es.md) \u00b7 [add your language](TRANSLATIONS.md)"
   ],
   "repository_evidence": [
    "### [gpt-engineer](https://github.com/gpt-engineer-org/gpt-engineer)",
    "# Awesome Open-Source AI Developer Tools [![Awesome](https://awesome.re/badge.svg)](https://awesome.re) **English** Coding agents \u00b7 local inference \u00b7 agent frameworks \u00b7 vector DBs \u00b7 RAG \u00b7 evals \u00b7 observability **A curated guide to the open-source AI stack \u2014 every layer, every proprietary tool you can replace.** \u00b7 [T\u00fcrk\u00e7e](README.tr.md) \u00b7 [\u7b80\u4f53\u4e2d\u6587](README.zh-CN.md) \u00b7 [Espa\u00f1ol](README.es.md) \u00b7 [add your language](TRANSLATIONS.md)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://gunbark.dev/content/b11efb97-ec71-4c81-b4d3-ee0ed8a96c9b",
   "project": "Open Design",
   "repository": "https://github.com/nexu-io/open-design",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "### [Open Design](https://github.com/nexu-io/open-design)",
    "Prompt-to-App Builders"
   ],
   "repository_evidence": [
    "### [Open Design](https://github.com/nexu-io/open-design)",
    "Prompt-to-App Builders"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://gunbark.dev/content/b11efb97-ec71-4c81-b4d3-ee0ed8a96c9b",
   "project": "bolt.diy",
   "repository": "https://github.com/stackblitz-labs/bolt.diy",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "### [bolt.diy](https://github.com/stackblitz-labs/bolt.diy)",
    "Prompt-to-App Builders"
   ],
   "repository_evidence": [
    "### [bolt.diy](https://github.com/stackblitz-labs/bolt.diy)",
    "Prompt-to-App Builders"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://gunbark.dev/content/b11efb97-ec71-4c81-b4d3-ee0ed8a96c9b",
   "project": "OpenUI",
   "repository": "https://github.com/wandb/openui",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "### [OpenUI](https://github.com/wandb/openui)",
    "Prompt-to-App Builders"
   ],
   "repository_evidence": [
    "### [OpenUI](https://github.com/wandb/openui)",
    "Prompt-to-App Builders"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://gunbark.dev/content/b11efb97-ec71-4c81-b4d3-ee0ed8a96c9b",
   "project": "Dyad",
   "repository": "https://github.com/dyad-sh/dyad",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## [Dyad](https://github.com/dyad-sh/dyad)",
    "Autonomous & Persistent Agents"
   ],
   "repository_evidence": [
    "## [Dyad](https://github.com/dyad-sh/dyad)",
    "Autonomous & Persistent Agents"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://gunbark.dev/content/b11efb97-ec71-4c81-b4d3-ee0ed8a96c9b",
   "project": "OpenClaw",
   "repository": "https://github.com/openclaw/openclaw",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "### [OpenClaw](https://github.com/openclaw/openclaw)",
    "Autonomous & Persistent Agents"
   ],
   "repository_evidence": [
    "### [OpenClaw](https://github.com/openclaw/openclaw)",
    "Autonomous & Persistent Agents"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://gunbark.dev/content/b11efb97-ec71-4c81-b4d3-ee0ed8a96c9b",
   "project": "Hermes Agent",
   "repository": "https://github.com/NousResearch/hermes-agent",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "### [Hermes Agent](https://github.com/NousResearch/hermes-agent)",
    "Autonomous & Persistent Agents"
   ],
   "repository_evidence": [
    "### [Hermes Agent](https://github.com/NousResearch/hermes-agent)",
    "Autonomous & Persistent Agents"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://gunbark.dev/content/b11efb97-ec71-4c81-b4d3-ee0ed8a96c9b",
   "project": "DeerFlow",
   "repository": "https://github.com/bytedance/deer-flow",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "### [DeerFlow](https://github.com/bytedance/deer-flow)",
    "Autonomous & Persistent Agents"
   ],
   "repository_evidence": [
    "### [DeerFlow](https://github.com/bytedance/deer-flow)",
    "Autonomous & Persistent Agents"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://gunbark.dev/content/b11efb97-ec71-4c81-b4d3-ee0ed8a96c9b",
   "project": "Open-Sable",
   "repository": "https://github.com/IdeoaLabs/Open-Sable",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "### [Open-Sable](https://github.com/IdeoaLabs/Open-Sable)",
    "Autonomous & Persistent Agents"
   ],
   "repository_evidence": [
    "### [Open-Sable](https://github.com/IdeoaLabs/Open-Sable)",
    "Autonomous & Persistent Agents"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://gunbark.dev/content/b11efb97-ec71-4c81-b4d3-ee0ed8a96c9b",
   "project": "AutoGPT",
   "repository": "https://github.com/Significant-Gravitas/AutoGPT",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "### [AutoGPT](https://github.com/Significant-Gravitas/AutoGPT)",
    "Autonomous & Persistent Agents"
   ],
   "repository_evidence": [
    "### [AutoGPT](https://github.com/Significant-Gravitas/AutoGPT)",
    "Autonomous & Persistent Agents"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://gunbark.dev/content/b11efb97-ec71-4c81-b4d3-ee0ed8a96c9b",
   "project": "Letta",
   "repository": "https://github.com/letta-ai/letta",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "### [Letta](https://github.com/letta-ai/letta)",
    "Autonomous & Persistent Agents"
   ],
   "repository_evidence": [
    "### [Letta](https://github.com/letta-ai/letta)",
    "Autonomous & Persistent Agents"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://gunbark.dev/content/b11efb97-ec71-4c81-b4d3-ee0ed8a96c9b",
   "project": "Khoj",
   "repository": "https://github.com/khoj-ai/khoj",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "### [Khoj](https://github.com/khoj-ai/khoj)",
    "Autonomous & Persistent Agents"
   ],
   "repository_evidence": [
    "### [Khoj](https://github.com/khoj-ai/khoj)",
    "Autonomous & Persistent Agents"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://gunbark.dev/content/b11efb97-ec71-4c81-b4d3-ee0ed8a96c9b",
   "project": "Mem0",
   "repository": "https://github.com/mem0ai/mem0",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "### [Mem0](https://github.com/mem0ai/mem0)",
    "Autonomous & Persistent Agents"
   ],
   "repository_evidence": [
    "### [Mem0](https://github.com/mem0ai/mem0)",
    "Autonomous & Persistent Agents"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://gunbark.dev/content/b11efb97-ec71-4c81-b4d3-ee0ed8a96c9b",
   "project": "Daytona",
   "repository": "https://github.com/daytonaio/daytona",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "### [Daytona](https://github.com/daytonaio/daytona)",
    "Agent Sandboxes & Browser Control"
   ],
   "repository_evidence": [
    "### [Daytona](https://github.com/daytonaio/daytona)",
    "Agent Sandboxes & Browser Control"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://gunbark.dev/content/b11efb97-ec71-4c81-b4d3-ee0ed8a96c9b",
   "project": "E2B",
   "repository": "https://github.com/e2b-dev/E2B",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "### [E2B](https://github.com/e2b-dev/E2B)",
    "Agent Sandboxes & Browser Control"
   ],
   "repository_evidence": [
    "### [E2B](https://github.com/e2b-dev/E2B)",
    "Agent Sandboxes & Browser Control"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://gunbark.dev/content/b11efb97-ec71-4c81-b4d3-ee0ed8a96c9b",
   "project": "browser-use",
   "repository": "https://github.com/browser-use/browser-use",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "### [browser-use](https://github.com/browser-use/browser-use)",
    "Agent Sandboxes & Browser Control"
   ],
   "repository_evidence": [
    "### [browser-use](https://github.com/browser-use/browser-use)",
    "Agent Sandboxes & Browser Control"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://gunbark.dev/content/b11efb97-ec71-4c81-b4d3-ee0ed8a96c9b",
   "project": "Skyvern",
   "repository": "https://github.com/Skyvern-AI/skyvern",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "### [Skyvern](https://github.com/Skyvern-AI/skyvern)",
    "Agent Sandboxes & Browser Control"
   ],
   "repository_evidence": [
    "### [Skyvern](https://github.com/Skyvern-AI/skyvern)",
    "Agent Sandboxes & Browser Control"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://gunbark.dev/content/b11efb97-ec71-4c81-b4d3-ee0ed8a96c9b",
   "project": "LangGraph",
   "repository": "https://github.com/langchain-ai/langgraph",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "### [LangGraph](https://github.com/langchain-ai/langgraph)",
    "Agent Frameworks & Orchestration Libraries for building multi-agent and tool-using systems."
   ],
   "repository_evidence": [
    "### [LangGraph](https://github.com/langchain-ai/langgraph)",
    "Agent Frameworks & Orchestration Libraries for building multi-agent and tool-using systems."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://gunbark.dev/content/b11efb97-ec71-4c81-b4d3-ee0ed8a96c9b",
   "project": "AutoGen",
   "repository": "https://github.com/microsoft/autogen",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "### [AutoGen](https://github.com/microsoft/autogen)",
    "Agent Frameworks & Orchestration Libraries for building multi-agent and tool-using systems."
   ],
   "repository_evidence": [
    "### [AutoGen](https://github.com/microsoft/autogen)",
    "Agent Frameworks & Orchestration Libraries for building multi-agent and tool-using systems."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://gunbark.dev/content/b11efb97-ec71-4c81-b4d3-ee0ed8a96c9b",
   "project": "CrewAI",
   "repository": "https://github.com/crewAIInc/crewAI",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "### [CrewAI](https://github.com/crewAIInc/crewAI)",
    "Agent Frameworks & Orchestration Libraries for building multi-agent and tool-using systems."
   ],
   "repository_evidence": [
    "### [CrewAI](https://github.com/crewAIInc/crewAI)",
    "Agent Frameworks & Orchestration Libraries for building multi-agent and tool-using systems."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://gunbark.dev/content/b11efb97-ec71-4c81-b4d3-ee0ed8a96c9b",
   "project": "smolagents",
   "repository": "https://github.com/huggingface/smolagents",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "### [smolagents](https://github.com/huggingface/smolagents)",
    "Agent Frameworks & Orchestration Libraries for building multi-agent and tool-using systems."
   ],
   "repository_evidence": [
    "### [smolagents](https://github.com/huggingface/smolagents)",
    "Agent Frameworks & Orchestration Libraries for building multi-agent and tool-using systems."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://gunbark.dev/content/b11efb97-ec71-4c81-b4d3-ee0ed8a96c9b",
   "project": "Google ADK",
   "repository": "https://github.com/google/adk-python",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "### [Google ADK](https://github.com/google/adk-python)",
    "Agent Frameworks & Orchestration Libraries for building multi-agent and tool-using systems."
   ],
   "repository_evidence": [
    "### [Google ADK](https://github.com/google/adk-python)",
    "Agent Frameworks & Orchestration Libraries for building multi-agent and tool-using systems."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://gunbark.dev/content/b11efb97-ec71-4c81-b4d3-ee0ed8a96c9b",
   "project": "Pydantic AI",
   "repository": "https://github.com/pydantic/pydantic-ai",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "### [Pydantic AI](https://github.com/pydantic/pydantic-ai)",
    "Agent Frameworks & Orchestration Libraries for building multi-agent and tool-using systems."
   ],
   "repository_evidence": [
    "### [Pydantic AI](https://github.com/pydantic/pydantic-ai)",
    "Agent Frameworks & Orchestration Libraries for building multi-agent and tool-using systems."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://gunbark.dev/content/b11efb97-ec71-4c81-b4d3-ee0ed8a96c9b",
   "project": "LiteLLM",
   "repository": "https://github.com/BerriAI/litellm",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "### [LiteLLM](https://github.com/BerriAI/litellm)",
    "Agent Frameworks & Orchestration Libraries for building multi-agent and tool-using systems."
   ],
   "repository_evidence": [
    "### [LiteLLM](https://github.com/BerriAI/litellm)",
    "Agent Frameworks & Orchestration Libraries for building multi-agent and tool-using systems."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://gunbark.dev/content/b11efb97-ec71-4c81-b4d3-ee0ed8a96c9b",
   "project": "DSPy",
   "repository": "https://github.com/stanfordnlp/dspy",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "### [DSPy](https://github.com/stanfordnlp/dspy)",
    "Agent Frameworks & Orchestration Libraries for building multi-agent and tool-using systems."
   ],
   "repository_evidence": [
    "### [DSPy](https://github.com/stanfordnlp/dspy)",
    "Agent Frameworks & Orchestration Libraries for building multi-agent and tool-using systems."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://gunbark.dev/content/b11efb97-ec71-4c81-b4d3-ee0ed8a96c9b",
   "project": "Haystack",
   "repository": "https://github.com/deepset-ai/haystack",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "### [Haystack](https://github.com/deepset-ai/haystack)",
    "Model Context Protocol (MCP) `MIT` \u00b7 `MIT` Production-oriented framework for composable RAG and agent pipelines."
   ],
   "repository_evidence": [
    "### [Haystack](https://github.com/deepset-ai/haystack)",
    "Model Context Protocol (MCP) `MIT` \u00b7 `MIT` Production-oriented framework for composable RAG and agent pipelines."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://gunbark.dev/content/b11efb97-ec71-4c81-b4d3-ee0ed8a96c9b",
   "project": "MCP Specification",
   "repository": "https://github.com/modelcontextprotocol/modelcontextprotocol",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## [MCP Specification](https://github.com/modelcontextprotocol/modelcontextprotocol)",
    "Model Context Protocol (MCP) `MIT` \u00b7 `MIT` Production-oriented framework for composable RAG and agent pipelines."
   ],
   "repository_evidence": [
    "## [MCP Specification](https://github.com/modelcontextprotocol/modelcontextprotocol)",
    "Model Context Protocol (MCP) `MIT` \u00b7 `MIT` Production-oriented framework for composable RAG and agent pipelines."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://gunbark.dev/content/b11efb97-ec71-4c81-b4d3-ee0ed8a96c9b",
   "project": "MCP Servers",
   "repository": "https://github.com/modelcontextprotocol/servers",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "### [MCP Servers](https://github.com/modelcontextprotocol/servers)",
    "Model Context Protocol (MCP) `MIT` \u00b7 `MIT` Production-oriented framework for composable RAG and agent pipelines."
   ],
   "repository_evidence": [
    "### [MCP Servers](https://github.com/modelcontextprotocol/servers)",
    "Model Context Protocol (MCP) `MIT` \u00b7 `MIT` Production-oriented framework for composable RAG and agent pipelines."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://gunbark.dev/content/b11efb97-ec71-4c81-b4d3-ee0ed8a96c9b",
   "project": "MCP Inspector",
   "repository": "https://github.com/modelcontextprotocol/inspector",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "### [MCP Inspector](https://github.com/modelcontextprotocol/inspector)",
    "Model Context Protocol (MCP) `MIT` \u00b7 `MIT` Production-oriented framework for composable RAG and agent pipelines."
   ],
   "repository_evidence": [
    "### [MCP Inspector](https://github.com/modelcontextprotocol/inspector)",
    "Model Context Protocol (MCP) `MIT` \u00b7 `MIT` Production-oriented framework for composable RAG and agent pipelines."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://gunbark.dev/content/b11efb97-ec71-4c81-b4d3-ee0ed8a96c9b",
   "project": "FastMCP",
   "repository": "https://github.com/jlowin/fastmcp",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## [FastMCP](https://github.com/jlowin/fastmcp)",
    "Local Inference Engines `Python` \u00b7 `Apache-2.0` The ergonomic way to build MCP servers and clients \u2014 decorator-based, like FastAPI."
   ],
   "repository_evidence": [
    "## [FastMCP](https://github.com/jlowin/fastmcp)",
    "Local Inference Engines `Python` \u00b7 `Apache-2.0` The ergonomic way to build MCP servers and clients \u2014 decorator-based, like FastAPI."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://gunbark.dev/content/b11efb97-ec71-4c81-b4d3-ee0ed8a96c9b",
   "project": "Ollama",
   "repository": "https://github.com/ollama/ollama",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "### [Ollama](https://github.com/ollama/ollama)",
    "Local Inference Engines `Python` \u00b7 `Apache-2.0` The ergonomic way to build MCP servers and clients \u2014 decorator-based, like FastAPI."
   ],
   "repository_evidence": [
    "### [Ollama](https://github.com/ollama/ollama)",
    "Local Inference Engines `Python` \u00b7 `Apache-2.0` The ergonomic way to build MCP servers and clients \u2014 decorator-based, like FastAPI."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://gunbark.dev/content/b11efb97-ec71-4c81-b4d3-ee0ed8a96c9b",
   "project": "llama.cpp",
   "repository": "https://github.com/ggml-org/llama.cpp",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "### [llama.cpp](https://github.com/ggml-org/llama.cpp)",
    "Local Inference Engines `Python` \u00b7 `Apache-2.0` The ergonomic way to build MCP servers and clients \u2014 decorator-based, like FastAPI."
   ],
   "repository_evidence": [
    "### [llama.cpp](https://github.com/ggml-org/llama.cpp)",
    "Local Inference Engines `Python` \u00b7 `Apache-2.0` The ergonomic way to build MCP servers and clients \u2014 decorator-based, like FastAPI."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://gunbark.dev/content/b11efb97-ec71-4c81-b4d3-ee0ed8a96c9b",
   "project": "Jan",
   "repository": "https://github.com/menloresearch/jan",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "### [Jan](https://github.com/menloresearch/jan)",
    "Local Inference Engines `Python` \u00b7 `Apache-2.0` The ergonomic way to build MCP servers and clients \u2014 decorator-based, like FastAPI."
   ],
   "repository_evidence": [
    "### [Jan](https://github.com/menloresearch/jan)",
    "Local Inference Engines `Python` \u00b7 `Apache-2.0` The ergonomic way to build MCP servers and clients \u2014 decorator-based, like FastAPI."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://gunbark.dev/content/b11efb97-ec71-4c81-b4d3-ee0ed8a96c9b",
   "project": "MLC LLM",
   "repository": "https://github.com/mlc-ai/mlc-llm",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "### [MLC LLM](https://github.com/mlc-ai/mlc-llm)",
    "Local Inference Engines `Python` \u00b7 `Apache-2.0` The ergonomic way to build MCP servers and clients \u2014 decorator-based, like FastAPI."
   ],
   "repository_evidence": [
    "### [MLC LLM](https://github.com/mlc-ai/mlc-llm)",
    "Local Inference Engines `Python` \u00b7 `Apache-2.0` The ergonomic way to build MCP servers and clients \u2014 decorator-based, like FastAPI."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://gunbark.dev/content/b11efb97-ec71-4c81-b4d3-ee0ed8a96c9b",
   "project": "WebLLM",
   "repository": "https://github.com/mlc-ai/web-llm",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "### [WebLLM](https://github.com/mlc-ai/web-llm)",
    "Local Inference Engines `Python` \u00b7 `Apache-2.0` The ergonomic way to build MCP servers and clients \u2014 decorator-based, like FastAPI."
   ],
   "repository_evidence": [
    "### [WebLLM](https://github.com/mlc-ai/web-llm)",
    "Local Inference Engines `Python` \u00b7 `Apache-2.0` The ergonomic way to build MCP servers and clients \u2014 decorator-based, like FastAPI."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://gunbark.dev/content/b11efb97-ec71-4c81-b4d3-ee0ed8a96c9b",
   "project": "llamafile",
   "repository": "https://github.com/Mozilla-Ocho/llamafile",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "### [llamafile](https://github.com/Mozilla-Ocho/llamafile)",
    "Local Inference Engines `Python` \u00b7 `Apache-2.0` The ergonomic way to build MCP servers and clients \u2014 decorator-based, like FastAPI."
   ],
   "repository_evidence": [
    "### [llamafile](https://github.com/Mozilla-Ocho/llamafile)",
    "Local Inference Engines `Python` \u00b7 `Apache-2.0` The ergonomic way to build MCP servers and clients \u2014 decorator-based, like FastAPI."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://gunbark.dev/content/b11efb97-ec71-4c81-b4d3-ee0ed8a96c9b",
   "project": "vLLM",
   "repository": "https://github.com/vllm-project/vllm",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## [vLLM](https://github.com/vllm-project/vllm)",
    "Inference Servers & Gateways"
   ],
   "repository_evidence": [
    "## [vLLM](https://github.com/vllm-project/vllm)",
    "Inference Servers & Gateways"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://gunbark.dev/content/b11efb97-ec71-4c81-b4d3-ee0ed8a96c9b",
   "project": "SGLang",
   "repository": "https://github.com/sgl-project/sglang",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "### [SGLang](https://github.com/sgl-project/sglang)",
    "Inference Servers & Gateways"
   ],
   "repository_evidence": [
    "### [SGLang](https://github.com/sgl-project/sglang)",
    "Inference Servers & Gateways"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://gunbark.dev/content/b11efb97-ec71-4c81-b4d3-ee0ed8a96c9b",
   "project": "Text Generation Inference",
   "repository": "https://github.com/huggingface/text-generation-inference",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "### [Text Generation Inference](https://github.com/huggingface/text-generation-inference)",
    "Inference Servers & Gateways"
   ],
   "repository_evidence": [
    "### [Text Generation Inference](https://github.com/huggingface/text-generation-inference)",
    "Inference Servers & Gateways"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://gunbark.dev/content/b11efb97-ec71-4c81-b4d3-ee0ed8a96c9b",
   "project": "Ray",
   "repository": "https://github.com/ray-project/ray",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "### [Ray](https://github.com/ray-project/ray)",
    "Inference Servers & Gateways"
   ],
   "repository_evidence": [
    "### [Ray](https://github.com/ray-project/ray)",
    "Inference Servers & Gateways"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://gunbark.dev/content/b11efb97-ec71-4c81-b4d3-ee0ed8a96c9b",
   "project": "LocalAI",
   "repository": "https://github.com/mudler/LocalAI",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "### [LocalAI](https://github.com/mudler/LocalAI)",
    "Inference Servers & Gateways"
   ],
   "repository_evidence": [
    "### [LocalAI](https://github.com/mudler/LocalAI)",
    "Inference Servers & Gateways"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://gunbark.dev/content/b11efb97-ec71-4c81-b4d3-ee0ed8a96c9b",
   "project": "Open WebUI",
   "repository": "https://github.com/open-webui/open-webui",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "### [Open WebUI](https://github.com/open-webui/open-webui)",
    "Chat UIs & Frontends"
   ],
   "repository_evidence": [
    "### [Open WebUI](https://github.com/open-webui/open-webui)",
    "Chat UIs & Frontends"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://gunbark.dev/content/b11efb97-ec71-4c81-b4d3-ee0ed8a96c9b",
   "project": "LibreChat",
   "repository": "https://github.com/danny-avila/LibreChat",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "### [LibreChat](https://github.com/danny-avila/LibreChat)",
    "Chat UIs & Frontends"
   ],
   "repository_evidence": [
    "### [LibreChat](https://github.com/danny-avila/LibreChat)",
    "Chat UIs & Frontends"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://gunbark.dev/content/b11efb97-ec71-4c81-b4d3-ee0ed8a96c9b",
   "project": "Lobe Chat",
   "repository": "https://github.com/lobehub/lobe-chat",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "### [Lobe Chat](https://github.com/lobehub/lobe-chat)",
    "Chat UIs & Frontends"
   ],
   "repository_evidence": [
    "### [Lobe Chat](https://github.com/lobehub/lobe-chat)",
    "Chat UIs & Frontends"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://gunbark.dev/content/b11efb97-ec71-4c81-b4d3-ee0ed8a96c9b",
   "project": "AnythingLLM",
   "repository": "https://github.com/Mintplex-Labs/anything-llm",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "### [AnythingLLM](https://github.com/Mintplex-Labs/anything-llm)",
    "Chat UIs & Frontends"
   ],
   "repository_evidence": [
    "### [AnythingLLM](https://github.com/Mintplex-Labs/anything-llm)",
    "Chat UIs & Frontends"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://gunbark.dev/content/b11efb97-ec71-4c81-b4d3-ee0ed8a96c9b",
   "project": "Qdrant",
   "repository": "https://github.com/qdrant/qdrant",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "### [Qdrant](https://github.com/qdrant/qdrant)",
    "Vector Databases"
   ],
   "repository_evidence": [
    "### [Qdrant](https://github.com/qdrant/qdrant)",
    "Vector Databases"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://gunbark.dev/content/b11efb97-ec71-4c81-b4d3-ee0ed8a96c9b",
   "project": "Weaviate",
   "repository": "https://github.com/weaviate/weaviate",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "### [Weaviate](https://github.com/weaviate/weaviate)",
    "Vector Databases"
   ],
   "repository_evidence": [
    "### [Weaviate](https://github.com/weaviate/weaviate)",
    "Vector Databases"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://gunbark.dev/content/b11efb97-ec71-4c81-b4d3-ee0ed8a96c9b",
   "project": "Milvus",
   "repository": "https://github.com/milvus-io/milvus",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "### [Milvus](https://github.com/milvus-io/milvus)",
    "Vector Databases"
   ],
   "repository_evidence": [
    "### [Milvus](https://github.com/milvus-io/milvus)",
    "Vector Databases"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://gunbark.dev/content/b11efb97-ec71-4c81-b4d3-ee0ed8a96c9b",
   "project": "Chroma",
   "repository": "https://github.com/chroma-core/chroma",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "### [Chroma](https://github.com/chroma-core/chroma)",
    "Vector Databases"
   ],
   "repository_evidence": [
    "### [Chroma](https://github.com/chroma-core/chroma)",
    "Vector Databases"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://gunbark.dev/content/b11efb97-ec71-4c81-b4d3-ee0ed8a96c9b",
   "project": "pgvector",
   "repository": "https://github.com/pgvector/pgvector",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "### [pgvector](https://github.com/pgvector/pgvector)",
    "Vector Databases"
   ],
   "repository_evidence": [
    "### [pgvector](https://github.com/pgvector/pgvector)",
    "Vector Databases"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://gunbark.dev/content/b11efb97-ec71-4c81-b4d3-ee0ed8a96c9b",
   "project": "Sentence Transformers",
   "repository": "https://github.com/UKPLab/sentence-transformers",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "### [Sentence Transformers](https://github.com/UKPLab/sentence-transformers)",
    "Embeddings & Rerankers The retrieval quality layer. Swapping your embedding model usually beats swapping your vector database."
   ],
   "repository_evidence": [
    "### [Sentence Transformers](https://github.com/UKPLab/sentence-transformers)",
    "Embeddings & Rerankers The retrieval quality layer. Swapping your embedding model usually beats swapping your vector database."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://gunbark.dev/content/b11efb97-ec71-4c81-b4d3-ee0ed8a96c9b",
   "project": "FlagEmbedding",
   "repository": "https://github.com/FlagOpen/FlagEmbedding",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "### [FlagEmbedding % BGE](https://github.com/FlagOpen/FlagEmbedding)",
    "Embeddings & Rerankers The retrieval quality layer. Swapping your embedding model usually beats swapping your vector database."
   ],
   "repository_evidence": [
    "### [FlagEmbedding % BGE](https://github.com/FlagOpen/FlagEmbedding)",
    "Embeddings & Rerankers The retrieval quality layer. Swapping your embedding model usually beats swapping your vector database."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://gunbark.dev/content/b11efb97-ec71-4c81-b4d3-ee0ed8a96c9b",
   "project": "RAGFlow",
   "repository": "https://github.com/infiniflow/ragflow",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "### [RAGFlow](https://github.com/infiniflow/ragflow)",
    "RAG Frameworks"
   ],
   "repository_evidence": [
    "### [RAGFlow](https://github.com/infiniflow/ragflow)",
    "RAG Frameworks"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://gunbark.dev/content/b11efb97-ec71-4c81-b4d3-ee0ed8a96c9b",
   "project": "LlamaIndex",
   "repository": "https://github.com/run-llama/llama_index",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "### [LlamaIndex](https://github.com/run-llama/llama_index)",
    "RAG Frameworks"
   ],
   "repository_evidence": [
    "### [LlamaIndex](https://github.com/run-llama/llama_index)",
    "RAG Frameworks"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://gunbark.dev/content/b11efb97-ec71-4c81-b4d3-ee0ed8a96c9b",
   "project": "Dify",
   "repository": "https://github.com/langgenius/dify",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "### [Dify](https://github.com/langgenius/dify)",
    "RAG Frameworks"
   ],
   "repository_evidence": [
    "### [Dify](https://github.com/langgenius/dify)",
    "RAG Frameworks"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://gunbark.dev/content/b11efb97-ec71-4c81-b4d3-ee0ed8a96c9b",
   "project": "Docling",
   "repository": "https://github.com/docling-project/docling",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "### [Docling](https://github.com/docling-project/docling)",
    "RAG Frameworks"
   ],
   "repository_evidence": [
    "### [Docling](https://github.com/docling-project/docling)",
    "RAG Frameworks"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://gunbark.dev/content/b11efb97-ec71-4c81-b4d3-ee0ed8a96c9b",
   "project": "Unstructured",
   "repository": "https://github.com/Unstructured-IO/unstructured",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "### [Unstructured](https://github.com/Unstructured-IO/unstructured)",
    "RAG Frameworks"
   ],
   "repository_evidence": [
    "### [Unstructured](https://github.com/Unstructured-IO/unstructured)",
    "RAG Frameworks"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://gunbark.dev/content/b11efb97-ec71-4c81-b4d3-ee0ed8a96c9b",
   "project": "Unsloth",
   "repository": "https://github.com/unslothai/unsloth",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "### [Unsloth](https://github.com/unslothai/unsloth)",
    "Fine-Tuning & Training"
   ],
   "repository_evidence": [
    "### [Unsloth](https://github.com/unslothai/unsloth)",
    "Fine-Tuning & Training"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://gunbark.dev/content/b11efb97-ec71-4c81-b4d3-ee0ed8a96c9b",
   "project": "Axolotl",
   "repository": "https://github.com/axolotl-ai-cloud/axolotl",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "### [Axolotl](https://github.com/axolotl-ai-cloud/axolotl)",
    "Fine-Tuning & Training"
   ],
   "repository_evidence": [
    "### [Axolotl](https://github.com/axolotl-ai-cloud/axolotl)",
    "Fine-Tuning & Training"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://gunbark.dev/content/b11efb97-ec71-4c81-b4d3-ee0ed8a96c9b",
   "project": "LLaMA-Factory",
   "repository": "https://github.com/hiyouga/LLaMA-Factory",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "### [LLaMA-Factory](https://github.com/hiyouga/LLaMA-Factory)",
    "Fine-Tuning & Training"
   ],
   "repository_evidence": [
    "### [LLaMA-Factory](https://github.com/hiyouga/LLaMA-Factory)",
    "Fine-Tuning & Training"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://gunbark.dev/content/b11efb97-ec71-4c81-b4d3-ee0ed8a96c9b",
   "project": "PEFT",
   "repository": "https://github.com/huggingface/peft",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "### [PEFT](https://github.com/huggingface/peft)",
    "Fine-Tuning & Training"
   ],
   "repository_evidence": [
    "### [PEFT](https://github.com/huggingface/peft)",
    "Fine-Tuning & Training"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://gunbark.dev/content/b11efb97-ec71-4c81-b4d3-ee0ed8a96c9b",
   "project": "TRL",
   "repository": "https://github.com/huggingface/trl",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "### [TRL](https://github.com/huggingface/trl)",
    "Fine-Tuning & Training"
   ],
   "repository_evidence": [
    "### [TRL](https://github.com/huggingface/trl)",
    "Fine-Tuning & Training"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://gunbark.dev/content/b11efb97-ec71-4c81-b4d3-ee0ed8a96c9b",
   "project": "Distilabel",
   "repository": "https://github.com/argilla-io/distilabel",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "### [Distilabel](https://github.com/argilla-io/distilabel)",
    "Fine-Tuning & Training"
   ],
   "repository_evidence": [
    "### [Distilabel](https://github.com/argilla-io/distilabel)",
    "Fine-Tuning & Training"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://gunbark.dev/content/b11efb97-ec71-4c81-b4d3-ee0ed8a96c9b",
   "project": "promptfoo",
   "repository": "https://github.com/promptfoo/promptfoo",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "### [promptfoo](https://github.com/promptfoo/promptfoo)",
    "Evals, Testing & Guardrails"
   ],
   "repository_evidence": [
    "### [promptfoo](https://github.com/promptfoo/promptfoo)",
    "Evals, Testing & Guardrails"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://gunbark.dev/content/b11efb97-ec71-4c81-b4d3-ee0ed8a96c9b",
   "project": "DeepEval",
   "repository": "https://github.com/confident-ai/deepeval",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "### [DeepEval](https://github.com/confident-ai/deepeval)",
    "Evals, Testing & Guardrails"
   ],
   "repository_evidence": [
    "### [DeepEval](https://github.com/confident-ai/deepeval)",
    "Evals, Testing & Guardrails"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://gunbark.dev/content/b11efb97-ec71-4c81-b4d3-ee0ed8a96c9b",
   "project": "Ragas",
   "repository": "https://github.com/explodinggradients/ragas",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "### [Ragas](https://github.com/explodinggradients/ragas)",
    "Evals, Testing & Guardrails"
   ],
   "repository_evidence": [
    "### [Ragas](https://github.com/explodinggradients/ragas)",
    "Evals, Testing & Guardrails"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://gunbark.dev/content/b11efb97-ec71-4c81-b4d3-ee0ed8a96c9b",
   "project": "Guardrails",
   "repository": "https://github.com/guardrails-ai/guardrails",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "### [Guardrails](https://github.com/guardrails-ai/guardrails)",
    "Evals, Testing & Guardrails"
   ],
   "repository_evidence": [
    "### [Guardrails](https://github.com/guardrails-ai/guardrails)",
    "Evals, Testing & Guardrails"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://gunbark.dev/content/b11efb97-ec71-4c81-b4d3-ee0ed8a96c9b",
   "project": "Garak",
   "repository": "https://github.com/NVIDIA/garak",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "### [Garak](https://github.com/NVIDIA/garak)",
    "Evals, Testing & Guardrails"
   ],
   "repository_evidence": [
    "### [Garak](https://github.com/NVIDIA/garak)",
    "Evals, Testing & Guardrails"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://gunbark.dev/content/b11efb97-ec71-4c81-b4d3-ee0ed8a96c9b",
   "project": "NeMo Guardrails",
   "repository": "https://github.com/NVIDIA/NeMo-Guardrails",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "### [NeMo Guardrails](https://github.com/NVIDIA/NeMo-Guardrails)",
    "Evals, Testing & Guardrails"
   ],
   "repository_evidence": [
    "### [NeMo Guardrails](https://github.com/NVIDIA/NeMo-Guardrails)",
    "Evals, Testing & Guardrails"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://gunbark.dev/content/b11efb97-ec71-4c81-b4d3-ee0ed8a96c9b",
   "project": "Langfuse",
   "repository": "https://github.com/langfuse/langfuse",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "### [Langfuse](https://github.com/langfuse/langfuse)",
    "Observability & LLMOps"
   ],
   "repository_evidence": [
    "### [Langfuse](https://github.com/langfuse/langfuse)",
    "Observability & LLMOps"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://gunbark.dev/content/b11efb97-ec71-4c81-b4d3-ee0ed8a96c9b",
   "project": "OpenLLMetry",
   "repository": "https://github.com/traceloop/openllmetry",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "### [OpenLLMetry](https://github.com/traceloop/openllmetry)",
    "Observability & LLMOps"
   ],
   "repository_evidence": [
    "### [OpenLLMetry](https://github.com/traceloop/openllmetry)",
    "Observability & LLMOps"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://gunbark.dev/content/b11efb97-ec71-4c81-b4d3-ee0ed8a96c9b",
   "project": "Phoenix",
   "repository": "https://github.com/Arize-ai/phoenix",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "### [Phoenix](https://github.com/Arize-ai/phoenix)",
    "Observability & LLMOps"
   ],
   "repository_evidence": [
    "### [Phoenix](https://github.com/Arize-ai/phoenix)",
    "Observability & LLMOps"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://gunbark.dev/content/b11efb97-ec71-4c81-b4d3-ee0ed8a96c9b",
   "project": "Helicone",
   "repository": "https://github.com/Helicone/helicone",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "### [Helicone](https://github.com/Helicone/helicone)",
    "Observability & LLMOps"
   ],
   "repository_evidence": [
    "### [Helicone](https://github.com/Helicone/helicone)",
    "Observability & LLMOps"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://gunbark.dev/content/b11efb97-ec71-4c81-b4d3-ee0ed8a96c9b",
   "project": "Whisper",
   "repository": "https://github.com/openai/whisper",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "### [Whisper](https://github.com/openai/whisper) / [faster-whisper](https://github.com/SYSTRAN/faster-whisper) / [whisper.cpp](https://github.com/ggml-org/whisper.cpp)",
    "Speech, Vision & Multimodal"
   ],
   "repository_evidence": [
    "### [Whisper](https://github.com/openai/whisper) / [faster-whisper](https://github.com/SYSTRAN/faster-whisper) / [whisper.cpp](https://github.com/ggml-org/whisper.cpp)",
    "Speech, Vision & Multimodal"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://gunbark.dev/content/b11efb97-ec71-4c81-b4d3-ee0ed8a96c9b",
   "project": "faster-whisper",
   "repository": "https://github.com/SYSTRAN/faster-whisper",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "### [Whisper](https://github.com/openai/whisper) / [faster-whisper](https://github.com/SYSTRAN/faster-whisper) / [whisper.cpp](https://github.com/ggml-org/whisper.cpp)",
    "Speech, Vision & Multimodal"
   ],
   "repository_evidence": [
    "### [Whisper](https://github.com/openai/whisper) / [faster-whisper](https://github.com/SYSTRAN/faster-whisper) / [whisper.cpp](https://github.com/ggml-org/whisper.cpp)",
    "Speech, Vision & Multimodal"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://gunbark.dev/content/b11efb97-ec71-4c81-b4d3-ee0ed8a96c9b",
   "project": "whisper.cpp",
   "repository": "https://github.com/ggml-org/whisper.cpp",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "### [Whisper](https://github.com/openai/whisper) / [faster-whisper](https://github.com/SYSTRAN/faster-whisper) / [whisper.cpp](https://github.com/ggml-org/whisper.cpp)",
    "Speech, Vision & Multimodal"
   ],
   "repository_evidence": [
    "### [Whisper](https://github.com/openai/whisper) / [faster-whisper](https://github.com/SYSTRAN/faster-whisper) / [whisper.cpp](https://github.com/ggml-org/whisper.cpp)",
    "Speech, Vision & Multimodal"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://gunbark.dev/content/b11efb97-ec71-4c81-b4d3-ee0ed8a96c9b",
   "project": "WhisperX",
   "repository": "https://github.com/m-bain/whisperX",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "### [WhisperX](https://github.com/m-bain/whisperX)",
    "Speech, Vision & Multimodal"
   ],
   "repository_evidence": [
    "### [WhisperX](https://github.com/m-bain/whisperX)",
    "Speech, Vision & Multimodal"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://gunbark.dev/content/b11efb97-ec71-4c81-b4d3-ee0ed8a96c9b",
   "project": "Kokoro",
   "repository": "https://github.com/hexgrad/kokoro",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "### [Kokoro](https://github.com/hexgrad/kokoro) / [Piper](https://github.com/OHF-Voice/piper1-gpl)",
    "Speech, Vision & Multimodal"
   ],
   "repository_evidence": [
    "### [Kokoro](https://github.com/hexgrad/kokoro) / [Piper](https://github.com/OHF-Voice/piper1-gpl)",
    "Speech, Vision & Multimodal"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://gunbark.dev/content/b11efb97-ec71-4c81-b4d3-ee0ed8a96c9b",
   "project": "Piper",
   "repository": "https://github.com/OHF-Voice/piper1-gpl",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "### [Kokoro](https://github.com/hexgrad/kokoro) / [Piper](https://github.com/OHF-Voice/piper1-gpl)",
    "Speech, Vision & Multimodal"
   ],
   "repository_evidence": [
    "### [Kokoro](https://github.com/hexgrad/kokoro) / [Piper](https://github.com/OHF-Voice/piper1-gpl)",
    "Speech, Vision & Multimodal"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://gunbark.dev/content/b11efb97-ec71-4c81-b4d3-ee0ed8a96c9b",
   "project": "Pipecat",
   "repository": "https://github.com/pipecat-ai/pipecat",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "### [Pipecat](https://github.com/pipecat-ai/pipecat)",
    "Speech, Vision & Multimodal"
   ],
   "repository_evidence": [
    "### [Pipecat](https://github.com/pipecat-ai/pipecat)",
    "Speech, Vision & Multimodal"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://gunbark.dev/content/b11efb97-ec71-4c81-b4d3-ee0ed8a96c9b",
   "project": "LiveKit Agents",
   "repository": "https://github.com/livekit/agents",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "### [LiveKit Agents](https://github.com/livekit/agents)",
    "Speech, Vision & Multimodal"
   ],
   "repository_evidence": [
    "### [LiveKit Agents](https://github.com/livekit/agents)",
    "Speech, Vision & Multimodal"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://gunbark.dev/content/b11efb97-ec71-4c81-b4d3-ee0ed8a96c9b",
   "project": "Surya",
   "repository": "https://github.com/datalab-to/surya",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "### [Surya](https://github.com/datalab-to/surya)",
    "Speech, Vision & Multimodal"
   ],
   "repository_evidence": [
    "### [Surya](https://github.com/datalab-to/surya)",
    "Speech, Vision & Multimodal"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://gunbark.dev/content/b11efb97-ec71-4c81-b4d3-ee0ed8a96c9b",
   "project": "ComfyUI",
   "repository": "https://github.com/comfyanonymous/ComfyUI",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "### [ComfyUI](https://github.com/comfyanonymous/ComfyUI)",
    "Speech, Vision & Multimodal"
   ],
   "repository_evidence": [
    "### [ComfyUI](https://github.com/comfyanonymous/ComfyUI)",
    "Speech, Vision & Multimodal"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://gunbark.dev/content/b11efb97-ec71-4c81-b4d3-ee0ed8a96c9b",
   "project": "n8n",
   "repository": "https://github.com/n8n-io/n8n",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "### [n8n](https://github.com/n8n-io/n8n)",
    "Low-Code * Visual Builders"
   ],
   "repository_evidence": [
    "### [n8n](https://github.com/n8n-io/n8n)",
    "Low-Code * Visual Builders"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://gunbark.dev/content/b11efb97-ec71-4c81-b4d3-ee0ed8a96c9b",
   "project": "Flowise",
   "repository": "https://github.com/FlowiseAI/Flowise",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "### [Flowise](https://github.com/FlowiseAI/Flowise)",
    "Low-Code * Visual Builders"
   ],
   "repository_evidence": [
    "### [Flowise](https://github.com/FlowiseAI/Flowise)",
    "Low-Code * Visual Builders"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://gunbark.dev/content/b11efb97-ec71-4c81-b4d3-ee0ed8a96c9b",
   "project": "Langflow",
   "repository": "https://github.com/langflow-ai/langflow",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "### [Langflow](https://github.com/langflow-ai/langflow)",
    "Low-Code * Visual Builders"
   ],
   "repository_evidence": [
    "### [Langflow](https://github.com/langflow-ai/langflow)",
    "Low-Code * Visual Builders"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://medium.com/@datajournal/best-agentic-browsers-7760b9609b80",
   "project": "Vercel Agent Browser",
   "repository": "https://github.com/vercel-labs/agent-browser",
   "stars": "24000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Best Agentic Browsers for 2026 (Top 7 Reviewed)",
    "### 1. Vercel Agent Browser",
    "Vercel Agent Browser is the open-source CLI tool that has quietly become the go-to browser for AI coding assistants."
   ],
   "repository_evidence": [
    "Best Agentic Browsers for 2026 (Top 7 Reviewed)",
    "### TLDR",
    "- [**Vercel Agent Browser**](https://github.com/vercel-labs/agent-browser) \u2014 Lightning-fast Rust CLI built for AI coding assistants and developer workflows"
   ],
   "stars_evidence": [
    "Best Agentic Browsers for 2026 (Top 7 Reviewed)",
    "### 1. Vercel Agent Browser",
    "With 24,000+ GitHub stars and 60+ releases, it has become the standard for developer-centric browser automation in 2026."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://medium.com/@datajournal/best-agentic-browsers-7760b9609b80",
   "project": "Browser Use",
   "repository": "https://browser-use.com/",
   "stars": "78000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Best Agentic Browsers for 2026 (Top 7 Reviewed)",
    "### 3. Browser Use",
    "Browser Use is the leading open-source framework for building AI browser agents from scratch, achieving an 89.1% success rate on the WebVoyager benchmark across 586 diverse web tasks, which is the current state-of-the-art for autonomous web interaction."
   ],
   "repository_evidence": [
    "Best Agentic Browsers for 2026 (Top 7 Reviewed)",
    "### TLDR",
    "- [**Browser Use**](https://browser-use.com/) \u2014 Best open-source framework for building custom AI agents with state-of-the-art benchmark performance"
   ],
   "stars_evidence": [
    "Best Agentic Browsers for 2026 (Top 7 Reviewed)",
    "### 3. Browser Use",
    "With 78,000+ GitHub stars, it has become the default choice for developers who want full control over their agent\u2019s behavior and LLM integration."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://medium.com/@datajournal/best-agentic-browsers-7760b9609b80",
   "project": "Skyvern",
   "repository": "https://www.skyvern.com",
   "stars": "20000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Best Agentic Browsers for 2026 (Top 7 Reviewed)",
    "### 6. Skyvern",
    "Skyvern takes a fundamentally different approach to browser automation: instead of using CSS selectors or DOM trees, it uses computer vision and LLMs to identify and interact with elements on the page purely from what it sees."
   ],
   "repository_evidence": [
    "Best Agentic Browsers for 2026 (Top 7 Reviewed)",
    "### TLDR",
    "- [**Skyvern**](https://www.skyvern.com/) \u2014 No-code browser automation powered by LLMs and computer vision"
   ],
   "stars_evidence": [
    "Best Agentic Browsers for 2026 (Top 7 Reviewed)",
    "### 6. Skyvern",
    "Open-source with an active community (20,000+ GitHub stars)"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://medium.com/@datajournal/best-agentic-browsers-7760b9609b80",
   "project": "Steel",
   "repository": "https://steel.dev",
   "stars": "6400",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Best Agentic Browsers for 2026 (Top 7 Reviewed)",
    "### 7. Steel",
    "Steel is the open-source, self-hosted answer to Browserbase."
   ],
   "repository_evidence": [
    "Best Agentic Browsers for 2026 (Top 7 Reviewed)",
    "### TLDR",
    "- [**Steel**](https://steel.dev/) \u2014 Open-source, self-hosted browser API for privacy-conscious teams"
   ],
   "stars_evidence": [
    "Best Agentic Browsers for 2026 (Top 7 Reviewed)",
    "### 7. Steel",
    "With 6,400+ GitHub stars and a simple REST API, it provides persistent browser sessions, full cookie and storage control, and stateful multi-step workflow support, all on infrastructure you own and control."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://theagenttimes.com/agents/article/langchain-promotes-gpt-researcher-on-deep-agents-framework-n-1307d4ad",
   "project": "GPT Researcher",
   "repository": null,
   "stars": "30000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "LangChain Promotes GPT Researcher on Deep Agents Framework Near 30K Stars",
    "LangChain announced that GPT Researcher, an open-source deep research agent built by Assaf Elovic and Tavily AI with nearly 30,000 GitHub stars, has been rebuilt on its Deep Agents framework, positioning it as the easiest entry point for building autonomous research agents.",
    "LangChain, an open-source framework for building applications with large language models, announced on July 18, 2026, that GPT Researcher \u2014 built on its Deep Agents infrastructure \u2014 represents \u201cthe easiest way to get started building a deep research agent,\u201d according to [a post on X](https://x.com/LangChain/status/2078486626636882073). The project is approaching 30,000 GitHub stars, a figure cited by Sydney Runkle in [the same X"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "LangChain Promotes GPT Researcher on Deep Agents Framework Near 30K Stars",
    "LangChain announced that GPT Researcher, an open-source deep research agent built by Assaf Elovic and Tavily AI with nearly 30,000 GitHub stars, has been rebuilt on its Deep Agents framework, positioning it as the easiest entry point for building autonomous research agents.",
    "The project is approaching 30,000 GitHub stars, a figure cited by Sydney Runkle in [the same X thread](https://x.com/LangChain/status/2078486626636882073), though not independently verified against GitHub\u2019s live count."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://theagenttimes.com/agents/article/langchain-promotes-gpt-researcher-on-deep-agents-framework-n-1307d4ad",
   "project": "Deep Agents",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "LangChain Promotes GPT Researcher on Deep Agents Framework Near 30K Stars",
    "LangChain announced that GPT Researcher, an open-source deep research agent built by Assaf Elovic and Tavily AI with nearly 30,000 GitHub stars, has been rebuilt on its Deep Agents framework, positioning it as the easiest entry point for building autonomous research agents.",
    "LangChain, an open-source framework for building applications with large language models, announced on July 18, 2026, that GPT Researcher \u2014 built on its Deep Agents infrastructure \u2014 represents \u201cthe easiest way to get started building a deep research agent,\u201d according to [a post on X](https://x.com/LangChain/status/2078486626636882073). The project is approaching 30,000 GitHub stars, a figure cited by Sydney Runkle in [the same X"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://theagenttimes.com/agents/article/langchain-promotes-gpt-researcher-on-deep-agents-framework-n-1307d4ad",
   "project": "LangGraph",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "LangChain Promotes GPT Researcher on Deep Agents Framework Near 30K Stars"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://gitwtfhub.com/yoheinakajima/babyagi",
   "project": "babyagi",
   "repository": "https://github.com/yoheinakajima/babyagi",
   "stars": "22256",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# wtf is babyagi?",
    "[yoheinakajima/babyagi](https://github.com/yoheinakajima/babyagi) \u2014 explained in plain English",
    "BabyAGI is an experimental Python framework for what its author calls a \"self-building autonomous agent\", a program meant to grow its own capabilities by adding and managing functions over time."
   ],
   "repository_evidence": [
    "# wtf is babyagi?",
    "[yoheinakajima/babyagi](https://github.com/yoheinakajima/babyagi) \u2014 explained in plain English"
   ],
   "stars_evidence": [
    "# wtf is babyagi?",
    "\u2605 **22,256**PythonAudience \u00b7 **developer**Complexity \u00b7 **3/5**Setup \u00b7 easy"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://gitwtfhub.com/yoheinakajima/babyagi",
   "project": "localgpt",
   "repository": "https://gitwtfhub.com/promtengineer/localgpt",
   "stars": "22201",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# wtf is babyagi?",
    "| | yoheinakajima/babyagi | [promtengineer/localgpt](https://gitwtfhub.com/promtengineer/localgpt) | [prefecthq/prefect](https://gitwtfhub.com/prefecthq/prefect) |",
    "| Stars | 22,256 | 22,201 | 22,316 |",
    "## Other repos in this lane",
    "- [promtengineer/**localgpt**](https://gitwtfhub.com/promtengineer/localgpt) \u2605 22,201A private document Q&A system that runs on your computer. Upload PDFs or text files, ask questions in plain English, and get answers sourced"
   ],
   "repository_evidence": [
    "# wtf is babyagi?",
    "| | yoheinakajima/babyagi | [promtengineer/localgpt](https://gitwtfhub.com/promtengineer/localgpt) | [prefecthq/prefect](https://gitwtfhub.com/prefecthq/prefect) |",
    "| Stars | 22,256 | 22,201 | 22,316 |",
    "## Other repos in this lane",
    "- [promtengineer/**localgpt**](https://gitwtfhub.com/promtengineer/localgpt) \u2605 22,201A private document Q&A system that runs on your computer. Upload PDFs or text files, ask questions in plain English, and get answers sourced"
   ],
   "stars_evidence": [
    "# wtf is babyagi?",
    "| | yoheinakajima/babyagi | [promtengineer/localgpt](https://gitwtfhub.com/promtengineer/localgpt) | [prefecthq/prefect](https://gitwtfhub.com/prefecthq/prefect) |",
    "| Stars | 22,256 | 22,201 | 22,316 |",
    "## Other repos in this lane",
    "- [promtengineer/**localgpt**](https://gitwtfhub.com/promtengineer/localgpt) \u2605 22,201A private document Q&A system that runs on your computer. Upload PDFs or text files, ask questions in plain English, and get answers sourced"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://gitwtfhub.com/yoheinakajima/babyagi",
   "project": "prefect",
   "repository": "https://gitwtfhub.com/prefecthq/prefect",
   "stars": "22316",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# wtf is babyagi?",
    "| | yoheinakajima/babyagi | [promtengineer/localgpt](https://gitwtfhub.com/promtengineer/localgpt) | [prefecthq/prefect](https://gitwtfhub.com/prefecthq/prefect) |",
    "| Stars | 22,256 | 22,201 | 22,316 |",
    "## Other repos in this lane",
    "- [prefecthq/**prefect**](https://gitwtfhub.com/prefecthq/prefect) \u2605 22,316Prefect is a Python framework that turns a regular script into a production-ready workflow \u2014 with scheduling, automatic retries, caching, an"
   ],
   "repository_evidence": [
    "# wtf is babyagi?",
    "| | yoheinakajima/babyagi | [promtengineer/localgpt](https://gitwtfhub.com/promtengineer/localgpt) | [prefecthq/prefect](https://gitwtfhub.com/prefecthq/prefect) |",
    "| Stars | 22,256 | 22,201 | 22,316 |",
    "## Other repos in this lane",
    "- [prefecthq/**prefect**](https://gitwtfhub.com/prefecthq/prefect) \u2605 22,316Prefect is a Python framework that turns a regular script into a production-ready workflow \u2014 with scheduling, automatic retries, caching, an"
   ],
   "stars_evidence": [
    "# wtf is babyagi?",
    "| | yoheinakajima/babyagi | [promtengineer/localgpt](https://gitwtfhub.com/promtengineer/localgpt) | [prefecthq/prefect](https://gitwtfhub.com/prefecthq/prefect) |",
    "| Stars | 22,256 | 22,201 | 22,316 |",
    "## Other repos in this lane",
    "- [prefecthq/**prefect**](https://gitwtfhub.com/prefecthq/prefect) \u2605 22,316Prefect is a Python framework that turns a regular script into a production-ready workflow \u2014 with scheduling, automatic retries, caching, an"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://gitwtfhub.com/yoheinakajima/babyagi",
   "project": "tornado",
   "repository": "https://gitwtfhub.com/tornadoweb/tornado",
   "stars": "22182",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# wtf is babyagi?",
    "## Other repos in this lane",
    "- [tornadoweb/**tornado**](https://gitwtfhub.com/tornadoweb/tornado) \u2605 22,182Tornado is a Python web framework built for high concurrency \u2014 it handles tens of thousands of simultaneous connections using non-blocking a"
   ],
   "repository_evidence": [
    "# wtf is babyagi?",
    "## Other repos in this lane",
    "- [tornadoweb/**tornado**](https://gitwtfhub.com/tornadoweb/tornado) \u2605 22,182Tornado is a Python web framework built for high concurrency \u2014 it handles tens of thousands of simultaneous connections using non-blocking a"
   ],
   "stars_evidence": [
    "# wtf is babyagi?",
    "## Other repos in this lane",
    "- [tornadoweb/**tornado**](https://gitwtfhub.com/tornadoweb/tornado) \u2605 22,182Tornado is a Python web framework built for high concurrency \u2014 it handles tens of thousands of simultaneous connections using non-blocking a"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://gitwtfhub.com/yoheinakajima/babyagi",
   "project": "deepagents",
   "repository": "https://gitwtfhub.com/langchain-ai/deepagents",
   "stars": "22351",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# wtf is babyagi?",
    "## Other repos in this lane",
    "- [langchain-ai/**deepagents**](https://gitwtfhub.com/langchain-ai/deepagents) \u2605 22,351Deep Agents is a ready-to-use AI agent framework that gives you a fully wired AI assistant out of the box \u2014 with file access, shell commands"
   ],
   "repository_evidence": [
    "# wtf is babyagi?",
    "## Other repos in this lane",
    "- [langchain-ai/**deepagents**](https://gitwtfhub.com/langchain-ai/deepagents) \u2605 22,351Deep Agents is a ready-to-use AI agent framework that gives you a fully wired AI assistant out of the box \u2014 with file access, shell commands"
   ],
   "stars_evidence": [
    "# wtf is babyagi?",
    "## Other repos in this lane",
    "- [langchain-ai/**deepagents**](https://gitwtfhub.com/langchain-ai/deepagents) \u2605 22,351Deep Agents is a ready-to-use AI agent framework that gives you a fully wired AI assistant out of the box \u2014 with file access, shell commands"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://gitwtfhub.com/yoheinakajima/babyagi",
   "project": "unilm",
   "repository": "https://gitwtfhub.com/microsoft/unilm",
   "stars": "22115",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# wtf is babyagi?",
    "## Other repos in this lane",
    "- [microsoft/**unilm**](https://gitwtfhub.com/microsoft/unilm) \u2605 22,115Microsoft's research collection of pre-trained AI models and training code for handling text, images, speech, and documents with unified app"
   ],
   "repository_evidence": [
    "# wtf is babyagi?",
    "## Other repos in this lane",
    "- [microsoft/**unilm**](https://gitwtfhub.com/microsoft/unilm) \u2605 22,115Microsoft's research collection of pre-trained AI models and training code for handling text, images, speech, and documents with unified app"
   ],
   "stars_evidence": [
    "# wtf is babyagi?",
    "## Other repos in this lane",
    "- [microsoft/**unilm**](https://gitwtfhub.com/microsoft/unilm) \u2605 22,115Microsoft's research collection of pre-trained AI models and training code for handling text, images, speech, and documents with unified app"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://opencua.xlang.ai",
   "project": "OpenCUA",
   "repository": "https://github.com/xlang-ai/OpenCUA",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# OpenCUA: Open Foundations for Computer-Use Agents",
    "To bridge this gap, we propose **OpenCUA**, a comprehensive open-source framework for scaling CUA data and foundation models."
   ],
   "repository_evidence": [
    "## Updates",
    "- **[2025-08-13]** [Project code repository](https://github.com/xlang-ai/OpenCUA) is now public."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://opencua.xlang.ai",
   "project": "DuckTrack",
   "repository": "https://github.com/TheDuckAI/DuckTrack",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## Acknowledgements",
    "The development of our tool is based on the open-source projects-[DuckTrack](https://github.com/TheDuckAI/DuckTrack) and [OpenAdapt](https://github.com/OpenAdaptAI/OpenAdapt)."
   ],
   "repository_evidence": [
    "## Acknowledgements",
    "The development of our tool is based on the open-source projects-[DuckTrack](https://github.com/TheDuckAI/DuckTrack) and [OpenAdapt](https://github.com/OpenAdaptAI/OpenAdapt)."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://opencua.xlang.ai",
   "project": "OpenAdapt",
   "repository": "https://github.com/OpenAdaptAI/OpenAdapt",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## Acknowledgements",
    "The development of our tool is based on the open-source projects-[DuckTrack](https://github.com/TheDuckAI/DuckTrack) and [OpenAdapt](https://github.com/OpenAdaptAI/OpenAdapt)."
   ],
   "repository_evidence": [
    "## Acknowledgements",
    "The development of our tool is based on the open-source projects-[DuckTrack](https://github.com/TheDuckAI/DuckTrack) and [OpenAdapt](https://github.com/OpenAdaptAI/OpenAdapt)."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://pypi.org/project/composio-julep/0.3.9rc1",
   "project": "Composio",
   "repository": "https://github.com/SamparkAI/composio_sdk",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Use Composio to get an array of tools with your Julep wokflow.",
    "###### Project links",
    "- [ Homepage](https://github.com/SamparkAI/composio_sdk)"
   ],
   "repository_evidence": [
    "###### Project links",
    "- [ Homepage](https://github.com/SamparkAI/composio_sdk)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://effloow.hashnode.dev/pydantic-ai-type-safe-agent-tutorial-2026",
   "project": "Instructor",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "PydanticAI Practical Tutorial \u2014 Building Type-Safe AI Agents the FastAPI Way",
    "Quick breakdown of where each library sits:",
    "| Library | Core role | Agent loop | Type safety |",
    "| Instructor | LLM output parsing | None | Structured output only |"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://effloow.hashnode.dev/pydantic-ai-type-safe-agent-tutorial-2026",
   "project": "PydanticAI",
   "repository": null,
   "stars": "16K+",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "PydanticAI Practical Tutorial \u2014 Building Type-Safe AI Agents the FastAPI Way",
    "Quick breakdown of where each library sits:",
    "| Library | Core role | Agent loop | Type safety |",
    "| PydanticAI | Agent framework | Full support | Input + output + tools |",
    "GitHub stars: 16K+. Built by the Pydantic team, so maintenance concerns are minimal."
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "PydanticAI Practical Tutorial \u2014 Building Type-Safe AI Agents the FastAPI Way",
    "GitHub stars: 16K+. Built by the Pydantic team, so maintenance concerns are minimal."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://effloow.hashnode.dev/pydantic-ai-type-safe-agent-tutorial-2026",
   "project": "LangGraph",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "PydanticAI Practical Tutorial \u2014 Building Type-Safe AI Agents the FastAPI Way",
    "Quick breakdown of where each library sits:",
    "| Library | Core role | Agent loop | Type safety |",
    "| LangGraph | Orchestration | Graph-based | Weak |"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://effloow.hashnode.dev/pydantic-ai-type-safe-agent-tutorial-2026",
   "project": "CrewAI",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "PydanticAI Practical Tutorial \u2014 Building Type-Safe AI Agents the FastAPI Way",
    "Quick breakdown of where each library sits:",
    "| Library | Core role | Agent loop | Type safety |",
    "| CrewAI | Multi-agent teams | Role-based | Weak |"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://olud.ai/vs/letta-vs-agent-zero.html",
   "project": "Letta",
   "repository": null,
   "stars": "24.3k",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Open-Source AI \u00b7 AI agent framework",
    "Letta vs Agent Zero compared for 2026 \u2014 features, license, ease of use, performance and which one to choose.",
    "Choose **Letta** for agents that remember across sessions.",
    "| Spec | Letta | Agent Zero |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "Open-Source AI \u00b7 AI agent framework",
    "Letta vs Agent Zero compared for 2026 \u2014 features, license, ease of use, performance and which one to choose.",
    "## Letta vs Agent Zero at a glance",
    "| GitHub stars | 24.3k | \u2014 |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://olud.ai/vs/letta-vs-agent-zero.html",
   "project": "Agent Zero",
   "repository": "https://github.com/frdel/agent-zero",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Open-Source AI \u00b7 AI agent framework",
    "Letta vs Agent Zero compared for 2026 \u2014 features, license, ease of use, performance and which one to choose.",
    "Choose **Agent Zero** for a hackable personal autonomous agent.",
    "| Spec | Letta | Agent Zero |"
   ],
   "repository_evidence": [
    "Open-Source AI \u00b7 AI agent framework",
    "### ![](https://github.com/frdel.png?size=64)Agent Zero",
    "[Visit Agent Zero \u2192](https://github.com/frdel/agent-zero)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://shareuhack.com/en/posts/aws-strands-agents-sdk-indie-maker-guide-2026",
   "project": "Strands",
   "repository": null,
   "stars": "6300",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# AWS Strands Agents SDK Guide: Should Indie Makers Choose Strands, LangGraph, or CrewAI?",
    "This guide breaks down what Strands actually solves, how it fundamentally differs from LangGraph and CrewAI, and which one you should pick for your next agent project, all from an indie maker's perspective.",
    "- **GitHub Stars**: 6,300+ (per GitHub/PyPI Stats, as of May 2026)"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "Adoption numbers as of April 2026:",
    "- **GitHub Stars**: 6,300+ (per GitHub/PyPI Stats, as of May 2026)"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://arxiv.org/pdf/2603.01152v2",
   "project": "DeepResearch-R1",
   "repository": "https://github.com/Applied-Machine-Learning-Lab/SIGIR2026_DeepResearch-R1",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "DeepResearch-9K: A Challenging Benchmark Dataset of Deep-Research Agent",
    "Furthermore, we develop an open-\nsource training framework DeepResearch-R1 that supports (1)\nmulti-turn web interactions, (2) different reinforcement learning\n(RL) approaches, and (3) different reward models such as rule-based\noutcome reward and LLM-as-Judge feedback.",
    "We release the DeepResearch-9K\ndataset on https://huggingface.co/datasets/artillerywu/DeepResearch-\n9K and the code of DeepResearch-R1 on https://github.com/Applied-"
   ],
   "repository_evidence": [
    "DeepResearch-9K: A Challenging Benchmark Dataset of Deep-Research Agent",
    "We release the DeepResearch-9K\ndataset on https://huggingface.co/datasets/artillerywu/DeepResearch-\n9K and the code of DeepResearch-R1 on https://github.com/Applied-"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://arcxiv.org/abs/2402.07939",
   "project": "UFO",
   "repository": "https://github.com/microsoft/UFO",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# UFO: A UI-Focused Agent for Windows OS Interaction",
    "We introduce UFO, an innovative UI-Focused agent to fulfill user requests tailored to applications on Windows OS, harnessing the capabilities of GPT-Vision.",
    "The open-source code for UFO is available on https://github.com/microsoft/UFO."
   ],
   "repository_evidence": [
    "# UFO: A UI-Focused Agent for Windows OS Interaction",
    "The open-source code for UFO is available on https://github.com/microsoft/UFO."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/joshisa/beeai-framework",
   "project": "BeeAI Framework",
   "repository": "https://github.com/i-am-bee/beeai-framework",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# BeeAI Framework"
   ],
   "repository_evidence": [
    "# BeeAI Framework",
    "[![GitHub Repo stars](https://camo.githubusercontent.com/02b6285b956b85161d05024291f1aca3ae8736561f95e05a185f6d5d6e2f3bd9/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f492d616d2d6265652f62656561692d6672616d65776f726b)](https://github.com/i-am-bee/beeai-framework)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/valentt",
   "project": "OpenManus",
   "repository": "https://github.com/valentt/OpenManus",
   "stars": "1",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "OpenManus is an open-source initiative to replicate the capabilities of the Manus AI agent, a state-of-the-art general-purpose AI developed by Monica, which excels in autonomously executing complex\u2026"
   ],
   "repository_evidence": [
    "Python [ 1 ](/valentt/OpenManus/stargazers)"
   ],
   "stars_evidence": [
    "Python [ 1 ](/valentt/OpenManus/stargazers)"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://whatisgithub.com/vakovalskii/qwen-native-agents",
   "project": "qwen-native-agents",
   "repository": "https://github.com/vakovalskii/qwen-native-agents",
   "stars": "37",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# What is qwen-native-agents?",
    "[vakovalskii/qwen-native-agents](https://github.com/vakovalskii/qwen-native-agents) \u2014 explained in plain English"
   ],
   "repository_evidence": [
    "# What is qwen-native-agents?",
    "[vakovalskii/qwen-native-agents](https://github.com/vakovalskii/qwen-native-agents) \u2014 explained in plain English"
   ],
   "stars_evidence": [
    "# What is qwen-native-agents?"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://whatisgithub.com/vakovalskii/qwen-native-agents",
   "project": "alex-novel-platform",
   "repository": "https://whatisgithub.com/alex663028/alex-novel-platform",
   "stars": "37",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## How does it compare?",
    "| | vakovalskii/qwen-native-agents | [alex663028/alex-novel-platform](https://whatisgithub.com/alex663028/alex-novel-platform) | [gixsy95/abap_wiki](https://whatisgithub.com/gixsy95/abap_wiki) |"
   ],
   "repository_evidence": [
    "## How does it compare?",
    "| | vakovalskii/qwen-native-agents | [alex663028/alex-novel-platform](https://whatisgithub.com/alex663028/alex-novel-platform) | [gixsy95/abap_wiki](https://whatisgithub.com/gixsy95/abap_wiki) |"
   ],
   "stars_evidence": [
    "## How does it compare?",
    "| Stars | 37 | 37 | 37 |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://whatisgithub.com/vakovalskii/qwen-native-agents",
   "project": "abap_wiki",
   "repository": "https://whatisgithub.com/gixsy95/abap_wiki",
   "stars": "37",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## How does it compare?",
    "| | vakovalskii/qwen-native-agents | [alex663028/alex-novel-platform](https://whatisgithub.com/alex663028/alex-novel-platform) | [gixsy95/abap_wiki](https://whatisgithub.com/gixsy95/abap_wiki) |"
   ],
   "repository_evidence": [
    "## How does it compare?",
    "| | vakovalskii/qwen-native-agents | [alex663028/alex-novel-platform](https://whatisgithub.com/alex663028/alex-novel-platform) | [gixsy95/abap_wiki](https://whatisgithub.com/gixsy95/abap_wiki) |"
   ],
   "stars_evidence": [
    "## How does it compare?",
    "| Stars | 37 | 37 | 37 |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://whatisgithub.com/vakovalskii/qwen-native-agents",
   "project": "video-autopilot-kit",
   "repository": "https://whatisgithub.com/hao0321/video-autopilot-kit",
   "stars": "37",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## What are similar repos?",
    "- [hao0321/**video-autopilot-kit**](https://whatisgithub.com/hao0321/video-autopilot-kit) \u2605 37A configurable Python framework that automates YouTube and short-form video production using CapCut Desktop and ffmpeg, driven by an onboard"
   ],
   "repository_evidence": [
    "## What are similar repos?",
    "- [hao0321/**video-autopilot-kit**](https://whatisgithub.com/hao0321/video-autopilot-kit) \u2605 37A configurable Python framework that automates YouTube and short-form video production using CapCut Desktop and ffmpeg, driven by an onboard"
   ],
   "stars_evidence": [
    "## What are similar repos?",
    "- [hao0321/**video-autopilot-kit**](https://whatisgithub.com/hao0321/video-autopilot-kit) \u2605 37A configurable Python framework that automates YouTube and short-form video production using CapCut Desktop and ffmpeg, driven by an onboard"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://whatisgithub.com/vakovalskii/qwen-native-agents",
   "project": "rtdmd",
   "repository": "https://whatisgithub.com/harahan/rtdmd",
   "stars": "37",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## What are similar repos?",
    "- [harahan/**rtdmd**](https://whatisgithub.com/harahan/rtdmd) \u2605 37Research code that compresses slow, many-step AI image generators into fast four-step versions while using reward feedback to keep or improv"
   ],
   "repository_evidence": [
    "## What are similar repos?",
    "- [harahan/**rtdmd**](https://whatisgithub.com/harahan/rtdmd) \u2605 37Research code that compresses slow, many-step AI image generators into fast four-step versions while using reward feedback to keep or improv"
   ],
   "stars_evidence": [
    "## What are similar repos?",
    "- [harahan/**rtdmd**](https://whatisgithub.com/harahan/rtdmd) \u2605 37Research code that compresses slow, many-step AI image generators into fast four-step versions while using reward feedback to keep or improv"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://whatisgithub.com/vakovalskii/qwen-native-agents",
   "project": "ontologyautogeneration",
   "repository": "https://whatisgithub.com/liuhuanyong/ontologyautogeneration",
   "stars": "37",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## What are similar repos?",
    "- [liuhuanyong/**ontologyautogeneration**](https://whatisgithub.com/liuhuanyong/ontologyautogeneration) \u2605 37A Python pipeline that automatically builds a structured knowledge map of concepts and relationships from database schemas, documents, and l"
   ],
   "repository_evidence": [
    "## What are similar repos?",
    "- [liuhuanyong/**ontologyautogeneration**](https://whatisgithub.com/liuhuanyong/ontologyautogeneration) \u2605 37A Python pipeline that automatically builds a structured knowledge map of concepts and relationships from database schemas, documents, and l"
   ],
   "stars_evidence": [
    "## What are similar repos?",
    "- [liuhuanyong/**ontologyautogeneration**](https://whatisgithub.com/liuhuanyong/ontologyautogeneration) \u2605 37A Python pipeline that automatically builds a structured knowledge map of concepts and relationships from database schemas, documents, and l"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://decisioncrafters.com/ai-agents-frameworks-comparison-guide",
   "project": "AI Agents Frameworks",
   "repository": "https://github.com/martimfasantos/ai-agents-frameworks.git",
   "stars": "316",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "AI Agents Frameworks Comparison: The Ultimate Guide to Choosing the Right Framework for Your Project",
    "That's where the **AI Agents Frameworks** repository by Martim Santos comes in \u2013 a comprehensive, hands-on comparison that's garnering significant attention with 316+ GitHub stars."
   ],
   "repository_evidence": [
    "AI Agents Frameworks Comparison: The Ultimate Guide to Choosing the Right Framework for Your Project",
    "git clone https://github.com/martimfasantos/ai-agents-frameworks.git"
   ],
   "stars_evidence": [
    "AI Agents Frameworks Comparison: The Ultimate Guide to Choosing the Right Framework for Your Project",
    "That's where the **AI Agents Frameworks** repository by Martim Santos comes in \u2013 a comprehensive, hands-on comparison that's garnering significant attention with 316+ GitHub stars."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://7busyboss.com/skills/microsoft-semantic-kernel",
   "project": "Semantic Kernel",
   "repository": "https://github.com/microsoft",
   "stars": "22000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Semantic Kernel",
    "**Semantic Kernel** is a C# open-source ai frameworks project by microsoft."
   ],
   "repository_evidence": [
    "# Semantic Kernel",
    "[by microsoft](https://github.com/microsoft)"
   ],
   "stars_evidence": [
    "# Semantic Kernel",
    "\u2b50 22,000 stars\ud83c\udf74 0 forksC#microsoftkernelc-sharp",
    "It reached 22,000 GitHub stars and 0 forks before the repository was taken down."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://7busyboss.com/skills/microsoft-semantic-kernel",
   "project": "LlamaIndex",
   "repository": null,
   "stars": "38000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Semantic Kernel",
    "Try [LlamaIndex](/skills/run-llama-llama-index), [DSPy](/skills/stanfordnlp-dspy) or [Haystack](/skills/deepset-ai-haystack) instead, or browse all [ai frameworks tools](/skills?category=ai-frameworks).",
    "[LlamaIndex\u2b50 38,000\nData framework for LLM applications \u2014 ingest, structure, and access private or domain-specific data via RAG and indexing.](/skills/run-llama-llama-index)"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# Semantic Kernel",
    "[LlamaIndex\u2b50 38,000\nData framework for LLM applications \u2014 ingest, structure, and access private or domain-specific data via RAG and indexing.](/skills/run-llama-llama-index)"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://7busyboss.com/skills/microsoft-semantic-kernel",
   "project": "DSPy",
   "repository": null,
   "stars": "19000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Semantic Kernel",
    "Try [LlamaIndex](/skills/run-llama-llama-index), [DSPy](/skills/stanfordnlp-dspy) or [Haystack](/skills/deepset-ai-haystack) instead, or browse all [ai frameworks tools](/skills?category=ai-frameworks).",
    "[DSPy\u2b50 19,000\nFramework for programming \u2014 rather than prompting \u2014 language models. Compiles LLM pipelines into self-improving, reproducible programs.](/skills/stanfordnlp-dspy)"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# Semantic Kernel",
    "[DSPy\u2b50 19,000\nFramework for programming \u2014 rather than prompting \u2014 language models. Compiles LLM pipelines into self-improving, reproducible programs.](/skills/stanfordnlp-dspy)"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://7busyboss.com/skills/microsoft-semantic-kernel",
   "project": "Haystack",
   "repository": null,
   "stars": "17000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Semantic Kernel",
    "Try [LlamaIndex](/skills/run-llama-llama-index), [DSPy](/skills/stanfordnlp-dspy) or [Haystack](/skills/deepset-ai-haystack) instead, or browse all [ai frameworks tools](/skills?category=ai-frameworks).",
    "[Haystack\u2b50 17,000\nProduction-ready LLM framework focused on RAG pipelines. Modular components for retrieval, generation and evaluation.](/skills/deepset-ai-haystack)"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# Semantic Kernel",
    "[Haystack\u2b50 17,000\nProduction-ready LLM framework focused on RAG pipelines. Modular components for retrieval, generation and evaluation.](/skills/deepset-ai-haystack)"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://7busyboss.com/skills/microsoft-semantic-kernel",
   "project": "MemGPT (Letta)",
   "repository": null,
   "stars": "16000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Semantic Kernel",
    "[MemGPT (Letta)\u2b50 16,000\nStateful agents with long-term memory. OS-inspired hierarchical memory lets agents remember across sessions far beyond the context window.](/skills/cpacker-mem-gpt)"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# Semantic Kernel",
    "[MemGPT (Letta)\u2b50 16,000\nStateful agents with long-term memory. OS-inspired hierarchical memory lets agents remember across sessions far beyond the context window.](/skills/cpacker-mem-gpt)"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://7busyboss.com/skills/microsoft-semantic-kernel",
   "project": "Pydantic AI",
   "repository": null,
   "stars": "8000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Semantic Kernel",
    "[Pydantic AI\u2b50 8,000\nType-safe agent framework from the Pydantic team. Structured outputs, dependency injection, model-agnostic.](/skills/pydantic-pydantic-ai)"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# Semantic Kernel",
    "[Pydantic AI\u2b50 8,000\nType-safe agent framework from the Pydantic team. Structured outputs, dependency injection, model-agnostic.](/skills/pydantic-pydantic-ai)"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://pypi.org/project/letta-nightly/0.12.1.dev20251024104217",
   "project": "Letta",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Create LLM agents with long-term memory and custom tools",
    "# Letta (formerly MemGPT)"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://pypi.org/project/letta-nightly/0.12.1.dev20251024104217",
   "project": "Agent File",
   "repository": "https://github.com/letta-ai/agent-file",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Create LLM agents with long-term memory and custom tools",
    "## Saving and sharing agents with Agent File (`.af`) ([full guide](https://docs.letta.com/guides/agents/agent-file))",
    "In Letta, all agent data is persisted to disk (Postgres or SQLite), and can be easily imported and exported using the open source [Agent File](https://github.com/letta-ai/agent-file) (`.af`) file format."
   ],
   "repository_evidence": [
    "Create LLM agents with long-term memory and custom tools",
    "## Saving and sharing agents with Agent File (`.af`) ([full guide](https://docs.letta.com/guides/agents/agent-file))",
    "In Letta, all agent data is persisted to disk (Postgres or SQLite), and can be easily imported and exported using the open source [Agent File](https://github.com/letta-ai/agent-file) (`.af`) file format."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://marktechpost.com/2026/05/15/best-ai-agents-for-software-development-ranked-a-benchmark-driven-look-at-the-current-field?amp=",
   "project": "Codex CLI",
   "repository": "https://github.com/openai/codex",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "This article features the most important AI coding agents by the metrics that actually matter for production software development, while being honest about where those metrics have broken down.",
    "### **#2. [OpenAI Codex (OpenAI)](https://openai.com/codex/)**",
    "The Codex CLI (available on GitHub as [`openai/codex`](https://github.com/openai/codex)) runs a local agent loop in your terminal, using OpenAI\u2019s API for model inference."
   ],
   "repository_evidence": [
    "This article features the most important AI coding agents by the metrics that actually matter for production software development, while being honest about where those metrics have broken down.",
    "### **#2. [OpenAI Codex (OpenAI)](https://openai.com/codex/)**",
    "The Codex CLI (available on GitHub as [`openai/codex`](https://github.com/openai/codex)) runs a local agent loop in your terminal, using OpenAI\u2019s API for model inference."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://marktechpost.com/2026/05/15/best-ai-agents-for-software-development-ranked-a-benchmark-driven-look-at-the-current-field?amp=",
   "project": "OpenHands",
   "repository": "https://github.com/OpenHands/OpenHands",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "This article features the most important AI coding agents by the metrics that actually matter for production software development, while being honest about where those metrics have broken down.",
    "### **#7. [OpenHands](https://github.com/OpenHands/OpenHands) / OpenDevin (All-Hands AI)**",
    "OpenHands (formerly OpenDevin, rebranded in late 2024 under the All-Hands AI organization) is the open-source community\u2019s answer to Devin."
   ],
   "repository_evidence": [
    "This article features the most important AI coding agents by the metrics that actually matter for production software development, while being honest about where those metrics have broken down.",
    "### **#7. [OpenHands](https://github.com/OpenHands/OpenHands) / OpenDevin (All-Hands AI)**",
    "OpenHands (formerly OpenDevin, rebranded in late 2024 under the All-Hands AI organization) is the open-source community\u2019s answer to Devin."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://marktechpost.com/2026/05/15/best-ai-agents-for-software-development-ranked-a-benchmark-driven-look-at-the-current-field?amp=",
   "project": "OpenHands GitHub repository",
   "repository": "https://github.com/OpenHands/OpenHands",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Asif Razzaq is the CEO of Marktechpost Media Inc.. As a visionary entrepreneur and engineer, Asif is committed to harnessing the potential of Artificial Intelligence for social good. His most recent endeavor is the launch of an Artificial Intelligence Media Platform, Marktechpost, which stands out for its in-depth coverage of machine learning and deep learning news that is both technically sound and easily understandable by a wide audience. The platform boasts of over 2 million monthly views, illustrating its popularity among audiences.",
    "***Primary sources:** [Anthropic Claude Opus 4.7 announcement](https://www.anthropic.com/news/claude-opus-4-7) \u00b7 [AWS blog: Claude Opus 4.7 on Amazon Bedrock](https://aws.amazon.com/blogs/aws/introducing-anthropics-claude-opus-4-7-model-in-amazon-bedrock/) \u00b7 [OpenAI: Introducing GPT-5.5](https://openai.com/index/introducing-gpt-5-5/) \u00b7 [OpenAI: Why we no longer evaluate SWE-bench Verified](https://openai.com/index/why-we-no-longer-evaluate-swe-bench-verified/) \u00b7 [OpenAI: Introducing GPT-5.3-Codex](https://openai.com/index/introducing-gpt-5-3-codex/) \u00b7 [Scale AI SWE-bench Pro public leaderboard](https://labs.scale.com/leaderboard/swe_bench_pro_public) \u00b7 [SWE-bench Pro arXiv paper](https://arxiv.org/html/2509.16941v1) \u00b7 [Official SWE-bench leaderboard](https://www.swebench.com/) \u00b7 [GitHub: openai/codex](https://github.com/openai/codex) \u00b7 [Cognition: New self-serve plans for Devin](https://cognition.ai/blog/new-self-serve-plans-for-devin) \u00b7 [GitHub Blog: Copilot moving to usage-based billing](https://github.blog/news-insights/company-news/github-copilot-is-moving-to-usage-based-billing/) \u00b7 [GitHub Changelog: Claude and Codex for Copilot Business & Pro](https://github.blog/changelog/2026-02-26-claude-and-codex-now-available-for-copilot-business-pro-users/) \u00b7 [Augment Code: Auggie tops SWE-bench Pro](https://www.augmentcode.com/blog/auggie-tops-swe-bench-pro) \u00b7 [Anthropic Project Glasswing](https://www.anthropic.com/glasswing) \u00b7 [Google DeepMind Gemini 3.1 Pro model card](https://deepmind.google/models/model-cards/gemini-3-1-pro/) \u00b7 [OpenHands GitHub repository](https://github.com/OpenHands/OpenHands)*"
   ],
   "repository_evidence": [
    "Asif Razzaq is the CEO of Marktechpost Media Inc.. As a visionary entrepreneur and engineer, Asif is committed to harnessing the potential of Artificial Intelligence for social good. His most recent endeavor is the launch of an Artificial Intelligence Media Platform, Marktechpost, which stands out for its in-depth coverage of machine learning and deep learning news that is both technically sound and easily understandable by a wide audience. The platform boasts of over 2 million monthly views, illustrating its popularity among audiences.",
    "***Primary sources:** [Anthropic Claude Opus 4.7 announcement](https://www.anthropic.com/news/claude-opus-4-7) \u00b7 [AWS blog: Claude Opus 4.7 on Amazon Bedrock](https://aws.amazon.com/blogs/aws/introducing-anthropics-claude-opus-4-7-model-in-amazon-bedrock/) \u00b7 [OpenAI: Introducing GPT-5.5](https://openai.com/index/introducing-gpt-5-5/) \u00b7 [OpenAI: Why we no longer evaluate SWE-bench Verified](https://openai.com/index/why-we-no-longer-evaluate-swe-bench-verified/) \u00b7 [OpenAI: Introducing GPT-5.3-Codex](https://openai.com/index/introducing-gpt-5-3-codex/) \u00b7 [Scale AI SWE-bench Pro public leaderboard](https://labs.scale.com/leaderboard/swe_bench_pro_public) \u00b7 [SWE-bench Pro arXiv paper](https://arxiv.org/html/2509.16941v1) \u00b7 [Official SWE-bench leaderboard](https://www.swebench.com/) \u00b7 [GitHub: openai/codex](https://github.com/openai/codex) \u00b7 [Cognition: New self-serve plans for Devin](https://cognition.ai/blog/new-self-serve-plans-for-devin) \u00b7 [GitHub Blog: Copilot moving to usage-based billing](https://github.blog/news-insights/company-news/github-copilot-is-moving-to-usage-based-billing/) \u00b7 [GitHub Changelog: Claude and Codex for Copilot Business & Pro](https://github.blog/changelog/2026-02-26-claude-and-codex-now-available-for-copilot-business-pro-users/) \u00b7 [Augment Code: Auggie tops SWE-bench Pro](https://www.augmentcode.com/blog/auggie-tops-swe-bench-pro) \u00b7 [Anthropic Project Glasswing](https://www.anthropic.com/glasswing) \u00b7 [Google DeepMind Gemini 3.1 Pro model card](https://deepmind.google/models/model-cards/gemini-3-1-pro/) \u00b7 [OpenHands GitHub repository](https://github.com/OpenHands/OpenHands)*"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/PathOnAI/awesome-ai-agents",
   "project": "Awesome AI Agents",
   "repository": "https://github.com/e2b-dev/awesome-ai-agents",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Awesome AI Agents",
    "| Awesome AI Agents | e2b-dev/awesome-ai-agents |",
    "1.2 Open Source Projects | Project | Link |"
   ],
   "repository_evidence": [
    "| Awesome AI Agents | e2b-dev/awesome-ai-agents |",
    "1.2 Open Source Projects | Project | Link |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/PathOnAI/awesome-ai-agents",
   "project": "Open Interpreter",
   "repository": "https://github.com/OpenInterpreter/open-interpreter",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Open Interpreter",
    "| Open Interpreter | OpenInterpreter/open-interpreter |",
    "1.2 Open Source Projects | Project | Link |"
   ],
   "repository_evidence": [
    "| Open Interpreter | OpenInterpreter/open-interpreter |",
    "1.2 Open Source Projects | Project | Link |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/PathOnAI/awesome-ai-agents",
   "project": "Adala",
   "repository": "https://github.com/HumanSignal/Adala",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Adala",
    "| Adala | HumanSignal/Adala |",
    "1.2 Open Source Projects | Project | Link |"
   ],
   "repository_evidence": [
    "| Adala | HumanSignal/Adala |",
    "1.2 Open Source Projects | Project | Link |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/PathOnAI/awesome-ai-agents",
   "project": "SuperAGI",
   "repository": "https://github.com/TransformerOptimus/SuperAGI",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "SuperAGI",
    "| SuperAGI | TransformerOptimus/SuperAGI |",
    "2. Agent Framework | Framework | Link |"
   ],
   "repository_evidence": [
    "| SuperAGI | TransformerOptimus/SuperAGI |",
    "2. Agent Framework | Framework | Link |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/PathOnAI/awesome-ai-agents",
   "project": "GolemCore Bot",
   "repository": "https://github.com/alexk-dev/golemcore-bot",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "GolemCore Bot",
    "| GolemCore Bot | alexk-dev/golemcore-bot |",
    "2. Agent Framework | Framework | Link |"
   ],
   "repository_evidence": [
    "| GolemCore Bot | alexk-dev/golemcore-bot |",
    "2. Agent Framework | Framework | Link |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/PathOnAI/awesome-ai-agents",
   "project": "Agent Protocol",
   "repository": "https://github.com/AI-Engineer-Foundation/agent-protocol",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Agent Protocol",
    "| Agent Protocol | AI-Engineer-Foundation/agent-protocol |",
    "2.1 Multi Agent Framework | Project | Link |"
   ],
   "repository_evidence": [
    "| Agent Protocol | AI-Engineer-Foundation/agent-protocol |",
    "2.1 Multi Agent Framework | Project | Link |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/PathOnAI/awesome-ai-agents",
   "project": "AutoGen",
   "repository": "https://github.com/microsoft/autogen",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "AutoGen",
    "| AutoGen | microsoft/autogen |",
    "2.1 Multi Agent Framework | Project | Link |"
   ],
   "repository_evidence": [
    "| AutoGen | microsoft/autogen |",
    "2.1 Multi Agent Framework | Project | Link |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/PathOnAI/awesome-ai-agents",
   "project": "MetaGPT",
   "repository": "https://github.com/geekan/MetaGPT",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "MetaGPT",
    "| MetaGPT | geekan/MetaGPT |",
    "2.1 Multi Agent Framework | Project | Link |"
   ],
   "repository_evidence": [
    "| MetaGPT | geekan/MetaGPT |",
    "2.1 Multi Agent Framework | Project | Link |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/PathOnAI/awesome-ai-agents",
   "project": "CrewAI",
   "repository": "https://github.com/joaomdmoura/crewAI",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "CrewAI",
    "| CrewAI | joaomdmoura/crewAI |",
    "2.1 Multi Agent Framework | Project | Link |"
   ],
   "repository_evidence": [
    "| CrewAI | joaomdmoura/crewAI |",
    "2.1 Multi Agent Framework | Project | Link |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/PathOnAI/awesome-ai-agents",
   "project": "LangGraph",
   "repository": "https://github.com/langchain-ai/langgraph",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "LangGraph",
    "| LangGraph | langchain-ai/langgraph |",
    "2.1 Multi Agent Framework | Project | Link |"
   ],
   "repository_evidence": [
    "| LangGraph | langchain-ai/langgraph |",
    "2.1 Multi Agent Framework | Project | Link |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/PathOnAI/awesome-ai-agents",
   "project": "Giselle",
   "repository": "https://github.com/giselles-ai/giselle",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Giselle",
    "| Giselle | giselles-ai/giselle |",
    "2.1 Multi Agent Framework | Project | Link |"
   ],
   "repository_evidence": [
    "| Giselle | giselles-ai/giselle |",
    "2.1 Multi Agent Framework | Project | Link |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/PathOnAI/awesome-ai-agents",
   "project": "AgentLite",
   "repository": "https://github.com/SalesforceAIResearch/AgentLite",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "AgentLite",
    "| AgentLite | SalesforceAIResearch/AgentLite |",
    "2.1 Multi Agent Framework | Project | Link |"
   ],
   "repository_evidence": [
    "| AgentLite | SalesforceAIResearch/AgentLite |",
    "2.1 Multi Agent Framework | Project | Link |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/PathOnAI/awesome-ai-agents",
   "project": "LiteMultiAgent",
   "repository": "https://github.com/PathOnAI/LiteMultiAgent",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "LiteMultiAgent",
    "| LiteMultiAgent | PathOnAI/LiteMultiAgent |",
    "2.1 Multi Agent Framework | Project | Link |"
   ],
   "repository_evidence": [
    "| LiteMultiAgent | PathOnAI/LiteMultiAgent |",
    "2.1 Multi Agent Framework | Project | Link |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/PathOnAI/awesome-ai-agents",
   "project": "LaVague",
   "repository": "https://github.com/lavague-ai/LaVague",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "LaVague",
    "| LaVague | lavague-ai/LaVague |",
    "4. Web Browsing Agents 4.1 Open Source Web Browsing Agents | Agent | Link |"
   ],
   "repository_evidence": [
    "| LaVague | lavague-ai/LaVague |",
    "4. Web Browsing Agents 4.1 Open Source Web Browsing Agents | Agent | Link |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/PathOnAI/awesome-ai-agents",
   "project": "OpenAdapt",
   "repository": "https://github.com/OpenAdaptAI/OpenAdapt",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "OpenAdapt",
    "| OpenAdapt | OpenAdaptAI/OpenAdapt |",
    "4. Web Browsing Agents 4.1 Open Source Web Browsing Agents | Agent | Link |"
   ],
   "repository_evidence": [
    "| OpenAdapt | OpenAdaptAI/OpenAdapt |",
    "4. Web Browsing Agents 4.1 Open Source Web Browsing Agents | Agent | Link |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/PathOnAI/awesome-ai-agents",
   "project": "AI-Employee",
   "repository": "https://github.com/vignshwarar/AI-Employe",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "AI-Employee",
    "| AI-Employee | vignshwarar/AI-Employe |",
    "4. Web Browsing Agents 4.1 Open Source Web Browsing Agents | Agent | Link |"
   ],
   "repository_evidence": [
    "| AI-Employee | vignshwarar/AI-Employe |",
    "4. Web Browsing Agents 4.1 Open Source Web Browsing Agents | Agent | Link |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/PathOnAI/awesome-ai-agents",
   "project": "BrowserPilot",
   "repository": "https://github.com/handrew/browserpilot",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "BrowserPilot",
    "| BrowserPilot | handrew/browserpilot |",
    "4. Web Browsing Agents 4.1 Open Source Web Browsing Agents | Agent | Link |"
   ],
   "repository_evidence": [
    "| BrowserPilot | handrew/browserpilot |",
    "4. Web Browsing Agents 4.1 Open Source Web Browsing Agents | Agent | Link |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/PathOnAI/awesome-ai-agents",
   "project": "Browser-Use",
   "repository": "https://github.com/browser-use/browser-use",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Browser-Use",
    "| Browser-Use | browser-use/browser-use |",
    "4. Web Browsing Agents 4.1 Open Source Web Browsing Agents | Agent | Link |"
   ],
   "repository_evidence": [
    "| Browser-Use | browser-use/browser-use |",
    "4. Web Browsing Agents 4.1 Open Source Web Browsing Agents | Agent | Link |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/PathOnAI/awesome-ai-agents",
   "project": "LiteWebAgent",
   "repository": "https://github.com/PathOnAIOrg/LiteWebAgent",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "LiteWebAgent",
    "| LiteWebAgent | PathOnAIOrg/LiteWebAgent |",
    "4. Web Browsing Agents 4.1 Open Source Web Browsing Agents | Agent | Link |"
   ],
   "repository_evidence": [
    "| LiteWebAgent | PathOnAIOrg/LiteWebAgent |",
    "4. Web Browsing Agents 4.1 Open Source Web Browsing Agents | Agent | Link |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/PathOnAI/awesome-ai-agents",
   "project": "BrowserGym",
   "repository": "https://github.com/ServiceNow/BrowserGym",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "BrowserGym",
    "| BrowserGym | ServiceNow/BrowserGym |",
    "4.2 Research Oriented Web Browsing Framework | Project | Link |"
   ],
   "repository_evidence": [
    "| BrowserGym | ServiceNow/BrowserGym |",
    "4.2 Research Oriented Web Browsing Framework | Project | Link |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/PathOnAI/awesome-ai-agents",
   "project": "Search Agents",
   "repository": "https://github.com/kohjingyu/search-agents",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Search Agents",
    "| Search Agents | kohjingyu/search-agents |",
    "4.3 Tree Search + Web Agents | Project | Link |"
   ],
   "repository_evidence": [
    "| Search Agents | kohjingyu/search-agents |",
    "4.3 Tree Search + Web Agents | Project | Link |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/PathOnAI/awesome-ai-agents",
   "project": "VisualTreeSearch",
   "repository": "https://github.com/PathOnAI/VisualTreeSearch-Demo",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "VisualTreeSearch",
    "| VisualTreeSearch | PathOnAI/VisualTreeSearch-Demo |",
    "4.3 Tree Search + Web Agents | Project | Link |"
   ],
   "repository_evidence": [
    "| VisualTreeSearch | PathOnAI/VisualTreeSearch-Demo |",
    "4.3 Tree Search + Web Agents | Project | Link |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/PathOnAI/awesome-ai-agents",
   "project": "Self-Operating Computer",
   "repository": "https://github.com/OthersideAI/self-operating-computer",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Self-Operating Computer",
    "| Mouse Control | Self-Operating Computer | OthersideAI/self-operating-computer |",
    "5. Computer Use Agents (CUA) | Type | Project | Link |"
   ],
   "repository_evidence": [
    "| Mouse Control | Self-Operating Computer | OthersideAI/self-operating-computer |",
    "5. Computer Use Agents (CUA) | Type | Project | Link |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/PathOnAI/awesome-ai-agents",
   "project": "AIOS",
   "repository": "https://github.com/agiresearch/AIOS",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "AIOS",
    "| AIOS | agiresearch/AIOS |",
    "7. OS | Project | Link |"
   ],
   "repository_evidence": [
    "| AIOS | agiresearch/AIOS |",
    "7. OS | Project | Link |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/PathOnAI/awesome-ai-agents",
   "project": "Phidata",
   "repository": "https://github.com/phidatahq/phidata",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Phidata",
    "| Phidata | phidatahq/phidata |",
    "7. OS | Project | Link |"
   ],
   "repository_evidence": [
    "| Phidata | phidatahq/phidata |",
    "7. OS | Project | Link |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/PathOnAI/awesome-ai-agents",
   "project": "MemGPT",
   "repository": "https://github.com/cpacker/MemGPT",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "MemGPT",
    "| MemGPT | cpacker/MemGPT |",
    "7. OS | Project | Link |"
   ],
   "repository_evidence": [
    "| MemGPT | cpacker/MemGPT |",
    "7. OS | Project | Link |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/PathOnAI/awesome-ai-agents",
   "project": "GPT Pilot",
   "repository": "https://github.com/Pythagora-io/gpt-pilot",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "GPT Pilot",
    "| GPT Pilot | Pythagora-io/gpt-pilot |",
    "8. AI Developer: coding agent | Project | Link |"
   ],
   "repository_evidence": [
    "| GPT Pilot | Pythagora-io/gpt-pilot |",
    "8. AI Developer: coding agent | Project | Link |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/PathOnAI/awesome-ai-agents",
   "project": "OpenDevin",
   "repository": "https://github.com/OpenDevin/OpenDevin",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "OpenDevin",
    "| OpenDevin | OpenDevin/OpenDevin |",
    "8. AI Developer: coding agent | Project | Link |"
   ],
   "repository_evidence": [
    "| OpenDevin | OpenDevin/OpenDevin |",
    "8. AI Developer: coding agent | Project | Link |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/PathOnAI/awesome-ai-agents",
   "project": "SWE-bench",
   "repository": "https://github.com/princeton-nlp/SWE-bench",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "SWE-bench",
    "| SWE-bench | princeton-nlp/SWE-bench |",
    "8. AI Developer: coding agent | Project | Link |"
   ],
   "repository_evidence": [
    "| SWE-bench | princeton-nlp/SWE-bench |",
    "8. AI Developer: coding agent | Project | Link |"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://arxiv.org/html/2510.14240v2",
   "project": "LiveResearchBench",
   "repository": "https://github.com/SalesforceAIResearch/LiveResearchBench",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# LiveResearchBench: A Live Benchmark for User-Centric Deep Research in the Wild",
    "[github.com/SalesforceAIResearch/LiveResearchBench](https://github.com/SalesforceAIResearch/LiveResearchBench)"
   ],
   "repository_evidence": [
    "# LiveResearchBench: A Live Benchmark for User-Centric Deep Research in the Wild",
    "[github.com/SalesforceAIResearch/LiveResearchBench](https://github.com/SalesforceAIResearch/LiveResearchBench)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://pypi.org/project/composio-julep/0.3.5",
   "project": "Composio SDK",
   "repository": "https://github.com/SamparkAI/composio_sdk",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Project description",
    "- [ Homepage](https://github.com/SamparkAI/composio_sdk)"
   ],
   "repository_evidence": [
    "Project description",
    "- [ Homepage](https://github.com/SamparkAI/composio_sdk)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://pypi.org/project/composio-julep/0.3.5",
   "project": "Julep",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Use Composio to get an array of tools with your Julep wokflow.",
    "Streamline the integration of Composio within the Julep agentic framework to enhance the interaction capabilities of Julep agents with external applications, significantly extending their operational range and efficiency."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://pooyagolchian.com/blog/nvidia-nemotron-openmanus-ai-agents-2026",
   "project": "OpenManus",
   "repository": null,
   "stars": "72000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "The AI agent market hit $31.4 billion in Q1 2026.",
    "One month later, OpenManus dropped and reached 72,000 GitHub stars by March 2026, growing 3,314% in twelve months.",
    "# NVIDIA Nemotron + OpenManus: $31.4B Agent Market and the Open Source Disruption"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "The AI agent market hit $31.4 billion in Q1 2026.",
    "One month later, OpenManus dropped and reached 72,000 GitHub stars by March 2026, growing 3,314% in twelve months.",
    "# NVIDIA Nemotron + OpenManus: $31.4B Agent Market and the Open Source Disruption"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://gitwtfhub.com/vakovalskii/qwen-native-agents",
   "project": "qwen-native-agents",
   "repository": "https://github.com/vakovalskii/qwen-native-agents",
   "stars": "37",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# wtf is qwen-native-agents?",
    "[vakovalskii/qwen-native-agents](https://github.com/vakovalskii/qwen-native-agents) \u2014 explained in plain English"
   ],
   "repository_evidence": [
    "# wtf is qwen-native-agents?",
    "[vakovalskii/qwen-native-agents](https://github.com/vakovalskii/qwen-native-agents) \u2014 explained in plain English"
   ],
   "stars_evidence": [
    "# wtf is qwen-native-agents?",
    "\u2605 **37**PythonAudience \u00b7 **developer**Complexity \u00b7 **2/5**Setup \u00b7 easy"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://gitwtfhub.com/vakovalskii/qwen-native-agents",
   "project": "alex-novel-platform",
   "repository": "https://gitwtfhub.com/alex663028/alex-novel-platform",
   "stars": "37",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Other repos in this lane",
    "- [alex663028/**alex-novel-platform**](https://gitwtfhub.com/alex663028/alex-novel-platform) \u2605 37An open source engine that keeps long, AI-generated stories consistent by tracking characters, plot threads, and story state across hundreds"
   ],
   "repository_evidence": [
    "# Other repos in this lane",
    "- [alex663028/**alex-novel-platform**](https://gitwtfhub.com/alex663028/alex-novel-platform) \u2605 37An open source engine that keeps long, AI-generated stories consistent by tracking characters, plot threads, and story state across hundreds"
   ],
   "stars_evidence": [
    "# Other repos in this lane",
    "- [alex663028/**alex-novel-platform**](https://gitwtfhub.com/alex663028/alex-novel-platform) \u2605 37An open source engine that keeps long, AI-generated stories consistent by tracking characters, plot threads, and story state across hundreds"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://gitwtfhub.com/vakovalskii/qwen-native-agents",
   "project": "abap_wiki",
   "repository": "https://gitwtfhub.com/gixsy95/abap_wiki",
   "stars": "37",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Other repos in this lane",
    "- [gixsy95/**abap_wiki**](https://gitwtfhub.com/gixsy95/abap_wiki) \u2605 37A local agent driven tool that turns a company's SAP S/4HANA system into a verified, citable Markdown knowledge base for humans and AI agent"
   ],
   "repository_evidence": [
    "# Other repos in this lane",
    "- [gixsy95/**abap_wiki**](https://gitwtfhub.com/gixsy95/abap_wiki) \u2605 37A local agent driven tool that turns a company's SAP S/4HANA system into a verified, citable Markdown knowledge base for humans and AI agent"
   ],
   "stars_evidence": [
    "# Other repos in this lane",
    "- [gixsy95/**abap_wiki**](https://gitwtfhub.com/gixsy95/abap_wiki) \u2605 37A local agent driven tool that turns a company's SAP S/4HANA system into a verified, citable Markdown knowledge base for humans and AI agent"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://gitwtfhub.com/vakovalskii/qwen-native-agents",
   "project": "video-autopilot-kit",
   "repository": "https://gitwtfhub.com/hao0321/video-autopilot-kit",
   "stars": "37",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Other repos in this lane",
    "- [hao0321/**video-autopilot-kit**](https://gitwtfhub.com/hao0321/video-autopilot-kit) \u2605 37A configurable Python framework that automates YouTube and short-form video production using CapCut Desktop and ffmpeg, driven by an onboard"
   ],
   "repository_evidence": [
    "# Other repos in this lane",
    "- [hao0321/**video-autopilot-kit**](https://gitwtfhub.com/hao0321/video-autopilot-kit) \u2605 37A configurable Python framework that automates YouTube and short-form video production using CapCut Desktop and ffmpeg, driven by an onboard"
   ],
   "stars_evidence": [
    "# Other repos in this lane",
    "- [hao0321/**video-autopilot-kit**](https://gitwtfhub.com/hao0321/video-autopilot-kit) \u2605 37A configurable Python framework that automates YouTube and short-form video production using CapCut Desktop and ffmpeg, driven by an onboard"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://gitwtfhub.com/vakovalskii/qwen-native-agents",
   "project": "rtdmd",
   "repository": "https://gitwtfhub.com/harahan/rtdmd",
   "stars": "37",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Other repos in this lane",
    "- [harahan/**rtdmd**](https://gitwtfhub.com/harahan/rtdmd) \u2605 37Research code that compresses slow, many-step AI image generators into fast four-step versions while using reward feedback to keep or improv"
   ],
   "repository_evidence": [
    "# Other repos in this lane",
    "- [harahan/**rtdmd**](https://gitwtfhub.com/harahan/rtdmd) \u2605 37Research code that compresses slow, many-step AI image generators into fast four-step versions while using reward feedback to keep or improv"
   ],
   "stars_evidence": [
    "# Other repos in this lane",
    "- [harahan/**rtdmd**](https://gitwtfhub.com/harahan/rtdmd) \u2605 37Research code that compresses slow, many-step AI image generators into fast four-step versions while using reward feedback to keep or improv"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://gitwtfhub.com/vakovalskii/qwen-native-agents",
   "project": "ontologyautogeneration",
   "repository": "https://gitwtfhub.com/liuhuanyong/ontologyautogeneration",
   "stars": "37",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Other repos in this lane",
    "- [liuhuanyong/**ontologyautogeneration**](https://gitwtfhub.com/liuhuanyong/ontologyautogeneration) \u2605 37A Python pipeline that automatically builds a structured knowledge map of concepts and relationships from database schemas, documents, and l"
   ],
   "repository_evidence": [
    "# Other repos in this lane",
    "- [liuhuanyong/**ontologyautogeneration**](https://gitwtfhub.com/liuhuanyong/ontologyautogeneration) \u2605 37A Python pipeline that automatically builds a structured knowledge map of concepts and relationships from database schemas, documents, and l"
   ],
   "stars_evidence": [
    "# Other repos in this lane",
    "- [liuhuanyong/**ontologyautogeneration**](https://gitwtfhub.com/liuhuanyong/ontologyautogeneration) \u2605 37A Python pipeline that automatically builds a structured knowledge map of concepts and relationships from database schemas, documents, and l"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://hvtracker.net/compare/openai-agents-sdk-js-vs-strands-agents",
   "project": "OpenAI Agents SDK (JS)",
   "repository": "openai/openai-agents-js",
   "stars": "3.6k",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# OpenAI Agents SDK (JS) vs Strands Agents",
    "An independent, evidence-based trust comparison of OpenAI Agents SDK (JS) and Strands Agents, two Agent Frameworks projects in the HVTracker registry. Scores come from public, checkable signals \u2014 supply-chain provenance, OSSF Scorecard, maintenance, and adoption \u2014 not popularity.",
    "| Signal | [OpenAI Agents SDK (JS)](/agents/openai-agents-sdk-js/)openai/openai-agents-js | [Strands Agents](/agents/strands-agents/)strands-agents/harness-sdk |"
   ],
   "repository_evidence": [
    "# OpenAI Agents SDK (JS) vs Strands Agents",
    "An independent, evidence-based trust comparison of OpenAI Agents SDK (JS) and Strands Agents, two Agent Frameworks projects in the HVTracker registry. Scores come from public, checkable signals \u2014 supply-chain provenance, OSSF Scorecard, maintenance, and adoption \u2014 not popularity.",
    "| Signal | [OpenAI Agents SDK (JS)](/agents/openai-agents-sdk-js/)openai/openai-agents-js | [Strands Agents](/agents/strands-agents/)strands-agents/harness-sdk |"
   ],
   "stars_evidence": [
    "# OpenAI Agents SDK (JS) vs Strands Agents",
    "An independent, evidence-based trust comparison of OpenAI Agents SDK (JS) and Strands Agents, two Agent Frameworks projects in the HVTracker registry. Scores come from public, checkable signals \u2014 supply-chain provenance, OSSF Scorecard, maintenance, and adoption \u2014 not popularity.",
    "| Signal | [OpenAI Agents SDK (JS)](/agents/openai-agents-sdk-js/)openai/openai-agents-js | [Strands Agents](/agents/strands-agents/)strands-agents/harness-sdk |",
    "| GitHub stars | 3.6k | 6.9k |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://hvtracker.net/compare/openai-agents-sdk-js-vs-strands-agents",
   "project": "Strands Agents",
   "repository": "strands-agents/harness-sdk",
   "stars": "6.9k",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# OpenAI Agents SDK (JS) vs Strands Agents",
    "An independent, evidence-based trust comparison of OpenAI Agents SDK (JS) and Strands Agents, two Agent Frameworks projects in the HVTracker registry. Scores come from public, checkable signals \u2014 supply-chain provenance, OSSF Scorecard, maintenance, and adoption \u2014 not popularity.",
    "**Strands Agents** leads on trust \u2014 91.6/100 (Grade A) vs 89.2/100 (Grade A), a 2.4-point gap. Full breakdown below.",
    "| Signal | [OpenAI Agents SDK (JS)](/agents/openai-agents-sdk-js/)openai/openai-agents-js | [Strands Agents](/agents/strands-agents/)strands-agents/harness-sdk |"
   ],
   "repository_evidence": [
    "# OpenAI Agents SDK (JS) vs Strands Agents",
    "An independent, evidence-based trust comparison of OpenAI Agents SDK (JS) and Strands Agents, two Agent Frameworks projects in the HVTracker registry. Scores come from public, checkable signals \u2014 supply-chain provenance, OSSF Scorecard, maintenance, and adoption \u2014 not popularity.",
    "| Signal | [OpenAI Agents SDK (JS)](/agents/openai-agents-sdk-js/)openai/openai-agents-js | [Strands Agents](/agents/strands-agents/)strands-agents/harness-sdk |"
   ],
   "stars_evidence": [
    "# OpenAI Agents SDK (JS) vs Strands Agents",
    "An independent, evidence-based trust comparison of OpenAI Agents SDK (JS) and Strands Agents, two Agent Frameworks projects in the HVTracker registry. Scores come from public, checkable signals \u2014 supply-chain provenance, OSSF Scorecard, maintenance, and adoption \u2014 not popularity.",
    "| Signal | [OpenAI Agents SDK (JS)](/agents/openai-agents-sdk-js/)openai/openai-agents-js | [Strands Agents](/agents/strands-agents/)strands-agents/harness-sdk |",
    "| GitHub stars | 3.6k | 6.9k |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/dattgoswami/cl-agent",
   "project": "SOAR",
   "repository": "https://github.com/flowersteam/SOAR",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "### External research and tools the v2 layer draws on",
    "**SOAR** \u2014 the LLM-guided sample-refine-search framework for ARC tasks."
   ],
   "repository_evidence": [
    "### External research and tools the v2 layer draws on",
    "- Reference implementation: [https://github.com/flowersteam/SOAR](https://github.com/flowersteam/SOAR)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/dattgoswami/cl-agent",
   "project": "MLX-LM",
   "repository": "https://github.com/ml-explore/mlx-lm",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "### External research and tools the v2 layer draws on",
    "**MLX-LM** \u2014 primary local trainer target for Apple Silicon."
   ],
   "repository_evidence": [
    "### External research and tools the v2 layer draws on",
    "- [https://github.com/ml-explore/mlx-lm](https://github.com/ml-explore/mlx-lm)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://changegamer.ai/resources/computer-use-browser-automation",
   "project": "Playwright",
   "repository": "github.com/microsoft/playwright",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Computer Use and Browser Automation for Agents",
    "## Layer 2: open browser/OS automation harnesses",
    "Playwright (github.com/microsoft/playwright) is the dominant open-source cross-browser automation library (Chromium, Firefox, WebKit)."
   ],
   "repository_evidence": [
    "Computer Use and Browser Automation for Agents",
    "## Layer 2: open browser/OS automation harnesses",
    "Playwright (github.com/microsoft/playwright) is the dominant open-source cross-browser automation library (Chromium, Firefox, WebKit)."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://changegamer.ai/resources/computer-use-browser-automation",
   "project": "Playwright MCP server",
   "repository": "github.com/microsoft/playwright-mcp",
   "stars": "34k+",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Computer Use and Browser Automation for Agents",
    "## Layer 2: open browser/OS automation harnesses",
    "The official Playwright MCP server (github.com/microsoft/playwright-mcp, Apache-2.0, 34k+ stars, actively maintained) exposes browser control as MCP tools."
   ],
   "repository_evidence": [
    "Computer Use and Browser Automation for Agents",
    "## Layer 2: open browser/OS automation harnesses",
    "The official Playwright MCP server (github.com/microsoft/playwright-mcp, Apache-2.0, 34k+ stars, actively maintained) exposes browser control as MCP tools."
   ],
   "stars_evidence": [
    "Computer Use and Browser Automation for Agents",
    "## Layer 2: open browser/OS automation harnesses",
    "The official Playwright MCP server (github.com/microsoft/playwright-mcp, Apache-2.0, 34k+ stars, actively maintained) exposes browser control as MCP tools."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://changegamer.ai/resources/computer-use-browser-automation",
   "project": "browser-use",
   "repository": "github.com/browser-use/browser-use",
   "stars": "100k+",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Computer Use and Browser Automation for Agents",
    "## Layer 2: open browser/OS automation harnesses",
    "browser-use (github.com/browser-use/browser-use, Python, MIT, 100k+ stars as of June 2026) is a Python library that connects any LLM to a real browser using a combination of screenshots and accessibility information."
   ],
   "repository_evidence": [
    "Computer Use and Browser Automation for Agents",
    "## Layer 2: open browser/OS automation harnesses",
    "browser-use (github.com/browser-use/browser-use, Python, MIT, 100k+ stars as of June 2026) is a Python library that connects any LLM to a real browser using a combination of screenshots and accessibility information."
   ],
   "stars_evidence": [
    "Computer Use and Browser Automation for Agents",
    "## Layer 2: open browser/OS automation harnesses",
    "browser-use (github.com/browser-use/browser-use, Python, MIT, 100k+ stars as of June 2026) is a Python library that connects any LLM to a real browser using a combination of screenshots and accessibility information."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://changegamer.ai/resources/computer-use-browser-automation",
   "project": "Stagehand",
   "repository": "github.com/browserbase/stagehand",
   "stars": "23k+",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Computer Use and Browser Automation for Agents",
    "## Layer 2: open browser/OS automation harnesses",
    "Stagehand (github.com/browserbase/stagehand, TypeScript, MIT, 23k+ stars) is an open-source SDK by Browserbase that adds AI natural-language control on top of browser automation."
   ],
   "repository_evidence": [
    "Computer Use and Browser Automation for Agents",
    "## Layer 2: open browser/OS automation harnesses",
    "Stagehand (github.com/browserbase/stagehand, TypeScript, MIT, 23k+ stars) is an open-source SDK by Browserbase that adds AI natural-language control on top of browser automation."
   ],
   "stars_evidence": [
    "Computer Use and Browser Automation for Agents",
    "## Layer 2: open browser/OS automation harnesses",
    "Stagehand (github.com/browserbase/stagehand, TypeScript, MIT, 23k+ stars) is an open-source SDK by Browserbase that adds AI natural-language control on top of browser automation."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://changegamer.ai/resources/computer-use-browser-automation",
   "project": "Skyvern",
   "repository": "github.com/Skyvern-AI/skyvern",
   "stars": "21.9k",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Computer Use and Browser Automation for Agents",
    "## Layer 2: open browser/OS automation harnesses",
    "Skyvern (github.com/Skyvern-AI/skyvern, Python, AGPL-3.0, 21.9k stars) automates browser workflows using vision LLMs and computer vision rather than DOM selectors or XPath."
   ],
   "repository_evidence": [
    "Computer Use and Browser Automation for Agents",
    "## Layer 2: open browser/OS automation harnesses",
    "Skyvern (github.com/Skyvern-AI/skyvern, Python, AGPL-3.0, 21.9k stars) automates browser workflows using vision LLMs and computer vision rather than DOM selectors or XPath."
   ],
   "stars_evidence": [
    "Computer Use and Browser Automation for Agents",
    "## Layer 2: open browser/OS automation harnesses",
    "Skyvern (github.com/Skyvern-AI/skyvern, Python, AGPL-3.0, 21.9k stars) automates browser workflows using vision LLMs and computer vision rather than DOM selectors or XPath."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://changegamer.ai/resources/computer-use-browser-automation",
   "project": "Puppeteer",
   "repository": "github.com/puppeteer/puppeteer",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Computer Use and Browser Automation for Agents",
    "## Layer 2: open browser/OS automation harnesses",
    "Selenium (selenium.dev) and Puppeteer (github.com/puppeteer/puppeteer) are established browser automation libraries predating the AI era."
   ],
   "repository_evidence": [
    "Computer Use and Browser Automation for Agents",
    "## Layer 2: open browser/OS automation harnesses",
    "Selenium (selenium.dev) and Puppeteer (github.com/puppeteer/puppeteer) are established browser automation libraries predating the AI era."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://reddit.com/r/LocalLLaMA/comments/1igzegf/any_open_source_projects_similar_to_open_ais_new",
   "project": "node-DeepResearch",
   "repository": "https://github.com/jina-ai/node-DeepResearch",
   "stars": null,
   "category": "agent application",
   "description": "deep research tool",
   "license": null,
   "project_evidence": [
    "Open AI's deep research genuinely seems like a really cool use for AI. I'm curious if there are any tools that try to do something similar that I can run locally, that offer a similar user experience.",
    "And here is another project: https://github.com/jina-ai/node-DeepResearch"
   ],
   "repository_evidence": [
    "Open AI's deep research genuinely seems like a really cool use for AI. I'm curious if there are any tools that try to do something similar that I can run locally, that offer a similar user experience.",
    "And here is another project: https://github.com/jina-ai/node-DeepResearch"
   ],
   "stars_evidence": null,
   "category_evidence": [
    "Open AI's deep research genuinely seems like a really cool use for AI. I'm curious if there are any tools that try to do something similar that I can run locally, that offer a similar user experience.",
    "And here is another project: https://github.com/jina-ai/node-DeepResearch"
   ],
   "description_evidence": [
    "Open AI's deep research genuinely seems like a really cool use for AI. I'm curious if there are any tools that try to do something similar that I can run locally, that offer a similar user experience.",
    "And here is another project: https://github.com/jina-ai/node-DeepResearch"
   ],
   "license_evidence": null
  },
  {
   "url": "https://reddit.com/r/LocalLLaMA/comments/1igzegf/any_open_source_projects_similar_to_open_ais_new",
   "project": "open-deep-research",
   "repository": "https://github.com/nickscamara/open-deep-research",
   "stars": null,
   "category": "agent application",
   "description": "open-source deep research",
   "license": null,
   "project_evidence": [
    "Open AI's deep research genuinely seems like a really cool use for AI. I'm curious if there are any tools that try to do something similar that I can run locally, that offer a similar user experience.",
    "Saw this launched today (not affiliated) https://github.com/nickscamara/open-deep-research"
   ],
   "repository_evidence": [
    "Open AI's deep research genuinely seems like a really cool use for AI. I'm curious if there are any tools that try to do something similar that I can run locally, that offer a similar user experience.",
    "Saw this launched today (not affiliated) https://github.com/nickscamara/open-deep-research"
   ],
   "stars_evidence": null,
   "category_evidence": [
    "Open AI's deep research genuinely seems like a really cool use for AI. I'm curious if there are any tools that try to do something similar that I can run locally, that offer a similar user experience.",
    "Saw this launched today (not affiliated) https://github.com/nickscamara/open-deep-research"
   ],
   "description_evidence": [
    "Open AI's deep research genuinely seems like a really cool use for AI. I'm curious if there are any tools that try to do something similar that I can run locally, that offer a similar user experience.",
    "Saw this launched today (not affiliated) https://github.com/nickscamara/open-deep-research"
   ],
   "license_evidence": null
  },
  {
   "url": "https://reddit.com/r/LocalLLaMA/comments/1igzegf/any_open_source_projects_similar_to_open_ais_new",
   "project": "GPT Researcher",
   "repository": "https://github.com/assafelovic/gpt-researcher",
   "stars": null,
   "category": "agent application",
   "description": "the best open-source deep researcher out there that you can run completely locally",
   "license": null,
   "project_evidence": [
    "Open AI's deep research genuinely seems like a really cool use for AI. I'm curious if there are any tools that try to do something similar that I can run locally, that offer a similar user experience.",
    "Probably, GPT Researcher is the best open-source deep researcher out there that you can run completely locally."
   ],
   "repository_evidence": [
    "Open AI's deep research genuinely seems like a really cool use for AI. I'm curious if there are any tools that try to do something similar that I can run locally, that offer a similar user experience.",
    "I haven't tried OpenAI's version but [https://github.com/assafelovic/gpt-researcher](https://github.com/assafelovic/gpt-researcher) has been around for a long while, has a lot of community interest, and is still being updated"
   ],
   "stars_evidence": null,
   "category_evidence": [
    "Open AI's deep research genuinely seems like a really cool use for AI. I'm curious if there are any tools that try to do something similar that I can run locally, that offer a similar user experience.",
    "Probably, GPT Researcher is the best open-source deep researcher out there that you can run completely locally."
   ],
   "description_evidence": [
    "Open AI's deep research genuinely seems like a really cool use for AI. I'm curious if there are any tools that try to do something similar that I can run locally, that offer a similar user experience.",
    "Probably, GPT Researcher is the best open-source deep researcher out there that you can run completely locally."
   ],
   "license_evidence": null
  },
  {
   "url": "https://albanna-tutorials.com/openmanus.html",
   "project": "OpenManus",
   "repository": "https://github.com/henryalps/OpenManus",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "OpenManus Architecture",
    "A step-by-step guide to understanding the open-source multi-agent AI system",
    "OpenManus is an open-source project aimed at replicating the capabilities of Manus AI, a groundbreaking general-purpose AI system.",
    "[Visit GitHub Repository](https://github.com/henryalps/OpenManus)"
   ],
   "repository_evidence": [
    "OpenManus Architecture",
    "A step-by-step guide to understanding the open-source multi-agent AI system",
    "[Visit GitHub Repository](https://github.com/henryalps/OpenManus)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://libhunt.com/compare-llama_index-vs-reflex",
   "project": "llama_index",
   "repository": null,
   "stars": "50218",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "SaaSHub - Software Alternatives and Reviews",
    "| [llama_index](/r/llama_index) | | [reflex](/r/reflex) |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "SaaSHub - Software Alternatives and Reviews",
    "| 50,218 | | 28,578 |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://libhunt.com/compare-llama_index-vs-reflex",
   "project": "reflex",
   "repository": "https://github.com/reflex-dev/reflex",
   "stars": "28578",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "SaaSHub - Software Alternatives and Reviews",
    "| [llama_index](/r/llama_index) | | [reflex](/r/reflex) |"
   ],
   "repository_evidence": [
    "Posts with mentions or **reviews of reflex**. We have used some of these posts to build our list of alternatives and similar projects. The last one was on 2026-03-27.",
    "> [0] https://github.com/reflex-dev/reflex"
   ],
   "stars_evidence": [
    "SaaSHub - Software Alternatives and Reviews",
    "| 50,218 | | 28,578 |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://preuve.ai/blog/ai-memory-systems-statistics-2026",
   "project": "Mem0",
   "repository": "https://github.com/mem0ai/mem0",
   "stars": "51000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Search \"best Claude Code memory system\" today and you get buried under **Mem0, Letta (MemGPT), Zep, MemPalace, claude-mem, LightRAG, Open Brain** and Karpathy's LLM Wiki - none the same thing, none of the benchmarks directly comparable.",
    "## Open-source memory frameworks: Mem0, Letta, Zep, MemPalace, claude-mem",
    "- **Mem0: 51,000+ GitHub stars, $24M raised** by October 2025 (Mem0 / State of AI Agent Memory 2026)."
   ],
   "repository_evidence": [
    "- [mem0ai/mem0 GitHub](https://github.com/mem0ai/mem0)",
    "### Sources used in this report"
   ],
   "stars_evidence": [
    "- **Mem0: 51,000+ GitHub stars, $24M raised** by October 2025 (Mem0 / State of AI Agent Memory 2026).",
    "The TLDR has the headlines. Six more numbers fill in the cost-performance picture, the academic gap, the user base behind ChatGPT memory, and the open-source flywheel."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://preuve.ai/blog/ai-memory-systems-statistics-2026",
   "project": "Letta",
   "repository": "https://github.com/letta-ai/letta",
   "stars": "13000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Search \"best Claude Code memory system\" today and you get buried under **Mem0, Letta (MemGPT), Zep, MemPalace, claude-mem, LightRAG, Open Brain** and Karpathy's LLM Wiki - none the same thing, none of the benchmarks directly comparable.",
    "## Open-source memory frameworks: Mem0, Letta, Zep, MemPalace, claude-mem",
    "**Letta (formerly MemGPT) came out of UC Berkeley research, and it shows.**"
   ],
   "repository_evidence": [
    "- [letta-ai/letta GitHub (formerly MemGPT)](https://github.com/letta-ai/letta)",
    "### Sources used in this report"
   ],
   "stars_evidence": [
    "Originally a UC Berkeley research project that went viral, the open-source framework now has 13,000+ GitHub stars and raised a $10M seed led by Felicis with backing from Jeff Dean (Google DeepMind), Clem Delangue (Hugging Face) and Cristobal Valenzuela (Runway).",
    "**Letta (formerly MemGPT) came out of UC Berkeley research, and it shows.**"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://preuve.ai/blog/ai-memory-systems-statistics-2026",
   "project": "Zep",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Search \"best Claude Code memory system\" today and you get buried under **Mem0, Letta (MemGPT), Zep, MemPalace, claude-mem, LightRAG, Open Brain** and Karpathy's LLM Wiki - none the same thing, none of the benchmarks directly comparable.",
    "## Open-source memory frameworks: Mem0, Letta, Zep, MemPalace, claude-mem",
    "**Zep took a different bet: temporal reasoning.**"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://preuve.ai/blog/ai-memory-systems-statistics-2026",
   "project": "MemPalace",
   "repository": "https://github.com/mempalace/mempalace",
   "stars": "41200",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Search \"best Claude Code memory system\" today and you get buried under **Mem0, Letta (MemGPT), Zep, MemPalace, claude-mem, LightRAG, Open Brain** and Karpathy's LLM Wiki - none the same thing, none of the benchmarks directly comparable.",
    "## Open-source memory frameworks: Mem0, Letta, Zep, MemPalace, claude-mem",
    "- **MemPalace: 41,200 GitHub stars**, nearly doubled from 23K in April 2026 (danilchenko.dev)."
   ],
   "repository_evidence": [
    "- [MemPalace GitHub](https://github.com/mempalace/mempalace)",
    "### Sources used in this report"
   ],
   "stars_evidence": [
    "- **MemPalace: 41,200 GitHub stars**, nearly doubled from 23K in April 2026 (danilchenko.dev).",
    "The TLDR has the headlines. Six more numbers fill in the cost-performance picture, the academic gap, the user base behind ChatGPT memory, and the open-source flywheel."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://preuve.ai/blog/ai-memory-systems-statistics-2026",
   "project": "claude-mem",
   "repository": "https://github.com/thedotmack/claude-mem",
   "stars": "46100",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Search \"best Claude Code memory system\" today and you get buried under **Mem0, Letta (MemGPT), Zep, MemPalace, claude-mem, LightRAG, Open Brain** and Karpathy's LLM Wiki - none the same thing, none of the benchmarks directly comparable.",
    "## Open-source memory frameworks: Mem0, Letta, Zep, MemPalace, claude-mem",
    "- **claude-mem: 46,100 GitHub stars** within weeks of launch (Augment Code)."
   ],
   "repository_evidence": [
    "- [thedotmack/claude-mem GitHub](https://github.com/thedotmack/claude-mem)",
    "### Sources used in this report"
   ],
   "stars_evidence": [
    "- **claude-mem: 46,100 GitHub stars** within weeks of launch (Augment Code).",
    "The TLDR has the headlines. Six more numbers fill in the cost-performance picture, the academic gap, the user base behind ChatGPT memory, and the open-source flywheel."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://medium.com/@computeleap/openai-agents-python-build-multi-agent-ai-workflows-2026-79ad22dc2985",
   "project": "openai-agents-python",
   "repository": "https://github.com/openai/openai-agents-python",
   "stars": "22981",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# openai-agents-python: Build Multi-Agent AI Workflows (2026)",
    "OpenAI\u2019s [openai-agents-python](https://github.com/openai/openai-agents-python) crossed 22,981 GitHub stars this week \u2014 gaining 751 in a single day and landing at #2 on GitHub\u2019s global trending list."
   ],
   "repository_evidence": [
    "# openai-agents-python: Build Multi-Agent AI Workflows (2026)",
    "OpenAI\u2019s [openai-agents-python](https://github.com/openai/openai-agents-python) crossed 22,981 GitHub stars this week \u2014 gaining 751 in a single day and landing at #2 on GitHub\u2019s global trending list."
   ],
   "stars_evidence": [
    "# openai-agents-python: Build Multi-Agent AI Workflows (2026)",
    "OpenAI\u2019s [openai-agents-python](https://github.com/openai/openai-agents-python) crossed 22,981 GitHub stars this week \u2014 gaining 751 in a single day and landing at #2 on GitHub\u2019s global trending list."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://medium.com/@computeleap/openai-agents-python-build-multi-agent-ai-workflows-2026-79ad22dc2985",
   "project": "Swarm",
   "repository": "https://github.com/openai/swarm",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# openai-agents-python: Build Multi-Agent AI Workflows (2026)",
    "The library is the official, production-ready successor to OpenAI\u2019s experimental [Swarm](https://github.com/openai/swarm) library."
   ],
   "repository_evidence": [
    "# openai-agents-python: Build Multi-Agent AI Workflows (2026)",
    "The library is the official, production-ready successor to OpenAI\u2019s experimental [Swarm](https://github.com/openai/swarm) library."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://marktechpost.com/2026/05/15/best-ai-agents-for-software-development-ranked-a-benchmark-driven-look-at-the-current-field/amp",
   "project": "Codex CLI",
   "repository": "https://github.com/openai/codex",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "This article features the most important AI coding agents by the metrics that actually matter for production software development, while being honest about where those metrics have broken down.",
    "## **10 AI Agents for Software Development**",
    "### **#2. [OpenAI Codex (OpenAI)](https://openai.com/codex/)**",
    "The Codex CLI (available on GitHub as [`openai/codex`](https://github.com/openai/codex)) runs a local agent loop in your terminal, using OpenAI\u2019s API for model inference."
   ],
   "repository_evidence": [
    "This article features the most important AI coding agents by the metrics that actually matter for production software development, while being honest about where those metrics have broken down.",
    "## **10 AI Agents for Software Development**",
    "### **#2. [OpenAI Codex (OpenAI)](https://openai.com/codex/)**",
    "The Codex CLI (available on GitHub as [`openai/codex`](https://github.com/openai/codex)) runs a local agent loop in your terminal, using OpenAI\u2019s API for model inference."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://marktechpost.com/2026/05/15/best-ai-agents-for-software-development-ranked-a-benchmark-driven-look-at-the-current-field/amp",
   "project": "OpenHands",
   "repository": "https://github.com/OpenHands/OpenHands",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "This article features the most important AI coding agents by the metrics that actually matter for production software development, while being honest about where those metrics have broken down.",
    "## **10 AI Agents for Software Development**",
    "### **#7. [OpenHands](https://github.com/OpenHands/OpenHands) / OpenDevin (All-Hands AI)**"
   ],
   "repository_evidence": [
    "This article features the most important AI coding agents by the metrics that actually matter for production software development, while being honest about where those metrics have broken down.",
    "## **10 AI Agents for Software Development**",
    "### **#7. [OpenHands](https://github.com/OpenHands/OpenHands) / OpenDevin (All-Hands AI)**"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://medium.com/@datajournal/best-agentic-browsers-for-2026-top-7-reviewed-7760b9609b80",
   "project": "Vercel Agent Browser",
   "repository": "https://github.com/vercel-labs/agent-browser",
   "stars": "24000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Best Agentic Browsers for 2026 (Top 7 Reviewed)",
    "Top 7 Best Agent Browsers for 2026",
    "1. Vercel Agent Browser",
    "Vercel Agent Browser is the open-source CLI tool that has quietly become the go-to browser for AI coding assistants."
   ],
   "repository_evidence": [
    "Best Agentic Browsers for 2026 (Top 7 Reviewed)",
    "TLDR",
    "- [**Vercel Agent Browser**](https://github.com/vercel-labs/agent-browser) \u2014 Lightning-fast Rust CLI built for AI coding assistants and developer workflows"
   ],
   "stars_evidence": [
    "Best Agentic Browsers for 2026 (Top 7 Reviewed)",
    "Top 7 Best Agent Browsers for 2026",
    "1. Vercel Agent Browser",
    "With 24,000+ GitHub stars and 60+ releases, it has become the standard for developer-centric browser automation in 2026."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://medium.com/@datajournal/best-agentic-browsers-for-2026-top-7-reviewed-7760b9609b80",
   "project": "Bright Data Agent Browser",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Best Agentic Browsers for 2026 (Top 7 Reviewed)",
    "Top 7 Best Agent Browsers for 2026",
    "2. Bright Data Agent Browser",
    "If Vercel Agent Browser is the best tool for developers, Bright Data Agent Browser is the best tool for *production*."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://medium.com/@datajournal/best-agentic-browsers-for-2026-top-7-reviewed-7760b9609b80",
   "project": "Browser Use",
   "repository": null,
   "stars": "78000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Best Agentic Browsers for 2026 (Top 7 Reviewed)",
    "Top 7 Best Agent Browsers for 2026",
    "3. Browser Use",
    "Website: [https://browser-use.com](https://browser-use.com/)",
    "Browser Use is the leading open-source framework for building AI browser agents from scratch, achieving an 89.1% success rate on the WebVoyager benchmark across 586 diverse web tasks, which is the current state-of-the-art for autonomous web interaction."
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "Best Agentic Browsers for 2026 (Top 7 Reviewed)",
    "Top 7 Best Agent Browsers for 2026",
    "3. Browser Use",
    "Website: [https://browser-use.com](https://browser-use.com/)",
    "With 78,000+ GitHub stars, it has become the default choice for developers who want full control over their agent\u2019s behavior and LLM integration."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://medium.com/@datajournal/best-agentic-browsers-for-2026-top-7-reviewed-7760b9609b80",
   "project": "Browserbase",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Best Agentic Browsers for 2026 (Top 7 Reviewed)",
    "Top 7 Best Agent Browsers for 2026",
    "4. Browserbase",
    "Website: [https://www.browserbase.com](https://www.browserbase.com/)",
    "Browserbase is the \u201cAWS for headless browsers.\u201d"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://medium.com/@datajournal/best-agentic-browsers-for-2026-top-7-reviewed-7760b9609b80",
   "project": "Perplexity Comet",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Best Agentic Browsers for 2026 (Top 7 Reviewed)",
    "Top 7 Best Agent Browsers for 2026",
    "5. Perplexity Comet",
    "Website: [https://www.perplexity.ai/comet/](https://www.perplexity.ai/comet/)",
    "Perplexity Comet is the most polished consumer-facing agent browser of 2026."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://medium.com/@datajournal/best-agentic-browsers-for-2026-top-7-reviewed-7760b9609b80",
   "project": "Skyvern",
   "repository": null,
   "stars": "20000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Best Agentic Browsers for 2026 (Top 7 Reviewed)",
    "Top 7 Best Agent Browsers for 2026",
    "6. Skyvern",
    "Website: [https://www.skyvern.com](https://www.skyvern.com/)",
    "Skyvern takes a fundamentally different approach to browser automation: instead of using CSS selectors or DOM trees, it uses computer vision and LLMs to identify and interact with elements on the page purely from what it sees."
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "Best Agentic Browsers for 2026 (Top 7 Reviewed)",
    "Top 7 Best Agent Browsers for 2026",
    "6. Skyvern",
    "Website: [https://www.skyvern.com](https://www.skyvern.com/)",
    "Open-source with an active community (20,000+ GitHub stars)"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://medium.com/@datajournal/best-agentic-browsers-for-2026-top-7-reviewed-7760b9609b80",
   "project": "Steel",
   "repository": null,
   "stars": "6400",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Best Agentic Browsers for 2026 (Top 7 Reviewed)",
    "Top 7 Best Agent Browsers for 2026",
    "7. Steel",
    "Website: [https://steel.dev](https://steel.dev/)",
    "Steel is the open-source, self-hosted answer to Browserbase."
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "Best Agentic Browsers for 2026 (Top 7 Reviewed)",
    "Top 7 Best Agent Browsers for 2026",
    "7. Steel",
    "Website: [https://steel.dev](https://steel.dev/)",
    "With 6,400+ GitHub stars and a simple REST API, it provides persistent browser sessions, full cookie and storage control, and stateful multi-step workflow support, all on infrastructure you own and control."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://pypi.org/project/composio-julep/0.5.11",
   "project": "Composio",
   "repository": "https://github.com/ComposioHQ/composio",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Use Composio to get an array of tools with your Julep wokflow.",
    "###### Project links",
    "- [ Homepage](https://github.com/ComposioHQ/composio)"
   ],
   "repository_evidence": [
    "Use Composio to get an array of tools with your Julep wokflow.",
    "###### Project links",
    "- [ Homepage](https://github.com/ComposioHQ/composio)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://towardsai.net/p/machine-learning/openmanus-achieves-33000-github-stars-in-under-10-days-a-technical-analysis",
   "project": "OpenManus",
   "repository": null,
   "stars": "33000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# OpenManus Achieves 33,000 GitHub Stars in Under 10 Days: A Technical Analysis",
    "Among these, OpenManus \u2014 an open-source alternative to the proprietary ManusAI \u2014 stands out as a revolutionary innovation."
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# OpenManus Achieves 33,000 GitHub Stars in Under 10 Days: A Technical Analysis"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/GPT-Laboratory/22-Agentic-Framework-Comparison-for-Reasoning-Tasks-across-BBH-GSM8K-and-ARC-Benchmarks",
   "project": "AutoGPT",
   "repository": "https://github.com/Significant-Gravitas/AutoGPT",
   "stars": "182000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Multi-Dataset Agentic Framework Evaluation",
    "## Selected Agentic Frameworks for Reasoning Comparison",
    "| Framework | Status | GitHub Stars | GitHub Link | Description |",
    "| **AutoGPT** | \u2705 Active | 182k | [AutoGPT](https://github.com/Significant-Gravitas/AutoGPT) | Autonomous agent framework focused on planning, task execution, and tool use. |"
   ],
   "repository_evidence": [
    "# Multi-Dataset Agentic Framework Evaluation",
    "## Selected Agentic Frameworks for Reasoning Comparison",
    "| Framework | Status | GitHub Stars | GitHub Link | Description |",
    "| **AutoGPT** | \u2705 Active | 182k | [AutoGPT](https://github.com/Significant-Gravitas/AutoGPT) | Autonomous agent framework focused on planning, task execution, and tool use. |"
   ],
   "stars_evidence": [
    "# Multi-Dataset Agentic Framework Evaluation",
    "## Selected Agentic Frameworks for Reasoning Comparison",
    "| Framework | Status | GitHub Stars | GitHub Link | Description |",
    "| **AutoGPT** | \u2705 Active | 182k | [AutoGPT](https://github.com/Significant-Gravitas/AutoGPT) | Autonomous agent framework focused on planning, task execution, and tool use. |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/GPT-Laboratory/22-Agentic-Framework-Comparison-for-Reasoning-Tasks-across-BBH-GSM8K-and-ARC-Benchmarks",
   "project": "TaskWeaver",
   "repository": "https://github.com/microsoft/TaskWeaver",
   "stars": "6100",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Multi-Dataset Agentic Framework Evaluation",
    "## Selected Agentic Frameworks for Reasoning Comparison",
    "| Framework | Status | GitHub Stars | GitHub Link | Description |",
    "| **TaskWeaver** | \u2705 Active | 6.1k | [TaskWeaver](https://github.com/microsoft/TaskWeaver) | Microsoft\u2019s code-first agent framework for task planning and execution. |"
   ],
   "repository_evidence": [
    "# Multi-Dataset Agentic Framework Evaluation",
    "## Selected Agentic Frameworks for Reasoning Comparison",
    "| Framework | Status | GitHub Stars | GitHub Link | Description |",
    "| **TaskWeaver** | \u2705 Active | 6.1k | [TaskWeaver](https://github.com/microsoft/TaskWeaver) | Microsoft\u2019s code-first agent framework for task planning and execution. |"
   ],
   "stars_evidence": [
    "# Multi-Dataset Agentic Framework Evaluation",
    "## Selected Agentic Frameworks for Reasoning Comparison",
    "| Framework | Status | GitHub Stars | GitHub Link | Description |",
    "| **TaskWeaver** | \u2705 Active | 6.1k | [TaskWeaver](https://github.com/microsoft/TaskWeaver) | Microsoft\u2019s code-first agent framework for task planning and execution. |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/GPT-Laboratory/22-Agentic-Framework-Comparison-for-Reasoning-Tasks-across-BBH-GSM8K-and-ARC-Benchmarks",
   "project": "Semantic-kernel",
   "repository": "https://github.com/microsoft/semantic-kernel",
   "stars": "27400",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Multi-Dataset Agentic Framework Evaluation",
    "## Selected Agentic Frameworks for Reasoning Comparison",
    "| Framework | Status | GitHub Stars | GitHub Link | Description |",
    "| **Semantic-kernel** | \u2705 Active | 27.4k | [Semantic-kernel](https://github.com/microsoft/semantic-kernel) | Microsoft\u2019s AI orchestration SDK with plugins, planners, and memory support. |"
   ],
   "repository_evidence": [
    "# Multi-Dataset Agentic Framework Evaluation",
    "## Selected Agentic Frameworks for Reasoning Comparison",
    "| Framework | Status | GitHub Stars | GitHub Link | Description |",
    "| **Semantic-kernel** | \u2705 Active | 27.4k | [Semantic-kernel](https://github.com/microsoft/semantic-kernel) | Microsoft\u2019s AI orchestration SDK with plugins, planners, and memory support. |"
   ],
   "stars_evidence": [
    "# Multi-Dataset Agentic Framework Evaluation",
    "## Selected Agentic Frameworks for Reasoning Comparison",
    "| Framework | Status | GitHub Stars | GitHub Link | Description |",
    "| **Semantic-kernel** | \u2705 Active | 27.4k | [Semantic-kernel](https://github.com/microsoft/semantic-kernel) | Microsoft\u2019s AI orchestration SDK with plugins, planners, and memory support. |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/GPT-Laboratory/22-Agentic-Framework-Comparison-for-Reasoning-Tasks-across-BBH-GSM8K-and-ARC-Benchmarks",
   "project": "LangChain",
   "repository": "https://github.com/langchain-ai/langchain",
   "stars": "110000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Multi-Dataset Agentic Framework Evaluation",
    "## Selected Agentic Frameworks for Reasoning Comparison",
    "| Framework | Status | GitHub Stars | GitHub Link | Description |",
    "| **LangChain** | \u2705 Active | 110k | [LangChain](https://github.com/langchain-ai/langchain) | Popular framework for building LLM applications with chains, tools, memory, and agents. |"
   ],
   "repository_evidence": [
    "# Multi-Dataset Agentic Framework Evaluation",
    "## Selected Agentic Frameworks for Reasoning Comparison",
    "| Framework | Status | GitHub Stars | GitHub Link | Description |",
    "| **LangChain** | \u2705 Active | 110k | [LangChain](https://github.com/langchain-ai/langchain) | Popular framework for building LLM applications with chains, tools, memory, and agents. |"
   ],
   "stars_evidence": [
    "# Multi-Dataset Agentic Framework Evaluation",
    "## Selected Agentic Frameworks for Reasoning Comparison",
    "| Framework | Status | GitHub Stars | GitHub Link | Description |",
    "| **LangChain** | \u2705 Active | 110k | [LangChain](https://github.com/langchain-ai/langchain) | Popular framework for building LLM applications with chains, tools, memory, and agents. |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/GPT-Laboratory/22-Agentic-Framework-Comparison-for-Reasoning-Tasks-across-BBH-GSM8K-and-ARC-Benchmarks",
   "project": "BabyAGI",
   "repository": "https://github.com/yoheinakajima/babyagi",
   "stars": "22200",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Multi-Dataset Agentic Framework Evaluation",
    "## Selected Agentic Frameworks for Reasoning Comparison",
    "| Framework | Status | GitHub Stars | GitHub Link | Description |",
    "| **BabyAGI** | \u2705 Active | 22.2k | [BabyAGI](https://github.com/yoheinakajima/babyagi) | Lightweight autonomous agent framework for task generation and execution. |"
   ],
   "repository_evidence": [
    "# Multi-Dataset Agentic Framework Evaluation",
    "## Selected Agentic Frameworks for Reasoning Comparison",
    "| Framework | Status | GitHub Stars | GitHub Link | Description |",
    "| **BabyAGI** | \u2705 Active | 22.2k | [BabyAGI](https://github.com/yoheinakajima/babyagi) | Lightweight autonomous agent framework for task generation and execution. |"
   ],
   "stars_evidence": [
    "# Multi-Dataset Agentic Framework Evaluation",
    "## Selected Agentic Frameworks for Reasoning Comparison",
    "| Framework | Status | GitHub Stars | GitHub Link | Description |",
    "| **BabyAGI** | \u2705 Active | 22.2k | [BabyAGI](https://github.com/yoheinakajima/babyagi) | Lightweight autonomous agent framework for task generation and execution. |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/GPT-Laboratory/22-Agentic-Framework-Comparison-for-Reasoning-Tasks-across-BBH-GSM8K-and-ARC-Benchmarks",
   "project": "Autogen",
   "repository": "https://github.com/microsoft/autogen",
   "stars": "55300",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Multi-Dataset Agentic Framework Evaluation",
    "## Selected Agentic Frameworks for Reasoning Comparison",
    "| Framework | Status | GitHub Stars | GitHub Link | Description |",
    "| **Autogen** | \u2705 Active | 55.3k | [Autogen](https://github.com/microsoft/autogen) | Microsoft\u2019s multi-agent conversational framework with role-based collaboration. |"
   ],
   "repository_evidence": [
    "# Multi-Dataset Agentic Framework Evaluation",
    "## Selected Agentic Frameworks for Reasoning Comparison",
    "| Framework | Status | GitHub Stars | GitHub Link | Description |",
    "| **Autogen** | \u2705 Active | 55.3k | [Autogen](https://github.com/microsoft/autogen) | Microsoft\u2019s multi-agent conversational framework with role-based collaboration. |"
   ],
   "stars_evidence": [
    "# Multi-Dataset Agentic Framework Evaluation",
    "## Selected Agentic Frameworks for Reasoning Comparison",
    "| Framework | Status | GitHub Stars | GitHub Link | Description |",
    "| **Autogen** | \u2705 Active | 55.3k | [Autogen](https://github.com/microsoft/autogen) | Microsoft\u2019s multi-agent conversational framework with role-based collaboration. |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/GPT-Laboratory/22-Agentic-Framework-Comparison-for-Reasoning-Tasks-across-BBH-GSM8K-and-ARC-Benchmarks",
   "project": "Camel",
   "repository": "https://github.com/camel-ai/camel",
   "stars": "16200",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Multi-Dataset Agentic Framework Evaluation",
    "## Selected Agentic Frameworks for Reasoning Comparison",
    "| Framework | Status | GitHub Stars | GitHub Link | Description |",
    "| **Camel** | \u2705 Active | 16.2k | [Camel](https://github.com/camel-ai/camel) | Role-playing multi-agent framework for communicative cooperation and reasoning. |"
   ],
   "repository_evidence": [
    "# Multi-Dataset Agentic Framework Evaluation",
    "## Selected Agentic Frameworks for Reasoning Comparison",
    "| Framework | Status | GitHub Stars | GitHub Link | Description |",
    "| **Camel** | \u2705 Active | 16.2k | [Camel](https://github.com/camel-ai/camel) | Role-playing multi-agent framework for communicative cooperation and reasoning. |"
   ],
   "stars_evidence": [
    "# Multi-Dataset Agentic Framework Evaluation",
    "## Selected Agentic Frameworks for Reasoning Comparison",
    "| Framework | Status | GitHub Stars | GitHub Link | Description |",
    "| **Camel** | \u2705 Active | 16.2k | [Camel](https://github.com/camel-ai/camel) | Role-playing multi-agent framework for communicative cooperation and reasoning. |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/GPT-Laboratory/22-Agentic-Framework-Comparison-for-Reasoning-Tasks-across-BBH-GSM8K-and-ARC-Benchmarks",
   "project": "CrewAI",
   "repository": "https://github.com/crewAIInc/crewAI",
   "stars": "45500",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Multi-Dataset Agentic Framework Evaluation",
    "## Selected Agentic Frameworks for Reasoning Comparison",
    "| Framework | Status | GitHub Stars | GitHub Link | Description |",
    "| **CrewAI** | \u2705 Active | 45.5k | [CrewAI](https://github.com/crewAIInc/crewAI) | Collaborative multi-agent framework with specialized roles and workflow orchestration. |"
   ],
   "repository_evidence": [
    "# Multi-Dataset Agentic Framework Evaluation",
    "## Selected Agentic Frameworks for Reasoning Comparison",
    "| Framework | Status | GitHub Stars | GitHub Link | Description |",
    "| **CrewAI** | \u2705 Active | 45.5k | [CrewAI](https://github.com/crewAIInc/crewAI) | Collaborative multi-agent framework with specialized roles and workflow orchestration. |"
   ],
   "stars_evidence": [
    "# Multi-Dataset Agentic Framework Evaluation",
    "## Selected Agentic Frameworks for Reasoning Comparison",
    "| Framework | Status | GitHub Stars | GitHub Link | Description |",
    "| **CrewAI** | \u2705 Active | 45.5k | [CrewAI](https://github.com/crewAIInc/crewAI) | Collaborative multi-agent framework with specialized roles and workflow orchestration. |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/GPT-Laboratory/22-Agentic-Framework-Comparison-for-Reasoning-Tasks-across-BBH-GSM8K-and-ARC-Benchmarks",
   "project": "SuperAGI",
   "repository": "https://github.com/TransformerOptimus/SuperAGI",
   "stars": "17200",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Multi-Dataset Agentic Framework Evaluation",
    "## Selected Agentic Frameworks for Reasoning Comparison",
    "| Framework | Status | GitHub Stars | GitHub Link | Description |",
    "| **SuperAGI** | \u2705 Active | 17.2k | [SuperAGI](https://github.com/TransformerOptimus/SuperAGI) | Open-source autonomous agent framework with planning, memory, and tool integration. |"
   ],
   "repository_evidence": [
    "# Multi-Dataset Agentic Framework Evaluation",
    "## Selected Agentic Frameworks for Reasoning Comparison",
    "| Framework | Status | GitHub Stars | GitHub Link | Description |",
    "| **SuperAGI** | \u2705 Active | 17.2k | [SuperAGI](https://github.com/TransformerOptimus/SuperAGI) | Open-source autonomous agent framework with planning, memory, and tool integration. |"
   ],
   "stars_evidence": [
    "# Multi-Dataset Agentic Framework Evaluation",
    "## Selected Agentic Frameworks for Reasoning Comparison",
    "| Framework | Status | GitHub Stars | GitHub Link | Description |",
    "| **SuperAGI** | \u2705 Active | 17.2k | [SuperAGI](https://github.com/TransformerOptimus/SuperAGI) | Open-source autonomous agent framework with planning, memory, and tool integration. |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/GPT-Laboratory/22-Agentic-Framework-Comparison-for-Reasoning-Tasks-across-BBH-GSM8K-and-ARC-Benchmarks",
   "project": "Swarm",
   "repository": "https://github.com/openai/swarm",
   "stars": "21100",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Multi-Dataset Agentic Framework Evaluation",
    "## Selected Agentic Frameworks for Reasoning Comparison",
    "| Framework | Status | GitHub Stars | GitHub Link | Description |",
    "| **Swarm** | \u2705 Active | 21.1k | [Swarm](https://github.com/openai/swarm) | Lightweight experimental multi-agent framework with agent handoff primitives. |"
   ],
   "repository_evidence": [
    "# Multi-Dataset Agentic Framework Evaluation",
    "## Selected Agentic Frameworks for Reasoning Comparison",
    "| Framework | Status | GitHub Stars | GitHub Link | Description |",
    "| **Swarm** | \u2705 Active | 21.1k | [Swarm](https://github.com/openai/swarm) | Lightweight experimental multi-agent framework with agent handoff primitives. |"
   ],
   "stars_evidence": [
    "# Multi-Dataset Agentic Framework Evaluation",
    "## Selected Agentic Frameworks for Reasoning Comparison",
    "| Framework | Status | GitHub Stars | GitHub Link | Description |",
    "| **Swarm** | \u2705 Active | 21.1k | [Swarm](https://github.com/openai/swarm) | Lightweight experimental multi-agent framework with agent handoff primitives. |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/GPT-Laboratory/22-Agentic-Framework-Comparison-for-Reasoning-Tasks-across-BBH-GSM8K-and-ARC-Benchmarks",
   "project": "Agency-swarm",
   "repository": "https://github.com/VRSEN/agency-swarm",
   "stars": "4000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Multi-Dataset Agentic Framework Evaluation",
    "## Selected Agentic Frameworks for Reasoning Comparison",
    "| Framework | Status | GitHub Stars | GitHub Link | Description |",
    "| **Agency-swarm** | \u2705 Active | 4k | [Agency-swarm](https://github.com/VRSEN/agency-swarm) | Multi-agent orchestration framework designed around interacting specialized agents. |"
   ],
   "repository_evidence": [
    "# Multi-Dataset Agentic Framework Evaluation",
    "## Selected Agentic Frameworks for Reasoning Comparison",
    "| Framework | Status | GitHub Stars | GitHub Link | Description |",
    "| **Agency-swarm** | \u2705 Active | 4k | [Agency-swarm](https://github.com/VRSEN/agency-swarm) | Multi-agent orchestration framework designed around interacting specialized agents. |"
   ],
   "stars_evidence": [
    "# Multi-Dataset Agentic Framework Evaluation",
    "## Selected Agentic Frameworks for Reasoning Comparison",
    "| Framework | Status | GitHub Stars | GitHub Link | Description |",
    "| **Agency-swarm** | \u2705 Active | 4k | [Agency-swarm](https://github.com/VRSEN/agency-swarm) | Multi-agent orchestration framework designed around interacting specialized agents. |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/GPT-Laboratory/22-Agentic-Framework-Comparison-for-Reasoning-Tasks-across-BBH-GSM8K-and-ARC-Benchmarks",
   "project": "OpenAI-Agents-Python",
   "repository": "https://github.com/openai/openai-agents-python",
   "stars": "19400",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Multi-Dataset Agentic Framework Evaluation",
    "## Selected Agentic Frameworks for Reasoning Comparison",
    "| Framework | Status | GitHub Stars | GitHub Link | Description |",
    "| **OpenAI-Agents-Python** | \u2705 Active | 19.4k | [OpenAI-Agents-Python](https://github.com/openai/openai-agents-python) | OpenAI\u2019s Python framework for building and orchestrating agent workflows. |"
   ],
   "repository_evidence": [
    "# Multi-Dataset Agentic Framework Evaluation",
    "## Selected Agentic Frameworks for Reasoning Comparison",
    "| Framework | Status | GitHub Stars | GitHub Link | Description |",
    "| **OpenAI-Agents-Python** | \u2705 Active | 19.4k | [OpenAI-Agents-Python](https://github.com/openai/openai-agents-python) | OpenAI\u2019s Python framework for building and orchestrating agent workflows. |"
   ],
   "stars_evidence": [
    "# Multi-Dataset Agentic Framework Evaluation",
    "## Selected Agentic Frameworks for Reasoning Comparison",
    "| Framework | Status | GitHub Stars | GitHub Link | Description |",
    "| **OpenAI-Agents-Python** | \u2705 Active | 19.4k | [OpenAI-Agents-Python](https://github.com/openai/openai-agents-python) | OpenAI\u2019s Python framework for building and orchestrating agent workflows. |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/GPT-Laboratory/22-Agentic-Framework-Comparison-for-Reasoning-Tasks-across-BBH-GSM8K-and-ARC-Benchmarks",
   "project": "Agent-zero",
   "repository": "https://github.com/agent0ai/agent-zero",
   "stars": "15900",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Multi-Dataset Agentic Framework Evaluation",
    "## Selected Agentic Frameworks for Reasoning Comparison",
    "| Framework | Status | GitHub Stars | GitHub Link | Description |",
    "| **Agent-zero** | \u2705 Active | 15.9k | [Agent-zero](https://github.com/agent0ai/agent-zero) | Transparent agent framework leveraging OS-level tools and autonomous workflows. |"
   ],
   "repository_evidence": [
    "# Multi-Dataset Agentic Framework Evaluation",
    "## Selected Agentic Frameworks for Reasoning Comparison",
    "| Framework | Status | GitHub Stars | GitHub Link | Description |",
    "| **Agent-zero** | \u2705 Active | 15.9k | [Agent-zero](https://github.com/agent0ai/agent-zero) | Transparent agent framework leveraging OS-level tools and autonomous workflows. |"
   ],
   "stars_evidence": [
    "# Multi-Dataset Agentic Framework Evaluation",
    "## Selected Agentic Frameworks for Reasoning Comparison",
    "| Framework | Status | GitHub Stars | GitHub Link | Description |",
    "| **Agent-zero** | \u2705 Active | 15.9k | [Agent-zero](https://github.com/agent0ai/agent-zero) | Transparent agent framework leveraging OS-level tools and autonomous workflows. |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/GPT-Laboratory/22-Agentic-Framework-Comparison-for-Reasoning-Tasks-across-BBH-GSM8K-and-ARC-Benchmarks",
   "project": "PraisonAI",
   "repository": "https://github.com/MervinPraison/PraisonAI",
   "stars": "5600",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Multi-Dataset Agentic Framework Evaluation",
    "## Selected Agentic Frameworks for Reasoning Comparison",
    "| Framework | Status | GitHub Stars | GitHub Link | Description |",
    "| **PraisonAI** | \u2705 Active | 5.6k | [PraisonAI](https://github.com/MervinPraison/PraisonAI) | Production-oriented multi-agent framework with low-code and automation support. |"
   ],
   "repository_evidence": [
    "# Multi-Dataset Agentic Framework Evaluation",
    "## Selected Agentic Frameworks for Reasoning Comparison",
    "| Framework | Status | GitHub Stars | GitHub Link | Description |",
    "| **PraisonAI** | \u2705 Active | 5.6k | [PraisonAI](https://github.com/MervinPraison/PraisonAI) | Production-oriented multi-agent framework with low-code and automation support. |"
   ],
   "stars_evidence": [
    "# Multi-Dataset Agentic Framework Evaluation",
    "## Selected Agentic Frameworks for Reasoning Comparison",
    "| Framework | Status | GitHub Stars | GitHub Link | Description |",
    "| **PraisonAI** | \u2705 Active | 5.6k | [PraisonAI](https://github.com/MervinPraison/PraisonAI) | Production-oriented multi-agent framework with low-code and automation support. |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/GPT-Laboratory/22-Agentic-Framework-Comparison-for-Reasoning-Tasks-across-BBH-GSM8K-and-ARC-Benchmarks",
   "project": "Qwen-Agent",
   "repository": "https://github.com/QwenLM/Qwen-Agent",
   "stars": "15200",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Multi-Dataset Agentic Framework Evaluation",
    "## Selected Agentic Frameworks for Reasoning Comparison",
    "| Framework | Status | GitHub Stars | GitHub Link | Description |",
    "| **Qwen-Agent** | \u2705 Active | 15.2k | [Qwen-Agent](https://github.com/QwenLM/Qwen-Agent) | Agent framework from QwenLM with tool use, RAG, and function-calling capabilities. |"
   ],
   "repository_evidence": [
    "# Multi-Dataset Agentic Framework Evaluation",
    "## Selected Agentic Frameworks for Reasoning Comparison",
    "| Framework | Status | GitHub Stars | GitHub Link | Description |",
    "| **Qwen-Agent** | \u2705 Active | 15.2k | [Qwen-Agent](https://github.com/QwenLM/Qwen-Agent) | Agent framework from QwenLM with tool use, RAG, and function-calling capabilities. |"
   ],
   "stars_evidence": [
    "# Multi-Dataset Agentic Framework Evaluation",
    "## Selected Agentic Frameworks for Reasoning Comparison",
    "| Framework | Status | GitHub Stars | GitHub Link | Description |",
    "| **Qwen-Agent** | \u2705 Active | 15.2k | [Qwen-Agent](https://github.com/QwenLM/Qwen-Agent) | Agent framework from QwenLM with tool use, RAG, and function-calling capabilities. |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/GPT-Laboratory/22-Agentic-Framework-Comparison-for-Reasoning-Tasks-across-BBH-GSM8K-and-ARC-Benchmarks",
   "project": "Pydantic-AI",
   "repository": "https://github.com/pydantic/pydantic-ai",
   "stars": "15300",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Multi-Dataset Agentic Framework Evaluation",
    "## Selected Agentic Frameworks for Reasoning Comparison",
    "| Framework | Status | GitHub Stars | GitHub Link | Description |",
    "| **Pydantic-AI** | \u2705 Active | 15.3k | [Pydantic-AI](https://github.com/pydantic/pydantic-ai) | Type-safe agent framework emphasizing structured outputs and validation. |"
   ],
   "repository_evidence": [
    "# Multi-Dataset Agentic Framework Evaluation",
    "## Selected Agentic Frameworks for Reasoning Comparison",
    "| Framework | Status | GitHub Stars | GitHub Link | Description |",
    "| **Pydantic-AI** | \u2705 Active | 15.3k | [Pydantic-AI](https://github.com/pydantic/pydantic-ai) | Type-safe agent framework emphasizing structured outputs and validation. |"
   ],
   "stars_evidence": [
    "# Multi-Dataset Agentic Framework Evaluation",
    "## Selected Agentic Frameworks for Reasoning Comparison",
    "| Framework | Status | GitHub Stars | GitHub Link | Description |",
    "| **Pydantic-AI** | \u2705 Active | 15.3k | [Pydantic-AI](https://github.com/pydantic/pydantic-ai) | Type-safe agent framework emphasizing structured outputs and validation. |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/GPT-Laboratory/22-Agentic-Framework-Comparison-for-Reasoning-Tasks-across-BBH-GSM8K-and-ARC-Benchmarks",
   "project": "ANUS",
   "repository": "https://github.com/anus-dev/ANUS",
   "stars": "6300",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Multi-Dataset Agentic Framework Evaluation",
    "## Selected Agentic Frameworks for Reasoning Comparison",
    "| Framework | Status | GitHub Stars | GitHub Link | Description |",
    "| **ANUS** | \u2705 Active | 6.3k | [ANUS](https://github.com/anus-dev/ANUS) | Experimental agent framework for autonomous workflows and multi-agent research. |"
   ],
   "repository_evidence": [
    "# Multi-Dataset Agentic Framework Evaluation",
    "## Selected Agentic Frameworks for Reasoning Comparison",
    "| Framework | Status | GitHub Stars | GitHub Link | Description |",
    "| **ANUS** | \u2705 Active | 6.3k | [ANUS](https://github.com/anus-dev/ANUS) | Experimental agent framework for autonomous workflows and multi-agent research. |"
   ],
   "stars_evidence": [
    "# Multi-Dataset Agentic Framework Evaluation",
    "## Selected Agentic Frameworks for Reasoning Comparison",
    "| Framework | Status | GitHub Stars | GitHub Link | Description |",
    "| **ANUS** | \u2705 Active | 6.3k | [ANUS](https://github.com/anus-dev/ANUS) | Experimental agent framework for autonomous workflows and multi-agent research. |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/GPT-Laboratory/22-Agentic-Framework-Comparison-for-Reasoning-Tasks-across-BBH-GSM8K-and-ARC-Benchmarks",
   "project": "MetaGPT",
   "repository": "https://github.com/FoundationAgents/MetaGPT",
   "stars": "64900",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Multi-Dataset Agentic Framework Evaluation",
    "## Selected Agentic Frameworks for Reasoning Comparison",
    "| Framework | Status | GitHub Stars | GitHub Link | Description |",
    "| **MetaGPT** | \u2705 Active | 64.9k | [MetaGPT](https://github.com/FoundationAgents/MetaGPT) | Multi-agent framework inspired by software company roles and hierarchical collaboration. |"
   ],
   "repository_evidence": [
    "# Multi-Dataset Agentic Framework Evaluation",
    "## Selected Agentic Frameworks for Reasoning Comparison",
    "| Framework | Status | GitHub Stars | GitHub Link | Description |",
    "| **MetaGPT** | \u2705 Active | 64.9k | [MetaGPT](https://github.com/FoundationAgents/MetaGPT) | Multi-agent framework inspired by software company roles and hierarchical collaboration. |"
   ],
   "stars_evidence": [
    "# Multi-Dataset Agentic Framework Evaluation",
    "## Selected Agentic Frameworks for Reasoning Comparison",
    "| Framework | Status | GitHub Stars | GitHub Link | Description |",
    "| **MetaGPT** | \u2705 Active | 64.9k | [MetaGPT](https://github.com/FoundationAgents/MetaGPT) | Multi-agent framework inspired by software company roles and hierarchical collaboration. |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/GPT-Laboratory/22-Agentic-Framework-Comparison-for-Reasoning-Tasks-across-BBH-GSM8K-and-ARC-Benchmarks",
   "project": "Google ADK",
   "repository": "https://github.com/google/adk-python",
   "stars": "18200",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Multi-Dataset Agentic Framework Evaluation",
    "## Selected Agentic Frameworks for Reasoning Comparison",
    "| Framework | Status | GitHub Stars | GitHub Link | Description |",
    "| **Google ADK** | \u2705 Active | 18.2k | [Google ADK](https://github.com/google/adk-python) | Google\u2019s Agent Development Kit for building structured agent systems. |"
   ],
   "repository_evidence": [
    "# Multi-Dataset Agentic Framework Evaluation",
    "## Selected Agentic Frameworks for Reasoning Comparison",
    "| Framework | Status | GitHub Stars | GitHub Link | Description |",
    "| **Google ADK** | \u2705 Active | 18.2k | [Google ADK](https://github.com/google/adk-python) | Google\u2019s Agent Development Kit for building structured agent systems. |"
   ],
   "stars_evidence": [
    "# Multi-Dataset Agentic Framework Evaluation",
    "## Selected Agentic Frameworks for Reasoning Comparison",
    "| Framework | Status | GitHub Stars | GitHub Link | Description |",
    "| **Google ADK** | \u2705 Active | 18.2k | [Google ADK](https://github.com/google/adk-python) | Google\u2019s Agent Development Kit for building structured agent systems. |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/GPT-Laboratory/22-Agentic-Framework-Comparison-for-Reasoning-Tasks-across-BBH-GSM8K-and-ARC-Benchmarks",
   "project": "Upsonic",
   "repository": "https://github.com/Upsonic/Upsonic",
   "stars": "7800",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Multi-Dataset Agentic Framework Evaluation",
    "## Selected Agentic Frameworks for Reasoning Comparison",
    "| Framework | Status | GitHub Stars | GitHub Link | Description |",
    "| **Upsonic** | \u2705 Active | 7.8k | [Upsonic](https://github.com/Upsonic/Upsonic) | Agent framework focused on enterprise automation, verification, and control. |"
   ],
   "repository_evidence": [
    "# Multi-Dataset Agentic Framework Evaluation",
    "## Selected Agentic Frameworks for Reasoning Comparison",
    "| Framework | Status | GitHub Stars | GitHub Link | Description |",
    "| **Upsonic** | \u2705 Active | 7.8k | [Upsonic](https://github.com/Upsonic/Upsonic) | Agent framework focused on enterprise automation, verification, and control. |"
   ],
   "stars_evidence": [
    "# Multi-Dataset Agentic Framework Evaluation",
    "## Selected Agentic Frameworks for Reasoning Comparison",
    "| Framework | Status | GitHub Stars | GitHub Link | Description |",
    "| **Upsonic** | \u2705 Active | 7.8k | [Upsonic](https://github.com/Upsonic/Upsonic) | Agent framework focused on enterprise automation, verification, and control. |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/GPT-Laboratory/22-Agentic-Framework-Comparison-for-Reasoning-Tasks-across-BBH-GSM8K-and-ARC-Benchmarks",
   "project": "Mastra",
   "repository": "https://github.com/mastra-ai/mastra",
   "stars": "21800",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Multi-Dataset Agentic Framework Evaluation",
    "## Selected Agentic Frameworks for Reasoning Comparison",
    "| Framework | Status | GitHub Stars | GitHub Link | Description |",
    "| **Mastra** | \u2705 Active | 21.8k | [Mastra](https://github.com/mastra-ai/mastra) | TypeScript-native framework for workflows, agents, and evaluation pipelines. |"
   ],
   "repository_evidence": [
    "# Multi-Dataset Agentic Framework Evaluation",
    "## Selected Agentic Frameworks for Reasoning Comparison",
    "| Framework | Status | GitHub Stars | GitHub Link | Description |",
    "| **Mastra** | \u2705 Active | 21.8k | [Mastra](https://github.com/mastra-ai/mastra) | TypeScript-native framework for workflows, agents, and evaluation pipelines. |"
   ],
   "stars_evidence": [
    "# Multi-Dataset Agentic Framework Evaluation",
    "## Selected Agentic Frameworks for Reasoning Comparison",
    "| Framework | Status | GitHub Stars | GitHub Link | Description |",
    "| **Mastra** | \u2705 Active | 21.8k | [Mastra](https://github.com/mastra-ai/mastra) | TypeScript-native framework for workflows, agents, and evaluation pipelines. |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/GPT-Laboratory/22-Agentic-Framework-Comparison-for-Reasoning-Tasks-across-BBH-GSM8K-and-ARC-Benchmarks",
   "project": "LangGraph",
   "repository": "https://github.com/langchain-ai/langgraph",
   "stars": "25900",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Multi-Dataset Agentic Framework Evaluation",
    "## Selected Agentic Frameworks for Reasoning Comparison",
    "| Framework | Status | GitHub Stars | GitHub Link | Description |",
    "| **LangGraph** | \u2705 Active | 25.9k | [LangGraph](https://github.com/langchain-ai/langgraph) | Graph-based orchestration framework for stateful and controllable agent workflows. |"
   ],
   "repository_evidence": [
    "# Multi-Dataset Agentic Framework Evaluation",
    "## Selected Agentic Frameworks for Reasoning Comparison",
    "| Framework | Status | GitHub Stars | GitHub Link | Description |",
    "| **LangGraph** | \u2705 Active | 25.9k | [LangGraph](https://github.com/langchain-ai/langgraph) | Graph-based orchestration framework for stateful and controllable agent workflows. |"
   ],
   "stars_evidence": [
    "# Multi-Dataset Agentic Framework Evaluation",
    "## Selected Agentic Frameworks for Reasoning Comparison",
    "| Framework | Status | GitHub Stars | GitHub Link | Description |",
    "| **LangGraph** | \u2705 Active | 25.9k | [LangGraph](https://github.com/langchain-ai/langgraph) | Graph-based orchestration framework for stateful and controllable agent workflows. |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://model-context-protocol.com/clients/awesome-ai-apps",
   "project": "Agno",
   "repository": "https://github.com/Arindam200/awesome-ai-apps/blob/HEAD/starter_ai_agents/agno_starter",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "A collection of projects showcasing RAG, agents, workflows, and other AI use cases",
    "- [Agno HackerNews Analysis](https://github.com/Arindam200/awesome-ai-apps/blob/HEAD/starter_ai_agents/agno_starter) - Agno-based agent for trend analysis on HackerNews"
   ],
   "repository_evidence": [
    "A collection of projects showcasing RAG, agents, workflows, and other AI use cases",
    "- [Agno HackerNews Analysis](https://github.com/Arindam200/awesome-ai-apps/blob/HEAD/starter_ai_agents/agno_starter) - Agno-based agent for trend analysis on HackerNews"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://medium.com/mitb-for-all/a-gentle-introduction-to-the-llm-multiverse-part-3-llamaindex-798344050c49",
   "project": "LlamaIndex",
   "repository": "https://github.com/run-llama/llama_index",
   "stars": "36000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# LlamaIndex \u2014 Part 3 of LLM series",
    "Introducing LlamaIndex",
    "To date, LlamaIndex\u2019s GitHub repository has 36k stars which far exceeds Haystack but still trails very far behind LangChain."
   ],
   "repository_evidence": [
    "# LlamaIndex \u2014 Part 3 of LLM series",
    "Introducing LlamaIndex",
    "!wget 'https://raw.githubusercontent.com/run-llama/llama_index/main/docs/docs/examples/data/paul_graham/paul_graham_essay.txt' -O '../../data/paul_graham/paul_graham_essay.txt'"
   ],
   "stars_evidence": [
    "# LlamaIndex \u2014 Part 3 of LLM series",
    "Introducing LlamaIndex",
    "To date, LlamaIndex\u2019s GitHub repository has 36k stars which far exceeds Haystack but still trails very far behind LangChain."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://xyzeo.com/product/letta-memgpt",
   "project": "Letta",
   "repository": "github.com/letta-ai/letta",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Letta (MemGPT) Review: Key Features and Pros&Cons",
    "Yes, Letta is Open Source and is hosted on GitHub (github.com/letta-ai/letta). Additionally, it is production ready and can be installed either locally or using the Letta API Service."
   ],
   "repository_evidence": [
    "Letta (MemGPT) Review: Key Features and Pros&Cons",
    "Yes, Letta is Open Source and is hosted on GitHub (github.com/letta-ai/letta). Additionally, it is production ready and can be installed either locally or using the Letta API Service."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://xyzeo.com/product/letta-memgpt",
   "project": "AutoGPT",
   "repository": "github.com/Significant-Gravitas/AutoGPT",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Alternatives",
    "AutoGPT: An open source autonomous AI agent framework that supports self-improvement. While AutoGPT focuses on running tasks autonomously, Letta focuses on providing persistent memory and supporting user interactions."
   ],
   "repository_evidence": [
    "Alternatives",
    "AutoGPT: An open source autonomous AI agent framework that supports self-improvement. While AutoGPT focuses on running tasks autonomously, Letta focuses on providing persistent memory and supporting user interactions."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://tinyagents.dev/vs/autogpt-vs-aws-strands",
   "project": "AutoGPT",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "AutoGPT vs AWS Strands Agents: Which Agent Framework to Use?",
    "Pick AutoGPT if autoGPT pioneered the autonomous agent pattern, but most of its complexity comes from managing an unbounded loop \u2014 not from the core agent logic."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://tinyagents.dev/vs/autogpt-vs-aws-strands",
   "project": "AWS Strands Agents",
   "repository": "https://github.com/strands-agents/sdk-python",
   "stars": "4200",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "AutoGPT vs AWS Strands Agents: Which Agent Framework to Use?",
    "### AWS Strands Agents",
    "GitHub Stars\n4.2k",
    "Pick AWS Strands Agents if aWS Strands fits AWS-heavy teams that want a thin SDK, native MCP, and a hosted runtime via Bedrock AgentCore."
   ],
   "repository_evidence": [
    "AutoGPT vs AWS Strands Agents: Which Agent Framework to Use?",
    "### AWS Strands Agents",
    "[github.com/strands-agents/sdk-python\u2192](https://github.com/strands-agents/sdk-python)"
   ],
   "stars_evidence": [
    "AutoGPT vs AWS Strands Agents: Which Agent Framework to Use?",
    "### AWS Strands Agents",
    "GitHub Stars\n4.2k"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/tokyo-dal/awesome-ai-coding-tools",
   "project": "OpenCode",
   "repository": "https://github.com/opencode-ai/opencode",
   "stars": "95K+",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "A curated list of AI-powered coding tools",
    "# Awesome AI Coding Tools",
    "## Coding Agents",
    "- **[OpenCode](https://github.com/opencode-ai/opencode)** \u2013 Open-source terminal AI agent (95K+ GitHub stars) supporting 75+ providers. Free, privacy-first, with LSP integration."
   ],
   "repository_evidence": [
    "A curated list of AI-powered coding tools",
    "# Awesome AI Coding Tools",
    "## Coding Agents",
    "- **[OpenCode](https://github.com/opencode-ai/opencode)** \u2013 Open-source terminal AI agent (95K+ GitHub stars) supporting 75+ providers. Free, privacy-first, with LSP integration."
   ],
   "stars_evidence": [
    "A curated list of AI-powered coding tools",
    "# Awesome AI Coding Tools",
    "## Coding Agents",
    "- **[OpenCode](https://github.com/opencode-ai/opencode)** \u2013 Open-source terminal AI agent (95K+ GitHub stars) supporting 75+ providers. Free, privacy-first, with LSP integration."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://reddit.com/r/ollama/comments/1l3tcon/open_source_alternative_to_perplexity",
   "project": "SurfSense",
   "repository": "https://github.com/MODSetter/SurfSense",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "For those of you who aren't familiar with\u00a0**SurfSense**, it aims to be the open-source alternative to\u00a0**NotebookLM**,\u00a0**Perplexity**, or\u00a0**Glean**.",
    "Check out SurfSense on GitHub:\u00a0[https://github.com/MODSetter/SurfSense](https://github.com/MODSetter/SurfSense)"
   ],
   "repository_evidence": [
    "Check out SurfSense on GitHub:\u00a0[https://github.com/MODSetter/SurfSense](https://github.com/MODSetter/SurfSense)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://blog.finxter.com/26-insane-auto-gpt-and-baby-agi-alternatives-you-ought-to-try-in-2023",
   "project": "AgentGPT",
   "repository": "https://github.com/reworkd/AgentGPT",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# 26 Insane Auto-GPT and Baby AGI Alternatives You Ought to Try in 2023",
    "## Project 01: [AgentGPT](https://github.com/reworkd/AgentGPT)"
   ],
   "repository_evidence": [
    "# 26 Insane Auto-GPT and Baby AGI Alternatives You Ought to Try in 2023",
    "## Project 01: [AgentGPT](https://github.com/reworkd/AgentGPT)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://blog.finxter.com/26-insane-auto-gpt-and-baby-agi-alternatives-you-ought-to-try-in-2023",
   "project": "AgentLLM",
   "repository": "https://github.com/idosal/AgentLLM",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# 26 Insane Auto-GPT and Baby AGI Alternatives You Ought to Try in 2023",
    "## Project 03: [AgentLLM](https://github.com/idosal/AgentLLM)"
   ],
   "repository_evidence": [
    "# 26 Insane Auto-GPT and Baby AGI Alternatives You Ought to Try in 2023",
    "## Project 03: [AgentLLM](https://github.com/idosal/AgentLLM)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://blog.finxter.com/26-insane-auto-gpt-and-baby-agi-alternatives-you-ought-to-try-in-2023",
   "project": "BabyAGI-asi",
   "repository": "https://github.com/oliveirabruno01/babyagi-asi",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# 26 Insane Auto-GPT and Baby AGI Alternatives You Ought to Try in 2023",
    "## Project 04: [BabyAGI-asi](https://github.com/oliveirabruno01/babyagi-asi)"
   ],
   "repository_evidence": [
    "# 26 Insane Auto-GPT and Baby AGI Alternatives You Ought to Try in 2023",
    "## Project 04: [BabyAGI-asi](https://github.com/oliveirabruno01/babyagi-asi)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://blog.finxter.com/26-insane-auto-gpt-and-baby-agi-alternatives-you-ought-to-try-in-2023",
   "project": "ai-legion",
   "repository": "https://github.com/eumemic/ai-legion",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# 26 Insane Auto-GPT and Baby AGI Alternatives You Ought to Try in 2023",
    "## Project 05: [ai-legion](https://github.com/eumemic/ai-legion)"
   ],
   "repository_evidence": [
    "# 26 Insane Auto-GPT and Baby AGI Alternatives You Ought to Try in 2023",
    "## Project 05: [ai-legion](https://github.com/eumemic/ai-legion)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://blog.finxter.com/26-insane-auto-gpt-and-baby-agi-alternatives-you-ought-to-try-in-2023",
   "project": "yourgoal",
   "repository": "https://github.com/pj4533/yourgoal",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# 26 Insane Auto-GPT and Baby AGI Alternatives You Ought to Try in 2023",
    "## Project 06: [yourgoal](https://github.com/pj4533/yourgoal)"
   ],
   "repository_evidence": [
    "# 26 Insane Auto-GPT and Baby AGI Alternatives You Ought to Try in 2023",
    "## Project 06: [yourgoal](https://github.com/pj4533/yourgoal)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://blog.finxter.com/26-insane-auto-gpt-and-baby-agi-alternatives-you-ought-to-try-in-2023",
   "project": "Xircuits",
   "repository": "https://github.com/XpressAI/xai-gpt-agent-toolkit",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# 26 Insane Auto-GPT and Baby AGI Alternatives You Ought to Try in 2023",
    "## Project 11: [Xircuits](https://github.com/XpressAI/xai-gpt-agent-toolkit)"
   ],
   "repository_evidence": [
    "# 26 Insane Auto-GPT and Baby AGI Alternatives You Ought to Try in 2023",
    "## Project 11: [Xircuits](https://github.com/XpressAI/xai-gpt-agent-toolkit)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://blog.finxter.com/26-insane-auto-gpt-and-baby-agi-alternatives-you-ought-to-try-in-2023",
   "project": "babyagijs",
   "repository": "https://github.com/ericciarla/babyagijs",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# 26 Insane Auto-GPT and Baby AGI Alternatives You Ought to Try in 2023",
    "## Project 13: [babyagijs](https://github.com/ericciarla/babyagijs)"
   ],
   "repository_evidence": [
    "# 26 Insane Auto-GPT and Baby AGI Alternatives You Ought to Try in 2023",
    "## Project 13: [babyagijs](https://github.com/ericciarla/babyagijs)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://blog.finxter.com/26-insane-auto-gpt-and-baby-agi-alternatives-you-ought-to-try-in-2023",
   "project": "Teenage-AGI",
   "repository": "https://github.com/seanpixel/Teenage-AGI",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# 26 Insane Auto-GPT and Baby AGI Alternatives You Ought to Try in 2023",
    "## Project 14: [Teenage-AGI](https://github.com/seanpixel/Teenage-AGI)"
   ],
   "repository_evidence": [
    "# 26 Insane Auto-GPT and Baby AGI Alternatives You Ought to Try in 2023",
    "## Project 14: [Teenage-AGI](https://github.com/seanpixel/Teenage-AGI)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://blog.finxter.com/26-insane-auto-gpt-and-baby-agi-alternatives-you-ought-to-try-in-2023",
   "project": "babyagi-perl",
   "repository": "https://github.com/nferraz/babyagi-perl",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# 26 Insane Auto-GPT and Baby AGI Alternatives You Ought to Try in 2023",
    "## Project 15: [babyagi-perl](https://github.com/nferraz/babyagi-perl)"
   ],
   "repository_evidence": [
    "# 26 Insane Auto-GPT and Baby AGI Alternatives You Ought to Try in 2023",
    "## Project 15: [babyagi-perl](https://github.com/nferraz/babyagi-perl)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://blog.finxter.com/26-insane-auto-gpt-and-baby-agi-alternatives-you-ought-to-try-in-2023",
   "project": "gptagent.js",
   "repository": "https://github.com/lgrammel/gptagent.js",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# 26 Insane Auto-GPT and Baby AGI Alternatives You Ought to Try in 2023",
    "## Project 16: [gptagent.js](https://github.com/lgrammel/gptagent.js)"
   ],
   "repository_evidence": [
    "# 26 Insane Auto-GPT and Baby AGI Alternatives You Ought to Try in 2023",
    "## Project 16: [gptagent.js](https://github.com/lgrammel/gptagent.js)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://blog.finxter.com/26-insane-auto-gpt-and-baby-agi-alternatives-you-ought-to-try-in-2023",
   "project": "babyagi-streamlit",
   "repository": "https://github.com/dory111111/babyagi-streamlit",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# 26 Insane Auto-GPT and Baby AGI Alternatives You Ought to Try in 2023",
    "## Project 17: [babyagi-streamlit](https://github.com/dory111111/babyagi-streamlit)"
   ],
   "repository_evidence": [
    "# 26 Insane Auto-GPT and Baby AGI Alternatives You Ought to Try in 2023",
    "## Project 17: [babyagi-streamlit](https://github.com/dory111111/babyagi-streamlit)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://blog.finxter.com/26-insane-auto-gpt-and-baby-agi-alternatives-you-ought-to-try-in-2023",
   "project": "Babyagi-as-a-service",
   "repository": "https://github.com/jina-ai/langchain-serve#-babyagi-as-a-service",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# 26 Insane Auto-GPT and Baby AGI Alternatives You Ought to Try in 2023",
    "## Project 19: [Babyagi-as-a-service](https://github.com/jina-ai/langchain-serve#-babyagi-as-a-service)"
   ],
   "repository_evidence": [
    "# 26 Insane Auto-GPT and Baby AGI Alternatives You Ought to Try in 2023",
    "## Project 19: [Babyagi-as-a-service](https://github.com/jina-ai/langchain-serve#-babyagi-as-a-service)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://blog.finxter.com/26-insane-auto-gpt-and-baby-agi-alternatives-you-ought-to-try-in-2023",
   "project": "gptrpg",
   "repository": "https://github.com/dzoba/gptrpg",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# 26 Insane Auto-GPT and Baby AGI Alternatives You Ought to Try in 2023",
    "## Project 20: [gptrpg](https://github.com/dzoba/gptrpg)"
   ],
   "repository_evidence": [
    "# 26 Insane Auto-GPT and Baby AGI Alternatives You Ought to Try in 2023",
    "## Project 20: [gptrpg](https://github.com/dzoba/gptrpg)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://blog.finxter.com/26-insane-auto-gpt-and-baby-agi-alternatives-you-ought-to-try-in-2023",
   "project": "BabyAGI-ts",
   "repository": "https://github.com/context-labs/babyagi-ts",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# 26 Insane Auto-GPT and Baby AGI Alternatives You Ought to Try in 2023",
    "## Project 21: [BabyAGI-ts](https://github.com/context-labs/babyagi-ts)"
   ],
   "repository_evidence": [
    "# 26 Insane Auto-GPT and Baby AGI Alternatives You Ought to Try in 2023",
    "## Project 21: [BabyAGI-ts](https://github.com/context-labs/babyagi-ts)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://blog.finxter.com/26-insane-auto-gpt-and-baby-agi-alternatives-you-ought-to-try-in-2023",
   "project": "LLMitlessAPI",
   "repository": "https://github.com/adamcohenhillel/LLMitlessAPI",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# 26 Insane Auto-GPT and Baby AGI Alternatives You Ought to Try in 2023",
    "## Project 22: [LLMitlessAPI](https://github.com/adamcohenhillel/LLMitlessAPI)"
   ],
   "repository_evidence": [
    "# 26 Insane Auto-GPT and Baby AGI Alternatives You Ought to Try in 2023",
    "## Project 22: [LLMitlessAPI](https://github.com/adamcohenhillel/LLMitlessAPI)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://blog.finxter.com/26-insane-auto-gpt-and-baby-agi-alternatives-you-ought-to-try-in-2023",
   "project": "PuttyGPT",
   "repository": "https://github.com/webgrip/PuttyGPT",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# 26 Insane Auto-GPT and Baby AGI Alternatives You Ought to Try in 2023",
    "## Project 23: [PuttyGPT](https://github.com/webgrip/PuttyGPT)"
   ],
   "repository_evidence": [
    "# 26 Insane Auto-GPT and Baby AGI Alternatives You Ought to Try in 2023",
    "## Project 23: [PuttyGPT](https://github.com/webgrip/PuttyGPT)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://blog.finxter.com/26-insane-auto-gpt-and-baby-agi-alternatives-you-ought-to-try-in-2023",
   "project": "Chippr-AGI",
   "repository": "https://github.com/chippr-robotics/chippr-agi",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# 26 Insane Auto-GPT and Baby AGI Alternatives You Ought to Try in 2023",
    "## Project 24: [Chippr-AGI](https://github.com/chippr-robotics/chippr-agi)"
   ],
   "repository_evidence": [
    "# 26 Insane Auto-GPT and Baby AGI Alternatives You Ought to Try in 2023",
    "## Project 24: [Chippr-AGI](https://github.com/chippr-robotics/chippr-agi)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://blog.finxter.com/26-insane-auto-gpt-and-baby-agi-alternatives-you-ought-to-try-in-2023",
   "project": "Agent-LLM",
   "repository": "https://github.com/Josh-XT/Agent-LLM",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# 26 Insane Auto-GPT and Baby AGI Alternatives You Ought to Try in 2023",
    "## Project 25: [Agent-LLM](https://github.com/Josh-XT/Agent-LLM)"
   ],
   "repository_evidence": [
    "# 26 Insane Auto-GPT and Baby AGI Alternatives You Ought to Try in 2023",
    "## Project 25: [Agent-LLM](https://github.com/Josh-XT/Agent-LLM)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://blog.finxter.com/26-insane-auto-gpt-and-baby-agi-alternatives-you-ought-to-try-in-2023",
   "project": "sharpagi",
   "repository": "https://github.com/sathyarajv/sharpagi",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# 26 Insane Auto-GPT and Baby AGI Alternatives You Ought to Try in 2023",
    "## Project 26: [sharpagi](https://github.com/sathyarajv/sharpagi)"
   ],
   "repository_evidence": [
    "# 26 Insane Auto-GPT and Baby AGI Alternatives You Ought to Try in 2023",
    "## Project 26: [sharpagi](https://github.com/sathyarajv/sharpagi)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://blog.finxter.com/26-insane-auto-gpt-and-baby-agi-alternatives-you-ought-to-try-in-2023",
   "project": "twitter-agent",
   "repository": "https://github.com/bigsky77/twitter-agent",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# 26 Insane Auto-GPT and Baby AGI Alternatives You Ought to Try in 2023",
    "## Project 27: [twitter-agent\ud83d\udc23](https://github.com/bigsky77/twitter-agent)"
   ],
   "repository_evidence": [
    "# 26 Insane Auto-GPT and Baby AGI Alternatives You Ought to Try in 2023",
    "## Project 27: [twitter-agent\ud83d\udc23](https://github.com/bigsky77/twitter-agent)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://arxiv.org/html/2601.15876v2",
   "project": "EvoCUA",
   "repository": "https://github.com/meituan/EvoCUA",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Github: [https://github.com/meituan/EvoCUA](https://github.com/meituan/EvoCUA)",
    "# EvoCUA: Evolving Computer Use Agents via Learning from Scalable Synthetic Experience"
   ],
   "repository_evidence": [
    "Github: [https://github.com/meituan/EvoCUA](https://github.com/meituan/EvoCUA)",
    "# EvoCUA: Evolving Computer Use Agents via Learning from Scalable Synthetic Experience"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://pypi.org/project/composio-julep/0.6.9",
   "project": "Composio",
   "repository": "https://github.com/ComposioHQ/composio",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "###### Project links",
    "- [ Homepage](https://github.com/ComposioHQ/composio)",
    "Use Composio to get an array of tools with your Julep workflow."
   ],
   "repository_evidence": [
    "###### Project links",
    "- [ Homepage](https://github.com/ComposioHQ/composio)",
    "Use Composio to get an array of tools with your Julep workflow."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://pypi.org/project/composio-julep/0.6.9",
   "project": "Julep",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Use Composio to get an array of tools with your Julep workflow.",
    "###### Project links",
    "- [ Homepage](https://github.com/ComposioHQ/composio)"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://xinfinite.net/t/topic/11032",
   "project": "OpenManus",
   "repository": "https://github.com/mannaandpoem/OpenManus/",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "\u539f\u6587\u6807\u9898\uff1aManus\u7684\u6280\u672f\u5b9e\u73b0\u539f\u7406\u6d45\u6790\u4e0e\u7b80\u5355\u590d\u523b",
    "\u672c\u6587\u6df1\u5165\u5206\u6790\u4e86AI Agent\u4ea7\u54c1Manus\u7684\u6280\u672f\u5b9e\u73b0\u539f\u7406\uff0cManus\u4f5c\u4e3a\u4e00\u6b3e\u901a\u7528Agent\uff0c\u5177\u5907\u81ea\u4e3b\u89c4\u5212\u548c\u6267\u884c\u4efb\u52a1\u7684\u80fd\u529b\uff0c\u80fd\u591f\u5b8c\u6210\u5982\u64b0\u5199\u62a5\u544a\u3001\u5236\u4f5c\u8868\u683c\u7b49\u590d\u6742\u4efb\u52a1\u3002",
    "\u6700\u8fd1Manus\u53ef\u8c13\u662fAI\u5708\u7684\u201c\u65b0\u664b\u7f51\u7ea2\u201d\uff0c\u4e0a\u7ebf\u7b2c\u4e00\u5929\u5c31\u5168\u7f51\u201c\u4e00\u7801\u96be\u6c42\u201d\uff0c\u5e76\u4e14\u5f53\u5929\u665a\u4e0a\u5c31\u6709\u56e2\u961f\u5f00\u6e90\u4e86OpenManus\u9879\u76ee\uff0c\u5267\u60c5\u8dcc\u5b95\u8d77\u4f0f\uff0c\u5145\u6ee1\u4e86\u620f\u5267\u6027~",
    "[3] OpenManus\uff1ahttps://github.com/mannaandpoem/OpenManus/"
   ],
   "repository_evidence": [
    "\u539f\u6587\u6807\u9898\uff1aManus\u7684\u6280\u672f\u5b9e\u73b0\u539f\u7406\u6d45\u6790\u4e0e\u7b80\u5355\u590d\u523b",
    "\u672c\u6587\u6df1\u5165\u5206\u6790\u4e86AI Agent\u4ea7\u54c1Manus\u7684\u6280\u672f\u5b9e\u73b0\u539f\u7406\uff0cManus\u4f5c\u4e3a\u4e00\u6b3e\u901a\u7528Agent\uff0c\u5177\u5907\u81ea\u4e3b\u89c4\u5212\u548c\u6267\u884c\u4efb\u52a1\u7684\u80fd\u529b\uff0c\u80fd\u591f\u5b8c\u6210\u5982\u64b0\u5199\u62a5\u544a\u3001\u5236\u4f5c\u8868\u683c\u7b49\u590d\u6742\u4efb\u52a1\u3002",
    "\u6700\u8fd1Manus\u53ef\u8c13\u662fAI\u5708\u7684\u201c\u65b0\u664b\u7f51\u7ea2\u201d\uff0c\u4e0a\u7ebf\u7b2c\u4e00\u5929\u5c31\u5168\u7f51\u201c\u4e00\u7801\u96be\u6c42\u201d\uff0c\u5e76\u4e14\u5f53\u5929\u665a\u4e0a\u5c31\u6709\u56e2\u961f\u5f00\u6e90\u4e86OpenManus\u9879\u76ee\uff0c\u5267\u60c5\u8dcc\u5b95\u8d77\u4f0f\uff0c\u5145\u6ee1\u4e86\u620f\u5267\u6027~",
    "[3] OpenManus\uff1ahttps://github.com/mannaandpoem/OpenManus/"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://xinfinite.net/t/topic/11032",
   "project": "MetaGPT",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "\u539f\u6587\u6807\u9898\uff1aManus\u7684\u6280\u672f\u5b9e\u73b0\u539f\u7406\u6d45\u6790\u4e0e\u7b80\u5355\u590d\u523b",
    "\u672c\u6587\u6df1\u5165\u5206\u6790\u4e86AI Agent\u4ea7\u54c1Manus\u7684\u6280\u672f\u5b9e\u73b0\u539f\u7406\uff0cManus\u4f5c\u4e3a\u4e00\u6b3e\u901a\u7528Agent\uff0c\u5177\u5907\u81ea\u4e3b\u89c4\u5212\u548c\u6267\u884c\u4efb\u52a1\u7684\u80fd\u529b\uff0c\u80fd\u591f\u5b8c\u6210\u5982\u64b0\u5199\u62a5\u544a\u3001\u5236\u4f5c\u8868\u683c\u7b49\u590d\u6742\u4efb\u52a1\u3002",
    "\u9664\u6b64\u4e4b\u5916\uff0c\u4e5f\u53ef\u4ee5\u770b\u4e0b\u8fd9\u4e2aMetaGPT Agent\u6846\u67b6\u9ed8\u8ba4\u7684Planning\u7684Prompt\u914d\u7f6e\uff1a"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://hvtracker.net/org/ag2ai",
   "project": "AG2",
   "repository": "https://github.com/ag2ai/ag2",
   "stars": "4.8k",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# ag2ai",
    "2 tracked AI agent projects by [ag2ai](https://github.com/ag2ai), ranked by HVTrust.",
    "| Agent | Category | Grade | Rank | HVTrust | Stars |",
    "| [AG2](/agents/ag2/)ag2ai/ag2 | [Agent Frameworks](/categories/agent-frameworks/) | C | #309 | 60.4 | 4.8k |"
   ],
   "repository_evidence": [
    "# ag2ai",
    "2 tracked AI agent projects by [ag2ai](https://github.com/ag2ai), ranked by HVTrust.",
    "| Agent | Category | Grade | Rank | HVTrust | Stars |",
    "| [AG2](/agents/ag2/)ag2ai/ag2 | [Agent Frameworks](/categories/agent-frameworks/) | C | #309 | 60.4 | 4.8k |"
   ],
   "stars_evidence": [
    "# ag2ai",
    "2 tracked AI agent projects by [ag2ai](https://github.com/ag2ai), ranked by HVTrust.",
    "| Agent | Category | Grade | Rank | HVTrust | Stars |",
    "| [AG2](/agents/ag2/)ag2ai/ag2 | [Agent Frameworks](/categories/agent-frameworks/) | C | #309 | 60.4 | 4.8k |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://hvtracker.net/org/ag2ai",
   "project": "FastAgency",
   "repository": "https://github.com/ag2ai/fastagency",
   "stars": "546",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# ag2ai",
    "2 tracked AI agent projects by [ag2ai](https://github.com/ag2ai), ranked by HVTrust.",
    "| Agent | Category | Grade | Rank | HVTrust | Stars |",
    "| [FastAgency](/agents/fastagency/)ag2ai/fastagency | [Agent Frameworks](/categories/agent-frameworks/) | D | #464 | 48.2 | 546 |"
   ],
   "repository_evidence": [
    "# ag2ai",
    "2 tracked AI agent projects by [ag2ai](https://github.com/ag2ai), ranked by HVTrust.",
    "| Agent | Category | Grade | Rank | HVTrust | Stars |",
    "| [FastAgency](/agents/fastagency/)ag2ai/fastagency | [Agent Frameworks](/categories/agent-frameworks/) | D | #464 | 48.2 | 546 |"
   ],
   "stars_evidence": [
    "# ag2ai",
    "2 tracked AI agent projects by [ag2ai](https://github.com/ag2ai), ranked by HVTrust.",
    "| Agent | Category | Grade | Rank | HVTrust | Stars |",
    "| [FastAgency](/agents/fastagency/)ag2ai/fastagency | [Agent Frameworks](/categories/agent-frameworks/) | D | #464 | 48.2 | 546 |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://mygit.top/repository/933701586",
   "project": "awesome-ai-apps",
   "repository": "https://github.com/Arindam200/awesome-ai-apps.git",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Arindam200/awesome-ai-apps",
    "A collection of projects showcasing RAG, agents, workflows, and other AI use cases"
   ],
   "repository_evidence": [
    "git clone https://github.com/Arindam200/awesome-ai-apps.git cd awesome-ai-apps",
    "A collection of projects showcasing RAG, agents, workflows, and other AI use cases"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://7wdata.be/tool/haystack",
   "project": "Haystack",
   "repository": null,
   "stars": "22700",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Haystack",
    "Haystack is an open-source AI orchestration framework for building production-ready LLM applications, released by deepset in December 2021."
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# Haystack",
    "Haystack competes directly with LlamaIndex and LangChain.",
    "It was released nearly a year before LlamaIndex (Nov 2022) and has 22,700 GitHub stars, 2,400 forks, and 4,300 commits."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://7wdata.be/tool/haystack",
   "project": "LlamaIndex",
   "repository": null,
   "stars": "44300",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Haystack",
    "Haystack competes directly with LlamaIndex and LangChain.",
    "However, LlamaIndex has 44,300 stars, 6,400 forks, and 5 million PyPI downloads in the last 30 days versus Haystack\u2019s 363,000\u2014a 13.8x adoption gap."
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# Haystack",
    "Haystack competes directly with LlamaIndex and LangChain.",
    "Haystack competes with LlamaIndex and LangChain but has a smaller community with 22,700 GitHub stars versus LlamaIndex's 44,300."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://holyai.me/about/agent-memory-atlas",
   "project": "Mem0",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# agent-memory-atlas",
    "A side-by-side directory of every open-source agent memory framework (Mem0, Letta, Zep, Cognee, Graphiti, LangMem, MemGPT, Memary, txtai, R2R, LlamaIndex, Chroma, Qdrant, CrewAI, \u2026) with **live GitHub vitals**, an **architecture classifier** (vector / graph / KV / episodic / hybrid), and a **5-question decision quiz** that ends in a shareable \"Atlas recommends X\" card."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://holyai.me/about/agent-memory-atlas",
   "project": "Letta",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# agent-memory-atlas",
    "A side-by-side directory of every open-source agent memory framework (Mem0, Letta, Zep, Cognee, Graphiti, LangMem, MemGPT, Memary, txtai, R2R, LlamaIndex, Chroma, Qdrant, CrewAI, \u2026) with **live GitHub vitals**, an **architecture classifier** (vector / graph / KV / episodic / hybrid), and a **5-question decision quiz** that ends in a shareable \"Atlas recommends X\" card."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://holyai.me/about/agent-memory-atlas",
   "project": "Zep",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# agent-memory-atlas",
    "A side-by-side directory of every open-source agent memory framework (Mem0, Letta, Zep, Cognee, Graphiti, LangMem, MemGPT, Memary, txtai, R2R, LlamaIndex, Chroma, Qdrant, CrewAI, \u2026) with **live GitHub vitals**, an **architecture classifier** (vector / graph / KV / episodic / hybrid), and a **5-question decision quiz** that ends in a shareable \"Atlas recommends X\" card."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://holyai.me/about/agent-memory-atlas",
   "project": "Cognee",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# agent-memory-atlas",
    "A side-by-side directory of every open-source agent memory framework (Mem0, Letta, Zep, Cognee, Graphiti, LangMem, MemGPT, Memary, txtai, R2R, LlamaIndex, Chroma, Qdrant, CrewAI, \u2026) with **live GitHub vitals**, an **architecture classifier** (vector / graph / KV / episodic / hybrid), and a **5-question decision quiz** that ends in a shareable \"Atlas recommends X\" card."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://holyai.me/about/agent-memory-atlas",
   "project": "Graphiti",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# agent-memory-atlas",
    "A side-by-side directory of every open-source agent memory framework (Mem0, Letta, Zep, Cognee, Graphiti, LangMem, MemGPT, Memary, txtai, R2R, LlamaIndex, Chroma, Qdrant, CrewAI, \u2026) with **live GitHub vitals**, an **architecture classifier** (vector / graph / KV / episodic / hybrid), and a **5-question decision quiz** that ends in a shareable \"Atlas recommends X\" card."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://holyai.me/about/agent-memory-atlas",
   "project": "LangMem",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# agent-memory-atlas",
    "A side-by-side directory of every open-source agent memory framework (Mem0, Letta, Zep, Cognee, Graphiti, LangMem, MemGPT, Memary, txtai, R2R, LlamaIndex, Chroma, Qdrant, CrewAI, \u2026) with **live GitHub vitals**, an **architecture classifier** (vector / graph / KV / episodic / hybrid), and a **5-question decision quiz** that ends in a shareable \"Atlas recommends X\" card."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://holyai.me/about/agent-memory-atlas",
   "project": "MemGPT",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# agent-memory-atlas",
    "A side-by-side directory of every open-source agent memory framework (Mem0, Letta, Zep, Cognee, Graphiti, LangMem, MemGPT, Memary, txtai, R2R, LlamaIndex, Chroma, Qdrant, CrewAI, \u2026) with **live GitHub vitals**, an **architecture classifier** (vector / graph / KV / episodic / hybrid), and a **5-question decision quiz** that ends in a shareable \"Atlas recommends X\" card."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://holyai.me/about/agent-memory-atlas",
   "project": "Memary",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# agent-memory-atlas",
    "A side-by-side directory of every open-source agent memory framework (Mem0, Letta, Zep, Cognee, Graphiti, LangMem, MemGPT, Memary, txtai, R2R, LlamaIndex, Chroma, Qdrant, CrewAI, \u2026) with **live GitHub vitals**, an **architecture classifier** (vector / graph / KV / episodic / hybrid), and a **5-question decision quiz** that ends in a shareable \"Atlas recommends X\" card."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://holyai.me/about/agent-memory-atlas",
   "project": "txtai",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# agent-memory-atlas",
    "A side-by-side directory of every open-source agent memory framework (Mem0, Letta, Zep, Cognee, Graphiti, LangMem, MemGPT, Memary, txtai, R2R, LlamaIndex, Chroma, Qdrant, CrewAI, \u2026) with **live GitHub vitals**, an **architecture classifier** (vector / graph / KV / episodic / hybrid), and a **5-question decision quiz** that ends in a shareable \"Atlas recommends X\" card."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://holyai.me/about/agent-memory-atlas",
   "project": "R2R",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# agent-memory-atlas",
    "A side-by-side directory of every open-source agent memory framework (Mem0, Letta, Zep, Cognee, Graphiti, LangMem, MemGPT, Memary, txtai, R2R, LlamaIndex, Chroma, Qdrant, CrewAI, \u2026) with **live GitHub vitals**, an **architecture classifier** (vector / graph / KV / episodic / hybrid), and a **5-question decision quiz** that ends in a shareable \"Atlas recommends X\" card."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://holyai.me/about/agent-memory-atlas",
   "project": "LlamaIndex",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# agent-memory-atlas",
    "A side-by-side directory of every open-source agent memory framework (Mem0, Letta, Zep, Cognee, Graphiti, LangMem, MemGPT, Memary, txtai, R2R, LlamaIndex, Chroma, Qdrant, CrewAI, \u2026) with **live GitHub vitals**, an **architecture classifier** (vector / graph / KV / episodic / hybrid), and a **5-question decision quiz** that ends in a shareable \"Atlas recommends X\" card."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://holyai.me/about/agent-memory-atlas",
   "project": "Chroma",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# agent-memory-atlas",
    "A side-by-side directory of every open-source agent memory framework (Mem0, Letta, Zep, Cognee, Graphiti, LangMem, MemGPT, Memary, txtai, R2R, LlamaIndex, Chroma, Qdrant, CrewAI, \u2026) with **live GitHub vitals**, an **architecture classifier** (vector / graph / KV / episodic / hybrid), and a **5-question decision quiz** that ends in a shareable \"Atlas recommends X\" card."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://holyai.me/about/agent-memory-atlas",
   "project": "Qdrant",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# agent-memory-atlas",
    "A side-by-side directory of every open-source agent memory framework (Mem0, Letta, Zep, Cognee, Graphiti, LangMem, MemGPT, Memary, txtai, R2R, LlamaIndex, Chroma, Qdrant, CrewAI, \u2026) with **live GitHub vitals**, an **architecture classifier** (vector / graph / KV / episodic / hybrid), and a **5-question decision quiz** that ends in a shareable \"Atlas recommends X\" card."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://holyai.me/about/agent-memory-atlas",
   "project": "CrewAI",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# agent-memory-atlas",
    "A side-by-side directory of every open-source agent memory framework (Mem0, Letta, Zep, Cognee, Graphiti, LangMem, MemGPT, Memary, txtai, R2R, LlamaIndex, Chroma, Qdrant, CrewAI, \u2026) with **live GitHub vitals**, an **architecture classifier** (vector / graph / KV / episodic / hybrid), and a **5-question decision quiz** that ends in a shareable \"Atlas recommends X\" card."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://holyai.me/about/agent-memory-atlas",
   "project": "memory-watchdog",
   "repository": "https://github.com/",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# agent-memory-atlas",
    "- No recall accuracy benchmarks (that's [memory-watchdog](https://github.com/) territory)"
   ],
   "repository_evidence": [
    "# agent-memory-atlas",
    "- No recall accuracy benchmarks (that's [memory-watchdog](https://github.com/) territory)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://securityaffairs.com/194546/ai/guardfall-flaw-hits-10-of-11-popular-open-source-ai-agents.html",
   "project": "Continue",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "GuardFall Flaw Hits 10 of 11 Popular Open-Source AI Agents",
    "The one that doesn\u2019t is Continue."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://securityaffairs.com/194546/ai/guardfall-flaw-hits-10-of-11-popular-open-source-ai-agents.html",
   "project": "Hermes",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "GuardFall Flaw Hits 10 of 11 Popular Open-Source AI Agents",
    "The rest include Hermes, opencode, Goose, Cline, Roo-Code, Aider, Plandex, Open Interpreter, OpenHands, and SWE-agent, ranked by GitHub star count, roughly 548,000 combined."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://securityaffairs.com/194546/ai/guardfall-flaw-hits-10-of-11-popular-open-source-ai-agents.html",
   "project": "opencode",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "GuardFall Flaw Hits 10 of 11 Popular Open-Source AI Agents",
    "The rest include Hermes, opencode, Goose, Cline, Roo-Code, Aider, Plandex, Open Interpreter, OpenHands, and SWE-agent, ranked by GitHub star count, roughly 548,000 combined."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://securityaffairs.com/194546/ai/guardfall-flaw-hits-10-of-11-popular-open-source-ai-agents.html",
   "project": "Goose",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "GuardFall Flaw Hits 10 of 11 Popular Open-Source AI Agents",
    "The rest include Hermes, opencode, Goose, Cline, Roo-Code, Aider, Plandex, Open Interpreter, OpenHands, and SWE-agent, ranked by GitHub star count, roughly 548,000 combined."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://securityaffairs.com/194546/ai/guardfall-flaw-hits-10-of-11-popular-open-source-ai-agents.html",
   "project": "Cline",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "GuardFall Flaw Hits 10 of 11 Popular Open-Source AI Agents",
    "The rest include Hermes, opencode, Goose, Cline, Roo-Code, Aider, Plandex, Open Interpreter, OpenHands, and SWE-agent, ranked by GitHub star count, roughly 548,000 combined."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://securityaffairs.com/194546/ai/guardfall-flaw-hits-10-of-11-popular-open-source-ai-agents.html",
   "project": "Roo-Code",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "GuardFall Flaw Hits 10 of 11 Popular Open-Source AI Agents",
    "The rest include Hermes, opencode, Goose, Cline, Roo-Code, Aider, Plandex, Open Interpreter, OpenHands, and SWE-agent, ranked by GitHub star count, roughly 548,000 combined."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://securityaffairs.com/194546/ai/guardfall-flaw-hits-10-of-11-popular-open-source-ai-agents.html",
   "project": "Aider",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "GuardFall Flaw Hits 10 of 11 Popular Open-Source AI Agents",
    "The rest include Hermes, opencode, Goose, Cline, Roo-Code, Aider, Plandex, Open Interpreter, OpenHands, and SWE-agent, ranked by GitHub star count, roughly 548,000 combined."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://securityaffairs.com/194546/ai/guardfall-flaw-hits-10-of-11-popular-open-source-ai-agents.html",
   "project": "Plandex",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "GuardFall Flaw Hits 10 of 11 Popular Open-Source AI Agents",
    "The rest include Hermes, opencode, Goose, Cline, Roo-Code, Aider, Plandex, Open Interpreter, OpenHands, and SWE-agent, ranked by GitHub star count, roughly 548,000 combined."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://securityaffairs.com/194546/ai/guardfall-flaw-hits-10-of-11-popular-open-source-ai-agents.html",
   "project": "Open Interpreter",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "GuardFall Flaw Hits 10 of 11 Popular Open-Source AI Agents",
    "The rest include Hermes, opencode, Goose, Cline, Roo-Code, Aider, Plandex, Open Interpreter, OpenHands, and SWE-agent, ranked by GitHub star count, roughly 548,000 combined."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://securityaffairs.com/194546/ai/guardfall-flaw-hits-10-of-11-popular-open-source-ai-agents.html",
   "project": "OpenHands",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "GuardFall Flaw Hits 10 of 11 Popular Open-Source AI Agents",
    "The rest include Hermes, opencode, Goose, Cline, Roo-Code, Aider, Plandex, Open Interpreter, OpenHands, and SWE-agent, ranked by GitHub star count, roughly 548,000 combined."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://securityaffairs.com/194546/ai/guardfall-flaw-hits-10-of-11-popular-open-source-ai-agents.html",
   "project": "SWE-agent",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "GuardFall Flaw Hits 10 of 11 Popular Open-Source AI Agents",
    "The rest include Hermes, opencode, Goose, Cline, Roo-Code, Aider, Plandex, Open Interpreter, OpenHands, and SWE-agent, ranked by GitHub star count, roughly 548,000 combined."
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/Cenrax/DeepResearch",
   "project": "SandboxFusion",
   "repository": "https://github.com/bytedance/SandboxFusion",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Introduction",
    "We present [![](/Cenrax/DeepResearch/raw/main/assets/tongyi.png)](/Cenrax/DeepResearch/blob/main/assets/tongyi.png)**Tongyi DeepResearch**, an agentic large language model featuring 30.5 billion total parameters, with only 3.3 billion activated per token.",
    "- **SANDBOX_FUSION_ENDPOINT**: Python interpreter sandbox endpoints (see [SandboxFusion](https://github.com/bytedance/SandboxFusion))"
   ],
   "repository_evidence": [
    "Introduction",
    "We present [![](/Cenrax/DeepResearch/raw/main/assets/tongyi.png)](/Cenrax/DeepResearch/blob/main/assets/tongyi.png)**Tongyi DeepResearch**, an agentic large language model featuring 30.5 billion total parameters, with only 3.3 billion activated per token.",
    "- **SANDBOX_FUSION_ENDPOINT**: Python interpreter sandbox endpoints (see [SandboxFusion](https://github.com/bytedance/SandboxFusion))"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/Cenrax/DeepResearch",
   "project": "DeepResearch",
   "repository": "https://github.com/Alibaba-NLP/DeepResearch",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Introduction",
    "We present [![](/Cenrax/DeepResearch/raw/main/assets/tongyi.png)](/Cenrax/DeepResearch/blob/main/assets/tongyi.png)**Tongyi DeepResearch**, an agentic large language model featuring 30.5 billion total parameters, with only 3.3 billion activated per token.",
    "You need to modify the following in the file [inference/react_agent.py](https://github.com/Alibaba-NLP/DeepResearch/blob/main/inference/react_agent.py):"
   ],
   "repository_evidence": [
    "Introduction",
    "We present [![](/Cenrax/DeepResearch/raw/main/assets/tongyi.png)](/Cenrax/DeepResearch/blob/main/assets/tongyi.png)**Tongyi DeepResearch**, an agentic large language model featuring 30.5 billion total parameters, with only 3.3 billion activated per token.",
    "You need to modify the following in the file [inference/react_agent.py](https://github.com/Alibaba-NLP/DeepResearch/blob/main/inference/react_agent.py):"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/777genius/os-ai-computer-use/blob/main/README.md",
   "project": "OS AI Computer Use",
   "repository": "https://github.com/iliyaZelenko/os-ai-computer-use",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# OS AI Computer Use",
    "The most capable open-source desktop automation agent \u2014 75.0% on OSWorld, surpassing human performance.",
    "Local agent for desktop automation with **multi-provider AI support**."
   ],
   "repository_evidence": [
    "# OS AI Computer Use"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://chatforest.com/reviews/agno-python-agent-framework",
   "project": "Agno",
   "repository": "https://github.com/agno-agi/agno",
   "stars": "39800",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "MCP Server ReviewPublished Jan 1, 0001 \u00b7 Updated May 5, 2026",
    "# Agno \u2014 The High-Performance Python Agent Framework (Formerly Phidata)"
   ],
   "repository_evidence": [
    "Compared to Other Frameworks Reviewed",
    "| Framework | Language | Stars | MCP Client | MCP Server | License |",
    "| **Repo** | [agno-agi/agno](https://github.com/agno-agi/agno) |"
   ],
   "stars_evidence": [
    "MCP Server ReviewPublished Jan 1, 0001 \u00b7 Updated May 5, 2026",
    "# Agno \u2014 The High-Performance Python Agent Framework (Formerly Phidata)",
    "At **39,800 stars** and v2.6.4 (released April 28, 2026), Agno is one of the largest Python agent projects on GitHub, and its performance-first design philosophy makes it worth a serious look."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://chatforest.com/reviews/agno-python-agent-framework",
   "project": "Mastra",
   "repository": null,
   "stars": "23600",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Compared to Other Frameworks Reviewed",
    "| Framework | Language | Stars | MCP Client | MCP Server | License |",
    "| Mastra | TypeScript | ~23,600 | Yes | Yes (MCPServer) | Apache-2.0 (core) |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "Compared to Other Frameworks Reviewed",
    "| Framework | Language | Stars | MCP Client | MCP Server | License |",
    "| Mastra | TypeScript | ~23,600 | Yes | Yes (MCPServer) | Apache-2.0 (core) |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://chatforest.com/reviews/agno-python-agent-framework",
   "project": "mcp-agent",
   "repository": null,
   "stars": "8100",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Compared to Other Frameworks Reviewed",
    "| Framework | Language | Stars | MCP Client | MCP Server | License |",
    "| mcp-agent | Python | ~8,100 | Yes (6 patterns) | No | Apache-2.0 |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "Compared to Other Frameworks Reviewed",
    "| Framework | Language | Stars | MCP Client | MCP Server | License |",
    "| mcp-agent | Python | ~8,100 | Yes (6 patterns) | No | Apache-2.0 |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://chatforest.com/reviews/agno-python-agent-framework",
   "project": "mcp-use",
   "repository": null,
   "stars": "9900",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Compared to Other Frameworks Reviewed",
    "| Framework | Language | Stars | MCP Client | MCP Server | License |",
    "| mcp-use | Python/TS | ~9,900 | Yes | No | MIT |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "Compared to Other Frameworks Reviewed",
    "| Framework | Language | Stars | MCP Client | MCP Server | License |",
    "| mcp-use | Python/TS | ~9,900 | Yes | No | MIT |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://reddit.com/r/AI_Agents/comments/1j93rfo/created_an_opensource_alternative_to_manus_ai",
   "project": "PocketManus",
   "repository": "https://github.com/The-Pocket-World/PocketManus",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Our\u00a0opensource project, PocketManus,\u00a0combines\u00a0Pocketflow Framework\u00a0and\u00a0OpenManus\u00a0to execute actions.",
    "PocketManus:\u00a0[https://github.com/The-Pocket-World/PocketManus](https://github.com/The-Pocket-World/PocketManus)"
   ],
   "repository_evidence": [
    "PocketManus:\u00a0[https://github.com/The-Pocket-World/PocketManus](https://github.com/The-Pocket-World/PocketManus)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://reddit.com/r/AI_Agents/comments/1j93rfo/created_an_opensource_alternative_to_manus_ai",
   "project": "Pocketflow Framework",
   "repository": "https://github.com/The-Pocket-World/Pocket-Flow-Framework",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Our\u00a0opensource project, PocketManus,\u00a0combines\u00a0Pocketflow Framework\u00a0and\u00a0OpenManus\u00a0to execute actions.",
    "Pocketflow Framework:\u00a0[https://github.com/The-Pocket-World/Pocket-Flow-Framework](https://github.com/The-Pocket-World/Pocket-Flow-Framework)"
   ],
   "repository_evidence": [
    "Pocketflow Framework:\u00a0[https://github.com/The-Pocket-World/Pocket-Flow-Framework](https://github.com/The-Pocket-World/Pocket-Flow-Framework)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://app.ailog.fr/en/blog/guides/agent-frameworks-comparison-2026",
   "project": "LangGraph",
   "repository": null,
   "stars": "37000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Exhaustive comparison of AI agent frameworks in 2026: LangGraph, CrewAI, AutoGen and Swarm.",
    "LangGraph vs CrewAI vs AutoGen vs Swarm: The 2026 Comparison That Finally Settles the Debate",
    "| Criteria | LangGraph | CrewAI | AutoGen | Swarm |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "Exhaustive comparison of AI agent frameworks in 2026: LangGraph, CrewAI, AutoGen and Swarm.",
    "LangGraph vs CrewAI vs AutoGen vs Swarm: The 2026 Comparison That Finally Settles the Debate",
    "| **GitHub Stars** | 37K+ | 55K+ | 60K+ | 22K+ |",
    "### Complete comparison table"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://app.ailog.fr/en/blog/guides/agent-frameworks-comparison-2026",
   "project": "CrewAI",
   "repository": null,
   "stars": "55000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Exhaustive comparison of AI agent frameworks in 2026: LangGraph, CrewAI, AutoGen and Swarm.",
    "LangGraph vs CrewAI vs AutoGen vs Swarm: The 2026 Comparison That Finally Settles the Debate",
    "| Criteria | LangGraph | CrewAI | AutoGen | Swarm |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "Exhaustive comparison of AI agent frameworks in 2026: LangGraph, CrewAI, AutoGen and Swarm.",
    "LangGraph vs CrewAI vs AutoGen vs Swarm: The 2026 Comparison That Finally Settles the Debate",
    "| **GitHub Stars** | 37K+ | 55K+ | 60K+ | 22K+ |",
    "### Complete comparison table"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://app.ailog.fr/en/blog/guides/agent-frameworks-comparison-2026",
   "project": "AutoGen",
   "repository": null,
   "stars": "60000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Exhaustive comparison of AI agent frameworks in 2026: LangGraph, CrewAI, AutoGen and Swarm.",
    "LangGraph vs CrewAI vs AutoGen vs Swarm: The 2026 Comparison That Finally Settles the Debate",
    "| Criteria | LangGraph | CrewAI | AutoGen | Swarm |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "Exhaustive comparison of AI agent frameworks in 2026: LangGraph, CrewAI, AutoGen and Swarm.",
    "LangGraph vs CrewAI vs AutoGen vs Swarm: The 2026 Comparison That Finally Settles the Debate",
    "| **GitHub Stars** | 37K+ | 55K+ | 60K+ | 22K+ |",
    "### Complete comparison table"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://app.ailog.fr/en/blog/guides/agent-frameworks-comparison-2026",
   "project": "Swarm",
   "repository": null,
   "stars": "22000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Exhaustive comparison of AI agent frameworks in 2026: LangGraph, CrewAI, AutoGen and Swarm.",
    "LangGraph vs CrewAI vs AutoGen vs Swarm: The 2026 Comparison That Finally Settles the Debate",
    "| Criteria | LangGraph | CrewAI | AutoGen | Swarm |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "Exhaustive comparison of AI agent frameworks in 2026: LangGraph, CrewAI, AutoGen and Swarm.",
    "LangGraph vs CrewAI vs AutoGen vs Swarm: The 2026 Comparison That Finally Settles the Debate",
    "| **GitHub Stars** | 37K+ | 55K+ | 60K+ | 22K+ |",
    "### Complete comparison table"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://marktechpost.com/2026/05/15/best-ai-agents-for-software-development-ranked-a-benchmark-driven-look-at-the-current-field?amp=&noamp=mobile",
   "project": "Codex CLI",
   "repository": "https://github.com/openai/codex",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "An important correction to many comparisons of Codex: **the Codex CLI is a local tool that runs on your machine**, not a cloud-sandboxed system."
   ],
   "repository_evidence": [
    "The Codex CLI (available on GitHub as [`openai/codex`](https://github.com/openai/codex)) runs a local agent loop in your terminal, using OpenAI\u2019s API for model inference."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://marktechpost.com/2026/05/15/best-ai-agents-for-software-development-ranked-a-benchmark-driven-look-at-the-current-field?amp=&noamp=mobile",
   "project": "OpenHands",
   "repository": "https://github.com/OpenHands/OpenHands",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "### **#7. [OpenHands](https://github.com/OpenHands/OpenHands) / OpenDevin (All-Hands AI)**"
   ],
   "repository_evidence": [
    "### **#7. [OpenHands](https://github.com/OpenHands/OpenHands) / OpenDevin (All-Hands AI)**"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://unifuncs.com/s/X1rcdzk9",
   "project": "Browser Use",
   "repository": null,
   "stars": "81200",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# moclaw.ai: AI Browser Automation Tool In-Depth Review & Comparison 2026",
    "### 1. Browser Use \u2014 Best for Python Developers Building Autonomous Agents"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# moclaw.ai: AI Browser Automation Tool In-Depth Review & Comparison 2026",
    "### 1. Browser Use \u2014 Best for Python Developers Building Autonomous Agents",
    "- **GitHub stars:** 81,200+"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://unifuncs.com/s/X1rcdzk9",
   "project": "Stagehand",
   "repository": null,
   "stars": "21600",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# moclaw.ai: AI Browser Automation Tool In-Depth Review & Comparison 2026",
    "### 2. Stagehand \u2014 Best for TypeScript Teams Needing Predictable Workflows"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# moclaw.ai: AI Browser Automation Tool In-Depth Review & Comparison 2026",
    "### 2. Stagehand \u2014 Best for TypeScript Teams Needing Predictable Workflows",
    "- **GitHub stars:** 21,600+"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://unifuncs.com/s/X1rcdzk9",
   "project": "Playwright MCP",
   "repository": null,
   "stars": "29200",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# moclaw.ai: AI Browser Automation Tool In-Depth Review & Comparison 2026",
    "### 3. Playwright MCP \u2014 Best Free Option for CI/CD and Testing"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# moclaw.ai: AI Browser Automation Tool In-Depth Review & Comparison 2026",
    "### 3. Playwright MCP \u2014 Best Free Option for CI/CD and Testing",
    "- **GitHub stars:** 29,200+"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://unifuncs.com/s/X1rcdzk9",
   "project": "Skyvern",
   "repository": null,
   "stars": "20900",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# moclaw.ai: AI Browser Automation Tool In-Depth Review & Comparison 2026",
    "### 4. Skyvern \u2014 Best for No-Code Teams Facing Unknown or Protected Sites"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "# moclaw.ai: AI Browser Automation Tool In-Depth Review & Comparison 2026",
    "### 4. Skyvern \u2014 Best for No-Code Teams Facing Unknown or Protected Sites",
    "- **GitHub stars:** 20,900+"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://forum.cloudron.io/topic/13231/open-deep-research-on-cloudron-self-hosted-ai-agent/2",
   "project": "Open Deep Research",
   "repository": "https://github.com/jina-ai/node-DeepResearch",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Open Deep Research on Cloudron - Self-Hosted AI Agent",
    "- **Main Page**: link",
    "- **Summary**: Open Deep Research is a Free Software alternative to \"OpenAI's\" Deep Research. Open Deep Research will keep searching and reading webpages until finding the answer (or exceeding the token budget)."
   ],
   "repository_evidence": [
    "# Open Deep Research on Cloudron - Self-Hosted AI Agent",
    "- **Git**: [https://github.com/jina-ai/node-DeepResearch](https://github.com/jina-ai/node-DeepResearch)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://hivebook.wiki/wiki/babyagi-task-driven-agent-and-the-functionz-self-building-framework",
   "project": "BabyAGI",
   "repository": "github.com/yoheinakajima/babyagi_archive",
   "stars": "21000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "**BabyAGI** is Yohei Nakajima's task-driven autonomous-agent project, originally released April 2023 as one of the earliest \"GPT-4 in a planning loop\" demos to capture wide developer attention.",
    "## Overview"
   ],
   "repository_evidence": [
    "**BabyAGI 1** (Apr 2023)github.com/yoheinakajima/babyagi_archivePlan / prioritize / execute loop",
    "## Lineage",
    "EraCodePattern"
   ],
   "stars_evidence": [
    "Stars on the main `babyagi` repo: ~21k as of May 2026.",
    "## Status"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://aiwiki.ai/wiki/computer-use_agent",
   "project": "Self-Operating Computer",
   "repository": "https://github.com/OthersideAI/self-operating-computer",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Computer-use agent",
    "## Open-source frameworks",
    "| Framework | First release | Notable features |",
    "| Self-Operating Computer | November 2023 | OthersideAI's pixel-only desktop controller, multi-model backend[8] |"
   ],
   "repository_evidence": [
    "# Computer-use agent",
    "## References",
    "^OthersideAI. \"Self-Operating Computer Framework.\" GitHub, November 2023. [github.com/...self-operating-computer](https://github.com/OthersideAI/self-operating-computer)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://aiwiki.ai/wiki/computer-use_agent",
   "project": "OpenInterpreter",
   "repository": "https://github.com/OpenInterpreter/open-interpreter",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Computer-use agent",
    "## Open-source frameworks",
    "| Framework | First release | Notable features |",
    "| OpenInterpreter | 2024 | Killian Lucas's local code-running assistant with computer use mode[32] |"
   ],
   "repository_evidence": [
    "# Computer-use agent",
    "## References",
    "^Open Interpreter. GitHub repository. [github.com/...open-interpreter](https://github.com/OpenInterpreter/open-interpreter)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://aiwiki.ai/wiki/computer-use_agent",
   "project": "LaVague",
   "repository": "https://github.com/lavague-ai/LaVague",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Computer-use agent",
    "## Open-source frameworks",
    "| Framework | First release | Notable features |",
    "| LaVague | 2024 | Web agent framework with modular driver/world-model split[33] |"
   ],
   "repository_evidence": [
    "# Computer-use agent",
    "## References",
    "^LaVague. GitHub repository. [github.com/...LaVague](https://github.com/lavague-ai/LaVague)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://aiwiki.ai/wiki/computer-use_agent",
   "project": "SkyVern",
   "repository": "https://github.com/Skyvern-AI/skyvern",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Computer-use agent",
    "## Open-source frameworks",
    "| Framework | First release | Notable features |",
    "| SkyVern | 2024 | Browser workflow automation, HTML extraction, GPT-4 Vision[34] |"
   ],
   "repository_evidence": [
    "# Computer-use agent",
    "## References",
    "^SkyVern. GitHub repository. [github.com/...skyvern](https://github.com/Skyvern-AI/skyvern)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://aiwiki.ai/wiki/computer-use_agent",
   "project": "Browser-Use",
   "repository": "https://github.com/browser-use/browser-use",
   "stars": "21000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Computer-use agent",
    "## Open-source frameworks",
    "| Framework | First release | Notable features |",
    "| Browser-Use | 2024 | Python library, 21,000+ GitHub stars, 89.1% on WebVoyager[35] |"
   ],
   "repository_evidence": [
    "# Computer-use agent",
    "## References",
    "^Browser-Use. GitHub repository. [github.com/...browser-use](https://github.com/browser-use/browser-use)"
   ],
   "stars_evidence": [
    "# Computer-use agent",
    "## Open-source frameworks",
    "| Framework | First release | Notable features |",
    "| Browser-Use | 2024 | Python library, 21,000+ GitHub stars, 89.1% on WebVoyager[35] |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://aiwiki.ai/wiki/computer-use_agent",
   "project": "Multi-On",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Computer-use agent",
    "## Open-source frameworks",
    "| Framework | First release | Notable features |",
    "| Multi-On | 2024 | Personal browser agent, Chrome extension |"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://aiwiki.ai/wiki/computer-use_agent",
   "project": "Agent S2",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Computer-use agent",
    "## Open-source frameworks",
    "| Framework | First release | Notable features |",
    "| Agent S2 | March 2025 | Simular AI, hierarchical planning, 34.5% on OSWorld[20] |"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://aiwiki.ai/wiki/computer-use_agent",
   "project": "Agent S",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Computer-use agent",
    "## Open-source frameworks",
    "| Framework | First release | Notable features |",
    "| Agent S | December 2025 | Simular AI; first to exceed OSWorld human baseline at 72.6%[27] |"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://aiwiki.ai/wiki/computer-use_agent",
   "project": "Anthropic computer-use-demo",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Computer-use agent",
    "## Open-source frameworks",
    "| Framework | First release | Notable features |",
    "| Anthropic computer-use-demo | October 2024 | Reference Docker image with Streamlit UI[1] |"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://aiwiki.ai/wiki/computer-use_agent",
   "project": "openai/openai-cua-sample-app",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Computer-use agent",
    "## Open-source frameworks",
    "| Framework | First release | Notable features |",
    "| openai/openai-cua-sample-app | March 2025 | OpenAI's reference app for the Responses API[18] |"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://aiwiki.ai/wiki/computer-use_agent",
   "project": "Cua Framework",
   "repository": "https://github.com/trycua/cua",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Computer-use agent",
    "## Open-source frameworks",
    "| Framework | First release | Notable features |",
    "| Cua Framework | 2025 | Docker-style packaging of OS images[36] |"
   ],
   "repository_evidence": [
    "# Computer-use agent",
    "## References",
    "^Cua Framework. GitHub repository. [github.com/...cua](https://github.com/trycua/cua)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://aiwiki.ai/wiki/computer-use_agent",
   "project": "UFO Agents",
   "repository": null,
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Computer-use agent",
    "## Open-source frameworks",
    "| Framework | First release | Notable features |",
    "| UFO Agents | 2025 | Microsoft's Windows-specific framework |"
   ],
   "repository_evidence": null,
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://aiwiki.ai/wiki/computer-use_agent",
   "project": "BrowserGym",
   "repository": "https://github.com/ServiceNow/BrowserGym",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Computer-use agent",
    "## Open-source frameworks",
    "| Framework | First release | Notable features |",
    "| BrowserGym | 2024 | Unified academic ecosystem, 5,000+ tasks[37] |"
   ],
   "repository_evidence": [
    "# Computer-use agent",
    "## References",
    "^ServiceNow Research. \"BrowserGym.\" 2024. [github.com/...BrowserGym](https://github.com/ServiceNow/BrowserGym)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "http://ai-tldr.dev/tools/agno",
   "project": "Agno",
   "repository": "https://github.com/agno-agi/agno",
   "stars": "41700",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "## Overview",
    "Agno (formerly Phidata) is an open-source Python SDK for building AI agents and running them in production.",
    "Agno alongside other open-source agent frameworks & builders tools AI/TLDR tracks, ranked by GitHub stars.",
    "| Tool | Stars | What it does |",
    "| **Agno** | \u2605 41.7k | Python SDK for building, running, and managing AI agent platforms |"
   ],
   "repository_evidence": [
    "Commands and code are distilled from the project's own documentation \u2014 always check the [official repo](https://github.com/agno-agi/agno) for the latest."
   ],
   "stars_evidence": [
    "Agno alongside other open-source agent frameworks & builders tools AI/TLDR tracks, ranked by GitHub stars.",
    "| Tool | Stars | What it does |",
    "| **Agno** | \u2605 41.7k | Python SDK for building, running, and managing AI agent platforms |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "http://ai-tldr.dev/tools/agno",
   "project": "AutoGPT",
   "repository": null,
   "stars": "187000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Agno alongside other open-source agent frameworks & builders tools AI/TLDR tracks, ranked by GitHub stars.",
    "| Tool | Stars | What it does |",
    "| [AutoGPT](/tools/autogpt/) | \u2605 187k | One of the earliest autonomous agent projects, now a platform for building and running agents from reusable blocks and workflows. |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "Agno alongside other open-source agent frameworks & builders tools AI/TLDR tracks, ranked by GitHub stars.",
    "| Tool | Stars | What it does |",
    "| [AutoGPT](/tools/autogpt/) | \u2605 187k | One of the earliest autonomous agent projects, now a platform for building and running agents from reusable blocks and workflows. |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "http://ai-tldr.dev/tools/agno",
   "project": "DeerFlow",
   "repository": null,
   "stars": "80000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Agno alongside other open-source agent frameworks & builders tools AI/TLDR tracks, ranked by GitHub stars.",
    "| Tool | Stars | What it does |",
    "| [DeerFlow](/tools/deerflow/) | \u2605 80k | ByteDance's open-source super agent harness built on LangGraph: skills, sub-agents, sandboxes, a filesystem and long-term memory for long-horizon research, coding and content tasks. |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "Agno alongside other open-source agent frameworks & builders tools AI/TLDR tracks, ranked by GitHub stars.",
    "| Tool | Stars | What it does |",
    "| [DeerFlow](/tools/deerflow/) | \u2605 80k | ByteDance's open-source super agent harness built on LangGraph: skills, sub-agents, sandboxes, a filesystem and long-term memory for long-horizon research, coding and content tasks. |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "http://ai-tldr.dev/tools/agno",
   "project": "nanobot",
   "repository": null,
   "stars": "47000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Agno alongside other open-source agent frameworks & builders tools AI/TLDR tracks, ranked by GitHub stars.",
    "| Tool | Stars | What it does |",
    "| [nanobot](/tools/nanobot/) | \u2605 47k | Lightweight self-hosted personal AI agent framework in Python, with a WebUI, terminal and chat-app channels, tools, long-term memory, MCP and scheduled automations. |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "Agno alongside other open-source agent frameworks & builders tools AI/TLDR tracks, ranked by GitHub stars.",
    "| Tool | Stars | What it does |",
    "| [nanobot](/tools/nanobot/) | \u2605 47k | Lightweight self-hosted personal AI agent framework in Python, with a WebUI, terminal and chat-app channels, tools, long-term memory, MCP and scheduled automations. |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "http://ai-tldr.dev/tools/agno",
   "project": "LangGraph",
   "repository": null,
   "stars": "39600",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Agno alongside other open-source agent frameworks & builders tools AI/TLDR tracks, ranked by GitHub stars.",
    "| Tool | Stars | What it does |",
    "| [LangGraph](/tools/langgraph/) | \u2605 39.6k | A library from the LangChain team for building stateful, graph-based agent workflows with explicit control over steps, memory, and human-in-the-loop checkpoints. |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "Agno alongside other open-source agent frameworks & builders tools AI/TLDR tracks, ranked by GitHub stars.",
    "| Tool | Stars | What it does |",
    "| [LangGraph](/tools/langgraph/) | \u2605 39.6k | A library from the LangChain team for building stateful, graph-based agent workflows with explicit control over steps, memory, and human-in-the-loop checkpoints. |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "http://ai-tldr.dev/tools/agno",
   "project": "AgentGPT",
   "repository": null,
   "stars": "36300",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Agno alongside other open-source agent frameworks & builders tools AI/TLDR tracks, ranked by GitHub stars.",
    "| Tool | Stars | What it does |",
    "| [AgentGPT](/tools/agentgpt/) | \u2605 36.3k | AgentGPT lets you name a custom AI, give it a goal, and watch it plan tasks, run them, and learn from the results, all from a web browser. |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "Agno alongside other open-source agent frameworks & builders tools AI/TLDR tracks, ranked by GitHub stars.",
    "| Tool | Stars | What it does |",
    "| [AgentGPT](/tools/agentgpt/) | \u2605 36.3k | AgentGPT lets you name a custom AI, give it a goal, and watch it plan tasks, run them, and learn from the results, all from a web browser. |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "http://ai-tldr.dev/tools/agno",
   "project": "STORM",
   "repository": null,
   "stars": "31000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Agno alongside other open-source agent frameworks & builders tools AI/TLDR tracks, ranked by GitHub stars.",
    "| Tool | Stars | What it does |",
    "| [STORM](/tools/storm/) | \u2605 31k | Stanford OVAL's LLM-powered knowledge curation system that researches a topic and generates a Wikipedia-style article with citations. |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "Agno alongside other open-source agent frameworks & builders tools AI/TLDR tracks, ranked by GitHub stars.",
    "| Tool | Stars | What it does |",
    "| [STORM](/tools/storm/) | \u2605 31k | Stanford OVAL's LLM-powered knowledge curation system that researches a topic and generates a Wikipedia-style article with citations. |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "http://ai-tldr.dev/tools/agno",
   "project": "Composio",
   "repository": null,
   "stars": "29700",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Agno alongside other open-source agent frameworks & builders tools AI/TLDR tracks, ranked by GitHub stars.",
    "| Tool | Stars | What it does |",
    "| [Composio](/tools/composio/) | \u2605 29.7k | Composio is an open-source SDK for Python and TypeScript that gives AI agents ready-made tools to act on real apps and APIs across many agent frameworks. |"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "Agno alongside other open-source agent frameworks & builders tools AI/TLDR tracks, ranked by GitHub stars.",
    "| Tool | Stars | What it does |",
    "| [Composio](/tools/composio/) | \u2605 29.7k | Composio is an open-source SDK for Python and TypeScript that gives AI agents ready-made tools to act on real apps and APIs across many agent frameworks. |"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://seventnews.com/en/articles/why-you-should-drop-everything-and-install-openmanus-right-now",
   "project": "OpenManus",
   "repository": "https://github.com/FoundationAgents/OpenManus",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "AI Agents",
    "OpenManus is an open-source AI agent framework anyone can install and run immediately: no invite code, no gimmicks, just a Python environment and an API key.",
    "The repository is at [github.com/FoundationAgents/OpenManus](https://github.com/FoundationAgents/OpenManus)."
   ],
   "repository_evidence": [
    "AI Agents",
    "The repository is at [github.com/FoundationAgents/OpenManus](https://github.com/FoundationAgents/OpenManus)."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://fastagency.ai/latest/release",
   "project": "FastAgency",
   "repository": "https://github.com/ag2ai/fastagency",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# Release Notes#",
    "- FastAgency + AG2 version bump 0.10.2 by [@marklysze](https://github.com/marklysze) in [#750](https://github.com/ag2ai/fastagency/pull/750)",
    "FastAgency enables developers to quickly build testing or production-grade chat applications based on multi-agent workflow."
   ],
   "repository_evidence": [
    "# Release Notes#",
    "- FastAgency + AG2 version bump 0.10.2 by [@marklysze](https://github.com/marklysze) in [#750](https://github.com/ag2ai/fastagency/pull/750)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://openhelm.ai/blog/langchain-vs-llamaindex-vs-haystack-agent-framework-comparison",
   "project": "Haystack",
   "repository": null,
   "stars": "5000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Reviews",
    "# LangChain vs LlamaIndex vs Haystack: Agent Framework Comparison 2026",
    "Comprehensive comparison of LangChain, LlamaIndex, and Haystack for building production AI agents -features, performance, learning curve, and when to use each framework.",
    "- **Haystack**: Enterprise-focused, strong pipeline abstractions, smaller community. Best for production NLP pipelines. **Rating: 3.9/5**"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "Reviews",
    "## Haystack",
    "**3. Smaller community**"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://openhelm.ai/blog/langchain-vs-llamaindex-vs-haystack-agent-framework-comparison",
   "project": "LangChain",
   "repository": null,
   "stars": "80000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Reviews",
    "# LangChain vs LlamaIndex vs Haystack: Agent Framework Comparison 2026",
    "Comprehensive comparison of LangChain, LlamaIndex, and Haystack for building production AI agents -features, performance, learning curve, and when to use each framework.",
    "- **LangChain**: Most mature, biggest ecosystem, steepest learning curve. Best for complex multi-agent systems. **Rating: 4.1/5**"
   ],
   "repository_evidence": null,
   "stars_evidence": [
    "Reviews",
    "## Haystack",
    "**3. Smaller community**"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://futureagi.com/blog/what-is-openai-agents-sdk-2026",
   "project": "OpenAI Agents SDK",
   "repository": "https://github.com/openai/openai-agents-python",
   "stars": "22000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "Research",
    "# What is the OpenAI Agents SDK? Loops and Handoffs in 2026",
    "The Python repo at [github.com/openai/openai-agents-python](https://github.com/openai/openai-agents-python) has approximately 22,000 GitHub stars as of May 2026; the TypeScript port at [github.com/openai/openai-agents-js](https://github.com/openai/openai-agents-js) ships a similar surface."
   ],
   "repository_evidence": [
    "Research",
    "# What is the OpenAI Agents SDK? Loops and Handoffs in 2026",
    "The Python repo at [github.com/openai/openai-agents-python](https://github.com/openai/openai-agents-python) has approximately 22,000 GitHub stars as of May 2026; the TypeScript port at [github.com/openai/openai-agents-js](https://github.com/openai/openai-agents-js) ships a similar surface."
   ],
   "stars_evidence": [
    "Research",
    "# What is the OpenAI Agents SDK? Loops and Handoffs in 2026",
    "The Python repo at [github.com/openai/openai-agents-python](https://github.com/openai/openai-agents-python) has approximately 22,000 GitHub stars as of May 2026; the TypeScript port at [github.com/openai/openai-agents-js](https://github.com/openai/openai-agents-js) ships a similar surface."
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://harnesses.sh/?pricing=byok",
   "project": "OpenClaw",
   "repository": "/h/openclaw",
   "stars": "382000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# $ find your agent harness",
    "A curated, verified, cross-vendor directory of AI agent harnesses \u2014 the runtime scaffolding that turns a model into an agent.",
    "## [OpenClaw](/h/openclaw) \u00b7 OpenClaw community (created by Peter Steinberger)"
   ],
   "repository_evidence": [
    "# $ find your agent harness",
    "A curated, verified, cross-vendor directory of AI agent harnesses \u2014 the runtime scaffolding that turns a model into an agent.",
    "## [OpenClaw](/h/openclaw) \u00b7 OpenClaw community (created by Peter Steinberger)"
   ],
   "stars_evidence": [
    "# $ find your agent harness",
    "A curated, verified, cross-vendor directory of AI agent harnesses \u2014 the runtime scaffolding that turns a model into an agent.",
    "\u2605 382,000 \u00b7 high"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://harnesses.sh/?pricing=byok",
   "project": "Claw Code",
   "repository": "/h/claw-code",
   "stars": "194649",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# $ find your agent harness",
    "A curated, verified, cross-vendor directory of AI agent harnesses \u2014 the runtime scaffolding that turns a model into an agent.",
    "## [Claw Code](/h/claw-code) \u00b7 Community (ultraworkers; initiated by Sigrid Jin)"
   ],
   "repository_evidence": [
    "# $ find your agent harness",
    "A curated, verified, cross-vendor directory of AI agent harnesses \u2014 the runtime scaffolding that turns a model into an agent.",
    "## [Claw Code](/h/claw-code) \u00b7 Community (ultraworkers; initiated by Sigrid Jin)"
   ],
   "stars_evidence": [
    "# $ find your agent harness",
    "A curated, verified, cross-vendor directory of AI agent harnesses \u2014 the runtime scaffolding that turns a model into an agent.",
    "\u2605 194,649 \u00b7 low"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://harnesses.sh/?pricing=byok",
   "project": "browser-use",
   "repository": "/h/browser-use",
   "stars": "103000",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# $ find your agent harness",
    "A curated, verified, cross-vendor directory of AI agent harnesses \u2014 the runtime scaffolding that turns a model into an agent.",
    "## [browser-use](/h/browser-use) \u00b7 Browser Use Inc. (YC-backed, SF)"
   ],
   "repository_evidence": [
    "# $ find your agent harness",
    "A curated, verified, cross-vendor directory of AI agent harnesses \u2014 the runtime scaffolding that turns a model into an agent.",
    "## [browser-use](/h/browser-use) \u00b7 Browser Use Inc. (YC-backed, SF)"
   ],
   "stars_evidence": [
    "# $ find your agent harness",
    "A curated, verified, cross-vendor directory of AI agent harnesses \u2014 the runtime scaffolding that turns a model into an agent.",
    "\u2605 103,000 \u00b7 high"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://harnesses.sh/?pricing=byok",
   "project": "Pi",
   "repository": "/h/pi",
   "stars": "68476",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# $ find your agent harness",
    "A curated, verified, cross-vendor directory of AI agent harnesses \u2014 the runtime scaffolding that turns a model into an agent.",
    "## [Pi](/h/pi) \u00b7 Mario Zechner / Earendil (steward since Apr 2026)"
   ],
   "repository_evidence": [
    "# $ find your agent harness",
    "A curated, verified, cross-vendor directory of AI agent harnesses \u2014 the runtime scaffolding that turns a model into an agent.",
    "## [Pi](/h/pi) \u00b7 Mario Zechner / Earendil (steward since Apr 2026)"
   ],
   "stars_evidence": [
    "# $ find your agent harness",
    "A curated, verified, cross-vendor directory of AI agent harnesses \u2014 the runtime scaffolding that turns a model into an agent.",
    "\u2605 68,476 \u00b7 high"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://harnesses.sh/?pricing=byok",
   "project": "Goose",
   "repository": "/h/goose",
   "stars": "50812",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# $ find your agent harness",
    "A curated, verified, cross-vendor directory of AI agent harnesses \u2014 the runtime scaffolding that turns a model into an agent.",
    "## [Goose](/h/goose) \u00b7 Block \u2192 Agentic AI Foundation (Linux Foundation)"
   ],
   "repository_evidence": [
    "# $ find your agent harness",
    "A curated, verified, cross-vendor directory of AI agent harnesses \u2014 the runtime scaffolding that turns a model into an agent.",
    "## [Goose](/h/goose) \u00b7 Block \u2192 Agentic AI Foundation (Linux Foundation)"
   ],
   "stars_evidence": [
    "# $ find your agent harness",
    "A curated, verified, cross-vendor directory of AI agent harnesses \u2014 the runtime scaffolding that turns a model into an agent.",
    "\u2605 50,812 \u00b7 high"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://harnesses.sh/?pricing=byok",
   "project": "Aider",
   "repository": "/h/aider",
   "stars": "47165",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# $ find your agent harness",
    "A curated, verified, cross-vendor directory of AI agent harnesses \u2014 the runtime scaffolding that turns a model into an agent.",
    "## [Aider](/h/aider) \u00b7 Aider-AI (Paul Gauthier)"
   ],
   "repository_evidence": [
    "# $ find your agent harness",
    "A curated, verified, cross-vendor directory of AI agent harnesses \u2014 the runtime scaffolding that turns a model into an agent.",
    "## [Aider](/h/aider) \u00b7 Aider-AI (Paul Gauthier)"
   ],
   "stars_evidence": [
    "# $ find your agent harness",
    "A curated, verified, cross-vendor directory of AI agent harnesses \u2014 the runtime scaffolding that turns a model into an agent.",
    "\u2605 47,165 \u00b7 high"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://harnesses.sh/?pricing=byok",
   "project": "Void",
   "repository": "/h/void",
   "stars": "28821",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# $ find your agent harness",
    "A curated, verified, cross-vendor directory of AI agent harnesses \u2014 the runtime scaffolding that turns a model into an agent.",
    "## [Void](/h/void) \u00b7 Glass Devtools (Y Combinator)"
   ],
   "repository_evidence": [
    "# $ find your agent harness",
    "A curated, verified, cross-vendor directory of AI agent harnesses \u2014 the runtime scaffolding that turns a model into an agent.",
    "## [Void](/h/void) \u00b7 Glass Devtools (Y Combinator)"
   ],
   "stars_evidence": [
    "# $ find your agent harness",
    "A curated, verified, cross-vendor directory of AI agent harnesses \u2014 the runtime scaffolding that turns a model into an agent.",
    "\u2605 28,821 \u00b7 high"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://harnesses.sh/?pricing=byok",
   "project": "GPT Researcher",
   "repository": "/h/gpt-researcher",
   "stars": "28100",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# $ find your agent harness",
    "A curated, verified, cross-vendor directory of AI agent harnesses \u2014 the runtime scaffolding that turns a model into an agent.",
    "## [GPT Researcher](/h/gpt-researcher) \u00b7 Assaf Elovic / open-source community (gptr.dev)"
   ],
   "repository_evidence": [
    "# $ find your agent harness",
    "A curated, verified, cross-vendor directory of AI agent harnesses \u2014 the runtime scaffolding that turns a model into an agent.",
    "## [GPT Researcher](/h/gpt-researcher) \u00b7 Assaf Elovic / open-source community (gptr.dev)"
   ],
   "stars_evidence": [
    "# $ find your agent harness",
    "A curated, verified, cross-vendor directory of AI agent harnesses \u2014 the runtime scaffolding that turns a model into an agent.",
    "\u2605 28,100 \u00b7 high"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://harnesses.sh/?pricing=byok",
   "project": "Kilo CLI",
   "repository": "/h/kilo-cli",
   "stars": "25785",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# $ find your agent harness",
    "A curated, verified, cross-vendor directory of AI agent harnesses \u2014 the runtime scaffolding that turns a model into an agent.",
    "## [Kilo CLI](/h/kilo-cli) \u00b7 Kilo (Kilo Code)"
   ],
   "repository_evidence": [
    "# $ find your agent harness",
    "A curated, verified, cross-vendor directory of AI agent harnesses \u2014 the runtime scaffolding that turns a model into an agent.",
    "## [Kilo CLI](/h/kilo-cli) \u00b7 Kilo (Kilo Code)"
   ],
   "stars_evidence": [
    "# $ find your agent harness",
    "A curated, verified, cross-vendor directory of AI agent harnesses \u2014 the runtime scaffolding that turns a model into an agent.",
    "\u2605 25,785 \u00b7 medium"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://harnesses.sh/?pricing=byok",
   "project": "SWE-agent",
   "repository": "/h/swe-agent",
   "stars": "19727",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# $ find your agent harness",
    "A curated, verified, cross-vendor directory of AI agent harnesses \u2014 the runtime scaffolding that turns a model into an agent.",
    "## [SWE-agent](/h/swe-agent) \u00b7 SWE-agent team (Princeton/Stanford)"
   ],
   "repository_evidence": [
    "# $ find your agent harness",
    "A curated, verified, cross-vendor directory of AI agent harnesses \u2014 the runtime scaffolding that turns a model into an agent.",
    "## [SWE-agent](/h/swe-agent) \u00b7 SWE-agent team (Princeton/Stanford)"
   ],
   "stars_evidence": [
    "# $ find your agent harness",
    "A curated, verified, cross-vendor directory of AI agent harnesses \u2014 the runtime scaffolding that turns a model into an agent.",
    "\u2605 19,727 \u00b7 high"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://harnesses.sh/?pricing=byok",
   "project": "oh-my-pi (omp)",
   "repository": "/h/oh-my-pi-omp",
   "stars": "16611",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# $ find your agent harness",
    "A curated, verified, cross-vendor directory of AI agent harnesses \u2014 the runtime scaffolding that turns a model into an agent.",
    "## [oh-my-pi (omp)](/h/oh-my-pi-omp) \u00b7 can1357 (Can B\u00f6l\u00fck), community fork of Pi"
   ],
   "repository_evidence": [
    "# $ find your agent harness",
    "A curated, verified, cross-vendor directory of AI agent harnesses \u2014 the runtime scaffolding that turns a model into an agent.",
    "## [oh-my-pi (omp)](/h/oh-my-pi-omp) \u00b7 can1357 (Can B\u00f6l\u00fck), community fork of Pi"
   ],
   "stars_evidence": [
    "# $ find your agent harness",
    "A curated, verified, cross-vendor directory of AI agent harnesses \u2014 the runtime scaffolding that turns a model into an agent.",
    "\u2605 16,611 \u00b7 medium"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://harnesses.sh/?pricing=byok",
   "project": "Plandex",
   "repository": "/h/plandex",
   "stars": "15508",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# $ find your agent harness",
    "A curated, verified, cross-vendor directory of AI agent harnesses \u2014 the runtime scaffolding that turns a model into an agent.",
    "## [Plandex](/h/plandex) \u00b7 Plandex (Dane Schneider)"
   ],
   "repository_evidence": [
    "# $ find your agent harness",
    "A curated, verified, cross-vendor directory of AI agent harnesses \u2014 the runtime scaffolding that turns a model into an agent.",
    "## [Plandex](/h/plandex) \u00b7 Plandex (Dane Schneider)"
   ],
   "stars_evidence": [
    "# $ find your agent harness",
    "A curated, verified, cross-vendor directory of AI agent harnesses \u2014 the runtime scaffolding that turns a model into an agent.",
    "\u2605 15,508 \u00b7 medium"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://harnesses.sh/?pricing=byok",
   "project": "Maturana",
   "repository": "/h/maturana",
   "stars": "7",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# $ find your agent harness",
    "A curated, verified, cross-vendor directory of AI agent harnesses \u2014 the runtime scaffolding that turns a model into an agent.",
    "## [Maturana](/h/maturana) \u00b7 Anders Jensen-Waud"
   ],
   "repository_evidence": [
    "# $ find your agent harness",
    "A curated, verified, cross-vendor directory of AI agent harnesses \u2014 the runtime scaffolding that turns a model into an agent.",
    "## [Maturana](/h/maturana) \u00b7 Anders Jensen-Waud"
   ],
   "stars_evidence": [
    "# $ find your agent harness",
    "A curated, verified, cross-vendor directory of AI agent harnesses \u2014 the runtime scaffolding that turns a model into an agent.",
    "\u2605 7 \u00b7 medium"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/lectrician1/awesome-interface-agents",
   "project": "Qwen 2.5-VL Cookbook",
   "repository": "https://github.com/QwenLM/Qwen2.5-VL/blob/main/cookbooks/computer_use.ipynb",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-interface-agents",
    "## Complete solutions",
    "### Operating system",
    "#### Open source",
    "- [Qwen 2.5-VL Cookbook](https://github.com/QwenLM/Qwen2.5-VL/blob/main/cookbooks/computer_use.ipynb)"
   ],
   "repository_evidence": [
    "# awesome-interface-agents",
    "## Complete solutions",
    "### Operating system",
    "#### Open source",
    "- [Qwen 2.5-VL Cookbook](https://github.com/QwenLM/Qwen2.5-VL/blob/main/cookbooks/computer_use.ipynb)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/lectrician1/awesome-interface-agents",
   "project": "OpenAdapt.AI",
   "repository": "https://openadapt.ai/",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-interface-agents",
    "## Complete solutions",
    "### Operating system",
    "#### Open source",
    "- [OpenAdapt.AI](https://openadapt.ai/): AI-First Process Automation with Large ([Language (LLMs) / Action (LAMs) / Multimodal (LMMs)] / Visual Language (VLMs)) Models"
   ],
   "repository_evidence": [
    "# awesome-interface-agents",
    "## Complete solutions",
    "### Operating system",
    "#### Open source",
    "- [OpenAdapt.AI](https://openadapt.ai/): AI-First Process Automation with Large ([Language (LLMs) / Action (LAMs) / Multimodal (LMMs)] / Visual Language (VLMs)) Models"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/lectrician1/awesome-interface-agents",
   "project": "ScreenAgent",
   "repository": "https://github.com/niuzaisheng/ScreenAgent",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-interface-agents",
    "## Complete solutions",
    "### Operating system",
    "#### Open source",
    "- [ScreenAgent](https://github.com/niuzaisheng/ScreenAgent)"
   ],
   "repository_evidence": [
    "# awesome-interface-agents",
    "## Complete solutions",
    "### Operating system",
    "#### Open source",
    "- [ScreenAgent](https://github.com/niuzaisheng/ScreenAgent)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/lectrician1/awesome-interface-agents",
   "project": "Mobile-Agent",
   "repository": "https://ar5iv.labs.arxiv.org/html/2401.16158v1",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-interface-agents",
    "## Complete solutions",
    "### Operating system",
    "#### Open source",
    "- [Mobile-Agent](https://ar5iv.labs.arxiv.org/html/2401.16158v1)"
   ],
   "repository_evidence": [
    "# awesome-interface-agents",
    "## Complete solutions",
    "### Operating system",
    "#### Open source",
    "- [Mobile-Agent](https://ar5iv.labs.arxiv.org/html/2401.16158v1)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/lectrician1/awesome-interface-agents",
   "project": "UI-ACT",
   "repository": "https://github.com/TobiasNorlund/UI-Act",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-interface-agents",
    "## Complete solutions",
    "### Operating system",
    "#### Open source",
    "- [UI-ACT](https://github.com/TobiasNorlund/UI-Act): An AI agent for interacting with a computer using the graphical user interface"
   ],
   "repository_evidence": [
    "# awesome-interface-agents",
    "## Complete solutions",
    "### Operating system",
    "#### Open source",
    "- [UI-ACT](https://github.com/TobiasNorlund/UI-Act): An AI agent for interacting with a computer using the graphical user interface"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/lectrician1/awesome-interface-agents",
   "project": "OpenInterpreter",
   "repository": "https://github.com/OpenInterpreter/open-interpreter",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-interface-agents",
    "## Complete solutions",
    "### Operating system",
    "#### Open source",
    "- [OpenInterpreter](https://github.com/OpenInterpreter/open-interpreter): Uses code to interact with operating system."
   ],
   "repository_evidence": [
    "# awesome-interface-agents",
    "## Complete solutions",
    "### Operating system",
    "#### Open source",
    "- [OpenInterpreter](https://github.com/OpenInterpreter/open-interpreter): Uses code to interact with operating system."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/lectrician1/awesome-interface-agents",
   "project": "AIOS",
   "repository": "https://github.com/agiresearch/AIOS",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-interface-agents",
    "## Complete solutions",
    "### Operating system",
    "#### Open source",
    "- [AIOS](https://github.com/agiresearch/AIOS): Can interact with operating system as backend."
   ],
   "repository_evidence": [
    "# awesome-interface-agents",
    "## Complete solutions",
    "### Operating system",
    "#### Open source",
    "- [AIOS](https://github.com/agiresearch/AIOS): Can interact with operating system as backend."
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/lectrician1/awesome-interface-agents",
   "project": "Skyvern",
   "repository": "https://github.com/skyvern-ai/skyvern",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-interface-agents",
    "## Complete solutions",
    "### Web browser",
    "#### Open source",
    "- [Skyvern](https://github.com/skyvern-ai/skyvern): Browser automation software"
   ],
   "repository_evidence": [
    "# awesome-interface-agents",
    "## Complete solutions",
    "### Web browser",
    "#### Open source",
    "- [Skyvern](https://github.com/skyvern-ai/skyvern): Browser automation software"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/lectrician1/awesome-interface-agents",
   "project": "AgentLLM",
   "repository": "https://github.com/idosal/AgentLLM",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-interface-agents",
    "## Complete solutions",
    "### Web browser",
    "#### Open source",
    "- [AgentLLM](https://github.com/idosal/AgentLLM)"
   ],
   "repository_evidence": [
    "# awesome-interface-agents",
    "## Complete solutions",
    "### Web browser",
    "#### Open source",
    "- [AgentLLM](https://github.com/idosal/AgentLLM)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://github.com/lectrician1/awesome-interface-agents",
   "project": "LaVague",
   "repository": "https://github.com/lavague-ai/LaVague",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "# awesome-interface-agents",
    "## Complete solutions",
    "### Web browser",
    "#### Open source",
    "- [LaVague](https://github.com/lavague-ai/LaVague)"
   ],
   "repository_evidence": [
    "# awesome-interface-agents",
    "## Complete solutions",
    "### Web browser",
    "#### Open source",
    "- [LaVague](https://github.com/lavague-ai/LaVague)"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://libhunt.com/compare-babyagi-vs-babyagi-asi",
   "project": "babyagi",
   "repository": "https://github.com/yoheinakajima/babyagi",
   "stars": "22309",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "| [babyagi](/r/babyagi) | | [babyagi-asi](/r/babyagi-asi) |",
    "SaaSHub - Software Alternatives and Reviews",
    "## babyagi"
   ],
   "repository_evidence": [
    "> BabyAGI: github.com/yoheinakajima/babyagi",
    "SaaSHub - Software Alternatives and Reviews",
    "## babyagi"
   ],
   "stars_evidence": [
    "| 22,309 | | 801 |",
    "SaaSHub - Software Alternatives and Reviews"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://libhunt.com/compare-babyagi-vs-babyagi-asi",
   "project": "babyagi-asi",
   "repository": "https://github.com/oliveirabruno01/babyagi-asi",
   "stars": "801",
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "| [babyagi](/r/babyagi) | | [babyagi-asi](/r/babyagi-asi) |",
    "SaaSHub - Software Alternatives and Reviews",
    "## babyagi-asi"
   ],
   "repository_evidence": [
    "> This is a modified version of babyagi, without \"memory\" yet but with real ability to perform the tasks: https://github.com/oliveirabruno01/babyagi-asi",
    "SaaSHub - Software Alternatives and Reviews",
    "## babyagi-asi"
   ],
   "stars_evidence": [
    "| 22,309 | | 801 |",
    "SaaSHub - Software Alternatives and Reviews"
   ],
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  },
  {
   "url": "https://libhunt.com/compare-babyagi-vs-babyagi-asi",
   "project": "Auto-GPT",
   "repository": "https://github.com/Significant-Gravitas/AutoGPT",
   "stars": null,
   "category": null,
   "description": null,
   "license": null,
   "project_evidence": [
    "**Auto-GPT** - An experimental open-source attempt to make GPT-4 fully autonomous. [Moved to: https://github.com/Significant-Gravitas/AutoGPT]",
    "SaaSHub - Software Alternatives and Reviews",
    "## What are some alternatives?"
   ],
   "repository_evidence": [
    "**Auto-GPT** - An experimental open-source attempt to make GPT-4 fully autonomous. [Moved to: https://github.com/Significant-Gravitas/AutoGPT]",
    "SaaSHub - Software Alternatives and Reviews",
    "## What are some alternatives?"
   ],
   "stars_evidence": null,
   "category_evidence": null,
   "description_evidence": null,
   "license_evidence": null
  }
 ],
 "notes": [
  "Merged 12 queries (2400 total) \u2192 2246 unique results",
  "Search result set: r9790c3cfbb7 (2246 rows), reference it as FROM r9790c3cfbb7 in follow-up queries",
  "Semantic operators ran on only the first 2000 of 2246 input rows; the rest are absent from this result. Narrow the input with exact filters or process it in batches.",
  "WARNING: semantic extraction failed on 100 of 2000 rows \u2014 extracted values are null on those rows. First error: timed_out after 90.0s"
 ]
}